2020-09-17 10:58:58,549 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 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 2020.0.2 Product Build 20200624 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: 4.4.0 MMCV: 1.1.1 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+1f33cb8 ------------------------------------------------------------ 2020-09-17 10:58:58,550 - mmaction - INFO - Distributed training: True 2020-09-17 10:58:58,550 - mmaction - INFO - Config: /mnt/lustre/tangjiaqi/sthv2/mmaction2-16/configs/recognition/tsn/tsn_r50_1x1x16_50e_sthv2_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='torchvision://resnet50', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustrenew/DATAshare/somesome-v2/rgb_frame' data_root_val = '/mnt/lustrenew/DATAshare/somesome-v2/rgb_frame' ann_file_train = '/mnt/lustre/tangjiaqi/sthv2/train.txt' ann_file_val = '/mnt/lustre/tangjiaqi/sthv2/val.txt' ann_file_test = '/mnt/lustre/tangjiaqi/sthv2/val.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=16), dict(type='RawFrameDecode', 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='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=16), dict(type='RawFrameDecode', 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=16), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', 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=1, 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', lr=0.005, momentum=0.9, weight_decay=0.0005) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tsn_r50_1x1x16_50e_sthv2_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-09-17 10:58:58,550 - mmaction - INFO - Set random seed to 0, deterministic: True 2020-09-17 10:59:12,530 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-09-17 10:59:15,326 - mmaction - INFO - Start running, host: tangjiaqi@SH-IDC1-10-5-30-128, work_dir: /mnt/lustre/tangjiaqi/sthv2/mmaction2-16/work_dirs/tsn_r50_1x1x16_50e_sthv2_rgb 2020-09-17 10:59:15,326 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-09-17 11:01:50,103 - mmaction - INFO - Epoch [1][20/3520] lr: 5.000e-03, eta: 15 days, 17:41:58, time: 7.727, data_time: 5.480, memory: 8337, top1_acc: 0.0104, top5_acc: 0.0458, loss_cls: 5.1002, loss: 5.1002, grad_norm: 4.7510 2020-09-17 11:02:27,903 - mmaction - INFO - Epoch [1][40/3520] lr: 5.000e-03, eta: 9 days, 19:09:25, time: 1.896, data_time: 0.276, memory: 8337, top1_acc: 0.0156, top5_acc: 0.0729, loss_cls: 5.0216, loss: 5.0216, grad_norm: 4.7839 2020-09-17 11:03:08,427 - mmaction - INFO - Epoch [1][60/3520] lr: 5.000e-03, eta: 7 days, 21:47:57, time: 2.028, data_time: 0.009, memory: 8337, top1_acc: 0.0177, top5_acc: 0.0750, loss_cls: 5.0162, loss: 5.0162, grad_norm: 4.7526 2020-09-17 11:03:48,298 - mmaction - INFO - Epoch [1][80/3520] lr: 5.000e-03, eta: 6 days, 22:39:54, time: 1.992, data_time: 0.007, memory: 8337, top1_acc: 0.0240, top5_acc: 0.0833, loss_cls: 5.0266, loss: 5.0266, grad_norm: 4.6456 2020-09-17 11:04:26,995 - mmaction - INFO - Epoch [1][100/3520] lr: 5.000e-03, eta: 6 days, 8:13:57, time: 1.936, data_time: 0.106, memory: 8337, top1_acc: 0.0229, top5_acc: 0.0854, loss_cls: 5.0234, loss: 5.0234, grad_norm: 4.6403 2020-09-17 11:05:05,118 - mmaction - INFO - Epoch [1][120/3520] lr: 5.000e-03, eta: 5 days, 22:22:20, time: 1.907, data_time: 0.019, memory: 8337, top1_acc: 0.0198, top5_acc: 0.0906, loss_cls: 4.9799, loss: 4.9799, grad_norm: 4.5903 2020-09-17 11:05:44,800 - mmaction - INFO - Epoch [1][140/3520] lr: 5.000e-03, eta: 5 days, 15:53:02, time: 1.987, data_time: 0.111, memory: 8337, top1_acc: 0.0250, top5_acc: 0.0896, loss_cls: 4.9885, loss: 4.9885, grad_norm: 4.5794 2020-09-17 11:06:23,133 - mmaction - INFO - Epoch [1][160/3520] lr: 5.000e-03, eta: 5 days, 10:35:26, time: 1.917, data_time: 0.009, memory: 8337, top1_acc: 0.0333, top5_acc: 0.1000, loss_cls: 4.9306, loss: 4.9306, grad_norm: 4.5910 2020-09-17 11:07:02,257 - mmaction - INFO - Epoch [1][180/3520] lr: 5.000e-03, eta: 5 days, 6:40:43, time: 1.955, data_time: 0.013, memory: 8337, top1_acc: 0.0281, top5_acc: 0.1000, loss_cls: 4.9164, loss: 4.9164, grad_norm: 4.5845 2020-09-17 11:07:40,100 - mmaction - INFO - Epoch [1][200/3520] lr: 5.000e-03, eta: 5 days, 3:14:29, time: 1.893, data_time: 0.148, memory: 8337, top1_acc: 0.0385, top5_acc: 0.1177, loss_cls: 4.9046, loss: 4.9046, grad_norm: 4.6108 2020-09-17 11:08:17,642 - mmaction - INFO - Epoch [1][220/3520] lr: 5.000e-03, eta: 5 days, 0:19:57, time: 1.872, data_time: 0.373, memory: 8337, top1_acc: 0.0365, top5_acc: 0.1219, loss_cls: 4.8962, loss: 4.8962, grad_norm: 4.6352 2020-09-17 11:08:56,165 - mmaction - INFO - Epoch [1][240/3520] lr: 5.000e-03, eta: 4 days, 22:09:03, time: 1.932, data_time: 0.283, memory: 8337, top1_acc: 0.0219, top5_acc: 0.1240, loss_cls: 4.8832, loss: 4.8832, grad_norm: 4.5451 2020-09-17 11:09:37,000 - mmaction - INFO - Epoch [1][260/3520] lr: 5.000e-03, eta: 4 days, 20:42:52, time: 2.041, data_time: 0.038, memory: 8337, top1_acc: 0.0354, top5_acc: 0.1198, loss_cls: 4.8731, loss: 4.8731, grad_norm: 4.6783 2020-09-17 11:10:15,276 - mmaction - INFO - Epoch [1][280/3520] lr: 5.000e-03, eta: 4 days, 19:01:54, time: 1.912, data_time: 0.382, memory: 8337, top1_acc: 0.0417, top5_acc: 0.1219, loss_cls: 4.8112, loss: 4.8112, grad_norm: 4.6690 2020-09-17 11:10:54,025 - mmaction - INFO - Epoch [1][300/3520] lr: 5.000e-03, eta: 4 days, 17:39:42, time: 1.940, data_time: 0.225, memory: 8337, top1_acc: 0.0458, top5_acc: 0.1323, loss_cls: 4.8126, loss: 4.8126, grad_norm: 4.6747 2020-09-17 11:11:33,118 - mmaction - INFO - Epoch [1][320/3520] lr: 5.000e-03, eta: 4 days, 16:29:51, time: 1.951, data_time: 0.384, memory: 8337, top1_acc: 0.0333, top5_acc: 0.1375, loss_cls: 4.8053, loss: 4.8053, grad_norm: 4.6955 2020-09-17 11:12:14,282 - mmaction - INFO - Epoch [1][340/3520] lr: 5.000e-03, eta: 4 days, 15:46:36, time: 2.059, data_time: 0.435, memory: 8337, top1_acc: 0.0375, top5_acc: 0.1510, loss_cls: 4.7443, loss: 4.7443, grad_norm: 4.7415 2020-09-17 11:12:53,155 - mmaction - INFO - Epoch [1][360/3520] lr: 5.000e-03, eta: 4 days, 14:49:27, time: 1.944, data_time: 0.937, memory: 8337, top1_acc: 0.0302, top5_acc: 0.1500, loss_cls: 4.7879, loss: 4.7879, grad_norm: 4.7815 2020-09-17 11:13:33,412 - mmaction - INFO - Epoch [1][380/3520] lr: 5.000e-03, eta: 4 days, 14:09:12, time: 2.015, data_time: 0.453, memory: 8337, top1_acc: 0.0458, top5_acc: 0.1604, loss_cls: 4.7712, loss: 4.7712, grad_norm: 4.7473 2020-09-17 11:14:14,085 - mmaction - INFO - Epoch [1][400/3520] lr: 5.000e-03, eta: 4 days, 13:35:40, time: 2.034, data_time: 0.906, memory: 8337, top1_acc: 0.0469, top5_acc: 0.1573, loss_cls: 4.7047, loss: 4.7047, grad_norm: 4.8743 2020-09-17 11:14:53,512 - mmaction - INFO - Epoch [1][420/3520] lr: 5.000e-03, eta: 4 days, 12:55:47, time: 1.966, data_time: 0.036, memory: 8337, top1_acc: 0.0396, top5_acc: 0.1563, loss_cls: 4.7552, loss: 4.7552, grad_norm: 4.8412 2020-09-17 11:15:33,619 - mmaction - INFO - Epoch [1][440/3520] lr: 5.000e-03, eta: 4 days, 12:25:20, time: 2.010, data_time: 0.027, memory: 8337, top1_acc: 0.0469, top5_acc: 0.1625, loss_cls: 4.6937, loss: 4.6937, grad_norm: 4.9226 2020-09-17 11:16:11,905 - mmaction - INFO - Epoch [1][460/3520] lr: 5.000e-03, eta: 4 days, 11:44:19, time: 1.907, data_time: 1.047, memory: 8337, top1_acc: 0.0385, top5_acc: 0.1521, loss_cls: 4.7761, loss: 4.7761, grad_norm: 5.0109 2020-09-17 11:16:52,303 - mmaction - INFO - Epoch [1][480/3520] lr: 5.000e-03, eta: 4 days, 11:21:24, time: 2.028, data_time: 0.179, memory: 8337, top1_acc: 0.0427, top5_acc: 0.1552, loss_cls: 4.7470, loss: 4.7470, grad_norm: 4.8720 2020-09-17 11:17:32,117 - mmaction - INFO - Epoch [1][500/3520] lr: 5.000e-03, eta: 4 days, 10:55:58, time: 1.991, data_time: 1.042, memory: 8337, top1_acc: 0.0458, top5_acc: 0.1854, loss_cls: 4.6349, loss: 4.6349, grad_norm: 4.9725 2020-09-17 11:18:09,958 - mmaction - INFO - Epoch [1][520/3520] lr: 5.000e-03, eta: 4 days, 10:21:14, time: 1.891, data_time: 0.119, memory: 8337, top1_acc: 0.0438, top5_acc: 0.1635, loss_cls: 4.6758, loss: 4.6758, grad_norm: 5.1160 2020-09-17 11:18:50,027 - mmaction - INFO - Epoch [1][540/3520] lr: 5.000e-03, eta: 4 days, 10:01:17, time: 2.004, data_time: 0.118, memory: 8337, top1_acc: 0.0500, top5_acc: 0.1760, loss_cls: 4.6752, loss: 4.6752, grad_norm: 5.0342 2020-09-17 11:19:29,389 - mmaction - INFO - Epoch [1][560/3520] lr: 5.000e-03, eta: 4 days, 9:38:55, time: 1.968, data_time: 0.004, memory: 8337, top1_acc: 0.0521, top5_acc: 0.1552, loss_cls: 4.7093, loss: 4.7093, grad_norm: 5.0966 2020-09-17 11:20:08,640 - mmaction - INFO - Epoch [1][580/3520] lr: 5.000e-03, eta: 4 days, 9:17:28, time: 1.962, data_time: 0.489, memory: 8337, top1_acc: 0.0635, top5_acc: 0.1813, loss_cls: 4.6202, loss: 4.6202, grad_norm: 5.0238 2020-09-17 11:20:47,582 - mmaction - INFO - Epoch [1][600/3520] lr: 5.000e-03, eta: 4 days, 8:55:56, time: 1.947, data_time: 0.018, memory: 8337, top1_acc: 0.0531, top5_acc: 0.1833, loss_cls: 4.6266, loss: 4.6266, grad_norm: 5.0407 2020-09-17 11:21:26,262 - mmaction - INFO - Epoch [1][620/3520] lr: 5.000e-03, eta: 4 days, 8:34:17, time: 1.932, data_time: 0.004, memory: 8337, top1_acc: 0.0625, top5_acc: 0.1813, loss_cls: 4.6520, loss: 4.6520, grad_norm: 5.2149 2020-09-17 11:22:05,231 - mmaction - INFO - Epoch [1][640/3520] lr: 5.000e-03, eta: 4 days, 8:15:40, time: 1.951, data_time: 0.037, memory: 8337, top1_acc: 0.0563, top5_acc: 0.1698, loss_cls: 4.6625, loss: 4.6625, grad_norm: 5.1809 2020-09-17 11:22:44,794 - mmaction - INFO - Epoch [1][660/3520] lr: 5.000e-03, eta: 4 days, 8:00:19, time: 1.975, data_time: 0.369, memory: 8337, top1_acc: 0.0542, top5_acc: 0.1979, loss_cls: 4.5510, loss: 4.5510, grad_norm: 5.1644 2020-09-17 11:23:23,599 - mmaction - INFO - Epoch [1][680/3520] lr: 5.000e-03, eta: 4 days, 7:43:07, time: 1.944, data_time: 0.079, memory: 8337, top1_acc: 0.0583, top5_acc: 0.2260, loss_cls: 4.5135, loss: 4.5135, grad_norm: 5.2965 2020-09-17 11:24:02,806 - mmaction - INFO - Epoch [1][700/3520] lr: 5.000e-03, eta: 4 days, 7:28:15, time: 1.960, data_time: 0.072, memory: 8337, top1_acc: 0.0656, top5_acc: 0.2000, loss_cls: 4.6088, loss: 4.6088, grad_norm: 5.1127 2020-09-17 11:24:41,135 - mmaction - INFO - Epoch [1][720/3520] lr: 5.000e-03, eta: 4 days, 7:10:37, time: 1.916, data_time: 0.466, memory: 8337, top1_acc: 0.0625, top5_acc: 0.1958, loss_cls: 4.5931, loss: 4.5931, grad_norm: 5.3068 2020-09-17 11:25:19,502 - mmaction - INFO - Epoch [1][740/3520] lr: 5.000e-03, eta: 4 days, 6:54:05, time: 1.919, data_time: 0.977, memory: 8337, top1_acc: 0.0708, top5_acc: 0.2302, loss_cls: 4.5085, loss: 4.5085, grad_norm: 5.3664 2020-09-17 11:25:58,452 - mmaction - INFO - Epoch [1][760/3520] lr: 5.000e-03, eta: 4 days, 6:40:35, time: 1.947, data_time: 0.021, memory: 8337, top1_acc: 0.0552, top5_acc: 0.1813, loss_cls: 4.6277, loss: 4.6277, grad_norm: 5.3409 2020-09-17 11:26:39,370 - mmaction - INFO - Epoch [1][780/3520] lr: 5.000e-03, eta: 4 days, 6:35:06, time: 2.046, data_time: 1.392, memory: 8337, top1_acc: 0.0740, top5_acc: 0.2021, loss_cls: 4.6005, loss: 4.6005, grad_norm: 5.3166 2020-09-17 11:27:17,106 - mmaction - INFO - Epoch [1][800/3520] lr: 5.000e-03, eta: 4 days, 6:18:18, time: 1.887, data_time: 0.433, memory: 8337, top1_acc: 0.0667, top5_acc: 0.1875, loss_cls: 4.5695, loss: 4.5695, grad_norm: 5.2816 2020-09-17 11:27:58,565 - mmaction - INFO - Epoch [1][820/3520] lr: 5.000e-03, eta: 4 days, 6:15:32, time: 2.073, data_time: 0.090, memory: 8337, top1_acc: 0.0646, top5_acc: 0.2177, loss_cls: 4.5878, loss: 4.5878, grad_norm: 5.2401 2020-09-17 11:28:37,998 - mmaction - INFO - Epoch [1][840/3520] lr: 5.000e-03, eta: 4 days, 6:05:50, time: 1.972, data_time: 0.059, memory: 8337, top1_acc: 0.0719, top5_acc: 0.2250, loss_cls: 4.5462, loss: 4.5462, grad_norm: 5.3064 2020-09-17 11:29:16,491 - mmaction - INFO - Epoch [1][860/3520] lr: 5.000e-03, eta: 4 days, 5:53:07, time: 1.921, data_time: 0.255, memory: 8337, top1_acc: 0.0781, top5_acc: 0.2167, loss_cls: 4.4804, loss: 4.4804, grad_norm: 5.4121 2020-09-17 11:29:54,817 - mmaction - INFO - Epoch [1][880/3520] lr: 5.000e-03, eta: 4 days, 5:40:50, time: 1.920, data_time: 0.507, memory: 8337, top1_acc: 0.0531, top5_acc: 0.1990, loss_cls: 4.5994, loss: 4.5994, grad_norm: 5.4661 2020-09-17 11:30:34,003 - mmaction - INFO - Epoch [1][900/3520] lr: 5.000e-03, eta: 4 days, 5:31:25, time: 1.956, data_time: 0.156, memory: 8337, top1_acc: 0.0604, top5_acc: 0.2198, loss_cls: 4.4961, loss: 4.4961, grad_norm: 5.4149 2020-09-17 11:31:11,790 - mmaction - INFO - Epoch [1][920/3520] lr: 5.000e-03, eta: 4 days, 5:18:18, time: 1.891, data_time: 0.131, memory: 8337, top1_acc: 0.0667, top5_acc: 0.2167, loss_cls: 4.5173, loss: 4.5173, grad_norm: 5.4453 2020-09-17 11:31:51,468 - mmaction - INFO - Epoch [1][940/3520] lr: 5.000e-03, eta: 4 days, 5:11:31, time: 1.985, data_time: 0.736, memory: 8337, top1_acc: 0.0802, top5_acc: 0.2292, loss_cls: 4.4827, loss: 4.4827, grad_norm: 5.4118 2020-09-17 11:32:31,608 - mmaction - INFO - Epoch [1][960/3520] lr: 5.000e-03, eta: 4 days, 5:06:17, time: 2.006, data_time: 0.108, memory: 8337, top1_acc: 0.0792, top5_acc: 0.2229, loss_cls: 4.5049, loss: 4.5049, grad_norm: 5.4187 2020-09-17 11:33:10,073 - mmaction - INFO - Epoch [1][980/3520] lr: 5.000e-03, eta: 4 days, 4:56:19, time: 1.924, data_time: 0.149, memory: 8337, top1_acc: 0.0833, top5_acc: 0.2271, loss_cls: 4.4510, loss: 4.4510, grad_norm: 5.5136 2020-09-17 11:33:48,353 - mmaction - INFO - Epoch [1][1000/3520] lr: 5.000e-03, eta: 4 days, 4:46:06, time: 1.913, data_time: 0.290, memory: 8337, top1_acc: 0.0833, top5_acc: 0.2271, loss_cls: 4.4786, loss: 4.4786, grad_norm: 5.6369 2020-09-17 11:34:28,811 - mmaction - INFO - Epoch [1][1020/3520] lr: 5.000e-03, eta: 4 days, 4:42:36, time: 2.024, data_time: 1.041, memory: 8337, top1_acc: 0.0698, top5_acc: 0.2333, loss_cls: 4.4903, loss: 4.4903, grad_norm: 5.6791 2020-09-17 11:35:08,516 - mmaction - INFO - Epoch [1][1040/3520] lr: 5.000e-03, eta: 4 days, 4:36:51, time: 1.982, data_time: 0.590, memory: 8337, top1_acc: 0.0719, top5_acc: 0.2375, loss_cls: 4.4523, loss: 4.4523, grad_norm: 5.5775 2020-09-17 11:35:47,706 - mmaction - INFO - Epoch [1][1060/3520] lr: 5.000e-03, eta: 4 days, 4:30:14, time: 1.963, data_time: 0.015, memory: 8337, top1_acc: 0.0646, top5_acc: 0.2156, loss_cls: 4.5105, loss: 4.5105, grad_norm: 5.6933 2020-09-17 11:36:27,686 - mmaction - INFO - Epoch [1][1080/3520] lr: 5.000e-03, eta: 4 days, 4:25:42, time: 1.997, data_time: 0.297, memory: 8337, top1_acc: 0.0823, top5_acc: 0.2448, loss_cls: 4.4318, loss: 4.4318, grad_norm: 5.6238 2020-09-17 11:37:07,967 - mmaction - INFO - Epoch [1][1100/3520] lr: 5.000e-03, eta: 4 days, 4:22:21, time: 2.017, data_time: 0.039, memory: 8337, top1_acc: 0.0979, top5_acc: 0.2531, loss_cls: 4.4212, loss: 4.4212, grad_norm: 5.7923 2020-09-17 11:37:45,375 - mmaction - INFO - Epoch [1][1120/3520] lr: 5.000e-03, eta: 4 days, 4:11:30, time: 1.871, data_time: 0.110, memory: 8337, top1_acc: 0.0885, top5_acc: 0.2375, loss_cls: 4.4567, loss: 4.4567, grad_norm: 5.6565 2020-09-17 11:38:25,934 - mmaction - INFO - Epoch [1][1140/3520] lr: 5.000e-03, eta: 4 days, 4:09:01, time: 2.027, data_time: 0.266, memory: 8337, top1_acc: 0.0906, top5_acc: 0.2240, loss_cls: 4.4725, loss: 4.4725, grad_norm: 5.6188 2020-09-17 11:39:03,297 - mmaction - INFO - Epoch [1][1160/3520] lr: 5.000e-03, eta: 4 days, 3:58:37, time: 1.869, data_time: 0.019, memory: 8337, top1_acc: 0.0792, top5_acc: 0.2333, loss_cls: 4.4488, loss: 4.4488, grad_norm: 5.6444 2020-09-17 11:39:42,313 - mmaction - INFO - Epoch [1][1180/3520] lr: 5.000e-03, eta: 4 days, 3:52:32, time: 1.949, data_time: 0.510, memory: 8337, top1_acc: 0.0698, top5_acc: 0.2396, loss_cls: 4.4234, loss: 4.4234, grad_norm: 5.7003 2020-09-17 11:40:21,448 - mmaction - INFO - Epoch [1][1200/3520] lr: 5.000e-03, eta: 4 days, 3:47:05, time: 1.959, data_time: 0.884, memory: 8337, top1_acc: 0.0740, top5_acc: 0.2510, loss_cls: 4.4086, loss: 4.4086, grad_norm: 5.5711 2020-09-17 11:41:01,024 - mmaction - INFO - Epoch [1][1220/3520] lr: 5.000e-03, eta: 4 days, 3:42:34, time: 1.975, data_time: 0.079, memory: 8337, top1_acc: 0.0885, top5_acc: 0.2417, loss_cls: 4.3857, loss: 4.3857, grad_norm: 5.7215 2020-09-17 11:41:40,096 - mmaction - INFO - Epoch [1][1240/3520] lr: 5.000e-03, eta: 4 days, 3:37:09, time: 1.953, data_time: 0.046, memory: 8337, top1_acc: 0.0854, top5_acc: 0.2583, loss_cls: 4.3336, loss: 4.3336, grad_norm: 5.7499 2020-09-17 11:42:17,357 - mmaction - INFO - Epoch [1][1260/3520] lr: 5.000e-03, eta: 4 days, 3:27:53, time: 1.867, data_time: 0.383, memory: 8337, top1_acc: 0.0781, top5_acc: 0.2354, loss_cls: 4.4388, loss: 4.4388, grad_norm: 5.7941 2020-09-17 11:42:58,049 - mmaction - INFO - Epoch [1][1280/3520] lr: 5.000e-03, eta: 4 days, 3:26:25, time: 2.032, data_time: 0.170, memory: 8337, top1_acc: 0.0938, top5_acc: 0.2500, loss_cls: 4.4077, loss: 4.4077, grad_norm: 5.7151 2020-09-17 11:43:35,999 - mmaction - INFO - Epoch [1][1300/3520] lr: 5.000e-03, eta: 4 days, 3:19:04, time: 1.900, data_time: 0.554, memory: 8337, top1_acc: 0.0875, top5_acc: 0.2573, loss_cls: 4.4263, loss: 4.4263, grad_norm: 5.8077 2020-09-17 11:44:14,324 - mmaction - INFO - Epoch [1][1320/3520] lr: 5.000e-03, eta: 4 days, 3:12:37, time: 1.916, data_time: 0.394, memory: 8337, top1_acc: 0.1000, top5_acc: 0.2563, loss_cls: 4.3678, loss: 4.3678, grad_norm: 5.7961 2020-09-17 11:44:53,930 - mmaction - INFO - Epoch [1][1340/3520] lr: 5.000e-03, eta: 4 days, 3:09:11, time: 1.982, data_time: 0.112, memory: 8337, top1_acc: 0.0760, top5_acc: 0.2271, loss_cls: 4.4414, loss: 4.4414, grad_norm: 5.8114 2020-09-17 11:45:33,016 - mmaction - INFO - Epoch [1][1360/3520] lr: 5.000e-03, eta: 4 days, 3:04:35, time: 1.952, data_time: 0.164, memory: 8337, top1_acc: 0.0927, top5_acc: 0.2594, loss_cls: 4.2972, loss: 4.2972, grad_norm: 5.7475 2020-09-17 11:46:11,583 - mmaction - INFO - Epoch [1][1380/3520] lr: 5.000e-03, eta: 4 days, 2:59:11, time: 1.931, data_time: 0.031, memory: 8337, top1_acc: 0.0823, top5_acc: 0.2552, loss_cls: 4.3954, loss: 4.3954, grad_norm: 5.6558 2020-09-17 11:46:48,120 - mmaction - INFO - Epoch [1][1400/3520] lr: 5.000e-03, eta: 4 days, 2:49:29, time: 1.824, data_time: 0.056, memory: 8337, top1_acc: 0.0813, top5_acc: 0.2865, loss_cls: 4.3576, loss: 4.3576, grad_norm: 5.7890 2020-09-17 11:47:27,264 - mmaction - INFO - Epoch [1][1420/3520] lr: 5.000e-03, eta: 4 days, 2:45:38, time: 1.960, data_time: 0.516, memory: 8337, top1_acc: 0.0896, top5_acc: 0.2281, loss_cls: 4.4322, loss: 4.4322, grad_norm: 5.6853 2020-09-17 11:48:05,476 - mmaction - INFO - Epoch [1][1440/3520] lr: 5.000e-03, eta: 4 days, 2:39:50, time: 1.910, data_time: 0.237, memory: 8337, top1_acc: 0.0844, top5_acc: 0.2688, loss_cls: 4.3511, loss: 4.3511, grad_norm: 5.6729 2020-09-17 11:48:42,215 - mmaction - INFO - Epoch [1][1460/3520] lr: 5.000e-03, eta: 4 days, 2:31:11, time: 1.835, data_time: 0.026, memory: 8337, top1_acc: 0.0990, top5_acc: 0.2479, loss_cls: 4.3465, loss: 4.3465, grad_norm: 5.6845 2020-09-17 11:49:22,168 - mmaction - INFO - Epoch [1][1480/3520] lr: 5.000e-03, eta: 4 days, 2:29:04, time: 1.996, data_time: 0.157, memory: 8337, top1_acc: 0.0875, top5_acc: 0.2406, loss_cls: 4.4268, loss: 4.4268, grad_norm: 5.7774 2020-09-17 11:50:00,658 - mmaction - INFO - Epoch [1][1500/3520] lr: 5.000e-03, eta: 4 days, 2:24:27, time: 1.930, data_time: 0.024, memory: 8337, top1_acc: 0.0990, top5_acc: 0.2729, loss_cls: 4.3352, loss: 4.3352, grad_norm: 5.7995 2020-09-17 11:50:38,646 - mmaction - INFO - Epoch [1][1520/3520] lr: 5.000e-03, eta: 4 days, 2:18:40, time: 1.897, data_time: 0.899, memory: 8337, top1_acc: 0.0802, top5_acc: 0.2354, loss_cls: 4.4086, loss: 4.4086, grad_norm: 5.7185 2020-09-17 11:51:16,418 - mmaction - INFO - Epoch [1][1540/3520] lr: 5.000e-03, eta: 4 days, 2:12:48, time: 1.891, data_time: 0.746, memory: 8337, top1_acc: 0.0896, top5_acc: 0.2688, loss_cls: 4.3342, loss: 4.3342, grad_norm: 5.8801 2020-09-17 11:51:57,075 - mmaction - INFO - Epoch [1][1560/3520] lr: 5.000e-03, eta: 4 days, 2:12:08, time: 2.027, data_time: 0.472, memory: 8337, top1_acc: 0.1042, top5_acc: 0.2865, loss_cls: 4.2742, loss: 4.2742, grad_norm: 5.8220 2020-09-17 11:52:39,087 - mmaction - INFO - Epoch [1][1580/3520] lr: 5.000e-03, eta: 4 days, 2:14:16, time: 2.103, data_time: 0.581, memory: 8337, top1_acc: 0.0896, top5_acc: 0.2542, loss_cls: 4.3566, loss: 4.3566, grad_norm: 5.9104 2020-09-17 11:53:18,912 - mmaction - INFO - Epoch [1][1600/3520] lr: 5.000e-03, eta: 4 days, 2:12:23, time: 1.995, data_time: 0.544, memory: 8337, top1_acc: 0.0813, top5_acc: 0.2385, loss_cls: 4.3753, loss: 4.3753, grad_norm: 5.8470 2020-09-17 11:53:58,138 - mmaction - INFO - Epoch [1][1620/3520] lr: 5.000e-03, eta: 4 days, 2:09:20, time: 1.961, data_time: 0.346, memory: 8337, top1_acc: 0.1010, top5_acc: 0.2635, loss_cls: 4.3005, loss: 4.3005, grad_norm: 5.7907 2020-09-17 11:54:34,850 - mmaction - INFO - Epoch [1][1640/3520] lr: 5.000e-03, eta: 4 days, 2:01:55, time: 1.836, data_time: 0.304, memory: 8337, top1_acc: 0.0938, top5_acc: 0.2833, loss_cls: 4.2484, loss: 4.2484, grad_norm: 5.8351 2020-09-17 11:55:15,277 - mmaction - INFO - Epoch [1][1660/3520] lr: 5.000e-03, eta: 4 days, 2:01:10, time: 2.022, data_time: 0.041, memory: 8337, top1_acc: 0.0896, top5_acc: 0.2479, loss_cls: 4.3921, loss: 4.3921, grad_norm: 5.8568 2020-09-17 11:55:52,630 - mmaction - INFO - Epoch [1][1680/3520] lr: 5.000e-03, eta: 4 days, 1:55:03, time: 1.867, data_time: 0.005, memory: 8337, top1_acc: 0.0865, top5_acc: 0.2552, loss_cls: 4.3319, loss: 4.3319, grad_norm: 5.7027 2020-09-17 11:56:32,470 - mmaction - INFO - Epoch [1][1700/3520] lr: 5.000e-03, eta: 4 days, 1:53:21, time: 1.992, data_time: 0.571, memory: 8337, top1_acc: 0.1010, top5_acc: 0.2573, loss_cls: 4.3277, loss: 4.3277, grad_norm: 5.7522 2020-09-17 11:57:09,586 - mmaction - INFO - Epoch [1][1720/3520] lr: 5.000e-03, eta: 4 days, 1:47:04, time: 1.856, data_time: 0.397, memory: 8337, top1_acc: 0.0833, top5_acc: 0.2708, loss_cls: 4.3330, loss: 4.3330, grad_norm: 5.9709 2020-09-17 11:57:48,883 - mmaction - INFO - Epoch [1][1740/3520] lr: 5.000e-03, eta: 4 days, 1:44:25, time: 1.961, data_time: 1.281, memory: 8337, top1_acc: 0.1073, top5_acc: 0.2875, loss_cls: 4.2580, loss: 4.2580, grad_norm: 5.9463 2020-09-17 11:58:28,285 - mmaction - INFO - Epoch [1][1760/3520] lr: 5.000e-03, eta: 4 days, 1:42:15, time: 1.974, data_time: 0.009, memory: 8337, top1_acc: 0.1135, top5_acc: 0.2833, loss_cls: 4.2921, loss: 4.2921, grad_norm: 5.8591 2020-09-17 11:59:07,932 - mmaction - INFO - Epoch [1][1780/3520] lr: 5.000e-03, eta: 4 days, 1:40:24, time: 1.983, data_time: 0.156, memory: 8337, top1_acc: 0.1104, top5_acc: 0.2479, loss_cls: 4.3510, loss: 4.3510, grad_norm: 5.8303 2020-09-17 11:59:44,691 - mmaction - INFO - Epoch [1][1800/3520] lr: 5.000e-03, eta: 4 days, 1:33:55, time: 1.838, data_time: 0.005, memory: 8337, top1_acc: 0.0917, top5_acc: 0.2521, loss_cls: 4.3241, loss: 4.3241, grad_norm: 5.9468 2020-09-17 12:00:30,513 - mmaction - INFO - Epoch [1][1820/3520] lr: 5.000e-03, eta: 4 days, 1:41:14, time: 2.266, data_time: 0.752, memory: 8337, top1_acc: 0.1073, top5_acc: 0.2865, loss_cls: 4.2886, loss: 4.2886, grad_norm: 5.9349 2020-09-17 12:01:09,990 - mmaction - INFO - Epoch [1][1840/3520] lr: 5.000e-03, eta: 4 days, 1:39:55, time: 1.999, data_time: 0.282, memory: 8337, top1_acc: 0.0917, top5_acc: 0.2573, loss_cls: 4.2777, loss: 4.2777, grad_norm: 5.9322 2020-09-17 12:01:47,993 - mmaction - INFO - Epoch [1][1860/3520] lr: 5.000e-03, eta: 4 days, 1:35:28, time: 1.898, data_time: 0.004, memory: 8337, top1_acc: 0.0875, top5_acc: 0.2875, loss_cls: 4.2781, loss: 4.2781, grad_norm: 5.9890 2020-09-17 12:02:26,157 - mmaction - INFO - Epoch [1][1880/3520] lr: 5.000e-03, eta: 4 days, 1:31:22, time: 1.907, data_time: 0.425, memory: 8337, top1_acc: 0.1229, top5_acc: 0.2938, loss_cls: 4.2139, loss: 4.2139, grad_norm: 6.0400 2020-09-17 12:03:05,303 - mmaction - INFO - Epoch [1][1900/3520] lr: 5.000e-03, eta: 4 days, 1:28:57, time: 1.959, data_time: 1.044, memory: 8337, top1_acc: 0.0979, top5_acc: 0.2594, loss_cls: 4.2792, loss: 4.2792, grad_norm: 6.0397 2020-09-17 12:03:44,541 - mmaction - INFO - Epoch [1][1920/3520] lr: 5.000e-03, eta: 4 days, 1:26:44, time: 1.964, data_time: 0.303, memory: 8337, top1_acc: 0.1042, top5_acc: 0.2740, loss_cls: 4.3117, loss: 4.3117, grad_norm: 5.9227 2020-09-17 12:04:23,955 - mmaction - INFO - Epoch [1][1940/3520] lr: 5.000e-03, eta: 4 days, 1:24:39, time: 1.968, data_time: 0.317, memory: 8337, top1_acc: 0.0990, top5_acc: 0.2656, loss_cls: 4.3637, loss: 4.3637, grad_norm: 6.0274 2020-09-17 12:05:02,529 - mmaction - INFO - Epoch [1][1960/3520] lr: 5.000e-03, eta: 4 days, 1:21:30, time: 1.931, data_time: 1.132, memory: 8337, top1_acc: 0.1094, top5_acc: 0.3052, loss_cls: 4.1932, loss: 4.1932, grad_norm: 6.0065 2020-09-17 12:05:41,799 - mmaction - INFO - Epoch [1][1980/3520] lr: 5.000e-03, eta: 4 days, 1:19:18, time: 1.961, data_time: 0.309, memory: 8337, top1_acc: 0.1094, top5_acc: 0.3042, loss_cls: 4.2130, loss: 4.2130, grad_norm: 6.0643 2020-09-17 12:06:20,282 - mmaction - INFO - Epoch [1][2000/3520] lr: 5.000e-03, eta: 4 days, 1:16:04, time: 1.925, data_time: 0.013, memory: 8337, top1_acc: 0.0969, top5_acc: 0.3083, loss_cls: 4.2395, loss: 4.2395, grad_norm: 5.9112 2020-09-17 12:06:57,250 - mmaction - INFO - Epoch [1][2020/3520] lr: 5.000e-03, eta: 4 days, 1:10:38, time: 1.847, data_time: 0.006, memory: 8337, top1_acc: 0.1167, top5_acc: 0.3063, loss_cls: 4.2387, loss: 4.2387, grad_norm: 6.0986 2020-09-17 12:07:36,332 - mmaction - INFO - Epoch [1][2040/3520] lr: 5.000e-03, eta: 4 days, 1:08:25, time: 1.957, data_time: 0.411, memory: 8337, top1_acc: 0.1188, top5_acc: 0.3094, loss_cls: 4.1944, loss: 4.1944, grad_norm: 6.1131 2020-09-17 12:08:14,380 - mmaction - INFO - Epoch [1][2060/3520] lr: 5.000e-03, eta: 4 days, 1:04:43, time: 1.902, data_time: 0.429, memory: 8337, top1_acc: 0.1104, top5_acc: 0.3010, loss_cls: 4.1945, loss: 4.1945, grad_norm: 6.0077 2020-09-17 12:08:54,891 - mmaction - INFO - Epoch [1][2080/3520] lr: 5.000e-03, eta: 4 days, 1:04:30, time: 2.026, data_time: 0.034, memory: 8337, top1_acc: 0.1031, top5_acc: 0.3083, loss_cls: 4.2218, loss: 4.2218, grad_norm: 6.0114 2020-09-17 12:09:34,240 - mmaction - INFO - Epoch [1][2100/3520] lr: 5.000e-03, eta: 4 days, 1:02:36, time: 1.965, data_time: 0.032, memory: 8337, top1_acc: 0.1229, top5_acc: 0.3010, loss_cls: 4.2073, loss: 4.2073, grad_norm: 6.0660 2020-09-17 12:10:14,519 - mmaction - INFO - Epoch [1][2120/3520] lr: 5.000e-03, eta: 4 days, 1:02:08, time: 2.017, data_time: 0.131, memory: 8337, top1_acc: 0.1156, top5_acc: 0.3031, loss_cls: 4.2009, loss: 4.2009, grad_norm: 6.0782 2020-09-17 12:10:53,800 - mmaction - INFO - Epoch [1][2140/3520] lr: 5.000e-03, eta: 4 days, 1:00:15, time: 1.964, data_time: 0.027, memory: 8337, top1_acc: 0.1115, top5_acc: 0.2823, loss_cls: 4.3036, loss: 4.3036, grad_norm: 6.1012 2020-09-17 12:11:32,222 - mmaction - INFO - Epoch [1][2160/3520] lr: 5.000e-03, eta: 4 days, 0:57:14, time: 1.921, data_time: 0.006, memory: 8337, top1_acc: 0.1219, top5_acc: 0.3063, loss_cls: 4.1649, loss: 4.1649, grad_norm: 6.1219 2020-09-17 12:12:11,071 - mmaction - INFO - Epoch [1][2180/3520] lr: 5.000e-03, eta: 4 days, 0:54:48, time: 1.941, data_time: 0.071, memory: 8337, top1_acc: 0.1198, top5_acc: 0.2927, loss_cls: 4.2208, loss: 4.2208, grad_norm: 6.0746 2020-09-17 12:12:52,134 - mmaction - INFO - Epoch [1][2200/3520] lr: 5.000e-03, eta: 4 days, 0:55:22, time: 2.054, data_time: 0.048, memory: 8337, top1_acc: 0.1083, top5_acc: 0.3021, loss_cls: 4.2235, loss: 4.2235, grad_norm: 6.0131 2020-09-17 12:13:29,022 - mmaction - INFO - Epoch [1][2220/3520] lr: 5.000e-03, eta: 4 days, 0:50:20, time: 1.840, data_time: 0.006, memory: 8337, top1_acc: 0.1146, top5_acc: 0.2979, loss_cls: 4.2252, loss: 4.2252, grad_norm: 6.0559 2020-09-17 12:14:07,946 - mmaction - INFO - Epoch [1][2240/3520] lr: 5.000e-03, eta: 4 days, 0:48:13, time: 1.950, data_time: 0.028, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3188, loss_cls: 4.1730, loss: 4.1730, grad_norm: 6.1536 2020-09-17 12:14:45,326 - mmaction - INFO - Epoch [1][2260/3520] lr: 5.000e-03, eta: 4 days, 0:43:57, time: 1.865, data_time: 0.099, memory: 8337, top1_acc: 0.1094, top5_acc: 0.3042, loss_cls: 4.1707, loss: 4.1707, grad_norm: 6.0366 2020-09-17 12:15:25,393 - mmaction - INFO - Epoch [1][2280/3520] lr: 5.000e-03, eta: 4 days, 0:43:20, time: 2.007, data_time: 0.113, memory: 8337, top1_acc: 0.1198, top5_acc: 0.3125, loss_cls: 4.1357, loss: 4.1357, grad_norm: 6.2391 2020-09-17 12:16:02,937 - mmaction - INFO - Epoch [1][2300/3520] lr: 5.000e-03, eta: 4 days, 0:39:24, time: 1.875, data_time: 0.074, memory: 8337, top1_acc: 0.1188, top5_acc: 0.3104, loss_cls: 4.1930, loss: 4.1930, grad_norm: 6.1267 2020-09-17 12:16:41,695 - mmaction - INFO - Epoch [1][2320/3520] lr: 5.000e-03, eta: 4 days, 0:37:09, time: 1.940, data_time: 0.416, memory: 8337, top1_acc: 0.1104, top5_acc: 0.2854, loss_cls: 4.1852, loss: 4.1852, grad_norm: 6.1450 2020-09-17 12:17:21,906 - mmaction - INFO - Epoch [1][2340/3520] lr: 5.000e-03, eta: 4 days, 0:36:39, time: 2.009, data_time: 1.338, memory: 8337, top1_acc: 0.1115, top5_acc: 0.3021, loss_cls: 4.1976, loss: 4.1976, grad_norm: 6.2819 2020-09-17 12:18:00,870 - mmaction - INFO - Epoch [1][2360/3520] lr: 5.000e-03, eta: 4 days, 0:34:42, time: 1.951, data_time: 1.277, memory: 8337, top1_acc: 0.1063, top5_acc: 0.3073, loss_cls: 4.2062, loss: 4.2062, grad_norm: 6.1786 2020-09-17 12:18:39,540 - mmaction - INFO - Epoch [1][2380/3520] lr: 5.000e-03, eta: 4 days, 0:32:18, time: 1.930, data_time: 0.577, memory: 8337, top1_acc: 0.1115, top5_acc: 0.2844, loss_cls: 4.2419, loss: 4.2419, grad_norm: 6.1517 2020-09-17 12:19:18,912 - mmaction - INFO - Epoch [1][2400/3520] lr: 5.000e-03, eta: 4 days, 0:30:54, time: 1.972, data_time: 0.128, memory: 8337, top1_acc: 0.1271, top5_acc: 0.3021, loss_cls: 4.1902, loss: 4.1902, grad_norm: 6.1967 2020-09-17 12:19:57,007 - mmaction - INFO - Epoch [1][2420/3520] lr: 5.000e-03, eta: 4 days, 0:27:55, time: 1.904, data_time: 0.091, memory: 8337, top1_acc: 0.1073, top5_acc: 0.3125, loss_cls: 4.1172, loss: 4.1172, grad_norm: 6.2370 2020-09-17 12:20:38,679 - mmaction - INFO - Epoch [1][2440/3520] lr: 5.000e-03, eta: 4 days, 0:29:12, time: 2.083, data_time: 0.084, memory: 8337, top1_acc: 0.1260, top5_acc: 0.3240, loss_cls: 4.1345, loss: 4.1345, grad_norm: 6.1772 2020-09-17 12:21:16,978 - mmaction - INFO - Epoch [1][2460/3520] lr: 5.000e-03, eta: 4 days, 0:26:29, time: 1.914, data_time: 0.061, memory: 8337, top1_acc: 0.1156, top5_acc: 0.2937, loss_cls: 4.1863, loss: 4.1863, grad_norm: 6.2625 2020-09-17 12:21:57,155 - mmaction - INFO - Epoch [1][2480/3520] lr: 5.000e-03, eta: 4 days, 0:26:01, time: 2.009, data_time: 0.636, memory: 8337, top1_acc: 0.1094, top5_acc: 0.2906, loss_cls: 4.2852, loss: 4.2852, grad_norm: 6.1275 2020-09-17 12:22:35,290 - mmaction - INFO - Epoch [1][2500/3520] lr: 5.000e-03, eta: 4 days, 0:23:07, time: 1.905, data_time: 0.592, memory: 8337, top1_acc: 0.1240, top5_acc: 0.3396, loss_cls: 4.1170, loss: 4.1170, grad_norm: 6.0682 2020-09-17 12:23:14,042 - mmaction - INFO - Epoch [1][2520/3520] lr: 5.000e-03, eta: 4 days, 0:21:06, time: 1.941, data_time: 0.120, memory: 8337, top1_acc: 0.1260, top5_acc: 0.3281, loss_cls: 4.1151, loss: 4.1151, grad_norm: 6.2515 2020-09-17 12:23:51,489 - mmaction - INFO - Epoch [1][2540/3520] lr: 5.000e-03, eta: 4 days, 0:17:31, time: 1.872, data_time: 0.292, memory: 8337, top1_acc: 0.1083, top5_acc: 0.2854, loss_cls: 4.2316, loss: 4.2316, grad_norm: 6.2199 2020-09-17 12:24:30,744 - mmaction - INFO - Epoch [1][2560/3520] lr: 5.000e-03, eta: 4 days, 0:16:03, time: 1.963, data_time: 0.029, memory: 8337, top1_acc: 0.0969, top5_acc: 0.3052, loss_cls: 4.2141, loss: 4.2141, grad_norm: 6.3319 2020-09-17 12:25:09,629 - mmaction - INFO - Epoch [1][2580/3520] lr: 5.000e-03, eta: 4 days, 0:14:10, time: 1.944, data_time: 1.113, memory: 8337, top1_acc: 0.1115, top5_acc: 0.3031, loss_cls: 4.1836, loss: 4.1836, grad_norm: 6.2636 2020-09-17 12:25:51,590 - mmaction - INFO - Epoch [1][2600/3520] lr: 5.000e-03, eta: 4 days, 0:15:44, time: 2.098, data_time: 0.367, memory: 8337, top1_acc: 0.1031, top5_acc: 0.2833, loss_cls: 4.2332, loss: 4.2332, grad_norm: 6.2960 2020-09-17 12:26:30,658 - mmaction - INFO - Epoch [1][2620/3520] lr: 5.000e-03, eta: 4 days, 0:14:06, time: 1.955, data_time: 0.763, memory: 8337, top1_acc: 0.1135, top5_acc: 0.3104, loss_cls: 4.1487, loss: 4.1487, grad_norm: 6.3224 2020-09-17 12:27:08,210 - mmaction - INFO - Epoch [1][2640/3520] lr: 5.000e-03, eta: 4 days, 0:10:47, time: 1.877, data_time: 0.156, memory: 8337, top1_acc: 0.1156, top5_acc: 0.3052, loss_cls: 4.1101, loss: 4.1101, grad_norm: 6.2710 2020-09-17 12:27:49,178 - mmaction - INFO - Epoch [1][2660/3520] lr: 5.000e-03, eta: 4 days, 0:11:14, time: 2.049, data_time: 0.270, memory: 8337, top1_acc: 0.1094, top5_acc: 0.3063, loss_cls: 4.1693, loss: 4.1693, grad_norm: 6.2725 2020-09-17 12:28:28,135 - mmaction - INFO - Epoch [1][2680/3520] lr: 5.000e-03, eta: 4 days, 0:09:30, time: 1.948, data_time: 0.156, memory: 8337, top1_acc: 0.1135, top5_acc: 0.2875, loss_cls: 4.1837, loss: 4.1837, grad_norm: 6.2059 2020-09-17 12:29:06,836 - mmaction - INFO - Epoch [1][2700/3520] lr: 5.000e-03, eta: 4 days, 0:07:29, time: 1.935, data_time: 0.004, memory: 8337, top1_acc: 0.1083, top5_acc: 0.3083, loss_cls: 4.1799, loss: 4.1799, grad_norm: 6.0722 2020-09-17 12:29:44,298 - mmaction - INFO - Epoch [1][2720/3520] lr: 5.000e-03, eta: 4 days, 0:04:12, time: 1.873, data_time: 0.016, memory: 8337, top1_acc: 0.1250, top5_acc: 0.3385, loss_cls: 4.0534, loss: 4.0534, grad_norm: 6.3350 2020-09-17 12:30:24,052 - mmaction - INFO - Epoch [1][2740/3520] lr: 5.000e-03, eta: 4 days, 0:03:20, time: 1.986, data_time: 0.004, memory: 8337, top1_acc: 0.1156, top5_acc: 0.3250, loss_cls: 4.1238, loss: 4.1238, grad_norm: 6.2945 2020-09-17 12:31:01,338 - mmaction - INFO - Epoch [1][2760/3520] lr: 5.000e-03, eta: 3 days, 23:59:57, time: 1.866, data_time: 0.008, memory: 8337, top1_acc: 0.1198, top5_acc: 0.3281, loss_cls: 4.0620, loss: 4.0620, grad_norm: 6.2250 2020-09-17 12:31:41,857 - mmaction - INFO - Epoch [1][2780/3520] lr: 5.000e-03, eta: 3 days, 23:59:53, time: 2.024, data_time: 0.003, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3271, loss_cls: 4.0676, loss: 4.0676, grad_norm: 6.3916 2020-09-17 12:32:19,042 - mmaction - INFO - Epoch [1][2800/3520] lr: 5.000e-03, eta: 3 days, 23:56:27, time: 1.861, data_time: 0.574, memory: 8337, top1_acc: 0.1031, top5_acc: 0.3052, loss_cls: 4.1776, loss: 4.1776, grad_norm: 6.2974 2020-09-17 12:32:58,810 - mmaction - INFO - Epoch [1][2820/3520] lr: 5.000e-03, eta: 3 days, 23:55:37, time: 1.986, data_time: 0.989, memory: 8337, top1_acc: 0.1031, top5_acc: 0.3115, loss_cls: 4.1817, loss: 4.1817, grad_norm: 6.1487 2020-09-17 12:33:37,938 - mmaction - INFO - Epoch [1][2840/3520] lr: 5.000e-03, eta: 3 days, 23:54:15, time: 1.959, data_time: 0.073, memory: 8337, top1_acc: 0.1115, top5_acc: 0.3052, loss_cls: 4.1621, loss: 4.1621, grad_norm: 6.2350 2020-09-17 12:34:17,324 - mmaction - INFO - Epoch [1][2860/3520] lr: 5.000e-03, eta: 3 days, 23:53:02, time: 1.967, data_time: 0.742, memory: 8337, top1_acc: 0.1219, top5_acc: 0.3167, loss_cls: 4.1570, loss: 4.1570, grad_norm: 6.2846 2020-09-17 12:34:55,107 - mmaction - INFO - Epoch [1][2880/3520] lr: 5.000e-03, eta: 3 days, 23:50:18, time: 1.890, data_time: 0.538, memory: 8337, top1_acc: 0.1375, top5_acc: 0.3385, loss_cls: 4.0786, loss: 4.0786, grad_norm: 6.5025 2020-09-17 12:35:34,327 - mmaction - INFO - Epoch [1][2900/3520] lr: 5.000e-03, eta: 3 days, 23:48:53, time: 1.955, data_time: 0.272, memory: 8337, top1_acc: 0.1104, top5_acc: 0.2948, loss_cls: 4.1906, loss: 4.1906, grad_norm: 6.3271 2020-09-17 12:36:13,549 - mmaction - INFO - Epoch [1][2920/3520] lr: 5.000e-03, eta: 3 days, 23:47:44, time: 1.968, data_time: 0.271, memory: 8337, top1_acc: 0.1052, top5_acc: 0.3031, loss_cls: 4.1682, loss: 4.1682, grad_norm: 6.3056 2020-09-17 12:36:53,273 - mmaction - INFO - Epoch [1][2940/3520] lr: 5.000e-03, eta: 3 days, 23:46:55, time: 1.985, data_time: 0.068, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3135, loss_cls: 4.1132, loss: 4.1132, grad_norm: 6.2843 2020-09-17 12:37:31,936 - mmaction - INFO - Epoch [1][2960/3520] lr: 5.000e-03, eta: 3 days, 23:45:07, time: 1.934, data_time: 0.226, memory: 8337, top1_acc: 0.1104, top5_acc: 0.3000, loss_cls: 4.1972, loss: 4.1972, grad_norm: 6.3230 2020-09-17 12:38:10,650 - mmaction - INFO - Epoch [1][2980/3520] lr: 5.000e-03, eta: 3 days, 23:43:18, time: 1.933, data_time: 0.141, memory: 8337, top1_acc: 0.1187, top5_acc: 0.3229, loss_cls: 4.1582, loss: 4.1582, grad_norm: 6.1807 2020-09-17 12:38:48,201 - mmaction - INFO - Epoch [1][3000/3520] lr: 5.000e-03, eta: 3 days, 23:40:29, time: 1.880, data_time: 0.007, memory: 8337, top1_acc: 0.1219, top5_acc: 0.3281, loss_cls: 4.1092, loss: 4.1092, grad_norm: 6.1152 2020-09-17 12:39:27,003 - mmaction - INFO - Epoch [1][3020/3520] lr: 5.000e-03, eta: 3 days, 23:38:48, time: 1.937, data_time: 0.004, memory: 8337, top1_acc: 0.1073, top5_acc: 0.3167, loss_cls: 4.1288, loss: 4.1288, grad_norm: 6.2007 2020-09-17 12:40:04,333 - mmaction - INFO - Epoch [1][3040/3520] lr: 5.000e-03, eta: 3 days, 23:35:52, time: 1.870, data_time: 0.014, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3458, loss_cls: 4.0900, loss: 4.0900, grad_norm: 6.2969 2020-09-17 12:40:44,193 - mmaction - INFO - Epoch [1][3060/3520] lr: 5.000e-03, eta: 3 days, 23:35:09, time: 1.987, data_time: 0.642, memory: 8337, top1_acc: 0.1115, top5_acc: 0.2948, loss_cls: 4.2125, loss: 4.2125, grad_norm: 6.1669 2020-09-17 12:41:21,567 - mmaction - INFO - Epoch [1][3080/3520] lr: 5.000e-03, eta: 3 days, 23:32:19, time: 1.874, data_time: 0.149, memory: 8337, top1_acc: 0.1208, top5_acc: 0.3333, loss_cls: 4.0318, loss: 4.0318, grad_norm: 6.1273 2020-09-17 12:42:03,125 - mmaction - INFO - Epoch [1][3100/3520] lr: 5.000e-03, eta: 3 days, 23:33:18, time: 2.077, data_time: 0.264, memory: 8337, top1_acc: 0.1490, top5_acc: 0.3510, loss_cls: 4.0631, loss: 4.0631, grad_norm: 6.2200 2020-09-17 12:42:40,761 - mmaction - INFO - Epoch [1][3120/3520] lr: 5.000e-03, eta: 3 days, 23:30:37, time: 1.880, data_time: 0.132, memory: 8337, top1_acc: 0.1281, top5_acc: 0.3240, loss_cls: 4.0770, loss: 4.0770, grad_norm: 6.2673 2020-09-17 12:43:19,574 - mmaction - INFO - Epoch [1][3140/3520] lr: 5.000e-03, eta: 3 days, 23:29:07, time: 1.943, data_time: 0.409, memory: 8337, top1_acc: 0.1125, top5_acc: 0.3219, loss_cls: 4.1559, loss: 4.1559, grad_norm: 6.2334 2020-09-17 12:43:58,135 - mmaction - INFO - Epoch [1][3160/3520] lr: 5.000e-03, eta: 3 days, 23:27:17, time: 1.924, data_time: 0.509, memory: 8337, top1_acc: 0.1115, top5_acc: 0.3260, loss_cls: 4.1327, loss: 4.1327, grad_norm: 6.2100 2020-09-17 12:44:36,452 - mmaction - INFO - Epoch [1][3180/3520] lr: 5.000e-03, eta: 3 days, 23:25:23, time: 1.920, data_time: 0.803, memory: 8337, top1_acc: 0.1240, top5_acc: 0.3188, loss_cls: 4.0930, loss: 4.0930, grad_norm: 6.0959 2020-09-17 12:45:13,911 - mmaction - INFO - Epoch [1][3200/3520] lr: 5.000e-03, eta: 3 days, 23:22:38, time: 1.872, data_time: 0.038, memory: 8337, top1_acc: 0.1156, top5_acc: 0.3094, loss_cls: 4.1390, loss: 4.1390, grad_norm: 6.0643 2020-09-17 12:45:52,847 - mmaction - INFO - Epoch [1][3220/3520] lr: 5.000e-03, eta: 3 days, 23:21:16, time: 1.948, data_time: 0.114, memory: 8337, top1_acc: 0.1146, top5_acc: 0.3500, loss_cls: 4.0601, loss: 4.0601, grad_norm: 6.2474 2020-09-17 12:46:29,022 - mmaction - INFO - Epoch [1][3240/3520] lr: 5.000e-03, eta: 3 days, 23:17:25, time: 1.808, data_time: 0.007, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3365, loss_cls: 4.0688, loss: 4.0688, grad_norm: 6.3387 2020-09-17 12:47:07,182 - mmaction - INFO - Epoch [1][3260/3520] lr: 5.000e-03, eta: 3 days, 23:15:23, time: 1.907, data_time: 0.228, memory: 8337, top1_acc: 0.1198, top5_acc: 0.3302, loss_cls: 4.0732, loss: 4.0732, grad_norm: 6.2815 2020-09-17 12:47:46,819 - mmaction - INFO - Epoch [1][3280/3520] lr: 5.000e-03, eta: 3 days, 23:14:38, time: 1.980, data_time: 0.010, memory: 8337, top1_acc: 0.1156, top5_acc: 0.3146, loss_cls: 4.1303, loss: 4.1303, grad_norm: 6.3991 2020-09-17 12:48:27,087 - mmaction - INFO - Epoch [1][3300/3520] lr: 5.000e-03, eta: 3 days, 23:14:27, time: 2.013, data_time: 0.009, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3292, loss_cls: 4.1031, loss: 4.1031, grad_norm: 6.2705 2020-09-17 12:49:05,025 - mmaction - INFO - Epoch [1][3320/3520] lr: 5.000e-03, eta: 3 days, 23:12:17, time: 1.898, data_time: 0.147, memory: 8337, top1_acc: 0.1104, top5_acc: 0.3083, loss_cls: 4.1412, loss: 4.1412, grad_norm: 6.4470 2020-09-17 12:49:44,647 - mmaction - INFO - Epoch [1][3340/3520] lr: 5.000e-03, eta: 3 days, 23:11:36, time: 1.983, data_time: 0.636, memory: 8337, top1_acc: 0.1188, top5_acc: 0.3396, loss_cls: 4.0748, loss: 4.0748, grad_norm: 6.1210 2020-09-17 12:50:24,905 - mmaction - INFO - Epoch [1][3360/3520] lr: 5.000e-03, eta: 3 days, 23:11:23, time: 2.011, data_time: 0.260, memory: 8337, top1_acc: 0.1250, top5_acc: 0.3219, loss_cls: 4.1322, loss: 4.1322, grad_norm: 6.2963 2020-09-17 12:51:02,502 - mmaction - INFO - Epoch [1][3380/3520] lr: 5.000e-03, eta: 3 days, 23:08:57, time: 1.881, data_time: 0.329, memory: 8337, top1_acc: 0.1167, top5_acc: 0.3229, loss_cls: 4.1116, loss: 4.1116, grad_norm: 6.1846 2020-09-17 12:51:42,218 - mmaction - INFO - Epoch [1][3400/3520] lr: 5.000e-03, eta: 3 days, 23:08:19, time: 1.986, data_time: 0.102, memory: 8337, top1_acc: 0.1240, top5_acc: 0.3427, loss_cls: 4.0515, loss: 4.0515, grad_norm: 6.2749 2020-09-17 12:52:21,933 - mmaction - INFO - Epoch [1][3420/3520] lr: 5.000e-03, eta: 3 days, 23:07:37, time: 1.982, data_time: 0.938, memory: 8337, top1_acc: 0.1271, top5_acc: 0.3500, loss_cls: 4.0780, loss: 4.0780, grad_norm: 6.1807 2020-09-17 12:53:02,208 - mmaction - INFO - Epoch [1][3440/3520] lr: 5.000e-03, eta: 3 days, 23:07:31, time: 2.017, data_time: 1.120, memory: 8337, top1_acc: 0.1208, top5_acc: 0.3396, loss_cls: 4.0375, loss: 4.0375, grad_norm: 6.2811 2020-09-17 12:53:42,595 - mmaction - INFO - Epoch [1][3460/3520] lr: 5.000e-03, eta: 3 days, 23:07:23, time: 2.017, data_time: 0.072, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3333, loss_cls: 4.0246, loss: 4.0246, grad_norm: 6.3889 2020-09-17 12:54:19,623 - mmaction - INFO - Epoch [1][3480/3520] lr: 5.000e-03, eta: 3 days, 23:04:34, time: 1.854, data_time: 0.164, memory: 8337, top1_acc: 0.1229, top5_acc: 0.3344, loss_cls: 4.0840, loss: 4.0840, grad_norm: 6.4769 2020-09-17 12:55:00,962 - mmaction - INFO - Epoch [1][3500/3520] lr: 5.000e-03, eta: 3 days, 23:05:13, time: 2.064, data_time: 0.186, memory: 8337, top1_acc: 0.1042, top5_acc: 0.3333, loss_cls: 4.0767, loss: 4.0767, grad_norm: 6.2720 2020-09-17 12:55:38,688 - mmaction - INFO - Epoch [1][3520/3520] lr: 5.000e-03, eta: 3 days, 23:03:00, time: 1.889, data_time: 0.008, memory: 8337, top1_acc: 0.1424, top5_acc: 0.3511, loss_cls: 4.0103, loss: 4.0103, grad_norm: 6.5003 2020-09-17 12:55:55,589 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-17 12:58:14,365 - mmaction - INFO - Epoch [2][20/3520] lr: 5.000e-03, eta: 4 days, 0:21:27, time: 6.856, data_time: 5.399, memory: 8337, top1_acc: 0.1375, top5_acc: 0.3375, loss_cls: 4.0393, loss: 4.0393, grad_norm: 6.3794 2020-09-17 12:58:51,978 - mmaction - INFO - Epoch [2][40/3520] lr: 5.000e-03, eta: 4 days, 0:18:59, time: 1.899, data_time: 0.542, memory: 8337, top1_acc: 0.1188, top5_acc: 0.3302, loss_cls: 4.1020, loss: 4.1020, grad_norm: 6.2599 2020-09-17 12:59:33,032 - mmaction - INFO - Epoch [2][60/3520] lr: 5.000e-03, eta: 4 days, 0:18:58, time: 2.052, data_time: 0.904, memory: 8337, top1_acc: 0.1188, top5_acc: 0.3417, loss_cls: 4.0749, loss: 4.0749, grad_norm: 6.3225 2020-09-17 13:00:19,239 - mmaction - INFO - Epoch [2][80/3520] lr: 5.000e-03, eta: 4 days, 0:22:49, time: 2.294, data_time: 0.190, memory: 8337, top1_acc: 0.1490, top5_acc: 0.3573, loss_cls: 3.9951, loss: 3.9951, grad_norm: 6.2233 2020-09-17 13:00:58,039 - mmaction - INFO - Epoch [2][100/3520] lr: 5.000e-03, eta: 4 days, 0:21:16, time: 1.957, data_time: 0.278, memory: 8337, top1_acc: 0.1479, top5_acc: 0.3615, loss_cls: 3.9272, loss: 3.9272, grad_norm: 6.2446 2020-09-17 13:01:36,439 - mmaction - INFO - Epoch [2][120/3520] lr: 5.000e-03, eta: 4 days, 0:19:06, time: 1.918, data_time: 0.156, memory: 8337, top1_acc: 0.1417, top5_acc: 0.3510, loss_cls: 3.9338, loss: 3.9338, grad_norm: 6.5589 2020-09-17 13:02:16,233 - mmaction - INFO - Epoch [2][140/3520] lr: 5.000e-03, eta: 4 days, 0:18:07, time: 1.991, data_time: 0.683, memory: 8337, top1_acc: 0.1396, top5_acc: 0.3542, loss_cls: 3.9622, loss: 3.9622, grad_norm: 6.6255 2020-09-17 13:02:56,947 - mmaction - INFO - Epoch [2][160/3520] lr: 5.000e-03, eta: 4 days, 0:17:49, time: 2.036, data_time: 0.317, memory: 8337, top1_acc: 0.1333, top5_acc: 0.3500, loss_cls: 4.0321, loss: 4.0321, grad_norm: 6.4858 2020-09-17 13:03:36,541 - mmaction - INFO - Epoch [2][180/3520] lr: 5.000e-03, eta: 4 days, 0:16:38, time: 1.979, data_time: 1.071, memory: 8337, top1_acc: 0.1208, top5_acc: 0.3469, loss_cls: 4.0295, loss: 4.0295, grad_norm: 6.4986 2020-09-17 13:04:14,052 - mmaction - INFO - Epoch [2][200/3520] lr: 5.000e-03, eta: 4 days, 0:13:50, time: 1.874, data_time: 0.083, memory: 8337, top1_acc: 0.1500, top5_acc: 0.3625, loss_cls: 3.9429, loss: 3.9429, grad_norm: 6.3792 2020-09-17 13:04:53,305 - mmaction - INFO - Epoch [2][220/3520] lr: 5.000e-03, eta: 4 days, 0:12:27, time: 1.964, data_time: 0.007, memory: 8337, top1_acc: 0.1146, top5_acc: 0.3448, loss_cls: 3.9722, loss: 3.9722, grad_norm: 6.2683 2020-09-17 13:05:33,259 - mmaction - INFO - Epoch [2][240/3520] lr: 5.000e-03, eta: 4 days, 0:11:34, time: 1.997, data_time: 0.127, memory: 8337, top1_acc: 0.1281, top5_acc: 0.3396, loss_cls: 4.0203, loss: 4.0203, grad_norm: 6.4581 2020-09-17 13:06:13,181 - mmaction - INFO - Epoch [2][260/3520] lr: 5.000e-03, eta: 4 days, 0:10:42, time: 1.997, data_time: 0.278, memory: 8337, top1_acc: 0.1354, top5_acc: 0.3333, loss_cls: 4.0595, loss: 4.0595, grad_norm: 6.4632 2020-09-17 13:06:53,656 - mmaction - INFO - Epoch [2][280/3520] lr: 5.000e-03, eta: 4 days, 0:10:13, time: 2.023, data_time: 0.831, memory: 8337, top1_acc: 0.1479, top5_acc: 0.3552, loss_cls: 3.9487, loss: 3.9487, grad_norm: 6.3036 2020-09-17 13:07:31,182 - mmaction - INFO - Epoch [2][300/3520] lr: 5.000e-03, eta: 4 days, 0:07:33, time: 1.877, data_time: 0.062, memory: 8337, top1_acc: 0.1448, top5_acc: 0.3708, loss_cls: 3.9032, loss: 3.9032, grad_norm: 6.3851 2020-09-17 13:08:10,329 - mmaction - INFO - Epoch [2][320/3520] lr: 5.000e-03, eta: 4 days, 0:06:05, time: 1.957, data_time: 0.509, memory: 8337, top1_acc: 0.1333, top5_acc: 0.3594, loss_cls: 3.9756, loss: 3.9756, grad_norm: 6.5759 2020-09-17 13:08:49,380 - mmaction - INFO - Epoch [2][340/3520] lr: 5.000e-03, eta: 4 days, 0:04:33, time: 1.952, data_time: 0.782, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3448, loss_cls: 4.0742, loss: 4.0742, grad_norm: 6.5117 2020-09-17 13:09:28,308 - mmaction - INFO - Epoch [2][360/3520] lr: 5.000e-03, eta: 4 days, 0:02:56, time: 1.945, data_time: 0.272, memory: 8337, top1_acc: 0.1500, top5_acc: 0.3510, loss_cls: 3.9864, loss: 3.9864, grad_norm: 6.4025 2020-09-17 13:10:08,703 - mmaction - INFO - Epoch [2][380/3520] lr: 5.000e-03, eta: 4 days, 0:02:27, time: 2.021, data_time: 0.480, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3521, loss_cls: 4.0152, loss: 4.0152, grad_norm: 6.3683 2020-09-17 13:10:48,420 - mmaction - INFO - Epoch [2][400/3520] lr: 5.000e-03, eta: 4 days, 0:01:28, time: 1.987, data_time: 0.240, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3604, loss_cls: 3.9372, loss: 3.9372, grad_norm: 6.4933 2020-09-17 13:11:29,770 - mmaction - INFO - Epoch [2][420/3520] lr: 5.000e-03, eta: 4 days, 0:01:39, time: 2.067, data_time: 0.395, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3500, loss_cls: 3.9893, loss: 3.9893, grad_norm: 6.4780 2020-09-17 13:12:10,465 - mmaction - INFO - Epoch [2][440/3520] lr: 5.000e-03, eta: 4 days, 0:01:18, time: 2.032, data_time: 0.535, memory: 8337, top1_acc: 0.1354, top5_acc: 0.3427, loss_cls: 4.0288, loss: 4.0288, grad_norm: 6.4817 2020-09-17 13:12:50,793 - mmaction - INFO - Epoch [2][460/3520] lr: 5.000e-03, eta: 4 days, 0:00:46, time: 2.019, data_time: 1.287, memory: 8337, top1_acc: 0.1500, top5_acc: 0.3594, loss_cls: 3.9390, loss: 3.9390, grad_norm: 6.4185 2020-09-17 13:13:30,290 - mmaction - INFO - Epoch [2][480/3520] lr: 5.000e-03, eta: 3 days, 23:59:35, time: 1.973, data_time: 0.628, memory: 8337, top1_acc: 0.1313, top5_acc: 0.3635, loss_cls: 3.9644, loss: 3.9644, grad_norm: 6.6225 2020-09-17 13:14:09,396 - mmaction - INFO - Epoch [2][500/3520] lr: 5.000e-03, eta: 3 days, 23:58:09, time: 1.955, data_time: 0.016, memory: 8337, top1_acc: 0.1302, top5_acc: 0.3292, loss_cls: 4.0621, loss: 4.0621, grad_norm: 6.6612 2020-09-17 13:14:47,108 - mmaction - INFO - Epoch [2][520/3520] lr: 5.000e-03, eta: 3 days, 23:55:44, time: 1.886, data_time: 0.543, memory: 8337, top1_acc: 0.1313, top5_acc: 0.3510, loss_cls: 4.0456, loss: 4.0456, grad_norm: 6.5488 2020-09-17 13:15:29,115 - mmaction - INFO - Epoch [2][540/3520] lr: 5.000e-03, eta: 3 days, 23:56:23, time: 2.102, data_time: 0.110, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3823, loss_cls: 3.8900, loss: 3.8900, grad_norm: 6.2662 2020-09-17 13:16:05,597 - mmaction - INFO - Epoch [2][560/3520] lr: 5.000e-03, eta: 3 days, 23:53:04, time: 1.821, data_time: 0.089, memory: 8337, top1_acc: 0.1250, top5_acc: 0.3281, loss_cls: 4.1137, loss: 4.1137, grad_norm: 6.6649 2020-09-17 13:16:45,901 - mmaction - INFO - Epoch [2][580/3520] lr: 5.000e-03, eta: 3 days, 23:52:33, time: 2.019, data_time: 0.774, memory: 8337, top1_acc: 0.1250, top5_acc: 0.3573, loss_cls: 4.0434, loss: 4.0434, grad_norm: 6.5182 2020-09-17 13:17:26,082 - mmaction - INFO - Epoch [2][600/3520] lr: 5.000e-03, eta: 3 days, 23:51:52, time: 2.006, data_time: 0.185, memory: 8337, top1_acc: 0.1417, top5_acc: 0.3594, loss_cls: 3.9523, loss: 3.9523, grad_norm: 6.6216 2020-09-17 13:18:03,549 - mmaction - INFO - Epoch [2][620/3520] lr: 5.000e-03, eta: 3 days, 23:49:22, time: 1.876, data_time: 0.579, memory: 8337, top1_acc: 0.1354, top5_acc: 0.3594, loss_cls: 3.9765, loss: 3.9765, grad_norm: 6.7433 2020-09-17 13:18:42,931 - mmaction - INFO - Epoch [2][640/3520] lr: 5.000e-03, eta: 3 days, 23:48:09, time: 1.967, data_time: 0.539, memory: 8337, top1_acc: 0.1552, top5_acc: 0.3719, loss_cls: 3.9197, loss: 3.9197, grad_norm: 6.3593 2020-09-17 13:19:22,373 - mmaction - INFO - Epoch [2][660/3520] lr: 5.000e-03, eta: 3 days, 23:47:02, time: 1.974, data_time: 0.008, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3688, loss_cls: 3.9725, loss: 3.9725, grad_norm: 6.7657 2020-09-17 13:20:02,442 - mmaction - INFO - Epoch [2][680/3520] lr: 5.000e-03, eta: 3 days, 23:46:17, time: 2.001, data_time: 0.045, memory: 8337, top1_acc: 0.1531, top5_acc: 0.3542, loss_cls: 3.9409, loss: 3.9409, grad_norm: 6.4656 2020-09-17 13:20:41,184 - mmaction - INFO - Epoch [2][700/3520] lr: 5.000e-03, eta: 3 days, 23:44:42, time: 1.939, data_time: 0.016, memory: 8337, top1_acc: 0.1458, top5_acc: 0.3750, loss_cls: 3.9053, loss: 3.9053, grad_norm: 6.5921 2020-09-17 13:21:20,241 - mmaction - INFO - Epoch [2][720/3520] lr: 5.000e-03, eta: 3 days, 23:43:17, time: 1.952, data_time: 0.413, memory: 8337, top1_acc: 0.1365, top5_acc: 0.3646, loss_cls: 4.0056, loss: 4.0056, grad_norm: 6.5318 2020-09-17 13:21:58,656 - mmaction - INFO - Epoch [2][740/3520] lr: 5.000e-03, eta: 3 days, 23:41:26, time: 1.919, data_time: 0.768, memory: 8337, top1_acc: 0.1438, top5_acc: 0.3563, loss_cls: 3.9470, loss: 3.9470, grad_norm: 6.4898 2020-09-17 13:22:38,851 - mmaction - INFO - Epoch [2][760/3520] lr: 5.000e-03, eta: 3 days, 23:40:50, time: 2.010, data_time: 0.320, memory: 8337, top1_acc: 0.1406, top5_acc: 0.3521, loss_cls: 3.9386, loss: 3.9386, grad_norm: 6.6051 2020-09-17 13:23:18,830 - mmaction - INFO - Epoch [2][780/3520] lr: 5.000e-03, eta: 3 days, 23:40:06, time: 2.002, data_time: 0.008, memory: 8337, top1_acc: 0.1271, top5_acc: 0.3552, loss_cls: 3.9700, loss: 3.9700, grad_norm: 6.5544 2020-09-17 13:23:57,167 - mmaction - INFO - Epoch [2][800/3520] lr: 5.000e-03, eta: 3 days, 23:38:15, time: 1.917, data_time: 0.179, memory: 8337, top1_acc: 0.1594, top5_acc: 0.3708, loss_cls: 3.9690, loss: 3.9690, grad_norm: 6.6263 2020-09-17 13:24:35,944 - mmaction - INFO - Epoch [2][820/3520] lr: 5.000e-03, eta: 3 days, 23:36:43, time: 1.939, data_time: 0.009, memory: 8337, top1_acc: 0.1375, top5_acc: 0.3469, loss_cls: 3.9860, loss: 3.9860, grad_norm: 6.6679 2020-09-17 13:25:14,356 - mmaction - INFO - Epoch [2][840/3520] lr: 5.000e-03, eta: 3 days, 23:34:55, time: 1.919, data_time: 0.187, memory: 8337, top1_acc: 0.1365, top5_acc: 0.3375, loss_cls: 4.0602, loss: 4.0602, grad_norm: 6.4656 2020-09-17 13:25:55,626 - mmaction - INFO - Epoch [2][860/3520] lr: 5.000e-03, eta: 3 days, 23:35:00, time: 2.062, data_time: 0.335, memory: 8337, top1_acc: 0.1219, top5_acc: 0.3510, loss_cls: 3.9897, loss: 3.9897, grad_norm: 6.5843 2020-09-17 13:26:31,763 - mmaction - INFO - Epoch [2][880/3520] lr: 5.000e-03, eta: 3 days, 23:31:47, time: 1.809, data_time: 0.124, memory: 8337, top1_acc: 0.1729, top5_acc: 0.3813, loss_cls: 3.8875, loss: 3.8875, grad_norm: 6.3381 2020-09-17 13:27:11,758 - mmaction - INFO - Epoch [2][900/3520] lr: 5.000e-03, eta: 3 days, 23:31:03, time: 1.999, data_time: 0.240, memory: 8337, top1_acc: 0.1625, top5_acc: 0.3438, loss_cls: 3.9898, loss: 3.9898, grad_norm: 6.4958 2020-09-17 13:27:50,224 - mmaction - INFO - Epoch [2][920/3520] lr: 5.000e-03, eta: 3 days, 23:29:20, time: 1.923, data_time: 0.496, memory: 8337, top1_acc: 0.1313, top5_acc: 0.3552, loss_cls: 3.9547, loss: 3.9547, grad_norm: 6.5497 2020-09-17 13:28:29,274 - mmaction - INFO - Epoch [2][940/3520] lr: 5.000e-03, eta: 3 days, 23:28:00, time: 1.952, data_time: 0.283, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3833, loss_cls: 3.9194, loss: 3.9194, grad_norm: 6.5490 2020-09-17 13:29:08,107 - mmaction - INFO - Epoch [2][960/3520] lr: 5.000e-03, eta: 3 days, 23:26:34, time: 1.944, data_time: 0.167, memory: 8337, top1_acc: 0.1469, top5_acc: 0.3688, loss_cls: 3.9168, loss: 3.9168, grad_norm: 6.4431 2020-09-17 13:29:47,687 - mmaction - INFO - Epoch [2][980/3520] lr: 5.000e-03, eta: 3 days, 23:25:36, time: 1.979, data_time: 0.021, memory: 8337, top1_acc: 0.1260, top5_acc: 0.3760, loss_cls: 3.9680, loss: 3.9680, grad_norm: 6.5999 2020-09-17 13:30:27,997 - mmaction - INFO - Epoch [2][1000/3520] lr: 5.000e-03, eta: 3 days, 23:25:03, time: 2.013, data_time: 0.314, memory: 8337, top1_acc: 0.1427, top5_acc: 0.3292, loss_cls: 3.9963, loss: 3.9963, grad_norm: 6.6148 2020-09-17 13:31:06,594 - mmaction - INFO - Epoch [2][1020/3520] lr: 5.000e-03, eta: 3 days, 23:23:28, time: 1.930, data_time: 0.360, memory: 8337, top1_acc: 0.1521, top5_acc: 0.3771, loss_cls: 3.8965, loss: 3.8965, grad_norm: 6.5905 2020-09-17 13:31:45,956 - mmaction - INFO - Epoch [2][1040/3520] lr: 5.000e-03, eta: 3 days, 23:22:24, time: 1.971, data_time: 1.169, memory: 8337, top1_acc: 0.1458, top5_acc: 0.3708, loss_cls: 3.8675, loss: 3.8675, grad_norm: 6.6657 2020-09-17 13:32:25,840 - mmaction - INFO - Epoch [2][1060/3520] lr: 5.000e-03, eta: 3 days, 23:21:37, time: 1.994, data_time: 0.465, memory: 8337, top1_acc: 0.1448, top5_acc: 0.3615, loss_cls: 3.9889, loss: 3.9889, grad_norm: 6.5143 2020-09-17 13:33:05,681 - mmaction - INFO - Epoch [2][1080/3520] lr: 5.000e-03, eta: 3 days, 23:20:49, time: 1.992, data_time: 0.005, memory: 8337, top1_acc: 0.1427, top5_acc: 0.3563, loss_cls: 3.9419, loss: 3.9419, grad_norm: 6.5304 2020-09-17 13:33:44,215 - mmaction - INFO - Epoch [2][1100/3520] lr: 5.000e-03, eta: 3 days, 23:19:12, time: 1.926, data_time: 0.014, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3625, loss_cls: 3.9130, loss: 3.9130, grad_norm: 6.4444 2020-09-17 13:34:23,897 - mmaction - INFO - Epoch [2][1120/3520] lr: 5.000e-03, eta: 3 days, 23:18:19, time: 1.984, data_time: 0.679, memory: 8337, top1_acc: 0.1375, top5_acc: 0.3427, loss_cls: 4.0143, loss: 4.0143, grad_norm: 6.6481 2020-09-17 13:35:04,627 - mmaction - INFO - Epoch [2][1140/3520] lr: 5.000e-03, eta: 3 days, 23:18:04, time: 2.037, data_time: 0.925, memory: 8337, top1_acc: 0.1438, top5_acc: 0.3781, loss_cls: 3.9314, loss: 3.9314, grad_norm: 6.6353 2020-09-17 13:35:42,900 - mmaction - INFO - Epoch [2][1160/3520] lr: 5.000e-03, eta: 3 days, 23:16:19, time: 1.914, data_time: 0.292, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3698, loss_cls: 3.8687, loss: 3.8687, grad_norm: 6.6418 2020-09-17 13:36:20,983 - mmaction - INFO - Epoch [2][1180/3520] lr: 5.000e-03, eta: 3 days, 23:14:26, time: 1.902, data_time: 0.041, memory: 8337, top1_acc: 0.1354, top5_acc: 0.3563, loss_cls: 4.0051, loss: 4.0051, grad_norm: 6.5267 2020-09-17 13:36:57,548 - mmaction - INFO - Epoch [2][1200/3520] lr: 5.000e-03, eta: 3 days, 23:11:42, time: 1.830, data_time: 0.013, memory: 8337, top1_acc: 0.1375, top5_acc: 0.3469, loss_cls: 3.9818, loss: 3.9818, grad_norm: 6.6481 2020-09-17 13:37:36,170 - mmaction - INFO - Epoch [2][1220/3520] lr: 5.000e-03, eta: 3 days, 23:10:11, time: 1.931, data_time: 0.081, memory: 8337, top1_acc: 0.1656, top5_acc: 0.3698, loss_cls: 3.8539, loss: 3.8539, grad_norm: 6.5834 2020-09-17 13:38:17,165 - mmaction - INFO - Epoch [2][1240/3520] lr: 5.000e-03, eta: 3 days, 23:10:07, time: 2.051, data_time: 0.004, memory: 8337, top1_acc: 0.1583, top5_acc: 0.3573, loss_cls: 3.9353, loss: 3.9353, grad_norm: 6.5031 2020-09-17 13:38:55,558 - mmaction - INFO - Epoch [2][1260/3520] lr: 5.000e-03, eta: 3 days, 23:08:28, time: 1.918, data_time: 0.004, memory: 8337, top1_acc: 0.1229, top5_acc: 0.3656, loss_cls: 3.9940, loss: 3.9940, grad_norm: 6.6132 2020-09-17 13:39:33,454 - mmaction - INFO - Epoch [2][1280/3520] lr: 5.000e-03, eta: 3 days, 23:06:33, time: 1.896, data_time: 0.090, memory: 8337, top1_acc: 0.1417, top5_acc: 0.3573, loss_cls: 3.9208, loss: 3.9208, grad_norm: 6.3665 2020-09-17 13:40:12,697 - mmaction - INFO - Epoch [2][1300/3520] lr: 5.000e-03, eta: 3 days, 23:05:26, time: 1.962, data_time: 0.135, memory: 8337, top1_acc: 0.1521, top5_acc: 0.3677, loss_cls: 3.8955, loss: 3.8955, grad_norm: 6.5467 2020-09-17 13:40:50,950 - mmaction - INFO - Epoch [2][1320/3520] lr: 5.000e-03, eta: 3 days, 23:03:44, time: 1.912, data_time: 0.180, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3708, loss_cls: 3.9141, loss: 3.9141, grad_norm: 6.6436 2020-09-17 13:41:30,596 - mmaction - INFO - Epoch [2][1340/3520] lr: 5.000e-03, eta: 3 days, 23:02:53, time: 1.984, data_time: 0.434, memory: 8337, top1_acc: 0.1583, top5_acc: 0.3823, loss_cls: 3.8846, loss: 3.8846, grad_norm: 6.4924 2020-09-17 13:42:10,180 - mmaction - INFO - Epoch [2][1360/3520] lr: 5.000e-03, eta: 3 days, 23:01:57, time: 1.976, data_time: 0.474, memory: 8337, top1_acc: 0.1385, top5_acc: 0.3656, loss_cls: 3.9349, loss: 3.9349, grad_norm: 6.4712 2020-09-17 13:42:49,533 - mmaction - INFO - Epoch [2][1380/3520] lr: 5.000e-03, eta: 3 days, 23:00:56, time: 1.969, data_time: 0.155, memory: 8337, top1_acc: 0.1479, top5_acc: 0.3438, loss_cls: 4.0244, loss: 4.0244, grad_norm: 6.6340 2020-09-17 13:43:26,906 - mmaction - INFO - Epoch [2][1400/3520] lr: 5.000e-03, eta: 3 days, 22:58:46, time: 1.870, data_time: 0.209, memory: 8337, top1_acc: 0.1427, top5_acc: 0.3625, loss_cls: 3.8933, loss: 3.8933, grad_norm: 6.4819 2020-09-17 13:44:06,093 - mmaction - INFO - Epoch [2][1420/3520] lr: 5.000e-03, eta: 3 days, 22:57:37, time: 1.957, data_time: 0.107, memory: 8337, top1_acc: 0.1542, top5_acc: 0.3823, loss_cls: 3.8601, loss: 3.8601, grad_norm: 6.5977 2020-09-17 13:44:43,244 - mmaction - INFO - Epoch [2][1440/3520] lr: 5.000e-03, eta: 3 days, 22:55:20, time: 1.858, data_time: 0.127, memory: 8337, top1_acc: 0.1344, top5_acc: 0.3740, loss_cls: 3.8991, loss: 3.8991, grad_norm: 6.6514 2020-09-17 13:45:21,629 - mmaction - INFO - Epoch [2][1460/3520] lr: 5.000e-03, eta: 3 days, 22:53:47, time: 1.920, data_time: 0.015, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3823, loss_cls: 3.8977, loss: 3.8977, grad_norm: 6.6955 2020-09-17 13:45:58,842 - mmaction - INFO - Epoch [2][1480/3520] lr: 5.000e-03, eta: 3 days, 22:51:34, time: 1.863, data_time: 0.027, memory: 8337, top1_acc: 0.1438, top5_acc: 0.3781, loss_cls: 3.8725, loss: 3.8725, grad_norm: 6.5775 2020-09-17 13:46:37,353 - mmaction - INFO - Epoch [2][1500/3520] lr: 5.000e-03, eta: 3 days, 22:50:04, time: 1.924, data_time: 0.004, memory: 8337, top1_acc: 0.1469, top5_acc: 0.3656, loss_cls: 3.9109, loss: 3.9109, grad_norm: 6.6664 2020-09-17 13:47:16,656 - mmaction - INFO - Epoch [2][1520/3520] lr: 5.000e-03, eta: 3 days, 22:49:04, time: 1.966, data_time: 0.082, memory: 8337, top1_acc: 0.1510, top5_acc: 0.3625, loss_cls: 3.8706, loss: 3.8706, grad_norm: 6.6317 2020-09-17 13:47:57,870 - mmaction - INFO - Epoch [2][1540/3520] lr: 5.000e-03, eta: 3 days, 22:49:07, time: 2.061, data_time: 0.189, memory: 8337, top1_acc: 0.1708, top5_acc: 0.3833, loss_cls: 3.8972, loss: 3.8972, grad_norm: 6.7929 2020-09-17 13:48:35,942 - mmaction - INFO - Epoch [2][1560/3520] lr: 5.000e-03, eta: 3 days, 22:47:23, time: 1.901, data_time: 0.433, memory: 8337, top1_acc: 0.1625, top5_acc: 0.4052, loss_cls: 3.8597, loss: 3.8597, grad_norm: 6.6665 2020-09-17 13:49:12,817 - mmaction - INFO - Epoch [2][1580/3520] lr: 5.000e-03, eta: 3 days, 22:45:00, time: 1.844, data_time: 0.175, memory: 8337, top1_acc: 0.1594, top5_acc: 0.4010, loss_cls: 3.8197, loss: 3.8197, grad_norm: 6.9195 2020-09-17 13:49:53,792 - mmaction - INFO - Epoch [2][1600/3520] lr: 5.000e-03, eta: 3 days, 22:44:58, time: 2.052, data_time: 1.049, memory: 8337, top1_acc: 0.1625, top5_acc: 0.3885, loss_cls: 3.8931, loss: 3.8931, grad_norm: 6.6241 2020-09-17 13:50:32,469 - mmaction - INFO - Epoch [2][1620/3520] lr: 5.000e-03, eta: 3 days, 22:43:34, time: 1.930, data_time: 0.023, memory: 8337, top1_acc: 0.1385, top5_acc: 0.3500, loss_cls: 3.9393, loss: 3.9393, grad_norm: 6.5012 2020-09-17 13:51:10,154 - mmaction - INFO - Epoch [2][1640/3520] lr: 5.000e-03, eta: 3 days, 22:41:42, time: 1.887, data_time: 0.355, memory: 8337, top1_acc: 0.1542, top5_acc: 0.3583, loss_cls: 3.9514, loss: 3.9514, grad_norm: 6.6076 2020-09-17 13:51:50,272 - mmaction - INFO - Epoch [2][1660/3520] lr: 5.000e-03, eta: 3 days, 22:41:08, time: 2.005, data_time: 0.447, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3896, loss_cls: 3.8433, loss: 3.8433, grad_norm: 6.5600 2020-09-17 13:52:30,073 - mmaction - INFO - Epoch [2][1680/3520] lr: 5.000e-03, eta: 3 days, 22:40:25, time: 1.990, data_time: 0.129, memory: 8337, top1_acc: 0.1365, top5_acc: 0.3490, loss_cls: 4.0016, loss: 4.0016, grad_norm: 6.5872 2020-09-17 13:53:11,133 - mmaction - INFO - Epoch [2][1700/3520] lr: 5.000e-03, eta: 3 days, 22:40:22, time: 2.053, data_time: 0.123, memory: 8337, top1_acc: 0.1396, top5_acc: 0.3948, loss_cls: 3.9237, loss: 3.9237, grad_norm: 6.6263 2020-09-17 13:53:50,214 - mmaction - INFO - Epoch [2][1720/3520] lr: 5.000e-03, eta: 3 days, 22:39:17, time: 1.956, data_time: 0.008, memory: 8337, top1_acc: 0.1469, top5_acc: 0.3708, loss_cls: 3.9311, loss: 3.9311, grad_norm: 6.6170 2020-09-17 13:54:29,044 - mmaction - INFO - Epoch [2][1740/3520] lr: 5.000e-03, eta: 3 days, 22:38:01, time: 1.940, data_time: 0.805, memory: 8337, top1_acc: 0.1323, top5_acc: 0.3677, loss_cls: 3.9092, loss: 3.9092, grad_norm: 6.5662 2020-09-17 13:55:09,904 - mmaction - INFO - Epoch [2][1760/3520] lr: 5.000e-03, eta: 3 days, 22:37:52, time: 2.044, data_time: 0.035, memory: 8337, top1_acc: 0.1490, top5_acc: 0.3646, loss_cls: 3.9190, loss: 3.9190, grad_norm: 6.6379 2020-09-17 13:55:49,098 - mmaction - INFO - Epoch [2][1780/3520] lr: 5.000e-03, eta: 3 days, 22:36:48, time: 1.958, data_time: 0.005, memory: 8337, top1_acc: 0.1531, top5_acc: 0.3948, loss_cls: 3.8961, loss: 3.8961, grad_norm: 6.6972 2020-09-17 13:56:28,024 - mmaction - INFO - Epoch [2][1800/3520] lr: 5.000e-03, eta: 3 days, 22:35:38, time: 1.948, data_time: 0.178, memory: 8337, top1_acc: 0.1656, top5_acc: 0.3875, loss_cls: 3.8514, loss: 3.8514, grad_norm: 6.4121 2020-09-17 13:57:05,695 - mmaction - INFO - Epoch [2][1820/3520] lr: 5.000e-03, eta: 3 days, 22:33:45, time: 1.880, data_time: 0.021, memory: 8337, top1_acc: 0.1594, top5_acc: 0.3771, loss_cls: 3.8770, loss: 3.8770, grad_norm: 6.8389 2020-09-17 13:57:44,911 - mmaction - INFO - Epoch [2][1840/3520] lr: 5.000e-03, eta: 3 days, 22:32:45, time: 1.964, data_time: 0.097, memory: 8337, top1_acc: 0.1469, top5_acc: 0.3490, loss_cls: 4.0135, loss: 4.0135, grad_norm: 6.7061 2020-09-17 13:58:24,153 - mmaction - INFO - Epoch [2][1860/3520] lr: 5.000e-03, eta: 3 days, 22:31:44, time: 1.961, data_time: 0.069, memory: 8337, top1_acc: 0.1490, top5_acc: 0.3885, loss_cls: 3.9136, loss: 3.9136, grad_norm: 6.5707 2020-09-17 13:59:02,316 - mmaction - INFO - Epoch [2][1880/3520] lr: 5.000e-03, eta: 3 days, 22:30:10, time: 1.909, data_time: 0.321, memory: 8337, top1_acc: 0.1500, top5_acc: 0.3667, loss_cls: 3.9446, loss: 3.9446, grad_norm: 6.6931 2020-09-17 13:59:40,959 - mmaction - INFO - Epoch [2][1900/3520] lr: 5.000e-03, eta: 3 days, 22:28:49, time: 1.929, data_time: 0.004, memory: 8337, top1_acc: 0.1594, top5_acc: 0.3948, loss_cls: 3.8771, loss: 3.8771, grad_norm: 6.6137 2020-09-17 14:00:24,910 - mmaction - INFO - Epoch [2][1920/3520] lr: 5.000e-03, eta: 3 days, 22:30:00, time: 2.172, data_time: 0.116, memory: 8337, top1_acc: 0.1417, top5_acc: 0.3615, loss_cls: 3.9395, loss: 3.9395, grad_norm: 6.5658 2020-09-17 14:01:01,402 - mmaction - INFO - Epoch [2][1940/3520] lr: 5.000e-03, eta: 3 days, 22:27:51, time: 1.852, data_time: 0.333, memory: 8337, top1_acc: 0.1802, top5_acc: 0.3823, loss_cls: 3.9369, loss: 3.9369, grad_norm: 6.5644 2020-09-17 14:01:40,923 - mmaction - INFO - Epoch [2][1960/3520] lr: 5.000e-03, eta: 3 days, 22:27:02, time: 1.979, data_time: 0.117, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3917, loss_cls: 3.8919, loss: 3.8919, grad_norm: 6.4338 2020-09-17 14:02:18,179 - mmaction - INFO - Epoch [2][1980/3520] lr: 5.000e-03, eta: 3 days, 22:24:59, time: 1.860, data_time: 0.168, memory: 8337, top1_acc: 0.1833, top5_acc: 0.3802, loss_cls: 3.8459, loss: 3.8459, grad_norm: 6.4736 2020-09-17 14:03:00,553 - mmaction - INFO - Epoch [2][2000/3520] lr: 5.000e-03, eta: 3 days, 22:25:36, time: 2.119, data_time: 0.160, memory: 8337, top1_acc: 0.1562, top5_acc: 0.3760, loss_cls: 3.8616, loss: 3.8616, grad_norm: 6.5320 2020-09-17 14:03:38,118 - mmaction - INFO - Epoch [2][2020/3520] lr: 5.000e-03, eta: 3 days, 22:23:47, time: 1.881, data_time: 0.063, memory: 8337, top1_acc: 0.1396, top5_acc: 0.3688, loss_cls: 3.9286, loss: 3.9286, grad_norm: 6.4387 2020-09-17 14:04:16,514 - mmaction - INFO - Epoch [2][2040/3520] lr: 5.000e-03, eta: 3 days, 22:22:22, time: 1.920, data_time: 0.243, memory: 8337, top1_acc: 0.1542, top5_acc: 0.3844, loss_cls: 3.8745, loss: 3.8745, grad_norm: 6.6917 2020-09-17 14:04:56,207 - mmaction - INFO - Epoch [2][2060/3520] lr: 5.000e-03, eta: 3 days, 22:21:35, time: 1.983, data_time: 0.558, memory: 8337, top1_acc: 0.1625, top5_acc: 0.4000, loss_cls: 3.8449, loss: 3.8449, grad_norm: 6.7208 2020-09-17 14:05:32,981 - mmaction - INFO - Epoch [2][2080/3520] lr: 5.000e-03, eta: 3 days, 22:19:21, time: 1.837, data_time: 0.020, memory: 8337, top1_acc: 0.1687, top5_acc: 0.4052, loss_cls: 3.8492, loss: 3.8492, grad_norm: 6.7108 2020-09-17 14:06:12,309 - mmaction - INFO - Epoch [2][2100/3520] lr: 5.000e-03, eta: 3 days, 22:18:27, time: 1.970, data_time: 0.124, memory: 8337, top1_acc: 0.1365, top5_acc: 0.3479, loss_cls: 3.9298, loss: 3.9298, grad_norm: 6.6612 2020-09-17 14:06:51,001 - mmaction - INFO - Epoch [2][2120/3520] lr: 5.000e-03, eta: 3 days, 22:17:10, time: 1.932, data_time: 0.031, memory: 8337, top1_acc: 0.1573, top5_acc: 0.3615, loss_cls: 3.8984, loss: 3.8984, grad_norm: 6.6424 2020-09-17 14:07:30,800 - mmaction - INFO - Epoch [2][2140/3520] lr: 5.000e-03, eta: 3 days, 22:16:30, time: 1.992, data_time: 0.091, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4010, loss_cls: 3.8196, loss: 3.8196, grad_norm: 6.6709 2020-09-17 14:08:08,263 - mmaction - INFO - Epoch [2][2160/3520] lr: 5.000e-03, eta: 3 days, 22:14:39, time: 1.874, data_time: 0.014, memory: 8337, top1_acc: 0.1719, top5_acc: 0.3646, loss_cls: 3.8820, loss: 3.8820, grad_norm: 6.6818 2020-09-17 14:08:47,960 - mmaction - INFO - Epoch [2][2180/3520] lr: 5.000e-03, eta: 3 days, 22:13:53, time: 1.981, data_time: 0.270, memory: 8337, top1_acc: 0.1646, top5_acc: 0.3740, loss_cls: 3.9140, loss: 3.9140, grad_norm: 6.4966 2020-09-17 14:09:26,270 - mmaction - INFO - Epoch [2][2200/3520] lr: 5.000e-03, eta: 3 days, 22:12:30, time: 1.919, data_time: 0.169, memory: 8337, top1_acc: 0.1573, top5_acc: 0.3375, loss_cls: 3.9748, loss: 3.9748, grad_norm: 6.6295 2020-09-17 14:10:03,157 - mmaction - INFO - Epoch [2][2220/3520] lr: 5.000e-03, eta: 3 days, 22:10:21, time: 1.841, data_time: 0.178, memory: 8337, top1_acc: 0.1552, top5_acc: 0.3979, loss_cls: 3.8577, loss: 3.8577, grad_norm: 6.5238 2020-09-17 14:10:41,162 - mmaction - INFO - Epoch [2][2240/3520] lr: 5.000e-03, eta: 3 days, 22:08:49, time: 1.903, data_time: 0.006, memory: 8337, top1_acc: 0.1427, top5_acc: 0.3781, loss_cls: 3.9175, loss: 3.9175, grad_norm: 6.5931 2020-09-17 14:11:20,308 - mmaction - INFO - Epoch [2][2260/3520] lr: 5.000e-03, eta: 3 days, 22:07:47, time: 1.954, data_time: 0.006, memory: 8337, top1_acc: 0.1688, top5_acc: 0.4000, loss_cls: 3.7921, loss: 3.7921, grad_norm: 6.5027 2020-09-17 14:11:58,772 - mmaction - INFO - Epoch [2][2280/3520] lr: 5.000e-03, eta: 3 days, 22:06:29, time: 1.926, data_time: 0.201, memory: 8337, top1_acc: 0.1719, top5_acc: 0.3948, loss_cls: 3.8674, loss: 3.8674, grad_norm: 6.6608 2020-09-17 14:12:39,253 - mmaction - INFO - Epoch [2][2300/3520] lr: 5.000e-03, eta: 3 days, 22:06:08, time: 2.023, data_time: 0.511, memory: 8337, top1_acc: 0.1646, top5_acc: 0.3740, loss_cls: 3.8514, loss: 3.8514, grad_norm: 6.6398 2020-09-17 14:13:18,519 - mmaction - INFO - Epoch [2][2320/3520] lr: 5.000e-03, eta: 3 days, 22:05:10, time: 1.959, data_time: 0.005, memory: 8337, top1_acc: 0.1750, top5_acc: 0.3740, loss_cls: 3.9025, loss: 3.9025, grad_norm: 6.5011 2020-09-17 14:13:56,719 - mmaction - INFO - Epoch [2][2340/3520] lr: 5.000e-03, eta: 3 days, 22:03:47, time: 1.915, data_time: 0.020, memory: 8337, top1_acc: 0.1677, top5_acc: 0.3698, loss_cls: 3.8531, loss: 3.8531, grad_norm: 6.5761 2020-09-17 14:14:35,827 - mmaction - INFO - Epoch [2][2360/3520] lr: 5.000e-03, eta: 3 days, 22:02:47, time: 1.956, data_time: 0.114, memory: 8337, top1_acc: 0.1687, top5_acc: 0.3865, loss_cls: 3.8721, loss: 3.8721, grad_norm: 6.5859 2020-09-17 14:15:13,815 - mmaction - INFO - Epoch [2][2380/3520] lr: 5.000e-03, eta: 3 days, 22:01:15, time: 1.899, data_time: 0.134, memory: 8337, top1_acc: 0.1500, top5_acc: 0.3760, loss_cls: 3.8970, loss: 3.8970, grad_norm: 6.6944 2020-09-17 14:15:52,599 - mmaction - INFO - Epoch [2][2400/3520] lr: 5.000e-03, eta: 3 days, 22:00:06, time: 1.940, data_time: 0.224, memory: 8337, top1_acc: 0.1542, top5_acc: 0.3740, loss_cls: 3.8986, loss: 3.8986, grad_norm: 6.6769 2020-09-17 14:16:32,604 - mmaction - INFO - Epoch [2][2420/3520] lr: 5.000e-03, eta: 3 days, 21:59:31, time: 1.998, data_time: 0.049, memory: 8337, top1_acc: 0.1583, top5_acc: 0.3896, loss_cls: 3.8565, loss: 3.8565, grad_norm: 6.7449 2020-09-17 14:17:09,953 - mmaction - INFO - Epoch [2][2440/3520] lr: 5.000e-03, eta: 3 days, 21:57:43, time: 1.869, data_time: 0.077, memory: 8337, top1_acc: 0.1792, top5_acc: 0.3969, loss_cls: 3.7672, loss: 3.7672, grad_norm: 6.6617 2020-09-17 14:17:49,166 - mmaction - INFO - Epoch [2][2460/3520] lr: 5.000e-03, eta: 3 days, 21:56:45, time: 1.958, data_time: 0.142, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3719, loss_cls: 3.8735, loss: 3.8735, grad_norm: 6.7101 2020-09-17 14:18:27,000 - mmaction - INFO - Epoch [2][2480/3520] lr: 5.000e-03, eta: 3 days, 21:55:11, time: 1.894, data_time: 0.007, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3937, loss_cls: 3.8349, loss: 3.8349, grad_norm: 6.5406 2020-09-17 14:19:06,959 - mmaction - INFO - Epoch [2][2500/3520] lr: 5.000e-03, eta: 3 days, 21:54:33, time: 1.992, data_time: 0.139, memory: 8337, top1_acc: 0.1708, top5_acc: 0.3792, loss_cls: 3.8670, loss: 3.8670, grad_norm: 6.6838 2020-09-17 14:19:45,854 - mmaction - INFO - Epoch [2][2520/3520] lr: 5.000e-03, eta: 3 days, 21:53:32, time: 1.950, data_time: 0.100, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3896, loss_cls: 3.8323, loss: 3.8323, grad_norm: 6.7496 2020-09-17 14:20:24,817 - mmaction - INFO - Epoch [2][2540/3520] lr: 5.000e-03, eta: 3 days, 21:52:28, time: 1.946, data_time: 0.042, memory: 8337, top1_acc: 0.1687, top5_acc: 0.3875, loss_cls: 3.8052, loss: 3.8052, grad_norm: 6.6844 2020-09-17 14:21:02,312 - mmaction - INFO - Epoch [2][2560/3520] lr: 5.000e-03, eta: 3 days, 21:50:46, time: 1.878, data_time: 0.029, memory: 8337, top1_acc: 0.1615, top5_acc: 0.4052, loss_cls: 3.8409, loss: 3.8409, grad_norm: 6.6981 2020-09-17 14:21:41,539 - mmaction - INFO - Epoch [2][2580/3520] lr: 5.000e-03, eta: 3 days, 21:49:49, time: 1.958, data_time: 0.024, memory: 8337, top1_acc: 0.1698, top5_acc: 0.3813, loss_cls: 3.9068, loss: 3.9068, grad_norm: 6.5942 2020-09-17 14:22:21,173 - mmaction - INFO - Epoch [2][2600/3520] lr: 5.000e-03, eta: 3 days, 21:49:08, time: 1.985, data_time: 0.028, memory: 8337, top1_acc: 0.1687, top5_acc: 0.3948, loss_cls: 3.7737, loss: 3.7737, grad_norm: 6.5200 2020-09-17 14:23:00,499 - mmaction - INFO - Epoch [2][2620/3520] lr: 5.000e-03, eta: 3 days, 21:48:13, time: 1.961, data_time: 0.125, memory: 8337, top1_acc: 0.1708, top5_acc: 0.3750, loss_cls: 3.8579, loss: 3.8579, grad_norm: 6.5361 2020-09-17 14:23:39,776 - mmaction - INFO - Epoch [2][2640/3520] lr: 5.000e-03, eta: 3 days, 21:47:23, time: 1.970, data_time: 0.012, memory: 8337, top1_acc: 0.1688, top5_acc: 0.3896, loss_cls: 3.8382, loss: 3.8382, grad_norm: 6.8127 2020-09-17 14:24:18,093 - mmaction - INFO - Epoch [2][2660/3520] lr: 5.000e-03, eta: 3 days, 21:46:02, time: 1.913, data_time: 0.142, memory: 8337, top1_acc: 0.1573, top5_acc: 0.3594, loss_cls: 3.8683, loss: 3.8683, grad_norm: 6.6066 2020-09-17 14:24:57,670 - mmaction - INFO - Epoch [2][2680/3520] lr: 5.000e-03, eta: 3 days, 21:45:19, time: 1.982, data_time: 0.095, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3979, loss_cls: 3.8354, loss: 3.8354, grad_norm: 6.6833 2020-09-17 14:25:35,938 - mmaction - INFO - Epoch [2][2700/3520] lr: 5.000e-03, eta: 3 days, 21:43:58, time: 1.913, data_time: 0.012, memory: 8337, top1_acc: 0.1656, top5_acc: 0.3792, loss_cls: 3.8637, loss: 3.8637, grad_norm: 6.6141 2020-09-17 14:26:14,373 - mmaction - INFO - Epoch [2][2720/3520] lr: 5.000e-03, eta: 3 days, 21:42:43, time: 1.922, data_time: 0.004, memory: 8337, top1_acc: 0.1531, top5_acc: 0.3958, loss_cls: 3.8641, loss: 3.8641, grad_norm: 6.6059 2020-09-17 14:26:52,566 - mmaction - INFO - Epoch [2][2740/3520] lr: 5.000e-03, eta: 3 days, 21:41:21, time: 1.908, data_time: 0.047, memory: 8337, top1_acc: 0.1479, top5_acc: 0.3865, loss_cls: 3.8955, loss: 3.8955, grad_norm: 6.7307 2020-09-17 14:27:30,865 - mmaction - INFO - Epoch [2][2760/3520] lr: 5.000e-03, eta: 3 days, 21:40:02, time: 1.915, data_time: 0.005, memory: 8337, top1_acc: 0.1771, top5_acc: 0.3906, loss_cls: 3.8828, loss: 3.8828, grad_norm: 6.5330 2020-09-17 14:28:08,634 - mmaction - INFO - Epoch [2][2780/3520] lr: 5.000e-03, eta: 3 days, 21:38:27, time: 1.885, data_time: 0.497, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3740, loss_cls: 3.8639, loss: 3.8639, grad_norm: 6.5262 2020-09-17 14:28:48,149 - mmaction - INFO - Epoch [2][2800/3520] lr: 5.000e-03, eta: 3 days, 21:37:44, time: 1.979, data_time: 0.091, memory: 8337, top1_acc: 0.1521, top5_acc: 0.3875, loss_cls: 3.8635, loss: 3.8635, grad_norm: 6.7381 2020-09-17 14:29:28,177 - mmaction - INFO - Epoch [2][2820/3520] lr: 5.000e-03, eta: 3 days, 21:37:12, time: 2.003, data_time: 0.197, memory: 8337, top1_acc: 0.1656, top5_acc: 0.3729, loss_cls: 3.8825, loss: 3.8825, grad_norm: 6.6036 2020-09-17 14:30:04,581 - mmaction - INFO - Epoch [2][2840/3520] lr: 5.000e-03, eta: 3 days, 21:35:02, time: 1.817, data_time: 0.018, memory: 8337, top1_acc: 0.1760, top5_acc: 0.3896, loss_cls: 3.8196, loss: 3.8196, grad_norm: 6.8325 2020-09-17 14:30:44,344 - mmaction - INFO - Epoch [2][2860/3520] lr: 5.000e-03, eta: 3 days, 21:34:25, time: 1.991, data_time: 0.007, memory: 8337, top1_acc: 0.1594, top5_acc: 0.3708, loss_cls: 3.8887, loss: 3.8887, grad_norm: 6.6530 2020-09-17 14:31:24,266 - mmaction - INFO - Epoch [2][2880/3520] lr: 5.000e-03, eta: 3 days, 21:33:50, time: 1.995, data_time: 0.059, memory: 8337, top1_acc: 0.1656, top5_acc: 0.4135, loss_cls: 3.8187, loss: 3.8187, grad_norm: 6.4625 2020-09-17 14:32:05,142 - mmaction - INFO - Epoch [2][2900/3520] lr: 5.000e-03, eta: 3 days, 21:33:42, time: 2.046, data_time: 0.526, memory: 8337, top1_acc: 0.1656, top5_acc: 0.3760, loss_cls: 3.8287, loss: 3.8287, grad_norm: 6.5521 2020-09-17 14:32:43,314 - mmaction - INFO - Epoch [2][2920/3520] lr: 5.000e-03, eta: 3 days, 21:32:21, time: 1.909, data_time: 0.060, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3781, loss_cls: 3.8496, loss: 3.8496, grad_norm: 6.7359 2020-09-17 14:33:23,190 - mmaction - INFO - Epoch [2][2940/3520] lr: 5.000e-03, eta: 3 days, 21:31:46, time: 1.994, data_time: 0.004, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3688, loss_cls: 3.8812, loss: 3.8812, grad_norm: 6.7214 2020-09-17 14:34:02,888 - mmaction - INFO - Epoch [2][2960/3520] lr: 5.000e-03, eta: 3 days, 21:31:05, time: 1.985, data_time: 0.449, memory: 8337, top1_acc: 0.1719, top5_acc: 0.3990, loss_cls: 3.7819, loss: 3.7819, grad_norm: 6.8570 2020-09-17 14:34:40,138 - mmaction - INFO - Epoch [2][2980/3520] lr: 5.000e-03, eta: 3 days, 21:29:21, time: 1.862, data_time: 0.044, memory: 8337, top1_acc: 0.1646, top5_acc: 0.3969, loss_cls: 3.8278, loss: 3.8278, grad_norm: 6.8443 2020-09-17 14:35:19,034 - mmaction - INFO - Epoch [2][3000/3520] lr: 5.000e-03, eta: 3 days, 21:28:20, time: 1.945, data_time: 0.006, memory: 8337, top1_acc: 0.1708, top5_acc: 0.3833, loss_cls: 3.8586, loss: 3.8586, grad_norm: 6.7129 2020-09-17 14:35:57,813 - mmaction - INFO - Epoch [2][3020/3520] lr: 5.000e-03, eta: 3 days, 21:27:14, time: 1.935, data_time: 0.310, memory: 8337, top1_acc: 0.1750, top5_acc: 0.4052, loss_cls: 3.7806, loss: 3.7806, grad_norm: 6.7789 2020-09-17 14:36:36,950 - mmaction - INFO - Epoch [2][3040/3520] lr: 5.000e-03, eta: 3 days, 21:26:22, time: 1.961, data_time: 0.143, memory: 8337, top1_acc: 0.1573, top5_acc: 0.3958, loss_cls: 3.8679, loss: 3.8679, grad_norm: 6.7158 2020-09-17 14:37:15,842 - mmaction - INFO - Epoch [2][3060/3520] lr: 5.000e-03, eta: 3 days, 21:25:21, time: 1.943, data_time: 0.038, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4240, loss_cls: 3.7332, loss: 3.7332, grad_norm: 6.7459 2020-09-17 14:37:55,221 - mmaction - INFO - Epoch [2][3080/3520] lr: 5.000e-03, eta: 3 days, 21:24:33, time: 1.969, data_time: 0.118, memory: 8337, top1_acc: 0.1740, top5_acc: 0.3979, loss_cls: 3.7106, loss: 3.7106, grad_norm: 6.5594 2020-09-17 14:38:35,952 - mmaction - INFO - Epoch [2][3100/3520] lr: 5.000e-03, eta: 3 days, 21:24:19, time: 2.036, data_time: 0.038, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3740, loss_cls: 3.8564, loss: 3.8564, grad_norm: 6.8744 2020-09-17 14:39:13,595 - mmaction - INFO - Epoch [2][3120/3520] lr: 5.000e-03, eta: 3 days, 21:22:47, time: 1.884, data_time: 0.008, memory: 8337, top1_acc: 0.1677, top5_acc: 0.3958, loss_cls: 3.8137, loss: 3.8137, grad_norm: 6.7595 2020-09-17 14:39:53,150 - mmaction - INFO - Epoch [2][3140/3520] lr: 5.000e-03, eta: 3 days, 21:22:04, time: 1.979, data_time: 0.047, memory: 8337, top1_acc: 0.1521, top5_acc: 0.3833, loss_cls: 3.8828, loss: 3.8828, grad_norm: 6.7323 2020-09-17 14:40:31,894 - mmaction - INFO - Epoch [2][3160/3520] lr: 5.000e-03, eta: 3 days, 21:20:59, time: 1.934, data_time: 0.005, memory: 8337, top1_acc: 0.1698, top5_acc: 0.3854, loss_cls: 3.8306, loss: 3.8306, grad_norm: 6.7422 2020-09-17 14:41:11,198 - mmaction - INFO - Epoch [2][3180/3520] lr: 5.000e-03, eta: 3 days, 21:20:10, time: 1.966, data_time: 0.009, memory: 8337, top1_acc: 0.1615, top5_acc: 0.3896, loss_cls: 3.8087, loss: 3.8087, grad_norm: 6.7094 2020-09-17 14:41:48,859 - mmaction - INFO - Epoch [2][3200/3520] lr: 5.000e-03, eta: 3 days, 21:18:40, time: 1.885, data_time: 0.030, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4062, loss_cls: 3.7902, loss: 3.7902, grad_norm: 7.0185 2020-09-17 14:42:29,595 - mmaction - INFO - Epoch [2][3220/3520] lr: 5.000e-03, eta: 3 days, 21:18:26, time: 2.036, data_time: 0.006, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4042, loss_cls: 3.7851, loss: 3.7851, grad_norm: 6.8444 2020-09-17 14:43:07,146 - mmaction - INFO - Epoch [2][3240/3520] lr: 5.000e-03, eta: 3 days, 21:16:52, time: 1.877, data_time: 0.005, memory: 8337, top1_acc: 0.1625, top5_acc: 0.4021, loss_cls: 3.8122, loss: 3.8122, grad_norm: 6.9083 2020-09-17 14:43:45,463 - mmaction - INFO - Epoch [2][3260/3520] lr: 5.000e-03, eta: 3 days, 21:15:39, time: 1.918, data_time: 0.006, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4042, loss_cls: 3.8071, loss: 3.8071, grad_norm: 6.7834 2020-09-17 14:44:23,236 - mmaction - INFO - Epoch [2][3280/3520] lr: 5.000e-03, eta: 3 days, 21:14:11, time: 1.885, data_time: 0.270, memory: 8337, top1_acc: 0.1865, top5_acc: 0.3885, loss_cls: 3.8276, loss: 3.8276, grad_norm: 6.5253 2020-09-17 14:45:01,937 - mmaction - INFO - Epoch [2][3300/3520] lr: 5.000e-03, eta: 3 days, 21:13:08, time: 1.938, data_time: 0.280, memory: 8337, top1_acc: 0.1760, top5_acc: 0.4063, loss_cls: 3.7867, loss: 3.7867, grad_norm: 6.8151 2020-09-17 14:45:41,521 - mmaction - INFO - Epoch [2][3320/3520] lr: 5.000e-03, eta: 3 days, 21:12:26, time: 1.979, data_time: 0.037, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4021, loss_cls: 3.8201, loss: 3.8201, grad_norm: 6.5566 2020-09-17 14:46:19,687 - mmaction - INFO - Epoch [2][3340/3520] lr: 5.000e-03, eta: 3 days, 21:11:08, time: 1.905, data_time: 0.041, memory: 8337, top1_acc: 0.1448, top5_acc: 0.3958, loss_cls: 3.8281, loss: 3.8281, grad_norm: 6.6939 2020-09-17 14:46:58,162 - mmaction - INFO - Epoch [2][3360/3520] lr: 5.000e-03, eta: 3 days, 21:10:00, time: 1.926, data_time: 0.030, memory: 8337, top1_acc: 0.1531, top5_acc: 0.4250, loss_cls: 3.7172, loss: 3.7172, grad_norm: 6.6186 2020-09-17 14:47:37,643 - mmaction - INFO - Epoch [2][3380/3520] lr: 5.000e-03, eta: 3 days, 21:09:16, time: 1.974, data_time: 0.007, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4125, loss_cls: 3.7562, loss: 3.7562, grad_norm: 6.6640 2020-09-17 14:48:17,473 - mmaction - INFO - Epoch [2][3400/3520] lr: 5.000e-03, eta: 3 days, 21:08:41, time: 1.992, data_time: 0.016, memory: 8337, top1_acc: 0.1729, top5_acc: 0.4167, loss_cls: 3.7443, loss: 3.7443, grad_norm: 6.9370 2020-09-17 14:48:56,124 - mmaction - INFO - Epoch [2][3420/3520] lr: 5.000e-03, eta: 3 days, 21:07:36, time: 1.931, data_time: 0.005, memory: 8337, top1_acc: 0.1854, top5_acc: 0.4229, loss_cls: 3.7371, loss: 3.7371, grad_norm: 6.8923 2020-09-17 14:49:34,105 - mmaction - INFO - Epoch [2][3440/3520] lr: 5.000e-03, eta: 3 days, 21:06:16, time: 1.900, data_time: 0.148, memory: 8337, top1_acc: 0.1583, top5_acc: 0.3833, loss_cls: 3.8733, loss: 3.8733, grad_norm: 6.8319 2020-09-17 14:50:12,438 - mmaction - INFO - Epoch [2][3460/3520] lr: 5.000e-03, eta: 3 days, 21:05:04, time: 1.916, data_time: 0.095, memory: 8337, top1_acc: 0.1604, top5_acc: 0.3885, loss_cls: 3.8665, loss: 3.8665, grad_norm: 6.9549 2020-09-17 14:50:52,238 - mmaction - INFO - Epoch [2][3480/3520] lr: 5.000e-03, eta: 3 days, 21:04:28, time: 1.990, data_time: 0.065, memory: 8337, top1_acc: 0.1719, top5_acc: 0.3979, loss_cls: 3.7609, loss: 3.7609, grad_norm: 6.6654 2020-09-17 14:51:31,731 - mmaction - INFO - Epoch [2][3500/3520] lr: 5.000e-03, eta: 3 days, 21:03:43, time: 1.971, data_time: 0.061, memory: 8337, top1_acc: 0.1708, top5_acc: 0.3948, loss_cls: 3.8141, loss: 3.8141, grad_norm: 6.4960 2020-09-17 14:52:06,366 - mmaction - INFO - Epoch [2][3520/3520] lr: 5.000e-03, eta: 3 days, 21:01:05, time: 1.735, data_time: 0.008, memory: 8337, top1_acc: 0.1772, top5_acc: 0.3913, loss_cls: 3.8317, loss: 3.8317, grad_norm: 6.5600 2020-09-17 14:52:22,813 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-17 15:08:28,353 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 15:08:28,961 - mmaction - INFO - top1_acc 0.1674 top5_acc 0.4047 2020-09-17 15:08:28,961 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 15:08:29,120 - mmaction - INFO - mean_acc 0.1090 2020-09-17 15:08:29,129 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2020-09-17 15:08:29,177 - mmaction - INFO - Epoch(val) [2][3520] top1_acc: 0.1674, top5_acc: 0.4047, mean_class_accuracy: 0.1090 2020-09-17 15:10:50,344 - mmaction - INFO - Epoch [3][20/3520] lr: 5.000e-03, eta: 3 days, 21:40:47, time: 7.041, data_time: 5.155, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4198, loss_cls: 3.7505, loss: 3.7505, grad_norm: 6.5152 2020-09-17 15:11:28,437 - mmaction - INFO - Epoch [3][40/3520] lr: 5.000e-03, eta: 3 days, 21:39:28, time: 1.915, data_time: 0.519, memory: 8337, top1_acc: 0.1750, top5_acc: 0.4281, loss_cls: 3.7212, loss: 3.7212, grad_norm: 6.6416 2020-09-17 15:12:09,545 - mmaction - INFO - Epoch [3][60/3520] lr: 5.000e-03, eta: 3 days, 21:39:18, time: 2.059, data_time: 0.175, memory: 8337, top1_acc: 0.1802, top5_acc: 0.4302, loss_cls: 3.7080, loss: 3.7080, grad_norm: 6.6477 2020-09-17 15:12:47,624 - mmaction - INFO - Epoch [3][80/3520] lr: 5.000e-03, eta: 3 days, 21:37:53, time: 1.903, data_time: 0.036, memory: 8337, top1_acc: 0.1677, top5_acc: 0.4292, loss_cls: 3.6771, loss: 3.6771, grad_norm: 6.8268 2020-09-17 15:13:25,628 - mmaction - INFO - Epoch [3][100/3520] lr: 5.000e-03, eta: 3 days, 21:36:29, time: 1.903, data_time: 0.008, memory: 8337, top1_acc: 0.1698, top5_acc: 0.4208, loss_cls: 3.7284, loss: 3.7284, grad_norm: 6.9448 2020-09-17 15:14:03,498 - mmaction - INFO - Epoch [3][120/3520] lr: 5.000e-03, eta: 3 days, 21:35:01, time: 1.894, data_time: 0.011, memory: 8337, top1_acc: 0.1750, top5_acc: 0.3927, loss_cls: 3.7726, loss: 3.7726, grad_norm: 6.7601 2020-09-17 15:14:41,447 - mmaction - INFO - Epoch [3][140/3520] lr: 5.000e-03, eta: 3 days, 21:33:35, time: 1.897, data_time: 0.078, memory: 8337, top1_acc: 0.1760, top5_acc: 0.3979, loss_cls: 3.7469, loss: 3.7469, grad_norm: 6.8902 2020-09-17 15:15:19,886 - mmaction - INFO - Epoch [3][160/3520] lr: 5.000e-03, eta: 3 days, 21:32:20, time: 1.920, data_time: 0.004, memory: 8337, top1_acc: 0.1521, top5_acc: 0.3990, loss_cls: 3.8345, loss: 3.8345, grad_norm: 6.7826 2020-09-17 15:15:59,480 - mmaction - INFO - Epoch [3][180/3520] lr: 5.000e-03, eta: 3 days, 21:31:34, time: 1.981, data_time: 0.007, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4250, loss_cls: 3.7041, loss: 3.7041, grad_norm: 6.7739 2020-09-17 15:16:37,750 - mmaction - INFO - Epoch [3][200/3520] lr: 5.000e-03, eta: 3 days, 21:30:15, time: 1.912, data_time: 0.061, memory: 8337, top1_acc: 0.1656, top5_acc: 0.4115, loss_cls: 3.7244, loss: 3.7244, grad_norm: 6.7871 2020-09-17 15:17:17,275 - mmaction - INFO - Epoch [3][220/3520] lr: 5.000e-03, eta: 3 days, 21:29:27, time: 1.976, data_time: 0.007, memory: 8337, top1_acc: 0.1594, top5_acc: 0.3938, loss_cls: 3.8086, loss: 3.8086, grad_norm: 6.7148 2020-09-17 15:17:55,056 - mmaction - INFO - Epoch [3][240/3520] lr: 5.000e-03, eta: 3 days, 21:27:58, time: 1.889, data_time: 0.006, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4292, loss_cls: 3.6852, loss: 3.6852, grad_norm: 6.6573 2020-09-17 15:18:33,902 - mmaction - INFO - Epoch [3][260/3520] lr: 5.000e-03, eta: 3 days, 21:26:55, time: 1.945, data_time: 0.256, memory: 8337, top1_acc: 0.1573, top5_acc: 0.3969, loss_cls: 3.8080, loss: 3.8080, grad_norm: 6.8611 2020-09-17 15:19:13,055 - mmaction - INFO - Epoch [3][280/3520] lr: 5.000e-03, eta: 3 days, 21:25:57, time: 1.954, data_time: 0.400, memory: 8337, top1_acc: 0.1813, top5_acc: 0.3823, loss_cls: 3.8704, loss: 3.8704, grad_norm: 6.7182 2020-09-17 15:19:51,214 - mmaction - INFO - Epoch [3][300/3520] lr: 5.000e-03, eta: 3 days, 21:24:39, time: 1.911, data_time: 0.525, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4156, loss_cls: 3.7142, loss: 3.7142, grad_norm: 6.8438 2020-09-17 15:20:30,903 - mmaction - INFO - Epoch [3][320/3520] lr: 5.000e-03, eta: 3 days, 21:23:54, time: 1.983, data_time: 0.100, memory: 8337, top1_acc: 0.1802, top5_acc: 0.4146, loss_cls: 3.7306, loss: 3.7306, grad_norm: 6.8355 2020-09-17 15:21:08,100 - mmaction - INFO - Epoch [3][340/3520] lr: 5.000e-03, eta: 3 days, 21:22:11, time: 1.856, data_time: 0.008, memory: 8337, top1_acc: 0.1542, top5_acc: 0.3906, loss_cls: 3.8002, loss: 3.8002, grad_norm: 6.8792 2020-09-17 15:21:47,119 - mmaction - INFO - Epoch [3][360/3520] lr: 5.000e-03, eta: 3 days, 21:21:13, time: 1.954, data_time: 0.617, memory: 8337, top1_acc: 0.1646, top5_acc: 0.4167, loss_cls: 3.7395, loss: 3.7395, grad_norm: 6.7268 2020-09-17 15:22:26,184 - mmaction - INFO - Epoch [3][380/3520] lr: 5.000e-03, eta: 3 days, 21:20:16, time: 1.956, data_time: 0.086, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4198, loss_cls: 3.7129, loss: 3.7129, grad_norm: 6.9043 2020-09-17 15:23:06,419 - mmaction - INFO - Epoch [3][400/3520] lr: 5.000e-03, eta: 3 days, 21:19:44, time: 2.010, data_time: 0.080, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4333, loss_cls: 3.6897, loss: 3.6897, grad_norm: 6.6542 2020-09-17 15:23:45,388 - mmaction - INFO - Epoch [3][420/3520] lr: 5.000e-03, eta: 3 days, 21:18:45, time: 1.950, data_time: 0.020, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4198, loss_cls: 3.7093, loss: 3.7093, grad_norm: 6.7947 2020-09-17 15:24:23,932 - mmaction - INFO - Epoch [3][440/3520] lr: 5.000e-03, eta: 3 days, 21:17:34, time: 1.924, data_time: 0.007, memory: 8337, top1_acc: 0.1646, top5_acc: 0.3938, loss_cls: 3.7840, loss: 3.7840, grad_norm: 6.7879 2020-09-17 15:25:03,240 - mmaction - INFO - Epoch [3][460/3520] lr: 5.000e-03, eta: 3 days, 21:16:43, time: 1.969, data_time: 0.251, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4073, loss_cls: 3.7547, loss: 3.7547, grad_norm: 7.0711 2020-09-17 15:25:40,843 - mmaction - INFO - Epoch [3][480/3520] lr: 5.000e-03, eta: 3 days, 21:15:12, time: 1.878, data_time: 0.169, memory: 8337, top1_acc: 0.1448, top5_acc: 0.3896, loss_cls: 3.7721, loss: 3.7721, grad_norm: 6.8136 2020-09-17 15:26:19,966 - mmaction - INFO - Epoch [3][500/3520] lr: 5.000e-03, eta: 3 days, 21:14:16, time: 1.958, data_time: 0.288, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4021, loss_cls: 3.7493, loss: 3.7493, grad_norm: 6.5708 2020-09-17 15:26:58,079 - mmaction - INFO - Epoch [3][520/3520] lr: 5.000e-03, eta: 3 days, 21:12:58, time: 1.905, data_time: 0.091, memory: 8337, top1_acc: 0.1698, top5_acc: 0.4052, loss_cls: 3.7386, loss: 3.7386, grad_norm: 6.7134 2020-09-17 15:27:35,323 - mmaction - INFO - Epoch [3][540/3520] lr: 5.000e-03, eta: 3 days, 21:11:20, time: 1.862, data_time: 0.095, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4146, loss_cls: 3.7288, loss: 3.7288, grad_norm: 6.8815 2020-09-17 15:28:15,293 - mmaction - INFO - Epoch [3][560/3520] lr: 5.000e-03, eta: 3 days, 21:10:41, time: 1.994, data_time: 0.070, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4208, loss_cls: 3.6882, loss: 3.6882, grad_norm: 6.8520 2020-09-17 15:28:52,187 - mmaction - INFO - Epoch [3][580/3520] lr: 5.000e-03, eta: 3 days, 21:08:58, time: 1.850, data_time: 0.009, memory: 8337, top1_acc: 0.1719, top5_acc: 0.3969, loss_cls: 3.7783, loss: 3.7783, grad_norm: 6.7941 2020-09-17 15:29:29,618 - mmaction - INFO - Epoch [3][600/3520] lr: 5.000e-03, eta: 3 days, 21:07:24, time: 1.867, data_time: 0.076, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4104, loss_cls: 3.7396, loss: 3.7396, grad_norm: 6.9761 2020-09-17 15:30:09,486 - mmaction - INFO - Epoch [3][620/3520] lr: 5.000e-03, eta: 3 days, 21:06:46, time: 1.997, data_time: 0.065, memory: 8337, top1_acc: 0.1677, top5_acc: 0.3938, loss_cls: 3.7868, loss: 3.7868, grad_norm: 6.8822 2020-09-17 15:30:47,527 - mmaction - INFO - Epoch [3][640/3520] lr: 5.000e-03, eta: 3 days, 21:05:27, time: 1.900, data_time: 0.116, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4042, loss_cls: 3.7247, loss: 3.7247, grad_norm: 6.9752 2020-09-17 15:31:26,278 - mmaction - INFO - Epoch [3][660/3520] lr: 5.000e-03, eta: 3 days, 21:04:25, time: 1.940, data_time: 0.498, memory: 8337, top1_acc: 0.1812, top5_acc: 0.4115, loss_cls: 3.7338, loss: 3.7338, grad_norm: 6.6480 2020-09-17 15:32:05,922 - mmaction - INFO - Epoch [3][680/3520] lr: 5.000e-03, eta: 3 days, 21:03:40, time: 1.980, data_time: 0.314, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4250, loss_cls: 3.6992, loss: 3.6992, grad_norm: 6.6285 2020-09-17 15:32:43,784 - mmaction - INFO - Epoch [3][700/3520] lr: 5.000e-03, eta: 3 days, 21:02:17, time: 1.890, data_time: 0.023, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4167, loss_cls: 3.7090, loss: 3.7090, grad_norm: 6.9381 2020-09-17 15:33:22,872 - mmaction - INFO - Epoch [3][720/3520] lr: 5.000e-03, eta: 3 days, 21:01:22, time: 1.957, data_time: 0.403, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4083, loss_cls: 3.7416, loss: 3.7416, grad_norm: 7.0093 2020-09-17 15:34:02,429 - mmaction - INFO - Epoch [3][740/3520] lr: 5.000e-03, eta: 3 days, 21:00:38, time: 1.980, data_time: 0.008, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4406, loss_cls: 3.6472, loss: 3.6472, grad_norm: 6.8596 2020-09-17 15:34:40,457 - mmaction - INFO - Epoch [3][760/3520] lr: 5.000e-03, eta: 3 days, 20:59:20, time: 1.901, data_time: 0.145, memory: 8337, top1_acc: 0.1792, top5_acc: 0.4167, loss_cls: 3.7215, loss: 3.7215, grad_norm: 6.8894 2020-09-17 15:35:18,463 - mmaction - INFO - Epoch [3][780/3520] lr: 5.000e-03, eta: 3 days, 20:58:01, time: 1.900, data_time: 0.021, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4083, loss_cls: 3.7276, loss: 3.7276, grad_norm: 6.8899 2020-09-17 15:35:58,509 - mmaction - INFO - Epoch [3][800/3520] lr: 5.000e-03, eta: 3 days, 20:57:25, time: 2.000, data_time: 0.007, memory: 8337, top1_acc: 0.1792, top5_acc: 0.4219, loss_cls: 3.7353, loss: 3.7353, grad_norm: 6.8722 2020-09-17 15:36:36,349 - mmaction - INFO - Epoch [3][820/3520] lr: 5.000e-03, eta: 3 days, 20:56:04, time: 1.894, data_time: 0.008, memory: 8337, top1_acc: 0.1708, top5_acc: 0.4104, loss_cls: 3.7302, loss: 3.7302, grad_norm: 6.8463 2020-09-17 15:37:13,627 - mmaction - INFO - Epoch [3][840/3520] lr: 5.000e-03, eta: 3 days, 20:54:31, time: 1.865, data_time: 0.276, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4094, loss_cls: 3.7562, loss: 3.7562, grad_norm: 7.0291 2020-09-17 15:37:52,429 - mmaction - INFO - Epoch [3][860/3520] lr: 5.000e-03, eta: 3 days, 20:53:31, time: 1.940, data_time: 0.693, memory: 8337, top1_acc: 0.1708, top5_acc: 0.4062, loss_cls: 3.7602, loss: 3.7602, grad_norm: 6.7044 2020-09-17 15:38:32,402 - mmaction - INFO - Epoch [3][880/3520] lr: 5.000e-03, eta: 3 days, 20:52:54, time: 1.997, data_time: 0.025, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4135, loss_cls: 3.7436, loss: 3.7436, grad_norm: 6.7651 2020-09-17 15:39:09,438 - mmaction - INFO - Epoch [3][900/3520] lr: 5.000e-03, eta: 3 days, 20:51:17, time: 1.853, data_time: 0.205, memory: 8337, top1_acc: 0.1802, top5_acc: 0.3906, loss_cls: 3.8182, loss: 3.8182, grad_norm: 7.0953 2020-09-17 15:39:48,382 - mmaction - INFO - Epoch [3][920/3520] lr: 5.000e-03, eta: 3 days, 20:50:19, time: 1.946, data_time: 1.088, memory: 8337, top1_acc: 0.1563, top5_acc: 0.4125, loss_cls: 3.7444, loss: 3.7444, grad_norm: 6.7938 2020-09-17 15:40:28,611 - mmaction - INFO - Epoch [3][940/3520] lr: 5.000e-03, eta: 3 days, 20:49:49, time: 2.013, data_time: 0.017, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4344, loss_cls: 3.6385, loss: 3.6385, grad_norm: 6.8502 2020-09-17 15:41:06,424 - mmaction - INFO - Epoch [3][960/3520] lr: 5.000e-03, eta: 3 days, 20:48:26, time: 1.887, data_time: 0.066, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4146, loss_cls: 3.6382, loss: 3.6382, grad_norm: 7.0496 2020-09-17 15:41:45,608 - mmaction - INFO - Epoch [3][980/3520] lr: 5.000e-03, eta: 3 days, 20:47:35, time: 1.960, data_time: 0.057, memory: 8337, top1_acc: 0.1729, top5_acc: 0.4198, loss_cls: 3.7134, loss: 3.7134, grad_norm: 6.8409 2020-09-17 15:42:24,708 - mmaction - INFO - Epoch [3][1000/3520] lr: 5.000e-03, eta: 3 days, 20:46:41, time: 1.956, data_time: 0.017, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4104, loss_cls: 3.7510, loss: 3.7510, grad_norm: 6.7511 2020-09-17 15:43:03,743 - mmaction - INFO - Epoch [3][1020/3520] lr: 5.000e-03, eta: 3 days, 20:45:46, time: 1.953, data_time: 0.463, memory: 8337, top1_acc: 0.1573, top5_acc: 0.4052, loss_cls: 3.7904, loss: 3.7904, grad_norm: 6.9185 2020-09-17 15:43:44,395 - mmaction - INFO - Epoch [3][1040/3520] lr: 5.000e-03, eta: 3 days, 20:45:24, time: 2.030, data_time: 0.563, memory: 8337, top1_acc: 0.1729, top5_acc: 0.4125, loss_cls: 3.7198, loss: 3.7198, grad_norm: 6.7427 2020-09-17 15:44:24,224 - mmaction - INFO - Epoch [3][1060/3520] lr: 5.000e-03, eta: 3 days, 20:44:46, time: 1.993, data_time: 0.558, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4042, loss_cls: 3.7705, loss: 3.7705, grad_norm: 7.1632 2020-09-17 15:45:00,638 - mmaction - INFO - Epoch [3][1080/3520] lr: 5.000e-03, eta: 3 days, 20:42:57, time: 1.822, data_time: 0.105, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4333, loss_cls: 3.6640, loss: 3.6640, grad_norm: 6.6106 2020-09-17 15:45:38,988 - mmaction - INFO - Epoch [3][1100/3520] lr: 5.000e-03, eta: 3 days, 20:41:48, time: 1.918, data_time: 0.012, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4031, loss_cls: 3.7685, loss: 3.7685, grad_norm: 6.8159 2020-09-17 15:46:18,147 - mmaction - INFO - Epoch [3][1120/3520] lr: 5.000e-03, eta: 3 days, 20:40:56, time: 1.958, data_time: 0.195, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4271, loss_cls: 3.6703, loss: 3.6703, grad_norm: 6.8218 2020-09-17 15:46:57,761 - mmaction - INFO - Epoch [3][1140/3520] lr: 5.000e-03, eta: 3 days, 20:40:12, time: 1.978, data_time: 0.250, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4313, loss_cls: 3.6929, loss: 3.6929, grad_norm: 6.9514 2020-09-17 15:47:36,190 - mmaction - INFO - Epoch [3][1160/3520] lr: 5.000e-03, eta: 3 days, 20:39:07, time: 1.925, data_time: 0.223, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4323, loss_cls: 3.6781, loss: 3.6781, grad_norm: 7.1345 2020-09-17 15:48:13,416 - mmaction - INFO - Epoch [3][1180/3520] lr: 5.000e-03, eta: 3 days, 20:37:35, time: 1.860, data_time: 0.159, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4344, loss_cls: 3.6609, loss: 3.6609, grad_norm: 6.7419 2020-09-17 15:48:52,434 - mmaction - INFO - Epoch [3][1200/3520] lr: 5.000e-03, eta: 3 days, 20:36:41, time: 1.953, data_time: 0.026, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4313, loss_cls: 3.6572, loss: 3.6572, grad_norm: 7.0041 2020-09-17 15:49:29,142 - mmaction - INFO - Epoch [3][1220/3520] lr: 5.000e-03, eta: 3 days, 20:34:59, time: 1.834, data_time: 0.280, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4177, loss_cls: 3.6627, loss: 3.6627, grad_norm: 6.6200 2020-09-17 15:50:08,418 - mmaction - INFO - Epoch [3][1240/3520] lr: 5.000e-03, eta: 3 days, 20:34:10, time: 1.965, data_time: 0.005, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4177, loss_cls: 3.6974, loss: 3.6974, grad_norm: 6.9596 2020-09-17 15:50:46,651 - mmaction - INFO - Epoch [3][1260/3520] lr: 5.000e-03, eta: 3 days, 20:33:00, time: 1.911, data_time: 0.317, memory: 8337, top1_acc: 0.1698, top5_acc: 0.4250, loss_cls: 3.7135, loss: 3.7135, grad_norm: 6.8049 2020-09-17 15:51:27,001 - mmaction - INFO - Epoch [3][1280/3520] lr: 5.000e-03, eta: 3 days, 20:32:32, time: 2.018, data_time: 0.058, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4573, loss_cls: 3.6040, loss: 3.6040, grad_norm: 6.8026 2020-09-17 15:52:04,890 - mmaction - INFO - Epoch [3][1300/3520] lr: 5.000e-03, eta: 3 days, 20:31:15, time: 1.894, data_time: 0.072, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4208, loss_cls: 3.7150, loss: 3.7150, grad_norm: 6.9385 2020-09-17 15:52:44,291 - mmaction - INFO - Epoch [3][1320/3520] lr: 5.000e-03, eta: 3 days, 20:30:29, time: 1.970, data_time: 1.073, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4271, loss_cls: 3.6536, loss: 3.6536, grad_norm: 6.7094 2020-09-17 15:53:23,123 - mmaction - INFO - Epoch [3][1340/3520] lr: 5.000e-03, eta: 3 days, 20:29:31, time: 1.940, data_time: 0.264, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4240, loss_cls: 3.6971, loss: 3.6971, grad_norm: 7.1106 2020-09-17 15:54:02,885 - mmaction - INFO - Epoch [3][1360/3520] lr: 5.000e-03, eta: 3 days, 20:28:52, time: 1.989, data_time: 0.024, memory: 8337, top1_acc: 0.1573, top5_acc: 0.4063, loss_cls: 3.7435, loss: 3.7435, grad_norm: 6.8551 2020-09-17 15:54:40,626 - mmaction - INFO - Epoch [3][1380/3520] lr: 5.000e-03, eta: 3 days, 20:27:32, time: 1.885, data_time: 0.006, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4542, loss_cls: 3.6093, loss: 3.6093, grad_norm: 6.8104 2020-09-17 15:55:20,574 - mmaction - INFO - Epoch [3][1400/3520] lr: 5.000e-03, eta: 3 days, 20:26:58, time: 2.001, data_time: 0.013, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4115, loss_cls: 3.6845, loss: 3.6845, grad_norm: 6.8681 2020-09-17 15:55:58,978 - mmaction - INFO - Epoch [3][1420/3520] lr: 5.000e-03, eta: 3 days, 20:25:51, time: 1.917, data_time: 0.592, memory: 8337, top1_acc: 0.1906, top5_acc: 0.4146, loss_cls: 3.7106, loss: 3.7106, grad_norm: 6.9135 2020-09-17 15:56:36,287 - mmaction - INFO - Epoch [3][1440/3520] lr: 5.000e-03, eta: 3 days, 20:24:24, time: 1.868, data_time: 0.581, memory: 8337, top1_acc: 0.1625, top5_acc: 0.4104, loss_cls: 3.7750, loss: 3.7750, grad_norm: 6.9909 2020-09-17 15:57:14,117 - mmaction - INFO - Epoch [3][1460/3520] lr: 5.000e-03, eta: 3 days, 20:23:07, time: 1.891, data_time: 0.108, memory: 8337, top1_acc: 0.1708, top5_acc: 0.4167, loss_cls: 3.6916, loss: 3.6916, grad_norm: 6.9222 2020-09-17 15:57:52,933 - mmaction - INFO - Epoch [3][1480/3520] lr: 5.000e-03, eta: 3 days, 20:22:10, time: 1.942, data_time: 0.104, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4083, loss_cls: 3.7271, loss: 3.7271, grad_norm: 7.0994 2020-09-17 15:58:32,191 - mmaction - INFO - Epoch [3][1500/3520] lr: 5.000e-03, eta: 3 days, 20:21:21, time: 1.961, data_time: 0.039, memory: 8337, top1_acc: 0.1750, top5_acc: 0.4094, loss_cls: 3.6792, loss: 3.6792, grad_norm: 6.8392 2020-09-17 15:59:11,062 - mmaction - INFO - Epoch [3][1520/3520] lr: 5.000e-03, eta: 3 days, 20:20:26, time: 1.946, data_time: 0.124, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4052, loss_cls: 3.7059, loss: 3.7059, grad_norm: 6.9606 2020-09-17 15:59:50,679 - mmaction - INFO - Epoch [3][1540/3520] lr: 5.000e-03, eta: 3 days, 20:19:43, time: 1.978, data_time: 0.878, memory: 8337, top1_acc: 0.1854, top5_acc: 0.3958, loss_cls: 3.7259, loss: 3.7259, grad_norm: 6.8379 2020-09-17 16:00:36,781 - mmaction - INFO - Epoch [3][1560/3520] lr: 5.000e-03, eta: 3 days, 20:20:59, time: 2.284, data_time: 0.129, memory: 8337, top1_acc: 0.1646, top5_acc: 0.3948, loss_cls: 3.8152, loss: 3.8152, grad_norm: 6.7313 2020-09-17 16:01:15,501 - mmaction - INFO - Epoch [3][1580/3520] lr: 5.000e-03, eta: 3 days, 20:20:09, time: 1.960, data_time: 0.048, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4125, loss_cls: 3.7147, loss: 3.7147, grad_norm: 7.2756 2020-09-17 16:01:54,415 - mmaction - INFO - Epoch [3][1600/3520] lr: 5.000e-03, eta: 3 days, 20:19:14, time: 1.945, data_time: 0.017, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4146, loss_cls: 3.7036, loss: 3.7036, grad_norm: 7.0988 2020-09-17 16:02:31,529 - mmaction - INFO - Epoch [3][1620/3520] lr: 5.000e-03, eta: 3 days, 20:17:44, time: 1.858, data_time: 0.044, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4198, loss_cls: 3.7321, loss: 3.7321, grad_norm: 6.9115 2020-09-17 16:03:12,808 - mmaction - INFO - Epoch [3][1640/3520] lr: 5.000e-03, eta: 3 days, 20:17:34, time: 2.062, data_time: 0.006, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4083, loss_cls: 3.7937, loss: 3.7937, grad_norm: 6.8899 2020-09-17 16:03:49,202 - mmaction - INFO - Epoch [3][1660/3520] lr: 5.000e-03, eta: 3 days, 20:15:51, time: 1.821, data_time: 0.019, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4177, loss_cls: 3.6558, loss: 3.6558, grad_norm: 6.6988 2020-09-17 16:04:29,873 - mmaction - INFO - Epoch [3][1680/3520] lr: 5.000e-03, eta: 3 days, 20:15:29, time: 2.030, data_time: 0.072, memory: 8337, top1_acc: 0.1792, top5_acc: 0.4104, loss_cls: 3.7599, loss: 3.7599, grad_norm: 6.7643 2020-09-17 16:05:08,236 - mmaction - INFO - Epoch [3][1700/3520] lr: 5.000e-03, eta: 3 days, 20:14:25, time: 1.922, data_time: 0.878, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4271, loss_cls: 3.6460, loss: 3.6460, grad_norm: 6.9223 2020-09-17 16:05:47,290 - mmaction - INFO - Epoch [3][1720/3520] lr: 5.000e-03, eta: 3 days, 20:13:32, time: 1.953, data_time: 0.387, memory: 8337, top1_acc: 0.1635, top5_acc: 0.3812, loss_cls: 3.7894, loss: 3.7894, grad_norm: 6.8649 2020-09-17 16:06:26,313 - mmaction - INFO - Epoch [3][1740/3520] lr: 5.000e-03, eta: 3 days, 20:12:40, time: 1.951, data_time: 0.619, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4208, loss_cls: 3.6613, loss: 3.6613, grad_norm: 6.7654 2020-09-17 16:07:04,710 - mmaction - INFO - Epoch [3][1760/3520] lr: 5.000e-03, eta: 3 days, 20:11:35, time: 1.919, data_time: 0.009, memory: 8337, top1_acc: 0.1688, top5_acc: 0.4219, loss_cls: 3.7473, loss: 3.7473, grad_norm: 6.6112 2020-09-17 16:07:45,065 - mmaction - INFO - Epoch [3][1780/3520] lr: 5.000e-03, eta: 3 days, 20:11:08, time: 2.018, data_time: 0.894, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4094, loss_cls: 3.7172, loss: 3.7172, grad_norm: 6.5756 2020-09-17 16:08:24,609 - mmaction - INFO - Epoch [3][1800/3520] lr: 5.000e-03, eta: 3 days, 20:10:25, time: 1.977, data_time: 0.037, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4042, loss_cls: 3.6976, loss: 3.6976, grad_norm: 6.9291 2020-09-17 16:09:03,359 - mmaction - INFO - Epoch [3][1820/3520] lr: 5.000e-03, eta: 3 days, 20:09:27, time: 1.936, data_time: 0.030, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4365, loss_cls: 3.6461, loss: 3.6461, grad_norm: 6.8095 2020-09-17 16:09:40,423 - mmaction - INFO - Epoch [3][1840/3520] lr: 5.000e-03, eta: 3 days, 20:07:58, time: 1.854, data_time: 0.351, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4167, loss_cls: 3.7601, loss: 3.7601, grad_norm: 6.8742 2020-09-17 16:10:18,747 - mmaction - INFO - Epoch [3][1860/3520] lr: 5.000e-03, eta: 3 days, 20:06:52, time: 1.915, data_time: 0.004, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4406, loss_cls: 3.6163, loss: 3.6163, grad_norm: 6.9700 2020-09-17 16:10:58,400 - mmaction - INFO - Epoch [3][1880/3520] lr: 5.000e-03, eta: 3 days, 20:06:13, time: 1.984, data_time: 0.035, memory: 8337, top1_acc: 0.1698, top5_acc: 0.4073, loss_cls: 3.7446, loss: 3.7446, grad_norm: 6.8775 2020-09-17 16:11:36,554 - mmaction - INFO - Epoch [3][1900/3520] lr: 5.000e-03, eta: 3 days, 20:05:03, time: 1.906, data_time: 0.008, memory: 8337, top1_acc: 0.1854, top5_acc: 0.4156, loss_cls: 3.7223, loss: 3.7223, grad_norm: 6.7553 2020-09-17 16:12:13,591 - mmaction - INFO - Epoch [3][1920/3520] lr: 5.000e-03, eta: 3 days, 20:03:35, time: 1.853, data_time: 0.014, memory: 8337, top1_acc: 0.1750, top5_acc: 0.4229, loss_cls: 3.6580, loss: 3.6580, grad_norm: 6.8706 2020-09-17 16:12:54,290 - mmaction - INFO - Epoch [3][1940/3520] lr: 5.000e-03, eta: 3 days, 20:03:13, time: 2.033, data_time: 0.078, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4260, loss_cls: 3.7241, loss: 3.7241, grad_norm: 7.0007 2020-09-17 16:13:32,822 - mmaction - INFO - Epoch [3][1960/3520] lr: 5.000e-03, eta: 3 days, 20:02:13, time: 1.929, data_time: 0.079, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4156, loss_cls: 3.7320, loss: 3.7320, grad_norm: 6.9876 2020-09-17 16:14:12,393 - mmaction - INFO - Epoch [3][1980/3520] lr: 5.000e-03, eta: 3 days, 20:01:31, time: 1.978, data_time: 0.278, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4083, loss_cls: 3.7214, loss: 3.7214, grad_norm: 7.0893 2020-09-17 16:14:51,222 - mmaction - INFO - Epoch [3][2000/3520] lr: 5.000e-03, eta: 3 days, 20:00:36, time: 1.941, data_time: 0.007, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4229, loss_cls: 3.6783, loss: 3.6783, grad_norm: 6.9224 2020-09-17 16:15:29,457 - mmaction - INFO - Epoch [3][2020/3520] lr: 5.000e-03, eta: 3 days, 19:59:30, time: 1.912, data_time: 0.125, memory: 8337, top1_acc: 0.1812, top5_acc: 0.4125, loss_cls: 3.7490, loss: 3.7490, grad_norm: 7.0832 2020-09-17 16:16:09,547 - mmaction - INFO - Epoch [3][2040/3520] lr: 5.000e-03, eta: 3 days, 19:58:57, time: 2.003, data_time: 0.103, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4531, loss_cls: 3.6729, loss: 3.6729, grad_norm: 6.8592 2020-09-17 16:16:48,053 - mmaction - INFO - Epoch [3][2060/3520] lr: 5.000e-03, eta: 3 days, 19:57:56, time: 1.927, data_time: 0.008, memory: 8337, top1_acc: 0.1698, top5_acc: 0.4417, loss_cls: 3.6344, loss: 3.6344, grad_norm: 6.7764 2020-09-17 16:17:26,827 - mmaction - INFO - Epoch [3][2080/3520] lr: 5.000e-03, eta: 3 days, 19:56:59, time: 1.936, data_time: 0.084, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4208, loss_cls: 3.7387, loss: 3.7387, grad_norm: 7.1405 2020-09-17 16:18:06,134 - mmaction - INFO - Epoch [3][2100/3520] lr: 5.000e-03, eta: 3 days, 19:56:14, time: 1.968, data_time: 0.007, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4250, loss_cls: 3.6780, loss: 3.6780, grad_norm: 6.9225 2020-09-17 16:18:41,987 - mmaction - INFO - Epoch [3][2120/3520] lr: 5.000e-03, eta: 3 days, 19:54:23, time: 1.787, data_time: 0.018, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4385, loss_cls: 3.6272, loss: 3.6272, grad_norm: 6.8438 2020-09-17 16:19:19,208 - mmaction - INFO - Epoch [3][2140/3520] lr: 5.000e-03, eta: 3 days, 19:53:00, time: 1.865, data_time: 0.167, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4021, loss_cls: 3.7463, loss: 3.7463, grad_norm: 6.9415 2020-09-17 16:19:58,253 - mmaction - INFO - Epoch [3][2160/3520] lr: 5.000e-03, eta: 3 days, 19:52:09, time: 1.950, data_time: 0.273, memory: 8337, top1_acc: 0.1938, top5_acc: 0.4281, loss_cls: 3.6635, loss: 3.6635, grad_norm: 6.8393 2020-09-17 16:20:38,082 - mmaction - INFO - Epoch [3][2180/3520] lr: 5.000e-03, eta: 3 days, 19:51:33, time: 1.993, data_time: 0.278, memory: 8337, top1_acc: 0.1938, top5_acc: 0.4198, loss_cls: 3.6945, loss: 3.6945, grad_norm: 7.0644 2020-09-17 16:21:16,611 - mmaction - INFO - Epoch [3][2200/3520] lr: 5.000e-03, eta: 3 days, 19:50:33, time: 1.927, data_time: 0.059, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4427, loss_cls: 3.6214, loss: 3.6214, grad_norm: 6.9468 2020-09-17 16:21:55,604 - mmaction - INFO - Epoch [3][2220/3520] lr: 5.000e-03, eta: 3 days, 19:49:41, time: 1.948, data_time: 0.431, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4208, loss_cls: 3.7369, loss: 3.7369, grad_norm: 6.9853 2020-09-17 16:22:34,975 - mmaction - INFO - Epoch [3][2240/3520] lr: 5.000e-03, eta: 3 days, 19:48:57, time: 1.971, data_time: 0.195, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4510, loss_cls: 3.6164, loss: 3.6164, grad_norm: 7.0240 2020-09-17 16:23:15,411 - mmaction - INFO - Epoch [3][2260/3520] lr: 5.000e-03, eta: 3 days, 19:48:30, time: 2.018, data_time: 0.004, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4260, loss_cls: 3.7678, loss: 3.7678, grad_norm: 6.9522 2020-09-17 16:23:54,684 - mmaction - INFO - Epoch [3][2280/3520] lr: 5.000e-03, eta: 3 days, 19:47:45, time: 1.966, data_time: 0.009, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4583, loss_cls: 3.6241, loss: 3.6241, grad_norm: 7.0870 2020-09-17 16:24:33,678 - mmaction - INFO - Epoch [3][2300/3520] lr: 5.000e-03, eta: 3 days, 19:46:53, time: 1.950, data_time: 0.096, memory: 8337, top1_acc: 0.1719, top5_acc: 0.4115, loss_cls: 3.7433, loss: 3.7433, grad_norm: 6.9099 2020-09-17 16:25:14,089 - mmaction - INFO - Epoch [3][2320/3520] lr: 5.000e-03, eta: 3 days, 19:46:26, time: 2.019, data_time: 0.519, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4365, loss_cls: 3.6804, loss: 3.6804, grad_norm: 7.1241 2020-09-17 16:25:51,046 - mmaction - INFO - Epoch [3][2340/3520] lr: 5.000e-03, eta: 3 days, 19:45:00, time: 1.851, data_time: 0.498, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4365, loss_cls: 3.6258, loss: 3.6258, grad_norm: 6.8001 2020-09-17 16:26:31,774 - mmaction - INFO - Epoch [3][2360/3520] lr: 5.000e-03, eta: 3 days, 19:44:39, time: 2.036, data_time: 0.206, memory: 8337, top1_acc: 0.1667, top5_acc: 0.4156, loss_cls: 3.7272, loss: 3.7272, grad_norm: 6.9199 2020-09-17 16:27:09,014 - mmaction - INFO - Epoch [3][2380/3520] lr: 5.000e-03, eta: 3 days, 19:43:17, time: 1.862, data_time: 0.299, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4667, loss_cls: 3.5977, loss: 3.5977, grad_norm: 6.9339 2020-09-17 16:27:48,161 - mmaction - INFO - Epoch [3][2400/3520] lr: 5.000e-03, eta: 3 days, 19:42:28, time: 1.955, data_time: 0.152, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4219, loss_cls: 3.7307, loss: 3.7307, grad_norm: 6.9808 2020-09-17 16:28:27,138 - mmaction - INFO - Epoch [3][2420/3520] lr: 5.000e-03, eta: 3 days, 19:41:37, time: 1.951, data_time: 0.313, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4406, loss_cls: 3.6374, loss: 3.6374, grad_norm: 6.7977 2020-09-17 16:29:06,122 - mmaction - INFO - Epoch [3][2440/3520] lr: 5.000e-03, eta: 3 days, 19:40:46, time: 1.950, data_time: 0.005, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4333, loss_cls: 3.6569, loss: 3.6569, grad_norm: 6.8042 2020-09-17 16:29:42,556 - mmaction - INFO - Epoch [3][2460/3520] lr: 5.000e-03, eta: 3 days, 19:39:10, time: 1.822, data_time: 0.177, memory: 8337, top1_acc: 0.1938, top5_acc: 0.4135, loss_cls: 3.6947, loss: 3.6947, grad_norm: 7.0445 2020-09-17 16:30:22,145 - mmaction - INFO - Epoch [3][2480/3520] lr: 5.000e-03, eta: 3 days, 19:38:29, time: 1.976, data_time: 0.120, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4073, loss_cls: 3.7244, loss: 3.7244, grad_norm: 7.0046 2020-09-17 16:30:58,821 - mmaction - INFO - Epoch [3][2500/3520] lr: 5.000e-03, eta: 3 days, 19:36:59, time: 1.837, data_time: 0.138, memory: 8337, top1_acc: 0.1969, top5_acc: 0.4396, loss_cls: 3.6406, loss: 3.6406, grad_norm: 6.9241 2020-09-17 16:31:38,688 - mmaction - INFO - Epoch [3][2520/3520] lr: 5.000e-03, eta: 3 days, 19:36:23, time: 1.993, data_time: 0.137, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4438, loss_cls: 3.6485, loss: 3.6485, grad_norm: 7.0312 2020-09-17 16:32:16,995 - mmaction - INFO - Epoch [3][2540/3520] lr: 5.000e-03, eta: 3 days, 19:35:19, time: 1.913, data_time: 0.175, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4375, loss_cls: 3.6427, loss: 3.6427, grad_norm: 6.7078 2020-09-17 16:32:55,472 - mmaction - INFO - Epoch [3][2560/3520] lr: 5.000e-03, eta: 3 days, 19:34:21, time: 1.927, data_time: 0.007, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4010, loss_cls: 3.7777, loss: 3.7777, grad_norm: 7.1549 2020-09-17 16:33:34,876 - mmaction - INFO - Epoch [3][2580/3520] lr: 5.000e-03, eta: 3 days, 19:33:37, time: 1.967, data_time: 0.304, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4562, loss_cls: 3.5730, loss: 3.5730, grad_norm: 7.0031 2020-09-17 16:34:14,325 - mmaction - INFO - Epoch [3][2600/3520] lr: 5.000e-03, eta: 3 days, 19:32:55, time: 1.975, data_time: 0.094, memory: 8337, top1_acc: 0.1906, top5_acc: 0.4406, loss_cls: 3.6498, loss: 3.6498, grad_norm: 7.0528 2020-09-17 16:34:53,080 - mmaction - INFO - Epoch [3][2620/3520] lr: 5.000e-03, eta: 3 days, 19:32:00, time: 1.936, data_time: 1.029, memory: 8337, top1_acc: 0.1813, top5_acc: 0.4458, loss_cls: 3.5913, loss: 3.5913, grad_norm: 6.9280 2020-09-17 16:35:32,340 - mmaction - INFO - Epoch [3][2640/3520] lr: 5.000e-03, eta: 3 days, 19:31:15, time: 1.965, data_time: 0.701, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4240, loss_cls: 3.6897, loss: 3.6897, grad_norm: 6.9472 2020-09-17 16:36:12,699 - mmaction - INFO - Epoch [3][2660/3520] lr: 5.000e-03, eta: 3 days, 19:30:47, time: 2.015, data_time: 0.013, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4167, loss_cls: 3.7831, loss: 3.7831, grad_norm: 6.9409 2020-09-17 16:36:49,724 - mmaction - INFO - Epoch [3][2680/3520] lr: 5.000e-03, eta: 3 days, 19:29:24, time: 1.854, data_time: 0.084, memory: 8337, top1_acc: 0.1854, top5_acc: 0.4365, loss_cls: 3.6719, loss: 3.6719, grad_norm: 6.8922 2020-09-17 16:37:29,441 - mmaction - INFO - Epoch [3][2700/3520] lr: 5.000e-03, eta: 3 days, 19:28:45, time: 1.984, data_time: 1.116, memory: 8337, top1_acc: 0.1854, top5_acc: 0.4083, loss_cls: 3.7011, loss: 3.7011, grad_norm: 7.0551 2020-09-17 16:38:08,563 - mmaction - INFO - Epoch [3][2720/3520] lr: 5.000e-03, eta: 3 days, 19:27:58, time: 1.957, data_time: 1.250, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4188, loss_cls: 3.7063, loss: 3.7063, grad_norm: 6.9491 2020-09-17 16:38:47,977 - mmaction - INFO - Epoch [3][2740/3520] lr: 5.000e-03, eta: 3 days, 19:27:15, time: 1.971, data_time: 0.931, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4115, loss_cls: 3.7098, loss: 3.7098, grad_norm: 6.9128 2020-09-17 16:39:27,697 - mmaction - INFO - Epoch [3][2760/3520] lr: 5.000e-03, eta: 3 days, 19:26:37, time: 1.985, data_time: 0.375, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4396, loss_cls: 3.6096, loss: 3.6096, grad_norm: 7.0580 2020-09-17 16:40:07,254 - mmaction - INFO - Epoch [3][2780/3520] lr: 5.000e-03, eta: 3 days, 19:25:56, time: 1.979, data_time: 0.007, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4344, loss_cls: 3.6370, loss: 3.6370, grad_norm: 7.0476 2020-09-17 16:40:47,500 - mmaction - INFO - Epoch [3][2800/3520] lr: 5.000e-03, eta: 3 days, 19:25:26, time: 2.007, data_time: 0.016, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4156, loss_cls: 3.6767, loss: 3.6767, grad_norm: 6.9731 2020-09-17 16:41:24,985 - mmaction - INFO - Epoch [3][2820/3520] lr: 5.000e-03, eta: 3 days, 19:24:11, time: 1.876, data_time: 0.586, memory: 8337, top1_acc: 0.1802, top5_acc: 0.4260, loss_cls: 3.6694, loss: 3.6694, grad_norm: 6.9899 2020-09-17 16:42:03,239 - mmaction - INFO - Epoch [3][2840/3520] lr: 5.000e-03, eta: 3 days, 19:23:10, time: 1.916, data_time: 0.007, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4010, loss_cls: 3.6656, loss: 3.6656, grad_norm: 6.9618 2020-09-17 16:42:41,805 - mmaction - INFO - Epoch [3][2860/3520] lr: 5.000e-03, eta: 3 days, 19:22:12, time: 1.926, data_time: 0.262, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4448, loss_cls: 3.5628, loss: 3.5628, grad_norm: 6.6437 2020-09-17 16:43:21,336 - mmaction - INFO - Epoch [3][2880/3520] lr: 5.000e-03, eta: 3 days, 19:21:31, time: 1.978, data_time: 0.013, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4240, loss_cls: 3.6694, loss: 3.6694, grad_norm: 6.8186 2020-09-17 16:43:58,522 - mmaction - INFO - Epoch [3][2900/3520] lr: 5.000e-03, eta: 3 days, 19:20:11, time: 1.857, data_time: 0.227, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4354, loss_cls: 3.6173, loss: 3.6173, grad_norm: 7.0491 2020-09-17 16:44:38,781 - mmaction - INFO - Epoch [3][2920/3520] lr: 5.000e-03, eta: 3 days, 19:19:42, time: 2.011, data_time: 0.199, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4208, loss_cls: 3.6968, loss: 3.6968, grad_norm: 6.8356 2020-09-17 16:45:17,731 - mmaction - INFO - Epoch [3][2940/3520] lr: 5.000e-03, eta: 3 days, 19:18:52, time: 1.951, data_time: 0.119, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4323, loss_cls: 3.6501, loss: 3.6501, grad_norm: 6.8632 2020-09-17 16:45:55,894 - mmaction - INFO - Epoch [3][2960/3520] lr: 5.000e-03, eta: 3 days, 19:17:48, time: 1.905, data_time: 0.122, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4198, loss_cls: 3.6547, loss: 3.6547, grad_norm: 6.9370 2020-09-17 16:46:34,855 - mmaction - INFO - Epoch [3][2980/3520] lr: 5.000e-03, eta: 3 days, 19:16:58, time: 1.951, data_time: 0.097, memory: 8337, top1_acc: 0.1677, top5_acc: 0.4135, loss_cls: 3.7300, loss: 3.7300, grad_norm: 6.9177 2020-09-17 16:47:13,172 - mmaction - INFO - Epoch [3][3000/3520] lr: 5.000e-03, eta: 3 days, 19:15:58, time: 1.915, data_time: 0.185, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4156, loss_cls: 3.6802, loss: 3.6802, grad_norm: 6.8575 2020-09-17 16:47:50,933 - mmaction - INFO - Epoch [3][3020/3520] lr: 5.000e-03, eta: 3 days, 19:14:48, time: 1.889, data_time: 0.020, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4375, loss_cls: 3.5959, loss: 3.5959, grad_norm: 6.9464 2020-09-17 16:48:27,817 - mmaction - INFO - Epoch [3][3040/3520] lr: 5.000e-03, eta: 3 days, 19:13:23, time: 1.841, data_time: 0.004, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4250, loss_cls: 3.6418, loss: 3.6418, grad_norm: 6.9476 2020-09-17 16:49:06,604 - mmaction - INFO - Epoch [3][3060/3520] lr: 5.000e-03, eta: 3 days, 19:12:31, time: 1.942, data_time: 0.554, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4438, loss_cls: 3.6100, loss: 3.6100, grad_norm: 6.9403 2020-09-17 16:49:45,568 - mmaction - INFO - Epoch [3][3080/3520] lr: 5.000e-03, eta: 3 days, 19:11:40, time: 1.945, data_time: 0.947, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4000, loss_cls: 3.7612, loss: 3.7612, grad_norm: 6.9254 2020-09-17 16:50:23,682 - mmaction - INFO - Epoch [3][3100/3520] lr: 5.000e-03, eta: 3 days, 19:10:38, time: 1.910, data_time: 0.108, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4063, loss_cls: 3.6844, loss: 3.6844, grad_norm: 7.1893 2020-09-17 16:51:02,561 - mmaction - INFO - Epoch [3][3120/3520] lr: 5.000e-03, eta: 3 days, 19:09:46, time: 1.941, data_time: 0.248, memory: 8337, top1_acc: 0.1938, top5_acc: 0.4167, loss_cls: 3.7082, loss: 3.7082, grad_norm: 7.0636 2020-09-17 16:51:42,611 - mmaction - INFO - Epoch [3][3140/3520] lr: 5.000e-03, eta: 3 days, 19:09:15, time: 2.004, data_time: 0.845, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4396, loss_cls: 3.6055, loss: 3.6055, grad_norm: 7.1211 2020-09-17 16:52:23,964 - mmaction - INFO - Epoch [3][3160/3520] lr: 5.000e-03, eta: 3 days, 19:09:03, time: 2.066, data_time: 0.286, memory: 8337, top1_acc: 0.1760, top5_acc: 0.4417, loss_cls: 3.6588, loss: 3.6588, grad_norm: 7.2110 2020-09-17 16:53:01,723 - mmaction - INFO - Epoch [3][3180/3520] lr: 5.000e-03, eta: 3 days, 19:07:55, time: 1.891, data_time: 0.021, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4292, loss_cls: 3.7324, loss: 3.7324, grad_norm: 6.9615 2020-09-17 16:53:39,426 - mmaction - INFO - Epoch [3][3200/3520] lr: 5.000e-03, eta: 3 days, 19:06:45, time: 1.886, data_time: 0.336, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4219, loss_cls: 3.7205, loss: 3.7205, grad_norm: 6.8493 2020-09-17 16:54:17,954 - mmaction - INFO - Epoch [3][3220/3520] lr: 5.000e-03, eta: 3 days, 19:05:47, time: 1.923, data_time: 0.639, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4375, loss_cls: 3.6689, loss: 3.6689, grad_norm: 6.8176 2020-09-17 16:54:56,886 - mmaction - INFO - Epoch [3][3240/3520] lr: 5.000e-03, eta: 3 days, 19:04:58, time: 1.950, data_time: 0.389, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4260, loss_cls: 3.6980, loss: 3.6980, grad_norm: 6.7844 2020-09-17 16:55:36,282 - mmaction - INFO - Epoch [3][3260/3520] lr: 5.000e-03, eta: 3 days, 19:04:16, time: 1.969, data_time: 0.079, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4677, loss_cls: 3.5123, loss: 3.5123, grad_norm: 6.8644 2020-09-17 16:56:14,959 - mmaction - INFO - Epoch [3][3280/3520] lr: 5.000e-03, eta: 3 days, 19:03:22, time: 1.935, data_time: 0.594, memory: 8337, top1_acc: 0.1854, top5_acc: 0.4250, loss_cls: 3.6675, loss: 3.6675, grad_norm: 6.8574 2020-09-17 16:56:54,174 - mmaction - INFO - Epoch [3][3300/3520] lr: 5.000e-03, eta: 3 days, 19:02:37, time: 1.961, data_time: 0.060, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4167, loss_cls: 3.7220, loss: 3.7220, grad_norm: 6.9467 2020-09-17 16:57:34,271 - mmaction - INFO - Epoch [3][3320/3520] lr: 5.000e-03, eta: 3 days, 19:02:05, time: 2.003, data_time: 0.588, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4469, loss_cls: 3.6249, loss: 3.6249, grad_norm: 6.9364 2020-09-17 16:58:10,324 - mmaction - INFO - Epoch [3][3340/3520] lr: 5.000e-03, eta: 3 days, 19:00:30, time: 1.805, data_time: 0.242, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4458, loss_cls: 3.6298, loss: 3.6298, grad_norm: 7.1882 2020-09-17 16:58:49,961 - mmaction - INFO - Epoch [3][3360/3520] lr: 5.000e-03, eta: 3 days, 18:59:52, time: 1.982, data_time: 0.091, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4229, loss_cls: 3.7072, loss: 3.7072, grad_norm: 7.0605 2020-09-17 16:59:26,768 - mmaction - INFO - Epoch [3][3380/3520] lr: 5.000e-03, eta: 3 days, 18:58:28, time: 1.841, data_time: 0.605, memory: 8337, top1_acc: 0.1938, top5_acc: 0.4333, loss_cls: 3.6295, loss: 3.6295, grad_norm: 6.8617 2020-09-17 17:00:15,976 - mmaction - INFO - Epoch [3][3400/3520] lr: 5.000e-03, eta: 3 days, 19:00:13, time: 2.432, data_time: 0.144, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4323, loss_cls: 3.6602, loss: 3.6602, grad_norm: 6.7355 2020-09-17 17:00:53,277 - mmaction - INFO - Epoch [3][3420/3520] lr: 5.000e-03, eta: 3 days, 18:59:06, time: 1.893, data_time: 0.041, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4396, loss_cls: 3.6342, loss: 3.6342, grad_norm: 6.8279 2020-09-17 17:01:33,580 - mmaction - INFO - Epoch [3][3440/3520] lr: 5.000e-03, eta: 3 days, 18:58:38, time: 2.015, data_time: 0.004, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4323, loss_cls: 3.6964, loss: 3.6964, grad_norm: 6.9538 2020-09-17 17:02:10,087 - mmaction - INFO - Epoch [3][3460/3520] lr: 5.000e-03, eta: 3 days, 18:57:10, time: 1.824, data_time: 0.030, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4615, loss_cls: 3.6543, loss: 3.6543, grad_norm: 6.8018 2020-09-17 17:02:49,336 - mmaction - INFO - Epoch [3][3480/3520] lr: 5.000e-03, eta: 3 days, 18:56:25, time: 1.961, data_time: 0.004, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4448, loss_cls: 3.7099, loss: 3.7099, grad_norm: 6.8805 2020-09-17 17:03:28,402 - mmaction - INFO - Epoch [3][3500/3520] lr: 5.000e-03, eta: 3 days, 18:55:37, time: 1.953, data_time: 0.045, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4646, loss_cls: 3.5807, loss: 3.5807, grad_norm: 6.9342 2020-09-17 17:04:03,624 - mmaction - INFO - Epoch [3][3520/3520] lr: 5.000e-03, eta: 3 days, 18:53:50, time: 1.764, data_time: 0.014, memory: 8337, top1_acc: 0.1837, top5_acc: 0.4185, loss_cls: 3.7544, loss: 3.7544, grad_norm: 7.0057 2020-09-17 17:04:22,002 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-17 17:06:41,808 - mmaction - INFO - Epoch [4][20/3520] lr: 5.000e-03, eta: 3 days, 19:19:06, time: 6.951, data_time: 5.079, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4500, loss_cls: 3.5908, loss: 3.5908, grad_norm: 6.7407 2020-09-17 17:07:19,149 - mmaction - INFO - Epoch [4][40/3520] lr: 5.000e-03, eta: 3 days, 19:17:53, time: 1.879, data_time: 0.146, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4375, loss_cls: 3.5707, loss: 3.5707, grad_norm: 6.7536 2020-09-17 17:07:56,892 - mmaction - INFO - Epoch [4][60/3520] lr: 5.000e-03, eta: 3 days, 19:16:42, time: 1.889, data_time: 0.095, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4271, loss_cls: 3.7185, loss: 3.7185, grad_norm: 6.8872 2020-09-17 17:08:36,007 - mmaction - INFO - Epoch [4][80/3520] lr: 5.000e-03, eta: 3 days, 19:15:52, time: 1.953, data_time: 0.031, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4698, loss_cls: 3.5280, loss: 3.5280, grad_norm: 6.6676 2020-09-17 17:09:15,916 - mmaction - INFO - Epoch [4][100/3520] lr: 5.000e-03, eta: 3 days, 19:15:16, time: 1.998, data_time: 0.900, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4813, loss_cls: 3.4550, loss: 3.4550, grad_norm: 6.9636 2020-09-17 17:09:53,865 - mmaction - INFO - Epoch [4][120/3520] lr: 5.000e-03, eta: 3 days, 19:14:08, time: 1.898, data_time: 0.245, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4396, loss_cls: 3.5976, loss: 3.5976, grad_norm: 7.0321 2020-09-17 17:10:33,050 - mmaction - INFO - Epoch [4][140/3520] lr: 5.000e-03, eta: 3 days, 19:13:20, time: 1.959, data_time: 0.028, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4479, loss_cls: 3.5668, loss: 3.5668, grad_norm: 6.9094 2020-09-17 17:11:11,589 - mmaction - INFO - Epoch [4][160/3520] lr: 5.000e-03, eta: 3 days, 19:12:22, time: 1.926, data_time: 0.131, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4490, loss_cls: 3.5603, loss: 3.5603, grad_norm: 6.8563 2020-09-17 17:11:49,683 - mmaction - INFO - Epoch [4][180/3520] lr: 5.000e-03, eta: 3 days, 19:11:17, time: 1.904, data_time: 0.400, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4510, loss_cls: 3.5872, loss: 3.5872, grad_norm: 7.1067 2020-09-17 17:12:29,294 - mmaction - INFO - Epoch [4][200/3520] lr: 5.000e-03, eta: 3 days, 19:10:34, time: 1.978, data_time: 0.425, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4667, loss_cls: 3.5384, loss: 3.5384, grad_norm: 6.8466 2020-09-17 17:13:07,340 - mmaction - INFO - Epoch [4][220/3520] lr: 5.000e-03, eta: 3 days, 19:09:30, time: 1.905, data_time: 0.938, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4583, loss_cls: 3.5651, loss: 3.5651, grad_norm: 7.0680 2020-09-17 17:13:47,364 - mmaction - INFO - Epoch [4][240/3520] lr: 5.000e-03, eta: 3 days, 19:08:55, time: 2.002, data_time: 0.878, memory: 8337, top1_acc: 0.1688, top5_acc: 0.4094, loss_cls: 3.6623, loss: 3.6623, grad_norm: 7.0210 2020-09-17 17:14:26,473 - mmaction - INFO - Epoch [4][260/3520] lr: 5.000e-03, eta: 3 days, 19:08:06, time: 1.956, data_time: 1.340, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4375, loss_cls: 3.6191, loss: 3.6191, grad_norm: 6.8054 2020-09-17 17:15:06,499 - mmaction - INFO - Epoch [4][280/3520] lr: 5.000e-03, eta: 3 days, 19:07:31, time: 2.002, data_time: 0.869, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4510, loss_cls: 3.5287, loss: 3.5287, grad_norm: 6.9573 2020-09-17 17:15:46,195 - mmaction - INFO - Epoch [4][300/3520] lr: 5.000e-03, eta: 3 days, 19:06:50, time: 1.983, data_time: 0.345, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4583, loss_cls: 3.5729, loss: 3.5729, grad_norm: 7.0556 2020-09-17 17:16:25,682 - mmaction - INFO - Epoch [4][320/3520] lr: 5.000e-03, eta: 3 days, 19:06:07, time: 1.976, data_time: 0.180, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4385, loss_cls: 3.6349, loss: 3.6349, grad_norm: 6.9574 2020-09-17 17:17:03,806 - mmaction - INFO - Epoch [4][340/3520] lr: 5.000e-03, eta: 3 days, 19:05:03, time: 1.906, data_time: 0.172, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4396, loss_cls: 3.5986, loss: 3.5986, grad_norm: 6.9510 2020-09-17 17:17:43,715 - mmaction - INFO - Epoch [4][360/3520] lr: 5.000e-03, eta: 3 days, 19:04:26, time: 1.996, data_time: 0.004, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4469, loss_cls: 3.5639, loss: 3.5639, grad_norm: 6.9967 2020-09-17 17:18:23,176 - mmaction - INFO - Epoch [4][380/3520] lr: 5.000e-03, eta: 3 days, 19:03:41, time: 1.969, data_time: 0.136, memory: 8337, top1_acc: 0.1729, top5_acc: 0.4438, loss_cls: 3.6564, loss: 3.6564, grad_norm: 7.1870 2020-09-17 17:19:01,398 - mmaction - INFO - Epoch [4][400/3520] lr: 5.000e-03, eta: 3 days, 19:02:40, time: 1.915, data_time: 0.080, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4542, loss_cls: 3.6228, loss: 3.6228, grad_norm: 7.0053 2020-09-17 17:19:41,377 - mmaction - INFO - Epoch [4][420/3520] lr: 5.000e-03, eta: 3 days, 19:02:04, time: 1.998, data_time: 0.004, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4635, loss_cls: 3.5297, loss: 3.5297, grad_norm: 7.0006 2020-09-17 17:20:20,482 - mmaction - INFO - Epoch [4][440/3520] lr: 5.000e-03, eta: 3 days, 19:01:15, time: 1.955, data_time: 0.168, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4615, loss_cls: 3.5579, loss: 3.5579, grad_norm: 6.9584 2020-09-17 17:20:58,330 - mmaction - INFO - Epoch [4][460/3520] lr: 5.000e-03, eta: 3 days, 19:00:08, time: 1.893, data_time: 0.852, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4656, loss_cls: 3.5992, loss: 3.5992, grad_norm: 7.0194 2020-09-17 17:21:38,485 - mmaction - INFO - Epoch [4][480/3520] lr: 5.000e-03, eta: 3 days, 18:59:35, time: 2.008, data_time: 0.281, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4573, loss_cls: 3.5554, loss: 3.5554, grad_norm: 7.0517 2020-09-17 17:22:16,547 - mmaction - INFO - Epoch [4][500/3520] lr: 5.000e-03, eta: 3 days, 18:58:29, time: 1.900, data_time: 0.092, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4240, loss_cls: 3.6548, loss: 3.6548, grad_norm: 7.1203 2020-09-17 17:22:56,493 - mmaction - INFO - Epoch [4][520/3520] lr: 5.000e-03, eta: 3 days, 18:57:53, time: 1.998, data_time: 0.058, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4354, loss_cls: 3.6052, loss: 3.6052, grad_norm: 7.1310 2020-09-17 17:23:33,850 - mmaction - INFO - Epoch [4][540/3520] lr: 5.000e-03, eta: 3 days, 18:56:39, time: 1.867, data_time: 0.335, memory: 8337, top1_acc: 0.1906, top5_acc: 0.4354, loss_cls: 3.5657, loss: 3.5657, grad_norm: 7.0982 2020-09-17 17:24:13,136 - mmaction - INFO - Epoch [4][560/3520] lr: 5.000e-03, eta: 3 days, 18:55:53, time: 1.965, data_time: 0.009, memory: 8337, top1_acc: 0.1833, top5_acc: 0.4313, loss_cls: 3.6350, loss: 3.6350, grad_norm: 7.0835 2020-09-17 17:24:51,002 - mmaction - INFO - Epoch [4][580/3520] lr: 5.000e-03, eta: 3 days, 18:54:46, time: 1.895, data_time: 0.189, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4313, loss_cls: 3.6268, loss: 3.6268, grad_norm: 7.0848 2020-09-17 17:25:29,441 - mmaction - INFO - Epoch [4][600/3520] lr: 5.000e-03, eta: 3 days, 18:53:47, time: 1.919, data_time: 0.166, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4385, loss_cls: 3.5526, loss: 3.5526, grad_norm: 7.1115 2020-09-17 17:26:08,071 - mmaction - INFO - Epoch [4][620/3520] lr: 5.000e-03, eta: 3 days, 18:52:52, time: 1.934, data_time: 0.421, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4250, loss_cls: 3.7047, loss: 3.7047, grad_norm: 7.2737 2020-09-17 17:26:47,364 - mmaction - INFO - Epoch [4][640/3520] lr: 5.000e-03, eta: 3 days, 18:52:06, time: 1.964, data_time: 0.025, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4552, loss_cls: 3.5818, loss: 3.5818, grad_norm: 7.1411 2020-09-17 17:27:26,322 - mmaction - INFO - Epoch [4][660/3520] lr: 5.000e-03, eta: 3 days, 18:51:16, time: 1.949, data_time: 0.889, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4427, loss_cls: 3.5961, loss: 3.5961, grad_norm: 7.2057 2020-09-17 17:28:04,638 - mmaction - INFO - Epoch [4][680/3520] lr: 5.000e-03, eta: 3 days, 18:50:16, time: 1.915, data_time: 0.004, memory: 8337, top1_acc: 0.1771, top5_acc: 0.4375, loss_cls: 3.6147, loss: 3.6147, grad_norm: 6.9679 2020-09-17 17:28:43,800 - mmaction - INFO - Epoch [4][700/3520] lr: 5.000e-03, eta: 3 days, 18:49:29, time: 1.959, data_time: 0.322, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4156, loss_cls: 3.6405, loss: 3.6405, grad_norm: 6.8838 2020-09-17 17:29:23,779 - mmaction - INFO - Epoch [4][720/3520] lr: 5.000e-03, eta: 3 days, 18:48:53, time: 1.999, data_time: 0.069, memory: 8337, top1_acc: 0.2062, top5_acc: 0.4354, loss_cls: 3.5961, loss: 3.5961, grad_norm: 6.9486 2020-09-17 17:30:01,715 - mmaction - INFO - Epoch [4][740/3520] lr: 5.000e-03, eta: 3 days, 18:47:48, time: 1.897, data_time: 0.033, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4521, loss_cls: 3.5800, loss: 3.5800, grad_norm: 7.0545 2020-09-17 17:30:40,422 - mmaction - INFO - Epoch [4][760/3520] lr: 5.000e-03, eta: 3 days, 18:46:53, time: 1.933, data_time: 0.409, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4510, loss_cls: 3.5895, loss: 3.5895, grad_norm: 6.8425 2020-09-17 17:31:19,770 - mmaction - INFO - Epoch [4][780/3520] lr: 5.000e-03, eta: 3 days, 18:46:09, time: 1.969, data_time: 0.178, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4271, loss_cls: 3.6659, loss: 3.6659, grad_norm: 7.0322 2020-09-17 17:31:56,139 - mmaction - INFO - Epoch [4][800/3520] lr: 5.000e-03, eta: 3 days, 18:44:41, time: 1.817, data_time: 0.347, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4500, loss_cls: 3.5728, loss: 3.5728, grad_norm: 6.9267 2020-09-17 17:32:36,776 - mmaction - INFO - Epoch [4][820/3520] lr: 5.000e-03, eta: 3 days, 18:44:15, time: 2.031, data_time: 0.793, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4615, loss_cls: 3.5696, loss: 3.5696, grad_norm: 7.0884 2020-09-17 17:33:16,595 - mmaction - INFO - Epoch [4][840/3520] lr: 5.000e-03, eta: 3 days, 18:43:37, time: 1.992, data_time: 0.425, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4490, loss_cls: 3.5876, loss: 3.5876, grad_norm: 6.9728 2020-09-17 17:33:56,268 - mmaction - INFO - Epoch [4][860/3520] lr: 5.000e-03, eta: 3 days, 18:42:58, time: 1.984, data_time: 0.234, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4302, loss_cls: 3.6745, loss: 3.6745, grad_norm: 7.1559 2020-09-17 17:34:35,734 - mmaction - INFO - Epoch [4][880/3520] lr: 5.000e-03, eta: 3 days, 18:42:14, time: 1.972, data_time: 0.004, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4427, loss_cls: 3.6050, loss: 3.6050, grad_norm: 7.0950 2020-09-17 17:35:14,734 - mmaction - INFO - Epoch [4][900/3520] lr: 5.000e-03, eta: 3 days, 18:41:25, time: 1.951, data_time: 0.653, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4177, loss_cls: 3.7411, loss: 3.7411, grad_norm: 7.1837 2020-09-17 17:35:52,968 - mmaction - INFO - Epoch [4][920/3520] lr: 5.000e-03, eta: 3 days, 18:40:25, time: 1.912, data_time: 0.011, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4479, loss_cls: 3.5332, loss: 3.5332, grad_norm: 7.1334 2020-09-17 17:36:33,137 - mmaction - INFO - Epoch [4][940/3520] lr: 5.000e-03, eta: 3 days, 18:39:52, time: 2.007, data_time: 0.004, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4552, loss_cls: 3.6156, loss: 3.6156, grad_norm: 6.9790 2020-09-17 17:37:11,279 - mmaction - INFO - Epoch [4][960/3520] lr: 5.000e-03, eta: 3 days, 18:38:49, time: 1.902, data_time: 0.839, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4490, loss_cls: 3.5723, loss: 3.5723, grad_norm: 6.8197 2020-09-17 17:37:50,035 - mmaction - INFO - Epoch [4][980/3520] lr: 5.000e-03, eta: 3 days, 18:37:57, time: 1.943, data_time: 0.418, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4583, loss_cls: 3.5373, loss: 3.5373, grad_norm: 6.9986 2020-09-17 17:38:28,157 - mmaction - INFO - Epoch [4][1000/3520] lr: 5.000e-03, eta: 3 days, 18:36:56, time: 1.907, data_time: 0.373, memory: 8337, top1_acc: 0.1740, top5_acc: 0.4333, loss_cls: 3.5831, loss: 3.5831, grad_norm: 6.8498 2020-09-17 17:39:06,613 - mmaction - INFO - Epoch [4][1020/3520] lr: 5.000e-03, eta: 3 days, 18:35:59, time: 1.922, data_time: 0.064, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4438, loss_cls: 3.5811, loss: 3.5811, grad_norm: 6.9694 2020-09-17 17:39:44,935 - mmaction - INFO - Epoch [4][1040/3520] lr: 5.000e-03, eta: 3 days, 18:34:59, time: 1.913, data_time: 0.019, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4469, loss_cls: 3.5966, loss: 3.5966, grad_norm: 6.9841 2020-09-17 17:40:24,672 - mmaction - INFO - Epoch [4][1060/3520] lr: 5.000e-03, eta: 3 days, 18:34:21, time: 1.990, data_time: 0.081, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4500, loss_cls: 3.5607, loss: 3.5607, grad_norm: 7.1962 2020-09-17 17:41:03,385 - mmaction - INFO - Epoch [4][1080/3520] lr: 5.000e-03, eta: 3 days, 18:33:27, time: 1.932, data_time: 0.243, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4479, loss_cls: 3.6362, loss: 3.6362, grad_norm: 6.9414 2020-09-17 17:41:40,708 - mmaction - INFO - Epoch [4][1100/3520] lr: 5.000e-03, eta: 3 days, 18:32:15, time: 1.869, data_time: 0.009, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4708, loss_cls: 3.5508, loss: 3.5508, grad_norm: 6.8874 2020-09-17 17:42:19,880 - mmaction - INFO - Epoch [4][1120/3520] lr: 5.000e-03, eta: 3 days, 18:31:28, time: 1.958, data_time: 0.178, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4344, loss_cls: 3.6765, loss: 3.6765, grad_norm: 7.0006 2020-09-17 17:42:59,469 - mmaction - INFO - Epoch [4][1140/3520] lr: 5.000e-03, eta: 3 days, 18:30:47, time: 1.977, data_time: 0.108, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4760, loss_cls: 3.5321, loss: 3.5321, grad_norm: 6.9236 2020-09-17 17:43:38,554 - mmaction - INFO - Epoch [4][1160/3520] lr: 5.000e-03, eta: 3 days, 18:30:00, time: 1.957, data_time: 0.006, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4583, loss_cls: 3.5187, loss: 3.5187, grad_norm: 7.0912 2020-09-17 17:44:15,578 - mmaction - INFO - Epoch [4][1180/3520] lr: 5.000e-03, eta: 3 days, 18:28:43, time: 1.851, data_time: 0.179, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4417, loss_cls: 3.5927, loss: 3.5927, grad_norm: 7.1870 2020-09-17 17:44:55,030 - mmaction - INFO - Epoch [4][1200/3520] lr: 5.000e-03, eta: 3 days, 18:28:01, time: 1.972, data_time: 0.153, memory: 8337, top1_acc: 0.1781, top5_acc: 0.4146, loss_cls: 3.6679, loss: 3.6679, grad_norm: 7.1625 2020-09-17 17:45:33,267 - mmaction - INFO - Epoch [4][1220/3520] lr: 5.000e-03, eta: 3 days, 18:27:01, time: 1.910, data_time: 0.019, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4573, loss_cls: 3.5753, loss: 3.5753, grad_norm: 7.0994 2020-09-17 17:46:12,192 - mmaction - INFO - Epoch [4][1240/3520] lr: 5.000e-03, eta: 3 days, 18:26:11, time: 1.948, data_time: 0.521, memory: 8337, top1_acc: 0.2219, top5_acc: 0.5094, loss_cls: 3.4911, loss: 3.4911, grad_norm: 7.0842 2020-09-17 17:46:51,601 - mmaction - INFO - Epoch [4][1260/3520] lr: 5.000e-03, eta: 3 days, 18:25:28, time: 1.971, data_time: 0.003, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4406, loss_cls: 3.6541, loss: 3.6541, grad_norm: 7.1589 2020-09-17 17:47:29,387 - mmaction - INFO - Epoch [4][1280/3520] lr: 5.000e-03, eta: 3 days, 18:24:23, time: 1.889, data_time: 0.304, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4510, loss_cls: 3.6237, loss: 3.6237, grad_norm: 7.1368 2020-09-17 17:48:07,853 - mmaction - INFO - Epoch [4][1300/3520] lr: 5.000e-03, eta: 3 days, 18:23:26, time: 1.923, data_time: 0.005, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4688, loss_cls: 3.5308, loss: 3.5308, grad_norm: 6.9562 2020-09-17 17:48:47,070 - mmaction - INFO - Epoch [4][1320/3520] lr: 5.000e-03, eta: 3 days, 18:22:41, time: 1.961, data_time: 0.395, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4396, loss_cls: 3.6297, loss: 3.6297, grad_norm: 6.9745 2020-09-17 17:49:26,311 - mmaction - INFO - Epoch [4][1340/3520] lr: 5.000e-03, eta: 3 days, 18:21:55, time: 1.960, data_time: 0.033, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4531, loss_cls: 3.5257, loss: 3.5257, grad_norm: 7.1946 2020-09-17 17:50:06,117 - mmaction - INFO - Epoch [4][1360/3520] lr: 5.000e-03, eta: 3 days, 18:21:18, time: 1.993, data_time: 0.913, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4750, loss_cls: 3.5576, loss: 3.5576, grad_norm: 7.1825 2020-09-17 17:50:46,045 - mmaction - INFO - Epoch [4][1380/3520] lr: 5.000e-03, eta: 3 days, 18:20:42, time: 1.997, data_time: 0.249, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4656, loss_cls: 3.5100, loss: 3.5100, grad_norm: 7.0411 2020-09-17 17:51:24,279 - mmaction - INFO - Epoch [4][1400/3520] lr: 5.000e-03, eta: 3 days, 18:19:43, time: 1.909, data_time: 0.375, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4563, loss_cls: 3.5822, loss: 3.5822, grad_norm: 6.9745 2020-09-17 17:52:04,287 - mmaction - INFO - Epoch [4][1420/3520] lr: 5.000e-03, eta: 3 days, 18:19:08, time: 2.000, data_time: 0.854, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4573, loss_cls: 3.4995, loss: 3.4995, grad_norm: 6.8770 2020-09-17 17:52:43,897 - mmaction - INFO - Epoch [4][1440/3520] lr: 5.000e-03, eta: 3 days, 18:18:28, time: 1.983, data_time: 0.200, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4521, loss_cls: 3.5180, loss: 3.5180, grad_norm: 7.1041 2020-09-17 17:53:23,975 - mmaction - INFO - Epoch [4][1460/3520] lr: 5.000e-03, eta: 3 days, 18:17:55, time: 2.004, data_time: 0.039, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4542, loss_cls: 3.6183, loss: 3.6183, grad_norm: 7.2411 2020-09-17 17:54:03,196 - mmaction - INFO - Epoch [4][1480/3520] lr: 5.000e-03, eta: 3 days, 18:17:09, time: 1.958, data_time: 0.110, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4406, loss_cls: 3.6673, loss: 3.6673, grad_norm: 6.9025 2020-09-17 17:54:41,354 - mmaction - INFO - Epoch [4][1500/3520] lr: 5.000e-03, eta: 3 days, 18:16:09, time: 1.909, data_time: 0.868, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4792, loss_cls: 3.5526, loss: 3.5526, grad_norm: 6.9404 2020-09-17 17:55:20,043 - mmaction - INFO - Epoch [4][1520/3520] lr: 5.000e-03, eta: 3 days, 18:15:16, time: 1.932, data_time: 0.169, memory: 8337, top1_acc: 0.2073, top5_acc: 0.4458, loss_cls: 3.5925, loss: 3.5925, grad_norm: 7.1395 2020-09-17 17:55:58,797 - mmaction - INFO - Epoch [4][1540/3520] lr: 5.000e-03, eta: 3 days, 18:14:25, time: 1.941, data_time: 0.923, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4417, loss_cls: 3.6349, loss: 3.6349, grad_norm: 7.2007 2020-09-17 17:56:38,009 - mmaction - INFO - Epoch [4][1560/3520] lr: 5.000e-03, eta: 3 days, 18:13:39, time: 1.958, data_time: 1.024, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4625, loss_cls: 3.5990, loss: 3.5990, grad_norm: 7.0354 2020-09-17 17:57:16,561 - mmaction - INFO - Epoch [4][1580/3520] lr: 5.000e-03, eta: 3 days, 18:12:45, time: 1.930, data_time: 0.415, memory: 8337, top1_acc: 0.2073, top5_acc: 0.4615, loss_cls: 3.5398, loss: 3.5398, grad_norm: 7.0492 2020-09-17 17:57:56,140 - mmaction - INFO - Epoch [4][1600/3520] lr: 5.000e-03, eta: 3 days, 18:12:04, time: 1.977, data_time: 0.573, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4656, loss_cls: 3.4891, loss: 3.4891, grad_norm: 6.7826 2020-09-17 17:58:36,147 - mmaction - INFO - Epoch [4][1620/3520] lr: 5.000e-03, eta: 3 days, 18:11:30, time: 2.003, data_time: 0.698, memory: 8337, top1_acc: 0.1875, top5_acc: 0.4698, loss_cls: 3.5201, loss: 3.5201, grad_norm: 7.1007 2020-09-17 17:59:14,946 - mmaction - INFO - Epoch [4][1640/3520] lr: 5.000e-03, eta: 3 days, 18:10:38, time: 1.937, data_time: 0.110, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4521, loss_cls: 3.5951, loss: 3.5951, grad_norm: 7.1077 2020-09-17 17:59:53,957 - mmaction - INFO - Epoch [4][1660/3520] lr: 5.000e-03, eta: 3 days, 18:09:51, time: 1.954, data_time: 1.155, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4854, loss_cls: 3.4294, loss: 3.4294, grad_norm: 7.0885 2020-09-17 18:00:44,427 - mmaction - INFO - Epoch [4][1680/3520] lr: 5.000e-03, eta: 3 days, 18:11:19, time: 2.456, data_time: 0.530, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4865, loss_cls: 3.5154, loss: 3.5154, grad_norm: 7.0380 2020-09-17 18:01:24,046 - mmaction - INFO - Epoch [4][1700/3520] lr: 5.000e-03, eta: 3 days, 18:10:56, time: 2.047, data_time: 1.427, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4510, loss_cls: 3.6295, loss: 3.6295, grad_norm: 6.9822 2020-09-17 18:02:03,420 - mmaction - INFO - Epoch [4][1720/3520] lr: 5.000e-03, eta: 3 days, 18:10:13, time: 1.970, data_time: 0.753, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4615, loss_cls: 3.5327, loss: 3.5327, grad_norm: 7.0506 2020-09-17 18:02:42,901 - mmaction - INFO - Epoch [4][1740/3520] lr: 5.000e-03, eta: 3 days, 18:09:31, time: 1.973, data_time: 1.312, memory: 8337, top1_acc: 0.1990, top5_acc: 0.4417, loss_cls: 3.6115, loss: 3.6115, grad_norm: 7.2218 2020-09-17 18:03:23,236 - mmaction - INFO - Epoch [4][1760/3520] lr: 5.000e-03, eta: 3 days, 18:09:00, time: 2.017, data_time: 0.979, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4552, loss_cls: 3.5374, loss: 3.5374, grad_norm: 7.2131 2020-09-17 18:04:01,928 - mmaction - INFO - Epoch [4][1780/3520] lr: 5.000e-03, eta: 3 days, 18:08:08, time: 1.935, data_time: 0.378, memory: 8337, top1_acc: 0.1896, top5_acc: 0.4479, loss_cls: 3.6013, loss: 3.6013, grad_norm: 7.2085 2020-09-17 18:04:42,253 - mmaction - INFO - Epoch [4][1800/3520] lr: 5.000e-03, eta: 3 days, 18:07:37, time: 2.016, data_time: 1.180, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4802, loss_cls: 3.4064, loss: 3.4064, grad_norm: 7.0287 2020-09-17 18:05:19,990 - mmaction - INFO - Epoch [4][1820/3520] lr: 5.000e-03, eta: 3 days, 18:06:32, time: 1.887, data_time: 0.466, memory: 8337, top1_acc: 0.1969, top5_acc: 0.4479, loss_cls: 3.5863, loss: 3.5863, grad_norm: 6.9948 2020-09-17 18:05:59,747 - mmaction - INFO - Epoch [4][1840/3520] lr: 5.000e-03, eta: 3 days, 18:05:53, time: 1.985, data_time: 1.134, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4635, loss_cls: 3.5628, loss: 3.5628, grad_norm: 6.8981 2020-09-17 18:06:39,099 - mmaction - INFO - Epoch [4][1860/3520] lr: 5.000e-03, eta: 3 days, 18:05:09, time: 1.966, data_time: 0.469, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4490, loss_cls: 3.6084, loss: 3.6084, grad_norm: 6.9882 2020-09-17 18:07:17,142 - mmaction - INFO - Epoch [4][1880/3520] lr: 5.000e-03, eta: 3 days, 18:04:08, time: 1.902, data_time: 0.999, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4667, loss_cls: 3.4526, loss: 3.4526, grad_norm: 7.0180 2020-09-17 18:07:54,888 - mmaction - INFO - Epoch [4][1900/3520] lr: 5.000e-03, eta: 3 days, 18:03:04, time: 1.890, data_time: 0.008, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4635, loss_cls: 3.5727, loss: 3.5727, grad_norm: 7.2285 2020-09-17 18:08:33,953 - mmaction - INFO - Epoch [4][1920/3520] lr: 5.000e-03, eta: 3 days, 18:02:17, time: 1.951, data_time: 0.667, memory: 8337, top1_acc: 0.1802, top5_acc: 0.4385, loss_cls: 3.6643, loss: 3.6643, grad_norm: 6.9927 2020-09-17 18:09:13,284 - mmaction - INFO - Epoch [4][1940/3520] lr: 5.000e-03, eta: 3 days, 18:01:34, time: 1.970, data_time: 0.248, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4385, loss_cls: 3.6010, loss: 3.6010, grad_norm: 6.9436 2020-09-17 18:09:51,884 - mmaction - INFO - Epoch [4][1960/3520] lr: 5.000e-03, eta: 3 days, 18:00:40, time: 1.929, data_time: 0.113, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4469, loss_cls: 3.5793, loss: 3.5793, grad_norm: 7.2327 2020-09-17 18:10:30,495 - mmaction - INFO - Epoch [4][1980/3520] lr: 5.000e-03, eta: 3 days, 17:59:47, time: 1.932, data_time: 0.570, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4531, loss_cls: 3.5736, loss: 3.5736, grad_norm: 7.0127 2020-09-17 18:11:09,832 - mmaction - INFO - Epoch [4][2000/3520] lr: 5.000e-03, eta: 3 days, 17:59:03, time: 1.964, data_time: 0.576, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4594, loss_cls: 3.5300, loss: 3.5300, grad_norm: 6.9933 2020-09-17 18:11:49,083 - mmaction - INFO - Epoch [4][2020/3520] lr: 5.000e-03, eta: 3 days, 17:58:18, time: 1.962, data_time: 0.764, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4573, loss_cls: 3.5969, loss: 3.5969, grad_norm: 7.1878 2020-09-17 18:12:27,575 - mmaction - INFO - Epoch [4][2040/3520] lr: 5.000e-03, eta: 3 days, 17:57:24, time: 1.925, data_time: 0.185, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4500, loss_cls: 3.5134, loss: 3.5134, grad_norm: 6.9613 2020-09-17 18:13:06,226 - mmaction - INFO - Epoch [4][2060/3520] lr: 5.000e-03, eta: 3 days, 17:56:32, time: 1.935, data_time: 0.007, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4375, loss_cls: 3.6231, loss: 3.6231, grad_norm: 7.0666 2020-09-17 18:13:47,149 - mmaction - INFO - Epoch [4][2080/3520] lr: 5.000e-03, eta: 3 days, 17:56:09, time: 2.044, data_time: 0.551, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4427, loss_cls: 3.5955, loss: 3.5955, grad_norm: 7.1559 2020-09-17 18:14:28,821 - mmaction - INFO - Epoch [4][2100/3520] lr: 5.000e-03, eta: 3 days, 17:55:55, time: 2.085, data_time: 0.560, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4625, loss_cls: 3.5493, loss: 3.5493, grad_norm: 7.2032 2020-09-17 18:15:08,400 - mmaction - INFO - Epoch [4][2120/3520] lr: 5.000e-03, eta: 3 days, 17:55:15, time: 1.977, data_time: 0.027, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4542, loss_cls: 3.5810, loss: 3.5810, grad_norm: 7.1212 2020-09-17 18:15:45,525 - mmaction - INFO - Epoch [4][2140/3520] lr: 5.000e-03, eta: 3 days, 17:54:03, time: 1.857, data_time: 0.865, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4656, loss_cls: 3.4852, loss: 3.4852, grad_norm: 6.9101 2020-09-17 18:16:25,926 - mmaction - INFO - Epoch [4][2160/3520] lr: 5.000e-03, eta: 3 days, 17:53:33, time: 2.019, data_time: 1.134, memory: 8337, top1_acc: 0.1885, top5_acc: 0.4313, loss_cls: 3.6482, loss: 3.6482, grad_norm: 7.1876 2020-09-17 18:17:04,944 - mmaction - INFO - Epoch [4][2180/3520] lr: 5.000e-03, eta: 3 days, 17:52:46, time: 1.953, data_time: 0.915, memory: 8337, top1_acc: 0.1865, top5_acc: 0.4427, loss_cls: 3.5694, loss: 3.5694, grad_norm: 6.9790 2020-09-17 18:17:45,272 - mmaction - INFO - Epoch [4][2200/3520] lr: 5.000e-03, eta: 3 days, 17:52:15, time: 2.015, data_time: 1.075, memory: 8337, top1_acc: 0.1917, top5_acc: 0.4406, loss_cls: 3.5580, loss: 3.5580, grad_norm: 7.0625 2020-09-17 18:18:24,000 - mmaction - INFO - Epoch [4][2220/3520] lr: 5.000e-03, eta: 3 days, 17:51:23, time: 1.936, data_time: 0.323, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4604, loss_cls: 3.5502, loss: 3.5502, grad_norm: 7.2535 2020-09-17 18:19:02,757 - mmaction - INFO - Epoch [4][2240/3520] lr: 5.000e-03, eta: 3 days, 17:50:33, time: 1.938, data_time: 0.025, memory: 8337, top1_acc: 0.1937, top5_acc: 0.4490, loss_cls: 3.6165, loss: 3.6165, grad_norm: 7.2213 2020-09-17 18:19:40,922 - mmaction - INFO - Epoch [4][2260/3520] lr: 5.000e-03, eta: 3 days, 17:49:34, time: 1.909, data_time: 0.143, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4406, loss_cls: 3.5971, loss: 3.5971, grad_norm: 7.2357 2020-09-17 18:20:18,719 - mmaction - INFO - Epoch [4][2280/3520] lr: 5.000e-03, eta: 3 days, 17:48:31, time: 1.889, data_time: 0.337, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4438, loss_cls: 3.5751, loss: 3.5751, grad_norm: 7.0557 2020-09-17 18:20:58,074 - mmaction - INFO - Epoch [4][2300/3520] lr: 5.000e-03, eta: 3 days, 17:47:48, time: 1.966, data_time: 0.268, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4458, loss_cls: 3.6202, loss: 3.6202, grad_norm: 6.8747 2020-09-17 18:21:37,509 - mmaction - INFO - Epoch [4][2320/3520] lr: 5.000e-03, eta: 3 days, 17:47:06, time: 1.973, data_time: 0.540, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4823, loss_cls: 3.4699, loss: 3.4699, grad_norm: 7.2778 2020-09-17 18:22:15,831 - mmaction - INFO - Epoch [4][2340/3520] lr: 5.000e-03, eta: 3 days, 17:46:09, time: 1.913, data_time: 0.931, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4531, loss_cls: 3.6304, loss: 3.6304, grad_norm: 7.2171 2020-09-17 18:22:54,269 - mmaction - INFO - Epoch [4][2360/3520] lr: 5.000e-03, eta: 3 days, 17:45:15, time: 1.923, data_time: 0.171, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4646, loss_cls: 3.6167, loss: 3.6167, grad_norm: 7.0141 2020-09-17 18:23:32,680 - mmaction - INFO - Epoch [4][2380/3520] lr: 5.000e-03, eta: 3 days, 17:44:19, time: 1.917, data_time: 0.308, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4333, loss_cls: 3.6137, loss: 3.6137, grad_norm: 7.1553 2020-09-17 18:24:13,276 - mmaction - INFO - Epoch [4][2400/3520] lr: 5.000e-03, eta: 3 days, 17:43:53, time: 2.036, data_time: 0.428, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4646, loss_cls: 3.5398, loss: 3.5398, grad_norm: 7.0647 2020-09-17 18:24:51,635 - mmaction - INFO - Epoch [4][2420/3520] lr: 5.000e-03, eta: 3 days, 17:42:57, time: 1.917, data_time: 0.006, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4583, loss_cls: 3.5981, loss: 3.5981, grad_norm: 7.2787 2020-09-17 18:25:30,639 - mmaction - INFO - Epoch [4][2440/3520] lr: 5.000e-03, eta: 3 days, 17:42:10, time: 1.951, data_time: 0.005, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4406, loss_cls: 3.5619, loss: 3.5619, grad_norm: 7.0483 2020-09-17 18:26:08,919 - mmaction - INFO - Epoch [4][2460/3520] lr: 5.000e-03, eta: 3 days, 17:41:13, time: 1.913, data_time: 0.007, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4635, loss_cls: 3.5394, loss: 3.5394, grad_norm: 6.9701 2020-09-17 18:26:47,628 - mmaction - INFO - Epoch [4][2480/3520] lr: 5.000e-03, eta: 3 days, 17:40:22, time: 1.937, data_time: 0.005, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4667, loss_cls: 3.5295, loss: 3.5295, grad_norm: 7.0496 2020-09-17 18:27:25,582 - mmaction - INFO - Epoch [4][2500/3520] lr: 5.000e-03, eta: 3 days, 17:39:21, time: 1.894, data_time: 0.004, memory: 8337, top1_acc: 0.1906, top5_acc: 0.4552, loss_cls: 3.5988, loss: 3.5988, grad_norm: 7.0602 2020-09-17 18:28:03,061 - mmaction - INFO - Epoch [4][2520/3520] lr: 5.000e-03, eta: 3 days, 17:38:16, time: 1.876, data_time: 0.079, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4552, loss_cls: 3.5502, loss: 3.5502, grad_norm: 7.2262 2020-09-17 18:28:43,294 - mmaction - INFO - Epoch [4][2540/3520] lr: 5.000e-03, eta: 3 days, 17:37:43, time: 2.011, data_time: 0.080, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4583, loss_cls: 3.5523, loss: 3.5523, grad_norm: 7.1422 2020-09-17 18:29:23,024 - mmaction - INFO - Epoch [4][2560/3520] lr: 5.000e-03, eta: 3 days, 17:37:06, time: 1.988, data_time: 0.190, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4406, loss_cls: 3.6057, loss: 3.6057, grad_norm: 7.1884 2020-09-17 18:30:01,988 - mmaction - INFO - Epoch [4][2580/3520] lr: 5.000e-03, eta: 3 days, 17:36:17, time: 1.946, data_time: 0.778, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4344, loss_cls: 3.5985, loss: 3.5985, grad_norm: 6.9396 2020-09-17 18:30:39,648 - mmaction - INFO - Epoch [4][2600/3520] lr: 5.000e-03, eta: 3 days, 17:35:14, time: 1.886, data_time: 0.621, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4604, loss_cls: 3.5707, loss: 3.5707, grad_norm: 6.9498 2020-09-17 18:31:20,302 - mmaction - INFO - Epoch [4][2620/3520] lr: 5.000e-03, eta: 3 days, 17:34:46, time: 2.028, data_time: 0.643, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4625, loss_cls: 3.5215, loss: 3.5215, grad_norm: 6.9515 2020-09-17 18:31:57,360 - mmaction - INFO - Epoch [4][2640/3520] lr: 5.000e-03, eta: 3 days, 17:33:36, time: 1.857, data_time: 0.202, memory: 8337, top1_acc: 0.1823, top5_acc: 0.4375, loss_cls: 3.5799, loss: 3.5799, grad_norm: 6.9574 2020-09-17 18:32:37,075 - mmaction - INFO - Epoch [4][2660/3520] lr: 5.000e-03, eta: 3 days, 17:32:58, time: 1.985, data_time: 0.216, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4896, loss_cls: 3.5187, loss: 3.5187, grad_norm: 7.2606 2020-09-17 18:33:16,002 - mmaction - INFO - Epoch [4][2680/3520] lr: 5.000e-03, eta: 3 days, 17:32:10, time: 1.947, data_time: 0.297, memory: 8337, top1_acc: 0.1906, top5_acc: 0.4187, loss_cls: 3.6526, loss: 3.6526, grad_norm: 7.1435 2020-09-17 18:33:54,538 - mmaction - INFO - Epoch [4][2700/3520] lr: 5.000e-03, eta: 3 days, 17:31:17, time: 1.924, data_time: 0.041, memory: 8337, top1_acc: 0.1969, top5_acc: 0.4521, loss_cls: 3.5592, loss: 3.5592, grad_norm: 7.0202 2020-09-17 18:34:31,807 - mmaction - INFO - Epoch [4][2720/3520] lr: 5.000e-03, eta: 3 days, 17:30:09, time: 1.866, data_time: 0.373, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4406, loss_cls: 3.5715, loss: 3.5715, grad_norm: 6.9845 2020-09-17 18:35:10,523 - mmaction - INFO - Epoch [4][2740/3520] lr: 5.000e-03, eta: 3 days, 17:29:19, time: 1.936, data_time: 0.511, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4542, loss_cls: 3.5527, loss: 3.5527, grad_norm: 6.9912 2020-09-17 18:35:50,477 - mmaction - INFO - Epoch [4][2760/3520] lr: 5.000e-03, eta: 3 days, 17:28:43, time: 1.995, data_time: 0.125, memory: 8337, top1_acc: 0.2073, top5_acc: 0.4500, loss_cls: 3.5935, loss: 3.5935, grad_norm: 7.0820 2020-09-17 18:36:28,610 - mmaction - INFO - Epoch [4][2780/3520] lr: 5.000e-03, eta: 3 days, 17:27:45, time: 1.906, data_time: 0.006, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4687, loss_cls: 3.5134, loss: 3.5134, grad_norm: 7.0576 2020-09-17 18:37:07,243 - mmaction - INFO - Epoch [4][2800/3520] lr: 5.000e-03, eta: 3 days, 17:26:54, time: 1.935, data_time: 0.135, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4500, loss_cls: 3.6076, loss: 3.6076, grad_norm: 6.9960 2020-09-17 18:37:45,111 - mmaction - INFO - Epoch [4][2820/3520] lr: 5.000e-03, eta: 3 days, 17:25:53, time: 1.891, data_time: 0.573, memory: 8337, top1_acc: 0.2073, top5_acc: 0.4438, loss_cls: 3.5953, loss: 3.5953, grad_norm: 7.2960 2020-09-17 18:38:24,418 - mmaction - INFO - Epoch [4][2840/3520] lr: 5.000e-03, eta: 3 days, 17:25:10, time: 1.966, data_time: 0.435, memory: 8337, top1_acc: 0.2052, top5_acc: 0.4615, loss_cls: 3.5586, loss: 3.5586, grad_norm: 7.2219 2020-09-17 18:39:03,313 - mmaction - INFO - Epoch [4][2860/3520] lr: 5.000e-03, eta: 3 days, 17:24:22, time: 1.944, data_time: 0.276, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4573, loss_cls: 3.5248, loss: 3.5248, grad_norm: 7.0080 2020-09-17 18:39:44,017 - mmaction - INFO - Epoch [4][2880/3520] lr: 5.000e-03, eta: 3 days, 17:23:56, time: 2.038, data_time: 0.100, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4625, loss_cls: 3.4577, loss: 3.4577, grad_norm: 7.2356 2020-09-17 18:40:23,460 - mmaction - INFO - Epoch [4][2900/3520] lr: 5.000e-03, eta: 3 days, 17:23:15, time: 1.972, data_time: 0.039, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4646, loss_cls: 3.5149, loss: 3.5149, grad_norm: 7.1487 2020-09-17 18:41:02,899 - mmaction - INFO - Epoch [4][2920/3520] lr: 5.000e-03, eta: 3 days, 17:22:33, time: 1.972, data_time: 0.005, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4438, loss_cls: 3.5591, loss: 3.5591, grad_norm: 7.0325 2020-09-17 18:41:41,237 - mmaction - INFO - Epoch [4][2940/3520] lr: 5.000e-03, eta: 3 days, 17:21:39, time: 1.917, data_time: 0.010, memory: 8337, top1_acc: 0.2187, top5_acc: 0.4615, loss_cls: 3.4863, loss: 3.4863, grad_norm: 7.0761 2020-09-17 18:42:19,863 - mmaction - INFO - Epoch [4][2960/3520] lr: 5.000e-03, eta: 3 days, 17:20:47, time: 1.930, data_time: 0.132, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4396, loss_cls: 3.6390, loss: 3.6390, grad_norm: 7.4232 2020-09-17 18:42:58,421 - mmaction - INFO - Epoch [4][2980/3520] lr: 5.000e-03, eta: 3 days, 17:19:55, time: 1.928, data_time: 0.759, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4771, loss_cls: 3.4601, loss: 3.4601, grad_norm: 7.2810 2020-09-17 18:43:38,542 - mmaction - INFO - Epoch [4][3000/3520] lr: 5.000e-03, eta: 3 days, 17:19:22, time: 2.009, data_time: 0.040, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4271, loss_cls: 3.6443, loss: 3.6443, grad_norm: 7.2694 2020-09-17 18:44:16,517 - mmaction - INFO - Epoch [4][3020/3520] lr: 5.000e-03, eta: 3 days, 17:18:22, time: 1.893, data_time: 0.066, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4729, loss_cls: 3.4745, loss: 3.4745, grad_norm: 7.1520 2020-09-17 18:44:56,903 - mmaction - INFO - Epoch [4][3040/3520] lr: 5.000e-03, eta: 3 days, 17:17:53, time: 2.024, data_time: 0.398, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4802, loss_cls: 3.3961, loss: 3.3961, grad_norm: 6.9858 2020-09-17 18:45:35,433 - mmaction - INFO - Epoch [4][3060/3520] lr: 5.000e-03, eta: 3 days, 17:17:00, time: 1.924, data_time: 1.021, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4667, loss_cls: 3.5158, loss: 3.5158, grad_norm: 7.2396 2020-09-17 18:46:14,422 - mmaction - INFO - Epoch [4][3080/3520] lr: 5.000e-03, eta: 3 days, 17:16:14, time: 1.951, data_time: 0.670, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4750, loss_cls: 3.4647, loss: 3.4647, grad_norm: 7.0645 2020-09-17 18:46:52,940 - mmaction - INFO - Epoch [4][3100/3520] lr: 5.000e-03, eta: 3 days, 17:15:21, time: 1.924, data_time: 0.379, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4885, loss_cls: 3.4946, loss: 3.4946, grad_norm: 7.0772 2020-09-17 18:47:31,087 - mmaction - INFO - Epoch [4][3120/3520] lr: 5.000e-03, eta: 3 days, 17:14:25, time: 1.910, data_time: 0.010, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4667, loss_cls: 3.4876, loss: 3.4876, grad_norm: 6.9744 2020-09-17 18:48:10,268 - mmaction - INFO - Epoch [4][3140/3520] lr: 5.000e-03, eta: 3 days, 17:13:41, time: 1.958, data_time: 0.004, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4625, loss_cls: 3.4943, loss: 3.4943, grad_norm: 7.1757 2020-09-17 18:48:50,291 - mmaction - INFO - Epoch [4][3160/3520] lr: 5.000e-03, eta: 3 days, 17:13:06, time: 2.001, data_time: 0.363, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4448, loss_cls: 3.5675, loss: 3.5675, grad_norm: 7.0911 2020-09-17 18:49:28,093 - mmaction - INFO - Epoch [4][3180/3520] lr: 5.000e-03, eta: 3 days, 17:12:06, time: 1.890, data_time: 0.110, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4552, loss_cls: 3.4998, loss: 3.4998, grad_norm: 7.2418 2020-09-17 18:50:08,121 - mmaction - INFO - Epoch [4][3200/3520] lr: 5.000e-03, eta: 3 days, 17:11:31, time: 2.002, data_time: 0.011, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4552, loss_cls: 3.5421, loss: 3.5421, grad_norm: 7.3400 2020-09-17 18:50:47,581 - mmaction - INFO - Epoch [4][3220/3520] lr: 5.000e-03, eta: 3 days, 17:10:50, time: 1.974, data_time: 1.021, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4542, loss_cls: 3.5120, loss: 3.5120, grad_norm: 7.2991 2020-09-17 18:51:27,093 - mmaction - INFO - Epoch [4][3240/3520] lr: 5.000e-03, eta: 3 days, 17:10:10, time: 1.976, data_time: 0.652, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4469, loss_cls: 3.5565, loss: 3.5565, grad_norm: 7.1122 2020-09-17 18:52:05,102 - mmaction - INFO - Epoch [4][3260/3520] lr: 5.000e-03, eta: 3 days, 17:09:12, time: 1.899, data_time: 0.168, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4635, loss_cls: 3.5042, loss: 3.5042, grad_norm: 7.0266 2020-09-17 18:52:44,498 - mmaction - INFO - Epoch [4][3280/3520] lr: 5.000e-03, eta: 3 days, 17:08:29, time: 1.968, data_time: 0.019, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4479, loss_cls: 3.5535, loss: 3.5535, grad_norm: 7.1332 2020-09-17 18:53:24,174 - mmaction - INFO - Epoch [4][3300/3520] lr: 5.000e-03, eta: 3 days, 17:07:52, time: 1.987, data_time: 0.663, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4740, loss_cls: 3.5302, loss: 3.5302, grad_norm: 6.9671 2020-09-17 18:54:02,452 - mmaction - INFO - Epoch [4][3320/3520] lr: 5.000e-03, eta: 3 days, 17:06:56, time: 1.912, data_time: 0.080, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4865, loss_cls: 3.4586, loss: 3.4586, grad_norm: 7.1086 2020-09-17 18:54:41,617 - mmaction - INFO - Epoch [4][3340/3520] lr: 5.000e-03, eta: 3 days, 17:06:12, time: 1.959, data_time: 0.279, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4552, loss_cls: 3.5654, loss: 3.5654, grad_norm: 7.1032 2020-09-17 18:55:20,269 - mmaction - INFO - Epoch [4][3360/3520] lr: 5.000e-03, eta: 3 days, 17:05:22, time: 1.932, data_time: 0.020, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4719, loss_cls: 3.5152, loss: 3.5152, grad_norm: 7.2341 2020-09-17 18:56:00,288 - mmaction - INFO - Epoch [4][3380/3520] lr: 5.000e-03, eta: 3 days, 17:04:48, time: 2.004, data_time: 0.247, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4844, loss_cls: 3.4858, loss: 3.4858, grad_norm: 7.0605 2020-09-17 18:56:39,838 - mmaction - INFO - Epoch [4][3400/3520] lr: 5.000e-03, eta: 3 days, 17:04:08, time: 1.977, data_time: 0.276, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4594, loss_cls: 3.5137, loss: 3.5137, grad_norm: 7.1938 2020-09-17 18:57:18,367 - mmaction - INFO - Epoch [4][3420/3520] lr: 5.000e-03, eta: 3 days, 17:03:16, time: 1.927, data_time: 0.054, memory: 8337, top1_acc: 0.1844, top5_acc: 0.4542, loss_cls: 3.5796, loss: 3.5796, grad_norm: 7.1273 2020-09-17 18:57:56,445 - mmaction - INFO - Epoch [4][3440/3520] lr: 5.000e-03, eta: 3 days, 17:02:19, time: 1.901, data_time: 0.043, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4563, loss_cls: 3.5653, loss: 3.5653, grad_norm: 7.3520 2020-09-17 18:58:34,902 - mmaction - INFO - Epoch [4][3460/3520] lr: 5.000e-03, eta: 3 days, 17:01:27, time: 1.926, data_time: 0.831, memory: 8337, top1_acc: 0.2458, top5_acc: 0.4854, loss_cls: 3.4562, loss: 3.4562, grad_norm: 7.0686 2020-09-17 18:59:14,654 - mmaction - INFO - Epoch [4][3480/3520] lr: 5.000e-03, eta: 3 days, 17:00:50, time: 1.988, data_time: 0.182, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4396, loss_cls: 3.6531, loss: 3.6531, grad_norm: 7.2072 2020-09-17 18:59:54,928 - mmaction - INFO - Epoch [4][3500/3520] lr: 5.000e-03, eta: 3 days, 17:00:18, time: 2.013, data_time: 0.242, memory: 8337, top1_acc: 0.1948, top5_acc: 0.4604, loss_cls: 3.5457, loss: 3.5457, grad_norm: 6.9075 2020-09-17 19:00:47,746 - mmaction - INFO - Epoch [4][3520/3520] lr: 5.000e-03, eta: 3 days, 17:02:04, time: 2.612, data_time: 0.075, memory: 8337, top1_acc: 0.2174, top5_acc: 0.4761, loss_cls: 3.5124, loss: 3.5124, grad_norm: 7.0539 2020-09-17 19:01:14,153 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-17 19:18:03,060 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 19:18:03,699 - mmaction - INFO - top1_acc 0.1824 top5_acc 0.4363 2020-09-17 19:18:03,699 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 19:18:03,842 - mmaction - INFO - mean_acc 0.1206 2020-09-17 19:18:03,842 - mmaction - INFO - Now best checkpoint is epoch_4.pth 2020-09-17 19:18:03,857 - mmaction - INFO - Epoch(val) [4][3520] top1_acc: 0.1824, top5_acc: 0.4363, mean_class_accuracy: 0.1206 2020-09-17 19:20:32,192 - mmaction - INFO - Epoch [5][20/3520] lr: 5.000e-03, eta: 3 days, 17:22:08, time: 7.396, data_time: 5.351, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4729, loss_cls: 3.5224, loss: 3.5224, grad_norm: 7.0790 2020-09-17 19:21:10,334 - mmaction - INFO - Epoch [5][40/3520] lr: 5.000e-03, eta: 3 days, 17:21:14, time: 1.923, data_time: 0.058, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4615, loss_cls: 3.5129, loss: 3.5129, grad_norm: 6.9961 2020-09-17 19:21:49,124 - mmaction - INFO - Epoch [5][60/3520] lr: 5.000e-03, eta: 3 days, 17:20:24, time: 1.942, data_time: 0.724, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4646, loss_cls: 3.5478, loss: 3.5478, grad_norm: 7.0405 2020-09-17 19:22:29,800 - mmaction - INFO - Epoch [5][80/3520] lr: 5.000e-03, eta: 3 days, 17:19:54, time: 2.031, data_time: 0.894, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4688, loss_cls: 3.4776, loss: 3.4776, grad_norm: 7.0640 2020-09-17 19:23:07,914 - mmaction - INFO - Epoch [5][100/3520] lr: 5.000e-03, eta: 3 days, 17:18:56, time: 1.909, data_time: 0.007, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4490, loss_cls: 3.5226, loss: 3.5226, grad_norm: 7.2900 2020-09-17 19:23:46,979 - mmaction - INFO - Epoch [5][120/3520] lr: 5.000e-03, eta: 3 days, 17:18:09, time: 1.953, data_time: 0.029, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5063, loss_cls: 3.3607, loss: 3.3607, grad_norm: 7.1506 2020-09-17 19:24:23,588 - mmaction - INFO - Epoch [5][140/3520] lr: 5.000e-03, eta: 3 days, 17:16:53, time: 1.828, data_time: 0.007, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4854, loss_cls: 3.4437, loss: 3.4437, grad_norm: 7.0778 2020-09-17 19:25:01,317 - mmaction - INFO - Epoch [5][160/3520] lr: 5.000e-03, eta: 3 days, 17:15:51, time: 1.889, data_time: 0.027, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4406, loss_cls: 3.5216, loss: 3.5216, grad_norm: 7.2556 2020-09-17 19:25:40,966 - mmaction - INFO - Epoch [5][180/3520] lr: 5.000e-03, eta: 3 days, 17:15:10, time: 1.981, data_time: 0.226, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4552, loss_cls: 3.5869, loss: 3.5869, grad_norm: 7.1452 2020-09-17 19:26:21,090 - mmaction - INFO - Epoch [5][200/3520] lr: 5.000e-03, eta: 3 days, 17:14:35, time: 2.007, data_time: 0.061, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4625, loss_cls: 3.4978, loss: 3.4978, grad_norm: 7.3073 2020-09-17 19:26:57,968 - mmaction - INFO - Epoch [5][220/3520] lr: 5.000e-03, eta: 3 days, 17:13:22, time: 1.841, data_time: 0.010, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4833, loss_cls: 3.4647, loss: 3.4647, grad_norm: 7.2585 2020-09-17 19:27:35,793 - mmaction - INFO - Epoch [5][240/3520] lr: 5.000e-03, eta: 3 days, 17:12:22, time: 1.895, data_time: 0.141, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4792, loss_cls: 3.4832, loss: 3.4832, grad_norm: 7.0992 2020-09-17 19:28:13,758 - mmaction - INFO - Epoch [5][260/3520] lr: 5.000e-03, eta: 3 days, 17:11:22, time: 1.895, data_time: 0.224, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4896, loss_cls: 3.4169, loss: 3.4169, grad_norm: 7.1494 2020-09-17 19:28:53,448 - mmaction - INFO - Epoch [5][280/3520] lr: 5.000e-03, eta: 3 days, 17:10:42, time: 1.987, data_time: 0.239, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4635, loss_cls: 3.4581, loss: 3.4581, grad_norm: 7.3199 2020-09-17 19:29:31,859 - mmaction - INFO - Epoch [5][300/3520] lr: 5.000e-03, eta: 3 days, 17:09:48, time: 1.920, data_time: 0.422, memory: 8337, top1_acc: 0.1927, top5_acc: 0.4594, loss_cls: 3.4675, loss: 3.4675, grad_norm: 7.1158 2020-09-17 19:30:11,392 - mmaction - INFO - Epoch [5][320/3520] lr: 5.000e-03, eta: 3 days, 17:09:06, time: 1.976, data_time: 0.119, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4615, loss_cls: 3.4519, loss: 3.4519, grad_norm: 7.2894 2020-09-17 19:30:49,734 - mmaction - INFO - Epoch [5][340/3520] lr: 5.000e-03, eta: 3 days, 17:08:10, time: 1.914, data_time: 0.063, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4583, loss_cls: 3.5161, loss: 3.5161, grad_norm: 7.0421 2020-09-17 19:31:28,367 - mmaction - INFO - Epoch [5][360/3520] lr: 5.000e-03, eta: 3 days, 17:07:19, time: 1.935, data_time: 0.319, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4573, loss_cls: 3.5111, loss: 3.5111, grad_norm: 7.3050 2020-09-17 19:32:07,068 - mmaction - INFO - Epoch [5][380/3520] lr: 5.000e-03, eta: 3 days, 17:06:27, time: 1.932, data_time: 0.030, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4740, loss_cls: 3.4837, loss: 3.4837, grad_norm: 7.2226 2020-09-17 19:32:46,688 - mmaction - INFO - Epoch [5][400/3520] lr: 5.000e-03, eta: 3 days, 17:05:47, time: 1.983, data_time: 0.612, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4740, loss_cls: 3.4535, loss: 3.4535, grad_norm: 7.2726 2020-09-17 19:33:26,397 - mmaction - INFO - Epoch [5][420/3520] lr: 5.000e-03, eta: 3 days, 17:05:07, time: 1.986, data_time: 0.776, memory: 8337, top1_acc: 0.2312, top5_acc: 0.5031, loss_cls: 3.3717, loss: 3.3717, grad_norm: 7.1921 2020-09-17 19:34:04,615 - mmaction - INFO - Epoch [5][440/3520] lr: 5.000e-03, eta: 3 days, 17:04:10, time: 1.908, data_time: 0.127, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4552, loss_cls: 3.5724, loss: 3.5724, grad_norm: 7.0862 2020-09-17 19:34:42,953 - mmaction - INFO - Epoch [5][460/3520] lr: 5.000e-03, eta: 3 days, 17:03:16, time: 1.920, data_time: 0.142, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4958, loss_cls: 3.4078, loss: 3.4078, grad_norm: 6.9503 2020-09-17 19:35:21,571 - mmaction - INFO - Epoch [5][480/3520] lr: 5.000e-03, eta: 3 days, 17:02:23, time: 1.928, data_time: 0.190, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4510, loss_cls: 3.5686, loss: 3.5686, grad_norm: 7.4769 2020-09-17 19:36:01,317 - mmaction - INFO - Epoch [5][500/3520] lr: 5.000e-03, eta: 3 days, 17:01:45, time: 1.990, data_time: 1.129, memory: 8337, top1_acc: 0.2021, top5_acc: 0.4500, loss_cls: 3.5527, loss: 3.5527, grad_norm: 7.6195 2020-09-17 19:36:40,845 - mmaction - INFO - Epoch [5][520/3520] lr: 5.000e-03, eta: 3 days, 17:01:02, time: 1.974, data_time: 0.552, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4896, loss_cls: 3.4635, loss: 3.4635, grad_norm: 7.0864 2020-09-17 19:37:19,939 - mmaction - INFO - Epoch [5][540/3520] lr: 5.000e-03, eta: 3 days, 17:00:16, time: 1.958, data_time: 0.199, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4823, loss_cls: 3.4145, loss: 3.4145, grad_norm: 7.1077 2020-09-17 19:37:58,782 - mmaction - INFO - Epoch [5][560/3520] lr: 5.000e-03, eta: 3 days, 16:59:27, time: 1.940, data_time: 0.253, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4667, loss_cls: 3.5689, loss: 3.5689, grad_norm: 7.4799 2020-09-17 19:38:39,198 - mmaction - INFO - Epoch [5][580/3520] lr: 5.000e-03, eta: 3 days, 16:58:55, time: 2.023, data_time: 0.123, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4573, loss_cls: 3.5610, loss: 3.5610, grad_norm: 7.1465 2020-09-17 19:39:16,746 - mmaction - INFO - Epoch [5][600/3520] lr: 5.000e-03, eta: 3 days, 16:57:51, time: 1.875, data_time: 0.118, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5021, loss_cls: 3.3936, loss: 3.3936, grad_norm: 7.0512 2020-09-17 19:39:54,807 - mmaction - INFO - Epoch [5][620/3520] lr: 5.000e-03, eta: 3 days, 16:56:54, time: 1.904, data_time: 0.532, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4771, loss_cls: 3.5289, loss: 3.5289, grad_norm: 7.2531 2020-09-17 19:40:35,628 - mmaction - INFO - Epoch [5][640/3520] lr: 5.000e-03, eta: 3 days, 16:56:26, time: 2.041, data_time: 0.953, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4771, loss_cls: 3.4365, loss: 3.4365, grad_norm: 6.8785 2020-09-17 19:41:12,950 - mmaction - INFO - Epoch [5][660/3520] lr: 5.000e-03, eta: 3 days, 16:55:21, time: 1.867, data_time: 0.171, memory: 8337, top1_acc: 0.2187, top5_acc: 0.4740, loss_cls: 3.5037, loss: 3.5037, grad_norm: 7.0958 2020-09-17 19:41:49,810 - mmaction - INFO - Epoch [5][680/3520] lr: 5.000e-03, eta: 3 days, 16:54:09, time: 1.839, data_time: 0.069, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4823, loss_cls: 3.4549, loss: 3.4549, grad_norm: 7.1267 2020-09-17 19:42:31,384 - mmaction - INFO - Epoch [5][700/3520] lr: 5.000e-03, eta: 3 days, 16:53:50, time: 2.081, data_time: 0.805, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4927, loss_cls: 3.3939, loss: 3.3939, grad_norm: 6.9926 2020-09-17 19:43:09,687 - mmaction - INFO - Epoch [5][720/3520] lr: 5.000e-03, eta: 3 days, 16:52:55, time: 1.914, data_time: 0.175, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4865, loss_cls: 3.4129, loss: 3.4129, grad_norm: 7.1471 2020-09-17 19:43:46,339 - mmaction - INFO - Epoch [5][740/3520] lr: 5.000e-03, eta: 3 days, 16:51:43, time: 1.835, data_time: 0.090, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4760, loss_cls: 3.4839, loss: 3.4839, grad_norm: 7.3527 2020-09-17 19:44:24,761 - mmaction - INFO - Epoch [5][760/3520] lr: 5.000e-03, eta: 3 days, 16:50:49, time: 1.918, data_time: 0.152, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4802, loss_cls: 3.4767, loss: 3.4767, grad_norm: 7.0984 2020-09-17 19:45:03,841 - mmaction - INFO - Epoch [5][780/3520] lr: 5.000e-03, eta: 3 days, 16:50:03, time: 1.955, data_time: 0.961, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4938, loss_cls: 3.4288, loss: 3.4288, grad_norm: 7.2557 2020-09-17 19:45:42,371 - mmaction - INFO - Epoch [5][800/3520] lr: 5.000e-03, eta: 3 days, 16:49:10, time: 1.927, data_time: 0.039, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4583, loss_cls: 3.5634, loss: 3.5634, grad_norm: 7.2587 2020-09-17 19:46:21,211 - mmaction - INFO - Epoch [5][820/3520] lr: 5.000e-03, eta: 3 days, 16:48:22, time: 1.943, data_time: 0.185, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4885, loss_cls: 3.5236, loss: 3.5236, grad_norm: 7.0841 2020-09-17 19:47:02,018 - mmaction - INFO - Epoch [5][840/3520] lr: 5.000e-03, eta: 3 days, 16:47:54, time: 2.040, data_time: 0.155, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4802, loss_cls: 3.4617, loss: 3.4617, grad_norm: 7.2107 2020-09-17 19:47:40,278 - mmaction - INFO - Epoch [5][860/3520] lr: 5.000e-03, eta: 3 days, 16:46:59, time: 1.913, data_time: 0.098, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4604, loss_cls: 3.5156, loss: 3.5156, grad_norm: 7.1767 2020-09-17 19:48:19,781 - mmaction - INFO - Epoch [5][880/3520] lr: 5.000e-03, eta: 3 days, 16:46:17, time: 1.975, data_time: 0.005, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4625, loss_cls: 3.4816, loss: 3.4816, grad_norm: 7.1721 2020-09-17 19:48:59,937 - mmaction - INFO - Epoch [5][900/3520] lr: 5.000e-03, eta: 3 days, 16:45:43, time: 2.009, data_time: 0.017, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4438, loss_cls: 3.5228, loss: 3.5228, grad_norm: 7.0278 2020-09-17 19:49:38,005 - mmaction - INFO - Epoch [5][920/3520] lr: 5.000e-03, eta: 3 days, 16:44:45, time: 1.899, data_time: 0.060, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4698, loss_cls: 3.4802, loss: 3.4802, grad_norm: 7.1639 2020-09-17 19:50:16,798 - mmaction - INFO - Epoch [5][940/3520] lr: 5.000e-03, eta: 3 days, 16:43:56, time: 1.941, data_time: 0.108, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4760, loss_cls: 3.4941, loss: 3.4941, grad_norm: 7.1219 2020-09-17 19:50:57,073 - mmaction - INFO - Epoch [5][960/3520] lr: 5.000e-03, eta: 3 days, 16:43:23, time: 2.017, data_time: 0.236, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4865, loss_cls: 3.4897, loss: 3.4897, grad_norm: 7.4570 2020-09-17 19:51:35,888 - mmaction - INFO - Epoch [5][980/3520] lr: 5.000e-03, eta: 3 days, 16:42:34, time: 1.940, data_time: 0.337, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4802, loss_cls: 3.5277, loss: 3.5277, grad_norm: 7.1416 2020-09-17 19:52:14,651 - mmaction - INFO - Epoch [5][1000/3520] lr: 5.000e-03, eta: 3 days, 16:41:44, time: 1.935, data_time: 1.282, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4688, loss_cls: 3.5600, loss: 3.5600, grad_norm: 7.1696 2020-09-17 19:52:55,952 - mmaction - INFO - Epoch [5][1020/3520] lr: 5.000e-03, eta: 3 days, 16:41:22, time: 2.068, data_time: 0.774, memory: 8337, top1_acc: 0.2563, top5_acc: 0.4990, loss_cls: 3.4638, loss: 3.4638, grad_norm: 7.4389 2020-09-17 19:53:34,273 - mmaction - INFO - Epoch [5][1040/3520] lr: 5.000e-03, eta: 3 days, 16:40:27, time: 1.913, data_time: 1.064, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4938, loss_cls: 3.4983, loss: 3.4983, grad_norm: 7.1854 2020-09-17 19:54:15,082 - mmaction - INFO - Epoch [5][1060/3520] lr: 5.000e-03, eta: 3 days, 16:40:00, time: 2.043, data_time: 1.300, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4583, loss_cls: 3.4868, loss: 3.4868, grad_norm: 7.1779 2020-09-17 19:54:54,827 - mmaction - INFO - Epoch [5][1080/3520] lr: 5.000e-03, eta: 3 days, 16:39:20, time: 1.985, data_time: 0.886, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4688, loss_cls: 3.4864, loss: 3.4864, grad_norm: 7.1867 2020-09-17 19:55:32,401 - mmaction - INFO - Epoch [5][1100/3520] lr: 5.000e-03, eta: 3 days, 16:38:19, time: 1.881, data_time: 0.747, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4531, loss_cls: 3.5741, loss: 3.5741, grad_norm: 7.3065 2020-09-17 19:56:12,110 - mmaction - INFO - Epoch [5][1120/3520] lr: 5.000e-03, eta: 3 days, 16:37:39, time: 1.984, data_time: 0.417, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4823, loss_cls: 3.4744, loss: 3.4744, grad_norm: 7.1656 2020-09-17 19:56:50,215 - mmaction - INFO - Epoch [5][1140/3520] lr: 5.000e-03, eta: 3 days, 16:36:43, time: 1.906, data_time: 0.008, memory: 8337, top1_acc: 0.2312, top5_acc: 0.4938, loss_cls: 3.4106, loss: 3.4106, grad_norm: 6.9386 2020-09-17 19:57:28,909 - mmaction - INFO - Epoch [5][1160/3520] lr: 5.000e-03, eta: 3 days, 16:35:52, time: 1.933, data_time: 0.012, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5031, loss_cls: 3.3861, loss: 3.3861, grad_norm: 7.1653 2020-09-17 19:58:06,991 - mmaction - INFO - Epoch [5][1180/3520] lr: 5.000e-03, eta: 3 days, 16:34:56, time: 1.906, data_time: 0.810, memory: 8337, top1_acc: 0.2010, top5_acc: 0.4448, loss_cls: 3.5554, loss: 3.5554, grad_norm: 7.1564 2020-09-17 19:58:47,250 - mmaction - INFO - Epoch [5][1200/3520] lr: 5.000e-03, eta: 3 days, 16:34:23, time: 2.012, data_time: 0.245, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4563, loss_cls: 3.4752, loss: 3.4752, grad_norm: 7.1264 2020-09-17 19:59:26,705 - mmaction - INFO - Epoch [5][1220/3520] lr: 5.000e-03, eta: 3 days, 16:33:40, time: 1.972, data_time: 1.004, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4740, loss_cls: 3.4028, loss: 3.4028, grad_norm: 7.0908 2020-09-17 20:00:21,747 - mmaction - INFO - Epoch [5][1240/3520] lr: 5.000e-03, eta: 3 days, 16:35:39, time: 2.738, data_time: 1.067, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4740, loss_cls: 3.4521, loss: 3.4521, grad_norm: 7.3415 2020-09-17 20:01:00,377 - mmaction - INFO - Epoch [5][1260/3520] lr: 5.000e-03, eta: 3 days, 16:34:50, time: 1.942, data_time: 1.048, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4688, loss_cls: 3.5175, loss: 3.5175, grad_norm: 7.4921 2020-09-17 20:01:41,045 - mmaction - INFO - Epoch [5][1280/3520] lr: 5.000e-03, eta: 3 days, 16:34:22, time: 2.039, data_time: 0.280, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4708, loss_cls: 3.4506, loss: 3.4506, grad_norm: 6.9808 2020-09-17 20:02:18,728 - mmaction - INFO - Epoch [5][1300/3520] lr: 5.000e-03, eta: 3 days, 16:33:20, time: 1.881, data_time: 0.563, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4594, loss_cls: 3.5553, loss: 3.5553, grad_norm: 7.3372 2020-09-17 20:02:58,515 - mmaction - INFO - Epoch [5][1320/3520] lr: 5.000e-03, eta: 3 days, 16:32:42, time: 1.990, data_time: 1.058, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4729, loss_cls: 3.5275, loss: 3.5275, grad_norm: 7.3546 2020-09-17 20:03:36,971 - mmaction - INFO - Epoch [5][1340/3520] lr: 5.000e-03, eta: 3 days, 16:31:49, time: 1.921, data_time: 0.064, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4781, loss_cls: 3.4856, loss: 3.4856, grad_norm: 7.3799 2020-09-17 20:04:14,879 - mmaction - INFO - Epoch [5][1360/3520] lr: 5.000e-03, eta: 3 days, 16:30:51, time: 1.896, data_time: 0.008, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4458, loss_cls: 3.5632, loss: 3.5632, grad_norm: 7.2948 2020-09-17 20:04:54,406 - mmaction - INFO - Epoch [5][1380/3520] lr: 5.000e-03, eta: 3 days, 16:30:10, time: 1.979, data_time: 0.049, memory: 8337, top1_acc: 0.2312, top5_acc: 0.4896, loss_cls: 3.4690, loss: 3.4690, grad_norm: 7.0485 2020-09-17 20:05:35,832 - mmaction - INFO - Epoch [5][1400/3520] lr: 5.000e-03, eta: 3 days, 16:29:48, time: 2.068, data_time: 0.958, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4500, loss_cls: 3.5300, loss: 3.5300, grad_norm: 7.1269 2020-09-17 20:06:15,594 - mmaction - INFO - Epoch [5][1420/3520] lr: 5.000e-03, eta: 3 days, 16:29:09, time: 1.990, data_time: 1.196, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4938, loss_cls: 3.4214, loss: 3.4214, grad_norm: 7.1496 2020-09-17 20:06:53,263 - mmaction - INFO - Epoch [5][1440/3520] lr: 5.000e-03, eta: 3 days, 16:28:08, time: 1.883, data_time: 0.006, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4750, loss_cls: 3.5417, loss: 3.5417, grad_norm: 7.2572 2020-09-17 20:07:32,256 - mmaction - INFO - Epoch [5][1460/3520] lr: 5.000e-03, eta: 3 days, 16:27:22, time: 1.952, data_time: 0.785, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4656, loss_cls: 3.4988, loss: 3.4988, grad_norm: 7.1442 2020-09-17 20:08:11,682 - mmaction - INFO - Epoch [5][1480/3520] lr: 5.000e-03, eta: 3 days, 16:26:39, time: 1.970, data_time: 0.395, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4688, loss_cls: 3.5141, loss: 3.5141, grad_norm: 7.0794 2020-09-17 20:08:49,671 - mmaction - INFO - Epoch [5][1500/3520] lr: 5.000e-03, eta: 3 days, 16:25:42, time: 1.901, data_time: 0.273, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4750, loss_cls: 3.4035, loss: 3.4035, grad_norm: 7.1021 2020-09-17 20:09:30,730 - mmaction - INFO - Epoch [5][1520/3520] lr: 5.000e-03, eta: 3 days, 16:25:16, time: 2.053, data_time: 0.777, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4885, loss_cls: 3.4080, loss: 3.4080, grad_norm: 7.1068 2020-09-17 20:10:09,343 - mmaction - INFO - Epoch [5][1540/3520] lr: 5.000e-03, eta: 3 days, 16:24:26, time: 1.930, data_time: 1.085, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4688, loss_cls: 3.4865, loss: 3.4865, grad_norm: 7.2556 2020-09-17 20:10:47,882 - mmaction - INFO - Epoch [5][1560/3520] lr: 5.000e-03, eta: 3 days, 16:23:34, time: 1.927, data_time: 1.086, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4833, loss_cls: 3.4728, loss: 3.4728, grad_norm: 7.3646 2020-09-17 20:11:27,521 - mmaction - INFO - Epoch [5][1580/3520] lr: 5.000e-03, eta: 3 days, 16:22:54, time: 1.983, data_time: 0.051, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4677, loss_cls: 3.5293, loss: 3.5293, grad_norm: 7.1541 2020-09-17 20:12:09,321 - mmaction - INFO - Epoch [5][1600/3520] lr: 5.000e-03, eta: 3 days, 16:22:35, time: 2.087, data_time: 0.201, memory: 8337, top1_acc: 0.2458, top5_acc: 0.4594, loss_cls: 3.5109, loss: 3.5109, grad_norm: 7.1229 2020-09-17 20:12:48,410 - mmaction - INFO - Epoch [5][1620/3520] lr: 5.000e-03, eta: 3 days, 16:21:50, time: 1.956, data_time: 0.095, memory: 8337, top1_acc: 0.2187, top5_acc: 0.4594, loss_cls: 3.5369, loss: 3.5369, grad_norm: 7.0709 2020-09-17 20:13:28,097 - mmaction - INFO - Epoch [5][1640/3520] lr: 5.000e-03, eta: 3 days, 16:21:10, time: 1.984, data_time: 0.477, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4688, loss_cls: 3.5009, loss: 3.5009, grad_norm: 7.3426 2020-09-17 20:14:05,368 - mmaction - INFO - Epoch [5][1660/3520] lr: 5.000e-03, eta: 3 days, 16:20:06, time: 1.865, data_time: 0.008, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4688, loss_cls: 3.5373, loss: 3.5373, grad_norm: 7.2479 2020-09-17 20:14:44,359 - mmaction - INFO - Epoch [5][1680/3520] lr: 5.000e-03, eta: 3 days, 16:19:19, time: 1.947, data_time: 0.031, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4729, loss_cls: 3.4858, loss: 3.4858, grad_norm: 7.1282 2020-09-17 20:15:23,541 - mmaction - INFO - Epoch [5][1700/3520] lr: 5.000e-03, eta: 3 days, 16:18:34, time: 1.961, data_time: 0.810, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4573, loss_cls: 3.4623, loss: 3.4623, grad_norm: 7.0826 2020-09-17 20:16:03,243 - mmaction - INFO - Epoch [5][1720/3520] lr: 5.000e-03, eta: 3 days, 16:17:54, time: 1.981, data_time: 0.123, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4792, loss_cls: 3.3996, loss: 3.3996, grad_norm: 7.3563 2020-09-17 20:16:42,047 - mmaction - INFO - Epoch [5][1740/3520] lr: 5.000e-03, eta: 3 days, 16:17:06, time: 1.945, data_time: 0.838, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4896, loss_cls: 3.4155, loss: 3.4155, grad_norm: 7.2980 2020-09-17 20:17:20,885 - mmaction - INFO - Epoch [5][1760/3520] lr: 5.000e-03, eta: 3 days, 16:16:17, time: 1.938, data_time: 0.603, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4896, loss_cls: 3.4775, loss: 3.4775, grad_norm: 7.1241 2020-09-17 20:18:00,175 - mmaction - INFO - Epoch [5][1780/3520] lr: 5.000e-03, eta: 3 days, 16:15:34, time: 1.967, data_time: 0.368, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5021, loss_cls: 3.3538, loss: 3.3538, grad_norm: 7.4000 2020-09-17 20:18:39,085 - mmaction - INFO - Epoch [5][1800/3520] lr: 5.000e-03, eta: 3 days, 16:14:47, time: 1.947, data_time: 0.251, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4792, loss_cls: 3.4572, loss: 3.4572, grad_norm: 7.3530 2020-09-17 20:19:18,365 - mmaction - INFO - Epoch [5][1820/3520] lr: 5.000e-03, eta: 3 days, 16:14:03, time: 1.964, data_time: 0.138, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4823, loss_cls: 3.4652, loss: 3.4652, grad_norm: 7.4325 2020-09-17 20:19:57,712 - mmaction - INFO - Epoch [5][1840/3520] lr: 5.000e-03, eta: 3 days, 16:13:20, time: 1.965, data_time: 1.045, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4969, loss_cls: 3.4004, loss: 3.4004, grad_norm: 7.0348 2020-09-17 20:20:36,619 - mmaction - INFO - Epoch [5][1860/3520] lr: 5.000e-03, eta: 3 days, 16:12:33, time: 1.948, data_time: 0.358, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4750, loss_cls: 3.4639, loss: 3.4639, grad_norm: 7.2861 2020-09-17 20:21:15,735 - mmaction - INFO - Epoch [5][1880/3520] lr: 5.000e-03, eta: 3 days, 16:11:47, time: 1.953, data_time: 0.104, memory: 8337, top1_acc: 0.2458, top5_acc: 0.4667, loss_cls: 3.5284, loss: 3.5284, grad_norm: 7.2310 2020-09-17 20:21:54,766 - mmaction - INFO - Epoch [5][1900/3520] lr: 5.000e-03, eta: 3 days, 16:11:01, time: 1.954, data_time: 0.007, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.5002, loss: 3.5002, grad_norm: 7.0870 2020-09-17 20:22:32,841 - mmaction - INFO - Epoch [5][1920/3520] lr: 5.000e-03, eta: 3 days, 16:10:05, time: 1.903, data_time: 0.120, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4729, loss_cls: 3.4305, loss: 3.4305, grad_norm: 7.2406 2020-09-17 20:23:11,427 - mmaction - INFO - Epoch [5][1940/3520] lr: 5.000e-03, eta: 3 days, 16:09:15, time: 1.929, data_time: 0.020, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4708, loss_cls: 3.5160, loss: 3.5160, grad_norm: 7.2299 2020-09-17 20:23:51,645 - mmaction - INFO - Epoch [5][1960/3520] lr: 5.000e-03, eta: 3 days, 16:08:40, time: 2.011, data_time: 0.408, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4667, loss_cls: 3.5187, loss: 3.5187, grad_norm: 7.1174 2020-09-17 20:24:30,868 - mmaction - INFO - Epoch [5][1980/3520] lr: 5.000e-03, eta: 3 days, 16:07:56, time: 1.960, data_time: 0.918, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4792, loss_cls: 3.4631, loss: 3.4631, grad_norm: 7.1826 2020-09-17 20:25:09,168 - mmaction - INFO - Epoch [5][2000/3520] lr: 5.000e-03, eta: 3 days, 16:07:03, time: 1.918, data_time: 0.463, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4625, loss_cls: 3.4906, loss: 3.4906, grad_norm: 7.3251 2020-09-17 20:25:47,284 - mmaction - INFO - Epoch [5][2020/3520] lr: 5.000e-03, eta: 3 days, 16:06:07, time: 1.902, data_time: 0.259, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4875, loss_cls: 3.4204, loss: 3.4204, grad_norm: 7.1956 2020-09-17 20:26:26,705 - mmaction - INFO - Epoch [5][2040/3520] lr: 5.000e-03, eta: 3 days, 16:05:26, time: 1.974, data_time: 0.717, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4594, loss_cls: 3.5555, loss: 3.5555, grad_norm: 7.2100 2020-09-17 20:27:04,875 - mmaction - INFO - Epoch [5][2060/3520] lr: 5.000e-03, eta: 3 days, 16:04:31, time: 1.908, data_time: 0.421, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4906, loss_cls: 3.4485, loss: 3.4485, grad_norm: 7.1798 2020-09-17 20:27:43,765 - mmaction - INFO - Epoch [5][2080/3520] lr: 5.000e-03, eta: 3 days, 16:03:44, time: 1.945, data_time: 0.381, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4573, loss_cls: 3.5102, loss: 3.5102, grad_norm: 7.2835 2020-09-17 20:28:22,743 - mmaction - INFO - Epoch [5][2100/3520] lr: 5.000e-03, eta: 3 days, 16:02:57, time: 1.947, data_time: 1.315, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4687, loss_cls: 3.4841, loss: 3.4841, grad_norm: 7.2641 2020-09-17 20:29:03,129 - mmaction - INFO - Epoch [5][2120/3520] lr: 5.000e-03, eta: 3 days, 16:02:25, time: 2.021, data_time: 1.144, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4333, loss_cls: 3.5772, loss: 3.5772, grad_norm: 7.3231 2020-09-17 20:29:41,916 - mmaction - INFO - Epoch [5][2140/3520] lr: 5.000e-03, eta: 3 days, 16:01:36, time: 1.938, data_time: 1.155, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4646, loss_cls: 3.5320, loss: 3.5320, grad_norm: 7.0825 2020-09-17 20:30:23,323 - mmaction - INFO - Epoch [5][2160/3520] lr: 5.000e-03, eta: 3 days, 16:01:14, time: 2.072, data_time: 0.205, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4510, loss_cls: 3.5027, loss: 3.5027, grad_norm: 7.1208 2020-09-17 20:31:00,115 - mmaction - INFO - Epoch [5][2180/3520] lr: 5.000e-03, eta: 3 days, 16:00:06, time: 1.837, data_time: 0.040, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4458, loss_cls: 3.6235, loss: 3.6235, grad_norm: 7.4336 2020-09-17 20:31:38,940 - mmaction - INFO - Epoch [5][2200/3520] lr: 5.000e-03, eta: 3 days, 15:59:18, time: 1.944, data_time: 0.057, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4604, loss_cls: 3.5457, loss: 3.5457, grad_norm: 7.0366 2020-09-17 20:32:17,780 - mmaction - INFO - Epoch [5][2220/3520] lr: 5.000e-03, eta: 3 days, 15:58:30, time: 1.940, data_time: 0.132, memory: 8337, top1_acc: 0.1969, top5_acc: 0.4573, loss_cls: 3.5545, loss: 3.5545, grad_norm: 7.1828 2020-09-17 20:32:57,339 - mmaction - INFO - Epoch [5][2240/3520] lr: 5.000e-03, eta: 3 days, 15:57:50, time: 1.980, data_time: 0.034, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5010, loss_cls: 3.4074, loss: 3.4074, grad_norm: 7.2830 2020-09-17 20:33:36,390 - mmaction - INFO - Epoch [5][2260/3520] lr: 5.000e-03, eta: 3 days, 15:57:04, time: 1.951, data_time: 0.064, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4542, loss_cls: 3.5067, loss: 3.5067, grad_norm: 7.3474 2020-09-17 20:34:14,488 - mmaction - INFO - Epoch [5][2280/3520] lr: 5.000e-03, eta: 3 days, 15:56:09, time: 1.906, data_time: 0.853, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4865, loss_cls: 3.4439, loss: 3.4439, grad_norm: 7.2050 2020-09-17 20:34:53,370 - mmaction - INFO - Epoch [5][2300/3520] lr: 5.000e-03, eta: 3 days, 15:55:22, time: 1.944, data_time: 0.811, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4729, loss_cls: 3.4763, loss: 3.4763, grad_norm: 7.0228 2020-09-17 20:35:30,906 - mmaction - INFO - Epoch [5][2320/3520] lr: 5.000e-03, eta: 3 days, 15:54:22, time: 1.879, data_time: 0.120, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4865, loss_cls: 3.4490, loss: 3.4490, grad_norm: 7.2298 2020-09-17 20:36:10,706 - mmaction - INFO - Epoch [5][2340/3520] lr: 5.000e-03, eta: 3 days, 15:53:42, time: 1.984, data_time: 0.083, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4615, loss_cls: 3.4859, loss: 3.4859, grad_norm: 7.1952 2020-09-17 20:36:48,539 - mmaction - INFO - Epoch [5][2360/3520] lr: 5.000e-03, eta: 3 days, 15:52:46, time: 1.897, data_time: 0.193, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4823, loss_cls: 3.4596, loss: 3.4596, grad_norm: 7.0485 2020-09-17 20:37:26,653 - mmaction - INFO - Epoch [5][2380/3520] lr: 5.000e-03, eta: 3 days, 15:51:51, time: 1.907, data_time: 0.144, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4760, loss_cls: 3.4487, loss: 3.4487, grad_norm: 7.1182 2020-09-17 20:38:05,058 - mmaction - INFO - Epoch [5][2400/3520] lr: 5.000e-03, eta: 3 days, 15:51:00, time: 1.920, data_time: 0.274, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4823, loss_cls: 3.4569, loss: 3.4569, grad_norm: 7.5038 2020-09-17 20:38:42,435 - mmaction - INFO - Epoch [5][2420/3520] lr: 5.000e-03, eta: 3 days, 15:49:57, time: 1.866, data_time: 0.087, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.3868, loss: 3.3868, grad_norm: 7.1624 2020-09-17 20:39:22,701 - mmaction - INFO - Epoch [5][2440/3520] lr: 5.000e-03, eta: 3 days, 15:49:24, time: 2.014, data_time: 0.240, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4875, loss_cls: 3.4469, loss: 3.4469, grad_norm: 7.0889 2020-09-17 20:40:01,542 - mmaction - INFO - Epoch [5][2460/3520] lr: 5.000e-03, eta: 3 days, 15:48:37, time: 1.944, data_time: 0.216, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4479, loss_cls: 3.5876, loss: 3.5876, grad_norm: 7.3178 2020-09-17 20:40:41,202 - mmaction - INFO - Epoch [5][2480/3520] lr: 5.000e-03, eta: 3 days, 15:47:57, time: 1.982, data_time: 0.085, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4844, loss_cls: 3.4826, loss: 3.4826, grad_norm: 7.1894 2020-09-17 20:41:20,200 - mmaction - INFO - Epoch [5][2500/3520] lr: 5.000e-03, eta: 3 days, 15:47:11, time: 1.950, data_time: 0.007, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4562, loss_cls: 3.4702, loss: 3.4702, grad_norm: 7.1993 2020-09-17 20:41:57,751 - mmaction - INFO - Epoch [5][2520/3520] lr: 5.000e-03, eta: 3 days, 15:46:11, time: 1.876, data_time: 0.213, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4740, loss_cls: 3.4260, loss: 3.4260, grad_norm: 7.0687 2020-09-17 20:42:39,482 - mmaction - INFO - Epoch [5][2540/3520] lr: 5.000e-03, eta: 3 days, 15:45:51, time: 2.086, data_time: 0.212, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4646, loss_cls: 3.5342, loss: 3.5342, grad_norm: 7.3439 2020-09-17 20:43:17,484 - mmaction - INFO - Epoch [5][2560/3520] lr: 5.000e-03, eta: 3 days, 15:44:57, time: 1.903, data_time: 0.368, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4771, loss_cls: 3.4240, loss: 3.4240, grad_norm: 7.4003 2020-09-17 20:43:56,801 - mmaction - INFO - Epoch [5][2580/3520] lr: 5.000e-03, eta: 3 days, 15:44:13, time: 1.962, data_time: 0.028, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4615, loss_cls: 3.5334, loss: 3.5334, grad_norm: 7.2417 2020-09-17 20:44:35,608 - mmaction - INFO - Epoch [5][2600/3520] lr: 5.000e-03, eta: 3 days, 15:43:26, time: 1.943, data_time: 0.464, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4604, loss_cls: 3.5425, loss: 3.5425, grad_norm: 7.2074 2020-09-17 20:45:15,502 - mmaction - INFO - Epoch [5][2620/3520] lr: 5.000e-03, eta: 3 days, 15:42:48, time: 1.991, data_time: 0.880, memory: 8337, top1_acc: 0.2083, top5_acc: 0.4542, loss_cls: 3.5583, loss: 3.5583, grad_norm: 7.2743 2020-09-17 20:45:53,606 - mmaction - INFO - Epoch [5][2640/3520] lr: 5.000e-03, eta: 3 days, 15:41:55, time: 1.910, data_time: 0.101, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4677, loss_cls: 3.4270, loss: 3.4270, grad_norm: 6.9842 2020-09-17 20:46:32,671 - mmaction - INFO - Epoch [5][2660/3520] lr: 5.000e-03, eta: 3 days, 15:41:09, time: 1.950, data_time: 1.053, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4990, loss_cls: 3.3662, loss: 3.3662, grad_norm: 7.1369 2020-09-17 20:47:11,045 - mmaction - INFO - Epoch [5][2680/3520] lr: 5.000e-03, eta: 3 days, 15:40:18, time: 1.922, data_time: 0.364, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4698, loss_cls: 3.4567, loss: 3.4567, grad_norm: 7.2542 2020-09-17 20:47:49,765 - mmaction - INFO - Epoch [5][2700/3520] lr: 5.000e-03, eta: 3 days, 15:39:29, time: 1.934, data_time: 0.201, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4719, loss_cls: 3.4923, loss: 3.4923, grad_norm: 7.2157 2020-09-17 20:48:27,382 - mmaction - INFO - Epoch [5][2720/3520] lr: 5.000e-03, eta: 3 days, 15:38:31, time: 1.882, data_time: 0.066, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4573, loss_cls: 3.5184, loss: 3.5184, grad_norm: 7.2554 2020-09-17 20:49:07,105 - mmaction - INFO - Epoch [5][2740/3520] lr: 5.000e-03, eta: 3 days, 15:37:51, time: 1.983, data_time: 0.178, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4938, loss_cls: 3.4158, loss: 3.4158, grad_norm: 7.1762 2020-09-17 20:49:45,727 - mmaction - INFO - Epoch [5][2760/3520] lr: 5.000e-03, eta: 3 days, 15:37:02, time: 1.931, data_time: 0.290, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5000, loss_cls: 3.3721, loss: 3.3721, grad_norm: 7.2439 2020-09-17 20:50:25,167 - mmaction - INFO - Epoch [5][2780/3520] lr: 5.000e-03, eta: 3 days, 15:36:20, time: 1.970, data_time: 0.009, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4781, loss_cls: 3.4676, loss: 3.4676, grad_norm: 7.4552 2020-09-17 20:51:03,481 - mmaction - INFO - Epoch [5][2800/3520] lr: 5.000e-03, eta: 3 days, 15:35:29, time: 1.920, data_time: 0.187, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5104, loss_cls: 3.3334, loss: 3.3334, grad_norm: 7.1485 2020-09-17 20:51:43,344 - mmaction - INFO - Epoch [5][2820/3520] lr: 5.000e-03, eta: 3 days, 15:34:51, time: 1.991, data_time: 0.340, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4979, loss_cls: 3.3741, loss: 3.3741, grad_norm: 7.2983 2020-09-17 20:52:20,113 - mmaction - INFO - Epoch [5][2840/3520] lr: 5.000e-03, eta: 3 days, 15:33:45, time: 1.840, data_time: 0.007, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4583, loss_cls: 3.5184, loss: 3.5184, grad_norm: 7.4443 2020-09-17 20:53:00,151 - mmaction - INFO - Epoch [5][2860/3520] lr: 5.000e-03, eta: 3 days, 15:33:09, time: 2.001, data_time: 0.007, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4604, loss_cls: 3.5695, loss: 3.5695, grad_norm: 7.0964 2020-09-17 20:53:40,084 - mmaction - INFO - Epoch [5][2880/3520] lr: 5.000e-03, eta: 3 days, 15:32:32, time: 1.996, data_time: 0.007, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4896, loss_cls: 3.4139, loss: 3.4139, grad_norm: 7.2778 2020-09-17 20:54:18,612 - mmaction - INFO - Epoch [5][2900/3520] lr: 5.000e-03, eta: 3 days, 15:31:42, time: 1.929, data_time: 0.010, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4781, loss_cls: 3.4635, loss: 3.4635, grad_norm: 7.1828 2020-09-17 20:54:58,173 - mmaction - INFO - Epoch [5][2920/3520] lr: 5.000e-03, eta: 3 days, 15:31:02, time: 1.977, data_time: 0.112, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4646, loss_cls: 3.4947, loss: 3.4947, grad_norm: 7.2224 2020-09-17 20:55:35,168 - mmaction - INFO - Epoch [5][2940/3520] lr: 5.000e-03, eta: 3 days, 15:29:57, time: 1.847, data_time: 0.075, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4844, loss_cls: 3.5026, loss: 3.5026, grad_norm: 7.2776 2020-09-17 20:56:16,073 - mmaction - INFO - Epoch [5][2960/3520] lr: 5.000e-03, eta: 3 days, 15:29:30, time: 2.048, data_time: 0.584, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4823, loss_cls: 3.5155, loss: 3.5155, grad_norm: 7.3183 2020-09-17 20:56:54,359 - mmaction - INFO - Epoch [5][2980/3520] lr: 5.000e-03, eta: 3 days, 15:28:37, time: 1.913, data_time: 0.885, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4719, loss_cls: 3.4353, loss: 3.4353, grad_norm: 7.1578 2020-09-17 20:57:34,672 - mmaction - INFO - Epoch [5][3000/3520] lr: 5.000e-03, eta: 3 days, 15:28:03, time: 2.011, data_time: 0.123, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4656, loss_cls: 3.5757, loss: 3.5757, grad_norm: 7.3430 2020-09-17 20:58:13,069 - mmaction - INFO - Epoch [5][3020/3520] lr: 5.000e-03, eta: 3 days, 15:27:13, time: 1.926, data_time: 0.028, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4750, loss_cls: 3.4665, loss: 3.4665, grad_norm: 7.3256 2020-09-17 20:58:51,778 - mmaction - INFO - Epoch [5][3040/3520] lr: 5.000e-03, eta: 3 days, 15:26:25, time: 1.933, data_time: 0.327, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4948, loss_cls: 3.4336, loss: 3.4336, grad_norm: 7.1566 2020-09-17 20:59:31,283 - mmaction - INFO - Epoch [5][3060/3520] lr: 5.000e-03, eta: 3 days, 15:25:45, time: 1.978, data_time: 0.185, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4396, loss_cls: 3.5373, loss: 3.5373, grad_norm: 7.1549 2020-09-17 21:00:17,633 - mmaction - INFO - Epoch [5][3080/3520] lr: 5.000e-03, eta: 3 days, 15:26:04, time: 2.299, data_time: 0.272, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4813, loss_cls: 3.4951, loss: 3.4951, grad_norm: 6.9863 2020-09-17 21:00:55,511 - mmaction - INFO - Epoch [5][3100/3520] lr: 5.000e-03, eta: 3 days, 15:25:11, time: 1.912, data_time: 0.029, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4698, loss_cls: 3.4508, loss: 3.4508, grad_norm: 7.1290 2020-09-17 21:01:34,713 - mmaction - INFO - Epoch [5][3120/3520] lr: 5.000e-03, eta: 3 days, 15:24:27, time: 1.958, data_time: 0.334, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4729, loss_cls: 3.4742, loss: 3.4742, grad_norm: 7.1550 2020-09-17 21:02:12,409 - mmaction - INFO - Epoch [5][3140/3520] lr: 5.000e-03, eta: 3 days, 15:23:30, time: 1.887, data_time: 0.030, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4542, loss_cls: 3.4768, loss: 3.4768, grad_norm: 7.0877 2020-09-17 21:02:52,087 - mmaction - INFO - Epoch [5][3160/3520] lr: 5.000e-03, eta: 3 days, 15:22:51, time: 1.982, data_time: 0.431, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5125, loss_cls: 3.3923, loss: 3.3923, grad_norm: 7.2257 2020-09-17 21:03:30,199 - mmaction - INFO - Epoch [5][3180/3520] lr: 5.000e-03, eta: 3 days, 15:21:58, time: 1.908, data_time: 0.414, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4656, loss_cls: 3.4600, loss: 3.4600, grad_norm: 7.2983 2020-09-17 21:04:08,800 - mmaction - INFO - Epoch [5][3200/3520] lr: 5.000e-03, eta: 3 days, 15:21:08, time: 1.930, data_time: 0.376, memory: 8337, top1_acc: 0.2063, top5_acc: 0.4594, loss_cls: 3.5062, loss: 3.5062, grad_norm: 7.1725 2020-09-17 21:04:48,545 - mmaction - INFO - Epoch [5][3220/3520] lr: 5.000e-03, eta: 3 days, 15:20:30, time: 1.987, data_time: 0.336, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4792, loss_cls: 3.4112, loss: 3.4112, grad_norm: 7.1789 2020-09-17 21:05:26,177 - mmaction - INFO - Epoch [5][3240/3520] lr: 5.000e-03, eta: 3 days, 15:19:32, time: 1.879, data_time: 0.049, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4802, loss_cls: 3.4740, loss: 3.4740, grad_norm: 7.4510 2020-09-17 21:06:04,799 - mmaction - INFO - Epoch [5][3260/3520] lr: 5.000e-03, eta: 3 days, 15:18:43, time: 1.933, data_time: 0.187, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4667, loss_cls: 3.5159, loss: 3.5159, grad_norm: 7.2341 2020-09-17 21:06:44,278 - mmaction - INFO - Epoch [5][3280/3520] lr: 5.000e-03, eta: 3 days, 15:18:02, time: 1.974, data_time: 0.075, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5073, loss_cls: 3.3383, loss: 3.3383, grad_norm: 7.0184 2020-09-17 21:07:21,170 - mmaction - INFO - Epoch [5][3300/3520] lr: 5.000e-03, eta: 3 days, 15:16:58, time: 1.845, data_time: 0.033, memory: 8337, top1_acc: 0.2187, top5_acc: 0.4688, loss_cls: 3.4786, loss: 3.4786, grad_norm: 7.2419 2020-09-17 21:08:01,474 - mmaction - INFO - Epoch [5][3320/3520] lr: 5.000e-03, eta: 3 days, 15:16:24, time: 2.016, data_time: 0.183, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4927, loss_cls: 3.3693, loss: 3.3693, grad_norm: 7.0536 2020-09-17 21:08:40,509 - mmaction - INFO - Epoch [5][3340/3520] lr: 5.000e-03, eta: 3 days, 15:15:38, time: 1.945, data_time: 0.092, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4760, loss_cls: 3.4770, loss: 3.4770, grad_norm: 7.3609 2020-09-17 21:09:17,765 - mmaction - INFO - Epoch [5][3360/3520] lr: 5.000e-03, eta: 3 days, 15:14:38, time: 1.866, data_time: 0.055, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4844, loss_cls: 3.4683, loss: 3.4683, grad_norm: 7.1947 2020-09-17 21:09:55,541 - mmaction - INFO - Epoch [5][3380/3520] lr: 5.000e-03, eta: 3 days, 15:13:42, time: 1.893, data_time: 0.064, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4719, loss_cls: 3.5109, loss: 3.5109, grad_norm: 7.1332 2020-09-17 21:10:34,344 - mmaction - INFO - Epoch [5][3400/3520] lr: 5.000e-03, eta: 3 days, 15:12:55, time: 1.937, data_time: 0.007, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4937, loss_cls: 3.4231, loss: 3.4231, grad_norm: 7.4878 2020-09-17 21:11:13,927 - mmaction - INFO - Epoch [5][3420/3520] lr: 5.000e-03, eta: 3 days, 15:12:15, time: 1.978, data_time: 0.384, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4844, loss_cls: 3.4950, loss: 3.4950, grad_norm: 7.3259 2020-09-17 21:11:53,748 - mmaction - INFO - Epoch [5][3440/3520] lr: 5.000e-03, eta: 3 days, 15:11:37, time: 1.993, data_time: 0.336, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4948, loss_cls: 3.3868, loss: 3.3868, grad_norm: 7.2998 2020-09-17 21:12:31,956 - mmaction - INFO - Epoch [5][3460/3520] lr: 5.000e-03, eta: 3 days, 15:10:45, time: 1.911, data_time: 0.069, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4688, loss_cls: 3.4469, loss: 3.4469, grad_norm: 7.2490 2020-09-17 21:13:13,586 - mmaction - INFO - Epoch [5][3480/3520] lr: 5.000e-03, eta: 3 days, 15:10:23, time: 2.078, data_time: 0.414, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4740, loss_cls: 3.4371, loss: 3.4371, grad_norm: 7.3335 2020-09-17 21:13:52,619 - mmaction - INFO - Epoch [5][3500/3520] lr: 5.000e-03, eta: 3 days, 15:09:39, time: 1.956, data_time: 0.014, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4604, loss_cls: 3.5604, loss: 3.5604, grad_norm: 7.3856 2020-09-17 21:14:28,953 - mmaction - INFO - Epoch [5][3520/3520] lr: 5.000e-03, eta: 3 days, 15:08:30, time: 1.816, data_time: 0.897, memory: 8337, top1_acc: 0.2130, top5_acc: 0.4641, loss_cls: 3.5023, loss: 3.5023, grad_norm: 7.3271 2020-09-17 21:14:48,214 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-17 21:17:07,228 - mmaction - INFO - Epoch [6][20/3520] lr: 5.000e-03, eta: 3 days, 15:22:36, time: 6.909, data_time: 5.013, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4542, loss_cls: 3.4728, loss: 3.4728, grad_norm: 7.2732 2020-09-17 21:17:47,949 - mmaction - INFO - Epoch [6][40/3520] lr: 5.000e-03, eta: 3 days, 15:22:07, time: 2.048, data_time: 0.056, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5010, loss_cls: 3.3162, loss: 3.3162, grad_norm: 6.9555 2020-09-17 21:18:26,771 - mmaction - INFO - Epoch [6][60/3520] lr: 5.000e-03, eta: 3 days, 15:21:20, time: 1.944, data_time: 0.110, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4813, loss_cls: 3.3793, loss: 3.3793, grad_norm: 7.2833 2020-09-17 21:19:04,629 - mmaction - INFO - Epoch [6][80/3520] lr: 5.000e-03, eta: 3 days, 15:20:23, time: 1.890, data_time: 0.277, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4854, loss_cls: 3.4206, loss: 3.4206, grad_norm: 7.2508 2020-09-17 21:19:43,201 - mmaction - INFO - Epoch [6][100/3520] lr: 5.000e-03, eta: 3 days, 15:19:34, time: 1.931, data_time: 0.013, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4958, loss_cls: 3.3782, loss: 3.3782, grad_norm: 7.2319 2020-09-17 21:20:23,418 - mmaction - INFO - Epoch [6][120/3520] lr: 5.000e-03, eta: 3 days, 15:18:57, time: 2.005, data_time: 1.192, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4781, loss_cls: 3.4202, loss: 3.4202, grad_norm: 7.1369 2020-09-17 21:21:03,139 - mmaction - INFO - Epoch [6][140/3520] lr: 5.000e-03, eta: 3 days, 15:18:18, time: 1.990, data_time: 0.625, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5115, loss_cls: 3.3592, loss: 3.3592, grad_norm: 7.2793 2020-09-17 21:21:43,861 - mmaction - INFO - Epoch [6][160/3520] lr: 5.000e-03, eta: 3 days, 15:17:47, time: 2.035, data_time: 0.143, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4896, loss_cls: 3.3733, loss: 3.3733, grad_norm: 7.3889 2020-09-17 21:22:23,137 - mmaction - INFO - Epoch [6][180/3520] lr: 5.000e-03, eta: 3 days, 15:17:04, time: 1.967, data_time: 0.425, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4958, loss_cls: 3.3675, loss: 3.3675, grad_norm: 7.5548 2020-09-17 21:23:02,833 - mmaction - INFO - Epoch [6][200/3520] lr: 5.000e-03, eta: 3 days, 15:16:24, time: 1.982, data_time: 0.339, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4896, loss_cls: 3.3354, loss: 3.3354, grad_norm: 7.2681 2020-09-17 21:23:41,169 - mmaction - INFO - Epoch [6][220/3520] lr: 5.000e-03, eta: 3 days, 15:15:32, time: 1.919, data_time: 0.521, memory: 8337, top1_acc: 0.2354, top5_acc: 0.5000, loss_cls: 3.3782, loss: 3.3782, grad_norm: 7.4296 2020-09-17 21:24:20,714 - mmaction - INFO - Epoch [6][240/3520] lr: 5.000e-03, eta: 3 days, 15:14:50, time: 1.974, data_time: 0.672, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4917, loss_cls: 3.4049, loss: 3.4049, grad_norm: 7.2977 2020-09-17 21:24:59,260 - mmaction - INFO - Epoch [6][260/3520] lr: 5.000e-03, eta: 3 days, 15:14:01, time: 1.929, data_time: 0.264, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5146, loss_cls: 3.3609, loss: 3.3609, grad_norm: 7.2983 2020-09-17 21:25:39,175 - mmaction - INFO - Epoch [6][280/3520] lr: 5.000e-03, eta: 3 days, 15:13:23, time: 1.995, data_time: 0.248, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4979, loss_cls: 3.4253, loss: 3.4253, grad_norm: 7.6953 2020-09-17 21:26:19,148 - mmaction - INFO - Epoch [6][300/3520] lr: 5.000e-03, eta: 3 days, 15:12:45, time: 2.000, data_time: 1.131, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4844, loss_cls: 3.4525, loss: 3.4525, grad_norm: 7.1815 2020-09-17 21:26:58,737 - mmaction - INFO - Epoch [6][320/3520] lr: 5.000e-03, eta: 3 days, 15:12:04, time: 1.975, data_time: 0.359, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4927, loss_cls: 3.3382, loss: 3.3382, grad_norm: 7.2277 2020-09-17 21:27:36,140 - mmaction - INFO - Epoch [6][340/3520] lr: 5.000e-03, eta: 3 days, 15:11:04, time: 1.873, data_time: 0.123, memory: 8337, top1_acc: 0.2260, top5_acc: 0.5083, loss_cls: 3.3887, loss: 3.3887, grad_norm: 7.1921 2020-09-17 21:28:17,024 - mmaction - INFO - Epoch [6][360/3520] lr: 5.000e-03, eta: 3 days, 15:10:34, time: 2.042, data_time: 0.669, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4781, loss_cls: 3.4887, loss: 3.4887, grad_norm: 7.1237 2020-09-17 21:28:55,539 - mmaction - INFO - Epoch [6][380/3520] lr: 5.000e-03, eta: 3 days, 15:09:45, time: 1.929, data_time: 1.256, memory: 8337, top1_acc: 0.2260, top5_acc: 0.5156, loss_cls: 3.3557, loss: 3.3557, grad_norm: 7.3227 2020-09-17 21:29:35,786 - mmaction - INFO - Epoch [6][400/3520] lr: 5.000e-03, eta: 3 days, 15:09:09, time: 2.008, data_time: 0.739, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4990, loss_cls: 3.4092, loss: 3.4092, grad_norm: 7.4131 2020-09-17 21:30:15,765 - mmaction - INFO - Epoch [6][420/3520] lr: 5.000e-03, eta: 3 days, 15:08:32, time: 1.999, data_time: 0.548, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5031, loss_cls: 3.3961, loss: 3.3961, grad_norm: 7.4354 2020-09-17 21:30:57,021 - mmaction - INFO - Epoch [6][440/3520] lr: 5.000e-03, eta: 3 days, 15:08:05, time: 2.059, data_time: 0.371, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4844, loss_cls: 3.4363, loss: 3.4363, grad_norm: 7.4471 2020-09-17 21:31:36,342 - mmaction - INFO - Epoch [6][460/3520] lr: 5.000e-03, eta: 3 days, 15:07:22, time: 1.971, data_time: 0.137, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5073, loss_cls: 3.3602, loss: 3.3602, grad_norm: 7.4457 2020-09-17 21:32:13,935 - mmaction - INFO - Epoch [6][480/3520] lr: 5.000e-03, eta: 3 days, 15:06:25, time: 1.883, data_time: 0.331, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4906, loss_cls: 3.4661, loss: 3.4661, grad_norm: 7.4424 2020-09-17 21:32:53,205 - mmaction - INFO - Epoch [6][500/3520] lr: 5.000e-03, eta: 3 days, 15:05:41, time: 1.964, data_time: 0.340, memory: 8337, top1_acc: 0.2250, top5_acc: 0.5042, loss_cls: 3.3857, loss: 3.3857, grad_norm: 7.2781 2020-09-17 21:33:32,323 - mmaction - INFO - Epoch [6][520/3520] lr: 5.000e-03, eta: 3 days, 15:04:56, time: 1.954, data_time: 0.873, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5031, loss_cls: 3.3568, loss: 3.3568, grad_norm: 7.3964 2020-09-17 21:34:12,276 - mmaction - INFO - Epoch [6][540/3520] lr: 5.000e-03, eta: 3 days, 15:04:18, time: 1.999, data_time: 0.081, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4844, loss_cls: 3.3602, loss: 3.3602, grad_norm: 7.4201 2020-09-17 21:34:50,055 - mmaction - INFO - Epoch [6][560/3520] lr: 5.000e-03, eta: 3 days, 15:03:21, time: 1.886, data_time: 0.063, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4938, loss_cls: 3.4365, loss: 3.4365, grad_norm: 7.2539 2020-09-17 21:35:28,787 - mmaction - INFO - Epoch [6][580/3520] lr: 5.000e-03, eta: 3 days, 15:02:33, time: 1.936, data_time: 0.006, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4760, loss_cls: 3.5078, loss: 3.5078, grad_norm: 7.2118 2020-09-17 21:36:08,605 - mmaction - INFO - Epoch [6][600/3520] lr: 5.000e-03, eta: 3 days, 15:01:55, time: 1.994, data_time: 0.040, memory: 8337, top1_acc: 0.2125, top5_acc: 0.4615, loss_cls: 3.5549, loss: 3.5549, grad_norm: 7.4586 2020-09-17 21:36:46,960 - mmaction - INFO - Epoch [6][620/3520] lr: 5.000e-03, eta: 3 days, 15:01:03, time: 1.918, data_time: 0.004, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4760, loss_cls: 3.4721, loss: 3.4721, grad_norm: 7.5573 2020-09-17 21:37:25,434 - mmaction - INFO - Epoch [6][640/3520] lr: 5.000e-03, eta: 3 days, 15:00:12, time: 1.920, data_time: 0.807, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5063, loss_cls: 3.3670, loss: 3.3670, grad_norm: 7.3788 2020-09-17 21:38:04,049 - mmaction - INFO - Epoch [6][660/3520] lr: 5.000e-03, eta: 3 days, 14:59:24, time: 1.936, data_time: 0.072, memory: 8337, top1_acc: 0.2354, top5_acc: 0.5146, loss_cls: 3.3176, loss: 3.3176, grad_norm: 7.3108 2020-09-17 21:38:43,024 - mmaction - INFO - Epoch [6][680/3520] lr: 5.000e-03, eta: 3 days, 14:58:37, time: 1.946, data_time: 0.155, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4927, loss_cls: 3.4080, loss: 3.4080, grad_norm: 7.2816 2020-09-17 21:39:20,934 - mmaction - INFO - Epoch [6][700/3520] lr: 5.000e-03, eta: 3 days, 14:57:43, time: 1.898, data_time: 0.645, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4844, loss_cls: 3.4651, loss: 3.4651, grad_norm: 7.3757 2020-09-17 21:40:03,129 - mmaction - INFO - Epoch [6][720/3520] lr: 5.000e-03, eta: 3 days, 14:57:24, time: 2.106, data_time: 0.636, memory: 8337, top1_acc: 0.1958, top5_acc: 0.4552, loss_cls: 3.5254, loss: 3.5254, grad_norm: 7.5449 2020-09-17 21:40:40,828 - mmaction - INFO - Epoch [6][740/3520] lr: 5.000e-03, eta: 3 days, 14:56:27, time: 1.888, data_time: 0.230, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4885, loss_cls: 3.4699, loss: 3.4699, grad_norm: 7.3424 2020-09-17 21:41:20,123 - mmaction - INFO - Epoch [6][760/3520] lr: 5.000e-03, eta: 3 days, 14:55:44, time: 1.963, data_time: 0.152, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4948, loss_cls: 3.3951, loss: 3.3951, grad_norm: 7.0605 2020-09-17 21:41:59,534 - mmaction - INFO - Epoch [6][780/3520] lr: 5.000e-03, eta: 3 days, 14:55:02, time: 1.973, data_time: 0.138, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4896, loss_cls: 3.4216, loss: 3.4216, grad_norm: 7.2486 2020-09-17 21:42:39,736 - mmaction - INFO - Epoch [6][800/3520] lr: 5.000e-03, eta: 3 days, 14:54:25, time: 2.001, data_time: 0.061, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4781, loss_cls: 3.4021, loss: 3.4021, grad_norm: 7.4243 2020-09-17 21:43:18,795 - mmaction - INFO - Epoch [6][820/3520] lr: 5.000e-03, eta: 3 days, 14:53:41, time: 1.958, data_time: 0.079, memory: 8337, top1_acc: 0.1979, top5_acc: 0.4833, loss_cls: 3.4802, loss: 3.4802, grad_norm: 7.7073 2020-09-17 21:43:56,140 - mmaction - INFO - Epoch [6][840/3520] lr: 5.000e-03, eta: 3 days, 14:52:41, time: 1.871, data_time: 0.078, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5063, loss_cls: 3.4105, loss: 3.4105, grad_norm: 7.3161 2020-09-17 21:44:33,979 - mmaction - INFO - Epoch [6][860/3520] lr: 5.000e-03, eta: 3 days, 14:51:46, time: 1.890, data_time: 0.845, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4573, loss_cls: 3.4728, loss: 3.4728, grad_norm: 7.4167 2020-09-17 21:45:12,544 - mmaction - INFO - Epoch [6][880/3520] lr: 5.000e-03, eta: 3 days, 14:50:56, time: 1.928, data_time: 0.243, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4979, loss_cls: 3.4040, loss: 3.4040, grad_norm: 7.2430 2020-09-17 21:45:52,284 - mmaction - INFO - Epoch [6][900/3520] lr: 5.000e-03, eta: 3 days, 14:50:17, time: 1.988, data_time: 0.572, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4875, loss_cls: 3.4483, loss: 3.4483, grad_norm: 7.6034 2020-09-17 21:46:29,616 - mmaction - INFO - Epoch [6][920/3520] lr: 5.000e-03, eta: 3 days, 14:49:17, time: 1.868, data_time: 0.125, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4896, loss_cls: 3.4019, loss: 3.4019, grad_norm: 7.4118 2020-09-17 21:47:09,792 - mmaction - INFO - Epoch [6][940/3520] lr: 5.000e-03, eta: 3 days, 14:48:42, time: 2.009, data_time: 1.001, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4896, loss_cls: 3.4059, loss: 3.4059, grad_norm: 7.2328 2020-09-17 21:47:49,486 - mmaction - INFO - Epoch [6][960/3520] lr: 5.000e-03, eta: 3 days, 14:48:02, time: 1.986, data_time: 0.563, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4802, loss_cls: 3.4092, loss: 3.4092, grad_norm: 7.3354 2020-09-17 21:48:26,538 - mmaction - INFO - Epoch [6][980/3520] lr: 5.000e-03, eta: 3 days, 14:46:59, time: 1.848, data_time: 0.056, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4958, loss_cls: 3.4389, loss: 3.4389, grad_norm: 7.1742 2020-09-17 21:49:03,972 - mmaction - INFO - Epoch [6][1000/3520] lr: 5.000e-03, eta: 3 days, 14:46:01, time: 1.876, data_time: 0.009, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4875, loss_cls: 3.4060, loss: 3.4060, grad_norm: 7.2408 2020-09-17 21:49:41,052 - mmaction - INFO - Epoch [6][1020/3520] lr: 5.000e-03, eta: 3 days, 14:44:59, time: 1.850, data_time: 0.016, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4979, loss_cls: 3.3641, loss: 3.3641, grad_norm: 7.4174 2020-09-17 21:50:22,152 - mmaction - INFO - Epoch [6][1040/3520] lr: 5.000e-03, eta: 3 days, 14:44:32, time: 2.059, data_time: 0.149, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4885, loss_cls: 3.4177, loss: 3.4177, grad_norm: 7.5032 2020-09-17 21:51:01,038 - mmaction - INFO - Epoch [6][1060/3520] lr: 5.000e-03, eta: 3 days, 14:43:45, time: 1.945, data_time: 0.046, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5010, loss_cls: 3.3422, loss: 3.3422, grad_norm: 7.2675 2020-09-17 21:51:40,339 - mmaction - INFO - Epoch [6][1080/3520] lr: 5.000e-03, eta: 3 days, 14:43:02, time: 1.965, data_time: 0.014, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5083, loss_cls: 3.3850, loss: 3.3850, grad_norm: 7.4347 2020-09-17 21:52:20,366 - mmaction - INFO - Epoch [6][1100/3520] lr: 5.000e-03, eta: 3 days, 14:42:25, time: 1.999, data_time: 0.143, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4875, loss_cls: 3.4574, loss: 3.4574, grad_norm: 7.5732 2020-09-17 21:52:59,440 - mmaction - INFO - Epoch [6][1120/3520] lr: 5.000e-03, eta: 3 days, 14:41:41, time: 1.956, data_time: 0.195, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4844, loss_cls: 3.4670, loss: 3.4670, grad_norm: 7.4373 2020-09-17 21:53:38,072 - mmaction - INFO - Epoch [6][1140/3520] lr: 5.000e-03, eta: 3 days, 14:40:51, time: 1.927, data_time: 0.337, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4969, loss_cls: 3.3598, loss: 3.3598, grad_norm: 7.2185 2020-09-17 21:54:17,480 - mmaction - INFO - Epoch [6][1160/3520] lr: 5.000e-03, eta: 3 days, 14:40:10, time: 1.975, data_time: 0.019, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4833, loss_cls: 3.4577, loss: 3.4577, grad_norm: 7.2748 2020-09-17 21:54:55,210 - mmaction - INFO - Epoch [6][1180/3520] lr: 5.000e-03, eta: 3 days, 14:39:14, time: 1.884, data_time: 0.035, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4802, loss_cls: 3.4216, loss: 3.4216, grad_norm: 7.2648 2020-09-17 21:55:35,498 - mmaction - INFO - Epoch [6][1200/3520] lr: 5.000e-03, eta: 3 days, 14:38:39, time: 2.016, data_time: 0.189, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4823, loss_cls: 3.4052, loss: 3.4052, grad_norm: 7.3813 2020-09-17 21:56:14,599 - mmaction - INFO - Epoch [6][1220/3520] lr: 5.000e-03, eta: 3 days, 14:37:54, time: 1.950, data_time: 0.007, memory: 8337, top1_acc: 0.2073, top5_acc: 0.4656, loss_cls: 3.5064, loss: 3.5064, grad_norm: 7.3858 2020-09-17 21:56:51,745 - mmaction - INFO - Epoch [6][1240/3520] lr: 5.000e-03, eta: 3 days, 14:36:54, time: 1.862, data_time: 0.121, memory: 8337, top1_acc: 0.2177, top5_acc: 0.4698, loss_cls: 3.3929, loss: 3.3929, grad_norm: 7.0591 2020-09-17 21:57:31,765 - mmaction - INFO - Epoch [6][1260/3520] lr: 5.000e-03, eta: 3 days, 14:36:16, time: 1.998, data_time: 0.059, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5146, loss_cls: 3.3598, loss: 3.3598, grad_norm: 7.3099 2020-09-17 21:58:08,982 - mmaction - INFO - Epoch [6][1280/3520] lr: 5.000e-03, eta: 3 days, 14:35:17, time: 1.863, data_time: 0.015, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4750, loss_cls: 3.4546, loss: 3.4546, grad_norm: 7.1785 2020-09-17 21:58:47,336 - mmaction - INFO - Epoch [6][1300/3520] lr: 5.000e-03, eta: 3 days, 14:34:26, time: 1.918, data_time: 0.014, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5010, loss_cls: 3.3552, loss: 3.3552, grad_norm: 7.2125 2020-09-17 21:59:25,641 - mmaction - INFO - Epoch [6][1320/3520] lr: 5.000e-03, eta: 3 days, 14:33:35, time: 1.915, data_time: 0.038, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4865, loss_cls: 3.4279, loss: 3.4279, grad_norm: 7.2739 2020-09-17 22:00:12,583 - mmaction - INFO - Epoch [6][1340/3520] lr: 5.000e-03, eta: 3 days, 14:33:52, time: 2.327, data_time: 0.005, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4771, loss_cls: 3.3769, loss: 3.3769, grad_norm: 7.1089 2020-09-17 22:00:49,085 - mmaction - INFO - Epoch [6][1360/3520] lr: 5.000e-03, eta: 3 days, 14:32:50, time: 1.845, data_time: 0.069, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4885, loss_cls: 3.4762, loss: 3.4762, grad_norm: 7.4013 2020-09-17 22:01:28,957 - mmaction - INFO - Epoch [6][1380/3520] lr: 5.000e-03, eta: 3 days, 14:32:11, time: 1.990, data_time: 0.198, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5104, loss_cls: 3.3849, loss: 3.3849, grad_norm: 7.0838 2020-09-17 22:02:08,655 - mmaction - INFO - Epoch [6][1400/3520] lr: 5.000e-03, eta: 3 days, 14:31:32, time: 1.989, data_time: 0.018, memory: 8337, top1_acc: 0.2573, top5_acc: 0.4958, loss_cls: 3.3693, loss: 3.3693, grad_norm: 7.4254 2020-09-17 22:02:46,636 - mmaction - INFO - Epoch [6][1420/3520] lr: 5.000e-03, eta: 3 days, 14:30:38, time: 1.899, data_time: 0.079, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4802, loss_cls: 3.4381, loss: 3.4381, grad_norm: 7.4033 2020-09-17 22:03:24,058 - mmaction - INFO - Epoch [6][1440/3520] lr: 5.000e-03, eta: 3 days, 14:29:40, time: 1.872, data_time: 0.369, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4927, loss_cls: 3.3594, loss: 3.3594, grad_norm: 7.4440 2020-09-17 22:04:02,513 - mmaction - INFO - Epoch [6][1460/3520] lr: 5.000e-03, eta: 3 days, 14:28:50, time: 1.920, data_time: 0.491, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4854, loss_cls: 3.4537, loss: 3.4537, grad_norm: 7.3404 2020-09-17 22:04:41,284 - mmaction - INFO - Epoch [6][1480/3520] lr: 5.000e-03, eta: 3 days, 14:28:03, time: 1.941, data_time: 0.038, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4688, loss_cls: 3.4419, loss: 3.4419, grad_norm: 7.2747 2020-09-17 22:05:20,760 - mmaction - INFO - Epoch [6][1500/3520] lr: 5.000e-03, eta: 3 days, 14:27:22, time: 1.974, data_time: 0.368, memory: 8337, top1_acc: 0.2219, top5_acc: 0.4792, loss_cls: 3.4335, loss: 3.4335, grad_norm: 7.2601 2020-09-17 22:05:59,514 - mmaction - INFO - Epoch [6][1520/3520] lr: 5.000e-03, eta: 3 days, 14:26:35, time: 1.938, data_time: 0.684, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5260, loss_cls: 3.3654, loss: 3.3654, grad_norm: 7.2806 2020-09-17 22:06:39,659 - mmaction - INFO - Epoch [6][1540/3520] lr: 5.000e-03, eta: 3 days, 14:25:58, time: 2.004, data_time: 0.068, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4833, loss_cls: 3.4283, loss: 3.4283, grad_norm: 7.2229 2020-09-17 22:07:18,652 - mmaction - INFO - Epoch [6][1560/3520] lr: 5.000e-03, eta: 3 days, 14:25:13, time: 1.953, data_time: 0.110, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4927, loss_cls: 3.4101, loss: 3.4101, grad_norm: 7.2959 2020-09-17 22:07:57,158 - mmaction - INFO - Epoch [6][1580/3520] lr: 5.000e-03, eta: 3 days, 14:24:24, time: 1.922, data_time: 0.121, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4792, loss_cls: 3.3839, loss: 3.3839, grad_norm: 7.3211 2020-09-17 22:08:36,340 - mmaction - INFO - Epoch [6][1600/3520] lr: 5.000e-03, eta: 3 days, 14:23:41, time: 1.962, data_time: 1.115, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5073, loss_cls: 3.3221, loss: 3.3221, grad_norm: 7.2513 2020-09-17 22:09:15,859 - mmaction - INFO - Epoch [6][1620/3520] lr: 5.000e-03, eta: 3 days, 14:23:00, time: 1.975, data_time: 0.007, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5042, loss_cls: 3.3740, loss: 3.3740, grad_norm: 7.1863 2020-09-17 22:09:56,068 - mmaction - INFO - Epoch [6][1640/3520] lr: 5.000e-03, eta: 3 days, 14:22:24, time: 2.011, data_time: 0.144, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4708, loss_cls: 3.5367, loss: 3.5367, grad_norm: 7.5217 2020-09-17 22:10:35,397 - mmaction - INFO - Epoch [6][1660/3520] lr: 5.000e-03, eta: 3 days, 14:21:41, time: 1.962, data_time: 0.303, memory: 8337, top1_acc: 0.2302, top5_acc: 0.5104, loss_cls: 3.3901, loss: 3.3901, grad_norm: 7.2907 2020-09-17 22:11:15,950 - mmaction - INFO - Epoch [6][1680/3520] lr: 5.000e-03, eta: 3 days, 14:21:09, time: 2.032, data_time: 0.010, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4948, loss_cls: 3.3978, loss: 3.3978, grad_norm: 7.2539 2020-09-17 22:11:55,491 - mmaction - INFO - Epoch [6][1700/3520] lr: 5.000e-03, eta: 3 days, 14:20:28, time: 1.975, data_time: 0.359, memory: 8337, top1_acc: 0.2313, top5_acc: 0.5146, loss_cls: 3.3600, loss: 3.3600, grad_norm: 7.4798 2020-09-17 22:12:35,306 - mmaction - INFO - Epoch [6][1720/3520] lr: 5.000e-03, eta: 3 days, 14:19:50, time: 1.991, data_time: 0.034, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4781, loss_cls: 3.4960, loss: 3.4960, grad_norm: 7.4926 2020-09-17 22:13:14,369 - mmaction - INFO - Epoch [6][1740/3520] lr: 5.000e-03, eta: 3 days, 14:19:06, time: 1.956, data_time: 0.016, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5083, loss_cls: 3.3390, loss: 3.3390, grad_norm: 7.2919 2020-09-17 22:13:53,008 - mmaction - INFO - Epoch [6][1760/3520] lr: 5.000e-03, eta: 3 days, 14:18:17, time: 1.929, data_time: 0.066, memory: 8337, top1_acc: 0.2458, top5_acc: 0.4969, loss_cls: 3.3601, loss: 3.3601, grad_norm: 7.2283 2020-09-17 22:14:31,071 - mmaction - INFO - Epoch [6][1780/3520] lr: 5.000e-03, eta: 3 days, 14:17:25, time: 1.906, data_time: 0.059, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5094, loss_cls: 3.3280, loss: 3.3280, grad_norm: 7.2084 2020-09-17 22:15:09,880 - mmaction - INFO - Epoch [6][1800/3520] lr: 5.000e-03, eta: 3 days, 14:16:37, time: 1.934, data_time: 0.009, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5031, loss_cls: 3.3370, loss: 3.3370, grad_norm: 7.2800 2020-09-17 22:15:47,929 - mmaction - INFO - Epoch [6][1820/3520] lr: 5.000e-03, eta: 3 days, 14:15:46, time: 1.909, data_time: 0.540, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5052, loss_cls: 3.3844, loss: 3.3844, grad_norm: 7.3299 2020-09-17 22:16:27,083 - mmaction - INFO - Epoch [6][1840/3520] lr: 5.000e-03, eta: 3 days, 14:15:01, time: 1.954, data_time: 0.066, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4792, loss_cls: 3.4747, loss: 3.4747, grad_norm: 7.4628 2020-09-17 22:17:03,276 - mmaction - INFO - Epoch [6][1860/3520] lr: 5.000e-03, eta: 3 days, 14:13:54, time: 1.813, data_time: 0.032, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4625, loss_cls: 3.4312, loss: 3.4312, grad_norm: 7.2952 2020-09-17 22:17:41,656 - mmaction - INFO - Epoch [6][1880/3520] lr: 5.000e-03, eta: 3 days, 14:13:04, time: 1.917, data_time: 0.052, memory: 8337, top1_acc: 0.2365, top5_acc: 0.5073, loss_cls: 3.4074, loss: 3.4074, grad_norm: 7.5504 2020-09-17 22:18:21,640 - mmaction - INFO - Epoch [6][1900/3520] lr: 5.000e-03, eta: 3 days, 14:12:27, time: 2.001, data_time: 0.029, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4969, loss_cls: 3.3995, loss: 3.3995, grad_norm: 7.3128 2020-09-17 22:19:01,367 - mmaction - INFO - Epoch [6][1920/3520] lr: 5.000e-03, eta: 3 days, 14:11:47, time: 1.983, data_time: 0.019, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4938, loss_cls: 3.4317, loss: 3.4317, grad_norm: 7.2792 2020-09-17 22:19:41,527 - mmaction - INFO - Epoch [6][1940/3520] lr: 5.000e-03, eta: 3 days, 14:11:12, time: 2.011, data_time: 0.111, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4812, loss_cls: 3.4551, loss: 3.4551, grad_norm: 7.1942 2020-09-17 22:20:19,373 - mmaction - INFO - Epoch [6][1960/3520] lr: 5.000e-03, eta: 3 days, 14:10:18, time: 1.892, data_time: 0.026, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4990, loss_cls: 3.3949, loss: 3.3949, grad_norm: 7.3178 2020-09-17 22:20:57,057 - mmaction - INFO - Epoch [6][1980/3520] lr: 5.000e-03, eta: 3 days, 14:09:22, time: 1.883, data_time: 0.005, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4792, loss_cls: 3.4455, loss: 3.4455, grad_norm: 7.1721 2020-09-17 22:21:35,646 - mmaction - INFO - Epoch [6][2000/3520] lr: 5.000e-03, eta: 3 days, 14:08:34, time: 1.928, data_time: 0.321, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4854, loss_cls: 3.3955, loss: 3.3955, grad_norm: 7.2119 2020-09-17 22:22:16,936 - mmaction - INFO - Epoch [6][2020/3520] lr: 5.000e-03, eta: 3 days, 14:08:08, time: 2.068, data_time: 0.050, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4823, loss_cls: 3.4636, loss: 3.4636, grad_norm: 7.2294 2020-09-17 22:22:55,683 - mmaction - INFO - Epoch [6][2040/3520] lr: 5.000e-03, eta: 3 days, 14:07:21, time: 1.935, data_time: 0.035, memory: 8337, top1_acc: 0.2187, top5_acc: 0.4646, loss_cls: 3.4769, loss: 3.4769, grad_norm: 7.3250 2020-09-17 22:23:34,573 - mmaction - INFO - Epoch [6][2060/3520] lr: 5.000e-03, eta: 3 days, 14:06:35, time: 1.947, data_time: 0.011, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5063, loss_cls: 3.3275, loss: 3.3275, grad_norm: 7.1595 2020-09-17 22:24:12,137 - mmaction - INFO - Epoch [6][2080/3520] lr: 5.000e-03, eta: 3 days, 14:05:38, time: 1.872, data_time: 0.044, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4927, loss_cls: 3.3509, loss: 3.3509, grad_norm: 7.3371 2020-09-17 22:24:50,281 - mmaction - INFO - Epoch [6][2100/3520] lr: 5.000e-03, eta: 3 days, 14:04:47, time: 1.914, data_time: 0.012, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5010, loss_cls: 3.3262, loss: 3.3262, grad_norm: 6.9905 2020-09-17 22:25:29,803 - mmaction - INFO - Epoch [6][2120/3520] lr: 5.000e-03, eta: 3 days, 14:04:06, time: 1.973, data_time: 0.215, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4844, loss_cls: 3.3973, loss: 3.3973, grad_norm: 7.3495 2020-09-17 22:26:09,226 - mmaction - INFO - Epoch [6][2140/3520] lr: 5.000e-03, eta: 3 days, 14:03:25, time: 1.975, data_time: 0.032, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4792, loss_cls: 3.4638, loss: 3.4638, grad_norm: 7.3249 2020-09-17 22:26:46,922 - mmaction - INFO - Epoch [6][2160/3520] lr: 5.000e-03, eta: 3 days, 14:02:30, time: 1.883, data_time: 0.004, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4750, loss_cls: 3.4493, loss: 3.4493, grad_norm: 7.7390 2020-09-17 22:27:25,358 - mmaction - INFO - Epoch [6][2180/3520] lr: 5.000e-03, eta: 3 days, 14:01:41, time: 1.924, data_time: 0.064, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4906, loss_cls: 3.4429, loss: 3.4429, grad_norm: 7.3371 2020-09-17 22:28:06,123 - mmaction - INFO - Epoch [6][2200/3520] lr: 5.000e-03, eta: 3 days, 14:01:09, time: 2.035, data_time: 0.136, memory: 8337, top1_acc: 0.2094, top5_acc: 0.4792, loss_cls: 3.4239, loss: 3.4239, grad_norm: 7.4532 2020-09-17 22:28:44,280 - mmaction - INFO - Epoch [6][2220/3520] lr: 5.000e-03, eta: 3 days, 14:00:18, time: 1.911, data_time: 0.017, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4958, loss_cls: 3.3711, loss: 3.3711, grad_norm: 7.2111 2020-09-17 22:29:22,477 - mmaction - INFO - Epoch [6][2240/3520] lr: 5.000e-03, eta: 3 days, 13:59:27, time: 1.910, data_time: 0.774, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5010, loss_cls: 3.3256, loss: 3.3256, grad_norm: 7.1563 2020-09-17 22:30:01,729 - mmaction - INFO - Epoch [6][2260/3520] lr: 5.000e-03, eta: 3 days, 13:58:45, time: 1.963, data_time: 0.165, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4750, loss_cls: 3.4008, loss: 3.4008, grad_norm: 7.1108 2020-09-17 22:30:40,161 - mmaction - INFO - Epoch [6][2280/3520] lr: 5.000e-03, eta: 3 days, 13:57:55, time: 1.918, data_time: 0.134, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4823, loss_cls: 3.4426, loss: 3.4426, grad_norm: 7.3267 2020-09-17 22:31:17,919 - mmaction - INFO - Epoch [6][2300/3520] lr: 5.000e-03, eta: 3 days, 13:57:01, time: 1.892, data_time: 0.056, memory: 8337, top1_acc: 0.2198, top5_acc: 0.4344, loss_cls: 3.6331, loss: 3.6331, grad_norm: 7.3211 2020-09-17 22:31:56,827 - mmaction - INFO - Epoch [6][2320/3520] lr: 5.000e-03, eta: 3 days, 13:56:16, time: 1.945, data_time: 0.090, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4750, loss_cls: 3.4102, loss: 3.4102, grad_norm: 7.3634 2020-09-17 22:32:36,076 - mmaction - INFO - Epoch [6][2340/3520] lr: 5.000e-03, eta: 3 days, 13:55:33, time: 1.962, data_time: 0.004, memory: 8337, top1_acc: 0.2135, top5_acc: 0.4865, loss_cls: 3.4467, loss: 3.4467, grad_norm: 7.4456 2020-09-17 22:33:15,133 - mmaction - INFO - Epoch [6][2360/3520] lr: 5.000e-03, eta: 3 days, 13:54:49, time: 1.953, data_time: 0.059, memory: 8337, top1_acc: 0.2333, top5_acc: 0.5042, loss_cls: 3.3528, loss: 3.3528, grad_norm: 7.1986 2020-09-17 22:33:53,724 - mmaction - INFO - Epoch [6][2380/3520] lr: 5.000e-03, eta: 3 days, 13:54:00, time: 1.926, data_time: 0.418, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4719, loss_cls: 3.4560, loss: 3.4560, grad_norm: 7.0590 2020-09-17 22:34:30,541 - mmaction - INFO - Epoch [6][2400/3520] lr: 5.000e-03, eta: 3 days, 13:52:59, time: 1.844, data_time: 0.039, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4750, loss_cls: 3.4395, loss: 3.4395, grad_norm: 7.2470 2020-09-17 22:35:09,001 - mmaction - INFO - Epoch [6][2420/3520] lr: 5.000e-03, eta: 3 days, 13:52:10, time: 1.921, data_time: 0.005, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4979, loss_cls: 3.3318, loss: 3.3318, grad_norm: 7.2761 2020-09-17 22:35:47,506 - mmaction - INFO - Epoch [6][2440/3520] lr: 5.000e-03, eta: 3 days, 13:51:22, time: 1.928, data_time: 0.060, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5156, loss_cls: 3.3763, loss: 3.3763, grad_norm: 7.4297 2020-09-17 22:36:25,324 - mmaction - INFO - Epoch [6][2460/3520] lr: 5.000e-03, eta: 3 days, 13:50:28, time: 1.889, data_time: 0.603, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5021, loss_cls: 3.3279, loss: 3.3279, grad_norm: 7.2121 2020-09-17 22:37:03,993 - mmaction - INFO - Epoch [6][2480/3520] lr: 5.000e-03, eta: 3 days, 13:49:41, time: 1.935, data_time: 0.006, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4958, loss_cls: 3.4233, loss: 3.4233, grad_norm: 7.2547 2020-09-17 22:37:42,671 - mmaction - INFO - Epoch [6][2500/3520] lr: 5.000e-03, eta: 3 days, 13:48:54, time: 1.933, data_time: 0.641, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4854, loss_cls: 3.4454, loss: 3.4454, grad_norm: 7.3950 2020-09-17 22:38:21,312 - mmaction - INFO - Epoch [6][2520/3520] lr: 5.000e-03, eta: 3 days, 13:48:06, time: 1.933, data_time: 0.814, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4906, loss_cls: 3.4142, loss: 3.4142, grad_norm: 7.2985 2020-09-17 22:39:01,204 - mmaction - INFO - Epoch [6][2540/3520] lr: 5.000e-03, eta: 3 days, 13:47:29, time: 1.993, data_time: 0.360, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4813, loss_cls: 3.4066, loss: 3.4066, grad_norm: 7.3109 2020-09-17 22:39:39,833 - mmaction - INFO - Epoch [6][2560/3520] lr: 5.000e-03, eta: 3 days, 13:46:41, time: 1.933, data_time: 0.588, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4813, loss_cls: 3.3955, loss: 3.3955, grad_norm: 7.3335 2020-09-17 22:40:19,356 - mmaction - INFO - Epoch [6][2580/3520] lr: 5.000e-03, eta: 3 days, 13:46:00, time: 1.971, data_time: 0.009, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4792, loss_cls: 3.4483, loss: 3.4483, grad_norm: 7.2059 2020-09-17 22:40:58,029 - mmaction - INFO - Epoch [6][2600/3520] lr: 5.000e-03, eta: 3 days, 13:45:14, time: 1.939, data_time: 0.111, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4573, loss_cls: 3.5704, loss: 3.5704, grad_norm: 7.3488 2020-09-17 22:41:37,132 - mmaction - INFO - Epoch [6][2620/3520] lr: 5.000e-03, eta: 3 days, 13:44:30, time: 1.956, data_time: 0.008, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5042, loss_cls: 3.3696, loss: 3.3696, grad_norm: 7.3001 2020-09-17 22:42:15,651 - mmaction - INFO - Epoch [6][2640/3520] lr: 5.000e-03, eta: 3 days, 13:43:42, time: 1.925, data_time: 0.483, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4865, loss_cls: 3.3669, loss: 3.3669, grad_norm: 7.4485 2020-09-17 22:42:56,085 - mmaction - INFO - Epoch [6][2660/3520] lr: 5.000e-03, eta: 3 days, 13:43:08, time: 2.020, data_time: 1.230, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4802, loss_cls: 3.4452, loss: 3.4452, grad_norm: 7.4566 2020-09-17 22:43:35,706 - mmaction - INFO - Epoch [6][2680/3520] lr: 5.000e-03, eta: 3 days, 13:42:29, time: 1.982, data_time: 1.355, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5021, loss_cls: 3.3938, loss: 3.3938, grad_norm: 7.4459 2020-09-17 22:44:15,778 - mmaction - INFO - Epoch [6][2700/3520] lr: 5.000e-03, eta: 3 days, 13:41:53, time: 2.004, data_time: 0.367, memory: 8337, top1_acc: 0.2469, top5_acc: 0.4865, loss_cls: 3.4395, loss: 3.4395, grad_norm: 7.5513 2020-09-17 22:44:53,721 - mmaction - INFO - Epoch [6][2720/3520] lr: 5.000e-03, eta: 3 days, 13:41:00, time: 1.899, data_time: 0.009, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4729, loss_cls: 3.4522, loss: 3.4522, grad_norm: 7.4140 2020-09-17 22:45:32,892 - mmaction - INFO - Epoch [6][2740/3520] lr: 5.000e-03, eta: 3 days, 13:40:17, time: 1.954, data_time: 0.191, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5042, loss_cls: 3.3078, loss: 3.3078, grad_norm: 7.0560 2020-09-17 22:46:11,094 - mmaction - INFO - Epoch [6][2760/3520] lr: 5.000e-03, eta: 3 days, 13:39:27, time: 1.913, data_time: 0.462, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5104, loss_cls: 3.3886, loss: 3.3886, grad_norm: 7.4474 2020-09-17 22:46:51,000 - mmaction - INFO - Epoch [6][2780/3520] lr: 5.000e-03, eta: 3 days, 13:38:49, time: 1.994, data_time: 0.397, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4604, loss_cls: 3.5166, loss: 3.5166, grad_norm: 7.7573 2020-09-17 22:47:30,603 - mmaction - INFO - Epoch [6][2800/3520] lr: 5.000e-03, eta: 3 days, 13:38:09, time: 1.982, data_time: 1.354, memory: 8337, top1_acc: 0.2437, top5_acc: 0.5083, loss_cls: 3.3440, loss: 3.3440, grad_norm: 7.2352 2020-09-17 22:48:10,356 - mmaction - INFO - Epoch [6][2820/3520] lr: 5.000e-03, eta: 3 days, 13:37:30, time: 1.987, data_time: 0.515, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5052, loss_cls: 3.3588, loss: 3.3588, grad_norm: 7.3029 2020-09-17 22:48:49,430 - mmaction - INFO - Epoch [6][2840/3520] lr: 5.000e-03, eta: 3 days, 13:36:47, time: 1.954, data_time: 0.049, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4688, loss_cls: 3.4299, loss: 3.4299, grad_norm: 7.4369 2020-09-17 22:49:29,130 - mmaction - INFO - Epoch [6][2860/3520] lr: 5.000e-03, eta: 3 days, 13:36:08, time: 1.986, data_time: 0.908, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4865, loss_cls: 3.4052, loss: 3.4052, grad_norm: 7.2756 2020-09-17 22:50:06,773 - mmaction - INFO - Epoch [6][2880/3520] lr: 5.000e-03, eta: 3 days, 13:35:13, time: 1.881, data_time: 0.388, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5250, loss_cls: 3.2640, loss: 3.2640, grad_norm: 7.2063 2020-09-17 22:50:45,588 - mmaction - INFO - Epoch [6][2900/3520] lr: 5.000e-03, eta: 3 days, 13:34:27, time: 1.941, data_time: 0.185, memory: 8337, top1_acc: 0.2031, top5_acc: 0.4354, loss_cls: 3.5717, loss: 3.5717, grad_norm: 7.5032 2020-09-17 22:51:23,780 - mmaction - INFO - Epoch [6][2920/3520] lr: 5.000e-03, eta: 3 days, 13:33:36, time: 1.904, data_time: 0.013, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5146, loss_cls: 3.3189, loss: 3.3189, grad_norm: 7.3718 2020-09-17 22:52:02,148 - mmaction - INFO - Epoch [6][2940/3520] lr: 5.000e-03, eta: 3 days, 13:32:48, time: 1.923, data_time: 1.191, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5052, loss_cls: 3.3387, loss: 3.3387, grad_norm: 7.1637 2020-09-17 22:52:42,080 - mmaction - INFO - Epoch [6][2960/3520] lr: 5.000e-03, eta: 3 days, 13:32:09, time: 1.989, data_time: 0.480, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4990, loss_cls: 3.3771, loss: 3.3771, grad_norm: 7.3981 2020-09-17 22:53:20,490 - mmaction - INFO - Epoch [6][2980/3520] lr: 5.000e-03, eta: 3 days, 13:31:21, time: 1.925, data_time: 0.653, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4781, loss_cls: 3.3881, loss: 3.3881, grad_norm: 7.3263 2020-09-17 22:53:58,185 - mmaction - INFO - Epoch [6][3000/3520] lr: 5.000e-03, eta: 3 days, 13:30:27, time: 1.887, data_time: 0.116, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4927, loss_cls: 3.3884, loss: 3.3884, grad_norm: 7.3430 2020-09-17 22:54:39,826 - mmaction - INFO - Epoch [6][3020/3520] lr: 5.000e-03, eta: 3 days, 13:30:03, time: 2.084, data_time: 0.073, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4760, loss_cls: 3.4508, loss: 3.4508, grad_norm: 7.3337 2020-09-17 22:55:19,070 - mmaction - INFO - Epoch [6][3040/3520] lr: 5.000e-03, eta: 3 days, 13:29:20, time: 1.955, data_time: 0.434, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4979, loss_cls: 3.4233, loss: 3.4233, grad_norm: 7.3945 2020-09-17 22:55:57,932 - mmaction - INFO - Epoch [6][3060/3520] lr: 5.000e-03, eta: 3 days, 13:28:35, time: 1.949, data_time: 0.210, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4719, loss_cls: 3.4201, loss: 3.4201, grad_norm: 7.5064 2020-09-17 22:56:37,975 - mmaction - INFO - Epoch [6][3080/3520] lr: 5.000e-03, eta: 3 days, 13:27:59, time: 2.000, data_time: 0.131, memory: 8337, top1_acc: 0.2458, top5_acc: 0.4906, loss_cls: 3.3712, loss: 3.3712, grad_norm: 7.2493 2020-09-17 22:57:16,769 - mmaction - INFO - Epoch [6][3100/3520] lr: 5.000e-03, eta: 3 days, 13:27:13, time: 1.942, data_time: 0.039, memory: 8337, top1_acc: 0.2302, top5_acc: 0.5094, loss_cls: 3.3918, loss: 3.3918, grad_norm: 7.2859 2020-09-17 22:57:55,731 - mmaction - INFO - Epoch [6][3120/3520] lr: 5.000e-03, eta: 3 days, 13:26:28, time: 1.946, data_time: 0.039, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5167, loss_cls: 3.2994, loss: 3.2994, grad_norm: 7.3565 2020-09-17 22:58:32,761 - mmaction - INFO - Epoch [6][3140/3520] lr: 5.000e-03, eta: 3 days, 13:25:29, time: 1.852, data_time: 0.033, memory: 8337, top1_acc: 0.2250, top5_acc: 0.5156, loss_cls: 3.3232, loss: 3.3232, grad_norm: 7.2312 2020-09-17 22:59:10,942 - mmaction - INFO - Epoch [6][3160/3520] lr: 5.000e-03, eta: 3 days, 13:24:39, time: 1.911, data_time: 0.243, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4760, loss_cls: 3.4563, loss: 3.4563, grad_norm: 7.2811 2020-09-17 22:59:49,515 - mmaction - INFO - Epoch [6][3180/3520] lr: 5.000e-03, eta: 3 days, 13:23:52, time: 1.928, data_time: 0.235, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5135, loss_cls: 3.3200, loss: 3.3200, grad_norm: 7.5229 2020-09-17 23:00:41,523 - mmaction - INFO - Epoch [6][3200/3520] lr: 5.000e-03, eta: 3 days, 13:24:42, time: 2.581, data_time: 0.323, memory: 8337, top1_acc: 0.2313, top5_acc: 0.5177, loss_cls: 3.3484, loss: 3.3484, grad_norm: 7.4466 2020-09-17 23:01:18,244 - mmaction - INFO - Epoch [6][3220/3520] lr: 5.000e-03, eta: 3 days, 13:23:43, time: 1.855, data_time: 0.049, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4875, loss_cls: 3.3388, loss: 3.3388, grad_norm: 7.1142 2020-09-17 23:01:57,549 - mmaction - INFO - Epoch [6][3240/3520] lr: 5.000e-03, eta: 3 days, 13:23:01, time: 1.963, data_time: 0.070, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4833, loss_cls: 3.4276, loss: 3.4276, grad_norm: 7.5125 2020-09-17 23:02:38,349 - mmaction - INFO - Epoch [6][3260/3520] lr: 5.000e-03, eta: 3 days, 13:22:31, time: 2.043, data_time: 0.017, memory: 8337, top1_acc: 0.2292, top5_acc: 0.5031, loss_cls: 3.3667, loss: 3.3667, grad_norm: 7.3741 2020-09-17 23:03:18,421 - mmaction - INFO - Epoch [6][3280/3520] lr: 5.000e-03, eta: 3 days, 13:21:54, time: 2.004, data_time: 0.316, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4896, loss_cls: 3.3723, loss: 3.3723, grad_norm: 7.2707 2020-09-17 23:03:56,790 - mmaction - INFO - Epoch [6][3300/3520] lr: 5.000e-03, eta: 3 days, 13:21:05, time: 1.916, data_time: 0.007, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5031, loss_cls: 3.3775, loss: 3.3775, grad_norm: 7.4042 2020-09-17 23:04:35,339 - mmaction - INFO - Epoch [6][3320/3520] lr: 5.000e-03, eta: 3 days, 13:20:18, time: 1.928, data_time: 0.200, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4708, loss_cls: 3.4604, loss: 3.4604, grad_norm: 7.3783 2020-09-17 23:05:16,002 - mmaction - INFO - Epoch [6][3340/3520] lr: 5.000e-03, eta: 3 days, 13:19:46, time: 2.035, data_time: 0.057, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5094, loss_cls: 3.4119, loss: 3.4119, grad_norm: 7.3632 2020-09-17 23:05:53,335 - mmaction - INFO - Epoch [6][3360/3520] lr: 5.000e-03, eta: 3 days, 13:18:49, time: 1.865, data_time: 0.298, memory: 8337, top1_acc: 0.2042, top5_acc: 0.4708, loss_cls: 3.4633, loss: 3.4633, grad_norm: 7.4098 2020-09-17 23:06:32,188 - mmaction - INFO - Epoch [6][3380/3520] lr: 5.000e-03, eta: 3 days, 13:18:04, time: 1.943, data_time: 0.019, memory: 8337, top1_acc: 0.2146, top5_acc: 0.4833, loss_cls: 3.4586, loss: 3.4586, grad_norm: 7.4529 2020-09-17 23:07:11,990 - mmaction - INFO - Epoch [6][3400/3520] lr: 5.000e-03, eta: 3 days, 13:17:26, time: 1.989, data_time: 0.131, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5198, loss_cls: 3.3867, loss: 3.3867, grad_norm: 7.4054 2020-09-17 23:07:49,528 - mmaction - INFO - Epoch [6][3420/3520] lr: 5.000e-03, eta: 3 days, 13:16:31, time: 1.878, data_time: 0.091, memory: 8337, top1_acc: 0.2000, top5_acc: 0.4729, loss_cls: 3.5138, loss: 3.5138, grad_norm: 7.4218 2020-09-17 23:08:29,968 - mmaction - INFO - Epoch [6][3440/3520] lr: 5.000e-03, eta: 3 days, 13:15:56, time: 2.014, data_time: 0.072, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4875, loss_cls: 3.3945, loss: 3.3945, grad_norm: 7.2244 2020-09-17 23:09:06,268 - mmaction - INFO - Epoch [6][3460/3520] lr: 5.000e-03, eta: 3 days, 13:14:53, time: 1.824, data_time: 0.194, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4802, loss_cls: 3.4567, loss: 3.4567, grad_norm: 7.4405 2020-09-17 23:09:43,860 - mmaction - INFO - Epoch [6][3480/3520] lr: 5.000e-03, eta: 3 days, 13:13:58, time: 1.876, data_time: 0.261, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5115, loss_cls: 3.3283, loss: 3.3283, grad_norm: 7.2055 2020-09-17 23:10:23,777 - mmaction - INFO - Epoch [6][3500/3520] lr: 5.000e-03, eta: 3 days, 13:13:21, time: 1.999, data_time: 0.613, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4771, loss_cls: 3.3992, loss: 3.3992, grad_norm: 7.2100 2020-09-17 23:11:00,598 - mmaction - INFO - Epoch [6][3520/3520] lr: 5.000e-03, eta: 3 days, 13:12:21, time: 1.841, data_time: 0.236, memory: 8337, top1_acc: 0.2152, top5_acc: 0.4696, loss_cls: 3.5044, loss: 3.5044, grad_norm: 7.3016 2020-09-17 23:11:21,518 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-17 23:27:44,341 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-17 23:27:44,935 - mmaction - INFO - top1_acc 0.1857 top5_acc 0.4301 2020-09-17 23:27:44,936 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-17 23:27:45,081 - mmaction - INFO - mean_acc 0.1209 2020-09-17 23:27:45,081 - mmaction - INFO - Now best checkpoint is epoch_6.pth 2020-09-17 23:27:45,113 - mmaction - INFO - Epoch(val) [6][3520] top1_acc: 0.1857, top5_acc: 0.4301, mean_class_accuracy: 0.1209 2020-09-17 23:30:05,544 - mmaction - INFO - Epoch [7][20/3520] lr: 5.000e-03, eta: 3 days, 13:23:56, time: 6.991, data_time: 5.095, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5323, loss_cls: 3.3002, loss: 3.3002, grad_norm: 7.2235 2020-09-17 23:30:42,513 - mmaction - INFO - Epoch [7][40/3520] lr: 5.000e-03, eta: 3 days, 13:23:00, time: 1.876, data_time: 0.513, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4938, loss_cls: 3.3660, loss: 3.3660, grad_norm: 7.2799 2020-09-17 23:31:21,573 - mmaction - INFO - Epoch [7][60/3520] lr: 5.000e-03, eta: 3 days, 13:22:15, time: 1.951, data_time: 0.409, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5250, loss_cls: 3.3131, loss: 3.3131, grad_norm: 7.0351 2020-09-17 23:32:01,358 - mmaction - INFO - Epoch [7][80/3520] lr: 5.000e-03, eta: 3 days, 13:21:37, time: 1.990, data_time: 0.769, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5010, loss_cls: 3.3439, loss: 3.3439, grad_norm: 7.2188 2020-09-17 23:32:41,118 - mmaction - INFO - Epoch [7][100/3520] lr: 5.000e-03, eta: 3 days, 13:20:57, time: 1.985, data_time: 1.222, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5062, loss_cls: 3.3733, loss: 3.3733, grad_norm: 7.3126 2020-09-17 23:33:20,588 - mmaction - INFO - Epoch [7][120/3520] lr: 5.000e-03, eta: 3 days, 13:20:16, time: 1.974, data_time: 0.110, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5031, loss_cls: 3.3744, loss: 3.3744, grad_norm: 7.4083 2020-09-17 23:34:00,072 - mmaction - INFO - Epoch [7][140/3520] lr: 5.000e-03, eta: 3 days, 13:19:35, time: 1.976, data_time: 0.624, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5031, loss_cls: 3.3595, loss: 3.3595, grad_norm: 7.2877 2020-09-17 23:34:38,283 - mmaction - INFO - Epoch [7][160/3520] lr: 5.000e-03, eta: 3 days, 13:18:44, time: 1.909, data_time: 0.156, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5135, loss_cls: 3.3270, loss: 3.3270, grad_norm: 7.2695 2020-09-17 23:35:17,955 - mmaction - INFO - Epoch [7][180/3520] lr: 5.000e-03, eta: 3 days, 13:18:04, time: 1.986, data_time: 0.861, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5094, loss_cls: 3.2624, loss: 3.2624, grad_norm: 7.2429 2020-09-17 23:35:57,797 - mmaction - INFO - Epoch [7][200/3520] lr: 5.000e-03, eta: 3 days, 13:17:25, time: 1.989, data_time: 0.418, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5219, loss_cls: 3.3425, loss: 3.3425, grad_norm: 7.3885 2020-09-17 23:36:37,078 - mmaction - INFO - Epoch [7][220/3520] lr: 5.000e-03, eta: 3 days, 13:16:43, time: 1.967, data_time: 1.234, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5052, loss_cls: 3.3701, loss: 3.3701, grad_norm: 7.4175 2020-09-17 23:37:17,662 - mmaction - INFO - Epoch [7][240/3520] lr: 5.000e-03, eta: 3 days, 13:16:09, time: 2.025, data_time: 0.007, memory: 8337, top1_acc: 0.2573, top5_acc: 0.4990, loss_cls: 3.3627, loss: 3.3627, grad_norm: 7.3669 2020-09-17 23:37:54,816 - mmaction - INFO - Epoch [7][260/3520] lr: 5.000e-03, eta: 3 days, 13:15:11, time: 1.861, data_time: 0.020, memory: 8337, top1_acc: 0.2573, top5_acc: 0.4896, loss_cls: 3.3608, loss: 3.3608, grad_norm: 7.4542 2020-09-17 23:38:35,165 - mmaction - INFO - Epoch [7][280/3520] lr: 5.000e-03, eta: 3 days, 13:14:36, time: 2.017, data_time: 0.057, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5354, loss_cls: 3.2324, loss: 3.2324, grad_norm: 7.4889 2020-09-17 23:39:13,510 - mmaction - INFO - Epoch [7][300/3520] lr: 5.000e-03, eta: 3 days, 13:13:47, time: 1.918, data_time: 0.472, memory: 8337, top1_acc: 0.2354, top5_acc: 0.5042, loss_cls: 3.3508, loss: 3.3508, grad_norm: 7.2262 2020-09-17 23:39:52,268 - mmaction - INFO - Epoch [7][320/3520] lr: 5.000e-03, eta: 3 days, 13:13:00, time: 1.938, data_time: 1.146, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5365, loss_cls: 3.2106, loss: 3.2106, grad_norm: 6.8529 2020-09-17 23:40:33,541 - mmaction - INFO - Epoch [7][340/3520] lr: 5.000e-03, eta: 3 days, 13:12:32, time: 2.064, data_time: 0.090, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5167, loss_cls: 3.2885, loss: 3.2885, grad_norm: 7.4747 2020-09-17 23:41:13,703 - mmaction - INFO - Epoch [7][360/3520] lr: 5.000e-03, eta: 3 days, 13:11:55, time: 2.005, data_time: 0.036, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4906, loss_cls: 3.3984, loss: 3.3984, grad_norm: 7.3080 2020-09-17 23:41:51,494 - mmaction - INFO - Epoch [7][380/3520] lr: 5.000e-03, eta: 3 days, 13:11:02, time: 1.893, data_time: 0.020, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4781, loss_cls: 3.4401, loss: 3.4401, grad_norm: 7.7229 2020-09-17 23:42:31,259 - mmaction - INFO - Epoch [7][400/3520] lr: 5.000e-03, eta: 3 days, 13:10:22, time: 1.983, data_time: 0.208, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4698, loss_cls: 3.4116, loss: 3.4116, grad_norm: 7.4738 2020-09-17 23:43:09,241 - mmaction - INFO - Epoch [7][420/3520] lr: 5.000e-03, eta: 3 days, 13:09:31, time: 1.903, data_time: 0.289, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4948, loss_cls: 3.3852, loss: 3.3852, grad_norm: 7.5294 2020-09-17 23:43:47,373 - mmaction - INFO - Epoch [7][440/3520] lr: 5.000e-03, eta: 3 days, 13:08:40, time: 1.905, data_time: 0.191, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5021, loss_cls: 3.4039, loss: 3.4039, grad_norm: 7.3459 2020-09-17 23:44:28,295 - mmaction - INFO - Epoch [7][460/3520] lr: 5.000e-03, eta: 3 days, 13:08:09, time: 2.048, data_time: 0.498, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5031, loss_cls: 3.3746, loss: 3.3746, grad_norm: 7.2507 2020-09-17 23:45:07,129 - mmaction - INFO - Epoch [7][480/3520] lr: 5.000e-03, eta: 3 days, 13:07:23, time: 1.940, data_time: 0.773, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5333, loss_cls: 3.2208, loss: 3.2208, grad_norm: 7.3122 2020-09-17 23:45:46,567 - mmaction - INFO - Epoch [7][500/3520] lr: 5.000e-03, eta: 3 days, 13:06:42, time: 1.973, data_time: 0.227, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4917, loss_cls: 3.3533, loss: 3.3533, grad_norm: 7.3895 2020-09-17 23:46:24,981 - mmaction - INFO - Epoch [7][520/3520] lr: 5.000e-03, eta: 3 days, 13:05:53, time: 1.920, data_time: 0.259, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4833, loss_cls: 3.4585, loss: 3.4585, grad_norm: 7.5763 2020-09-17 23:47:03,892 - mmaction - INFO - Epoch [7][540/3520] lr: 5.000e-03, eta: 3 days, 13:05:06, time: 1.936, data_time: 0.280, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4885, loss_cls: 3.3931, loss: 3.3931, grad_norm: 7.6030 2020-09-17 23:47:43,124 - mmaction - INFO - Epoch [7][560/3520] lr: 5.000e-03, eta: 3 days, 13:04:25, time: 1.971, data_time: 0.330, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5125, loss_cls: 3.3179, loss: 3.3179, grad_norm: 7.2748 2020-09-17 23:48:20,815 - mmaction - INFO - Epoch [7][580/3520] lr: 5.000e-03, eta: 3 days, 13:03:31, time: 1.884, data_time: 0.213, memory: 8337, top1_acc: 0.2365, top5_acc: 0.5042, loss_cls: 3.3467, loss: 3.3467, grad_norm: 7.4059 2020-09-17 23:49:00,574 - mmaction - INFO - Epoch [7][600/3520] lr: 5.000e-03, eta: 3 days, 13:02:51, time: 1.983, data_time: 0.010, memory: 8337, top1_acc: 0.2188, top5_acc: 0.4760, loss_cls: 3.4415, loss: 3.4415, grad_norm: 7.6644 2020-09-17 23:49:42,360 - mmaction - INFO - Epoch [7][620/3520] lr: 5.000e-03, eta: 3 days, 13:02:27, time: 2.095, data_time: 0.010, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4729, loss_cls: 3.4677, loss: 3.4677, grad_norm: 7.3889 2020-09-17 23:50:20,357 - mmaction - INFO - Epoch [7][640/3520] lr: 5.000e-03, eta: 3 days, 13:01:34, time: 1.895, data_time: 0.188, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5063, loss_cls: 3.3390, loss: 3.3390, grad_norm: 7.4621 2020-09-17 23:51:01,345 - mmaction - INFO - Epoch [7][660/3520] lr: 5.000e-03, eta: 3 days, 13:01:04, time: 2.053, data_time: 0.018, memory: 8337, top1_acc: 0.2510, top5_acc: 0.4792, loss_cls: 3.4194, loss: 3.4194, grad_norm: 7.4937 2020-09-17 23:51:38,757 - mmaction - INFO - Epoch [7][680/3520] lr: 5.000e-03, eta: 3 days, 13:00:09, time: 1.870, data_time: 0.043, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4896, loss_cls: 3.3822, loss: 3.3822, grad_norm: 7.2645 2020-09-17 23:52:18,720 - mmaction - INFO - Epoch [7][700/3520] lr: 5.000e-03, eta: 3 days, 12:59:31, time: 1.999, data_time: 0.075, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5135, loss_cls: 3.2815, loss: 3.2815, grad_norm: 7.1859 2020-09-17 23:52:57,255 - mmaction - INFO - Epoch [7][720/3520] lr: 5.000e-03, eta: 3 days, 12:58:43, time: 1.924, data_time: 0.490, memory: 8337, top1_acc: 0.2552, top5_acc: 0.4854, loss_cls: 3.3554, loss: 3.3554, grad_norm: 7.1707 2020-09-17 23:53:36,796 - mmaction - INFO - Epoch [7][740/3520] lr: 5.000e-03, eta: 3 days, 12:58:02, time: 1.979, data_time: 0.168, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4875, loss_cls: 3.3613, loss: 3.3613, grad_norm: 7.2684 2020-09-17 23:54:16,709 - mmaction - INFO - Epoch [7][760/3520] lr: 5.000e-03, eta: 3 days, 12:57:24, time: 1.991, data_time: 0.875, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5021, loss_cls: 3.3754, loss: 3.3754, grad_norm: 7.3013 2020-09-17 23:54:53,218 - mmaction - INFO - Epoch [7][780/3520] lr: 5.000e-03, eta: 3 days, 12:56:22, time: 1.830, data_time: 0.363, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5198, loss_cls: 3.2797, loss: 3.2797, grad_norm: 7.2152 2020-09-17 23:55:32,345 - mmaction - INFO - Epoch [7][800/3520] lr: 5.000e-03, eta: 3 days, 12:55:38, time: 1.953, data_time: 0.565, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5302, loss_cls: 3.2754, loss: 3.2754, grad_norm: 7.1359 2020-09-17 23:56:12,123 - mmaction - INFO - Epoch [7][820/3520] lr: 5.000e-03, eta: 3 days, 12:55:00, time: 1.992, data_time: 0.384, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4917, loss_cls: 3.3892, loss: 3.3892, grad_norm: 7.3112 2020-09-17 23:56:50,276 - mmaction - INFO - Epoch [7][840/3520] lr: 5.000e-03, eta: 3 days, 12:54:09, time: 1.906, data_time: 0.310, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4969, loss_cls: 3.3795, loss: 3.3795, grad_norm: 7.5809 2020-09-17 23:57:29,998 - mmaction - INFO - Epoch [7][860/3520] lr: 5.000e-03, eta: 3 days, 12:53:29, time: 1.983, data_time: 0.007, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5240, loss_cls: 3.2850, loss: 3.2850, grad_norm: 7.4481 2020-09-17 23:58:09,291 - mmaction - INFO - Epoch [7][880/3520] lr: 5.000e-03, eta: 3 days, 12:52:47, time: 1.969, data_time: 0.122, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4844, loss_cls: 3.4192, loss: 3.4192, grad_norm: 7.3085 2020-09-17 23:58:48,740 - mmaction - INFO - Epoch [7][900/3520] lr: 5.000e-03, eta: 3 days, 12:52:06, time: 1.973, data_time: 0.143, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5208, loss_cls: 3.3389, loss: 3.3389, grad_norm: 7.3213 2020-09-17 23:59:25,804 - mmaction - INFO - Epoch [7][920/3520] lr: 5.000e-03, eta: 3 days, 12:51:07, time: 1.850, data_time: 0.403, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5031, loss_cls: 3.3303, loss: 3.3303, grad_norm: 7.4428 2020-09-18 00:00:12,068 - mmaction - INFO - Epoch [7][940/3520] lr: 5.000e-03, eta: 3 days, 12:51:12, time: 2.298, data_time: 0.008, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4938, loss_cls: 3.3433, loss: 3.3433, grad_norm: 7.3759 2020-09-18 00:00:50,578 - mmaction - INFO - Epoch [7][960/3520] lr: 5.000e-03, eta: 3 days, 12:50:26, time: 1.941, data_time: 0.339, memory: 8337, top1_acc: 0.2115, top5_acc: 0.4938, loss_cls: 3.3764, loss: 3.3764, grad_norm: 7.5878 2020-09-18 00:01:29,363 - mmaction - INFO - Epoch [7][980/3520] lr: 5.000e-03, eta: 3 days, 12:49:40, time: 1.943, data_time: 0.101, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5031, loss_cls: 3.3793, loss: 3.3793, grad_norm: 7.6074 2020-09-18 00:02:09,161 - mmaction - INFO - Epoch [7][1000/3520] lr: 5.000e-03, eta: 3 days, 12:49:01, time: 1.989, data_time: 0.073, memory: 8337, top1_acc: 0.2250, top5_acc: 0.5000, loss_cls: 3.4486, loss: 3.4486, grad_norm: 7.7196 2020-09-18 00:02:48,249 - mmaction - INFO - Epoch [7][1020/3520] lr: 5.000e-03, eta: 3 days, 12:48:17, time: 1.953, data_time: 0.130, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4906, loss_cls: 3.3960, loss: 3.3960, grad_norm: 7.6061 2020-09-18 00:03:27,706 - mmaction - INFO - Epoch [7][1040/3520] lr: 5.000e-03, eta: 3 days, 12:47:36, time: 1.974, data_time: 0.103, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4667, loss_cls: 3.4055, loss: 3.4055, grad_norm: 7.3216 2020-09-18 00:04:06,482 - mmaction - INFO - Epoch [7][1060/3520] lr: 5.000e-03, eta: 3 days, 12:46:50, time: 1.939, data_time: 0.263, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4792, loss_cls: 3.4225, loss: 3.4225, grad_norm: 7.6105 2020-09-18 00:04:44,643 - mmaction - INFO - Epoch [7][1080/3520] lr: 5.000e-03, eta: 3 days, 12:46:00, time: 1.908, data_time: 0.363, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5052, loss_cls: 3.3671, loss: 3.3671, grad_norm: 7.5755 2020-09-18 00:05:25,472 - mmaction - INFO - Epoch [7][1100/3520] lr: 5.000e-03, eta: 3 days, 12:45:28, time: 2.039, data_time: 0.062, memory: 8337, top1_acc: 0.2104, top5_acc: 0.4552, loss_cls: 3.4964, loss: 3.4964, grad_norm: 7.4085 2020-09-18 00:06:03,748 - mmaction - INFO - Epoch [7][1120/3520] lr: 5.000e-03, eta: 3 days, 12:44:39, time: 1.917, data_time: 0.495, memory: 8337, top1_acc: 0.2438, top5_acc: 0.4865, loss_cls: 3.4123, loss: 3.4123, grad_norm: 7.5405 2020-09-18 00:06:44,172 - mmaction - INFO - Epoch [7][1140/3520] lr: 5.000e-03, eta: 3 days, 12:44:04, time: 2.019, data_time: 0.711, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5021, loss_cls: 3.2970, loss: 3.2970, grad_norm: 7.3333 2020-09-18 00:07:23,288 - mmaction - INFO - Epoch [7][1160/3520] lr: 5.000e-03, eta: 3 days, 12:43:21, time: 1.958, data_time: 0.059, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5240, loss_cls: 3.2762, loss: 3.2762, grad_norm: 7.4882 2020-09-18 00:08:01,766 - mmaction - INFO - Epoch [7][1180/3520] lr: 5.000e-03, eta: 3 days, 12:42:32, time: 1.921, data_time: 0.017, memory: 8337, top1_acc: 0.2625, top5_acc: 0.4802, loss_cls: 3.4243, loss: 3.4243, grad_norm: 7.3939 2020-09-18 00:08:40,940 - mmaction - INFO - Epoch [7][1200/3520] lr: 5.000e-03, eta: 3 days, 12:41:49, time: 1.961, data_time: 0.023, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4917, loss_cls: 3.3335, loss: 3.3335, grad_norm: 7.4961 2020-09-18 00:09:19,296 - mmaction - INFO - Epoch [7][1220/3520] lr: 5.000e-03, eta: 3 days, 12:41:00, time: 1.915, data_time: 0.008, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5188, loss_cls: 3.2819, loss: 3.2819, grad_norm: 7.6483 2020-09-18 00:09:57,732 - mmaction - INFO - Epoch [7][1240/3520] lr: 5.000e-03, eta: 3 days, 12:40:12, time: 1.925, data_time: 0.101, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4833, loss_cls: 3.4220, loss: 3.4220, grad_norm: 7.6257 2020-09-18 00:10:37,324 - mmaction - INFO - Epoch [7][1260/3520] lr: 5.000e-03, eta: 3 days, 12:39:32, time: 1.980, data_time: 0.160, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5052, loss_cls: 3.3701, loss: 3.3701, grad_norm: 7.5326 2020-09-18 00:11:17,144 - mmaction - INFO - Epoch [7][1280/3520] lr: 5.000e-03, eta: 3 days, 12:38:53, time: 1.990, data_time: 0.813, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5073, loss_cls: 3.3162, loss: 3.3162, grad_norm: 7.4967 2020-09-18 00:11:57,220 - mmaction - INFO - Epoch [7][1300/3520] lr: 5.000e-03, eta: 3 days, 12:38:16, time: 2.003, data_time: 0.169, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5063, loss_cls: 3.3557, loss: 3.3557, grad_norm: 7.2490 2020-09-18 00:12:39,593 - mmaction - INFO - Epoch [7][1320/3520] lr: 5.000e-03, eta: 3 days, 12:37:55, time: 2.120, data_time: 0.046, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5135, loss_cls: 3.3839, loss: 3.3839, grad_norm: 7.5649 2020-09-18 00:13:16,525 - mmaction - INFO - Epoch [7][1340/3520] lr: 5.000e-03, eta: 3 days, 12:36:57, time: 1.847, data_time: 0.020, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5073, loss_cls: 3.3479, loss: 3.3479, grad_norm: 7.4602 2020-09-18 00:13:55,892 - mmaction - INFO - Epoch [7][1360/3520] lr: 5.000e-03, eta: 3 days, 12:36:15, time: 1.967, data_time: 0.311, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4740, loss_cls: 3.4292, loss: 3.4292, grad_norm: 7.3409 2020-09-18 00:14:35,164 - mmaction - INFO - Epoch [7][1380/3520] lr: 5.000e-03, eta: 3 days, 12:35:33, time: 1.965, data_time: 0.190, memory: 8337, top1_acc: 0.2552, top5_acc: 0.4948, loss_cls: 3.3136, loss: 3.3136, grad_norm: 7.5728 2020-09-18 00:15:12,898 - mmaction - INFO - Epoch [7][1400/3520] lr: 5.000e-03, eta: 3 days, 12:34:39, time: 1.885, data_time: 0.477, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4896, loss_cls: 3.3485, loss: 3.3485, grad_norm: 7.4766 2020-09-18 00:15:51,258 - mmaction - INFO - Epoch [7][1420/3520] lr: 5.000e-03, eta: 3 days, 12:33:51, time: 1.918, data_time: 0.215, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4979, loss_cls: 3.3878, loss: 3.3878, grad_norm: 7.4472 2020-09-18 00:16:30,117 - mmaction - INFO - Epoch [7][1440/3520] lr: 5.000e-03, eta: 3 days, 12:33:05, time: 1.942, data_time: 0.083, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4958, loss_cls: 3.3585, loss: 3.3585, grad_norm: 7.0453 2020-09-18 00:17:08,503 - mmaction - INFO - Epoch [7][1460/3520] lr: 5.000e-03, eta: 3 days, 12:32:17, time: 1.922, data_time: 0.737, memory: 8337, top1_acc: 0.2333, top5_acc: 0.5021, loss_cls: 3.3853, loss: 3.3853, grad_norm: 7.3847 2020-09-18 00:17:47,193 - mmaction - INFO - Epoch [7][1480/3520] lr: 5.000e-03, eta: 3 days, 12:31:30, time: 1.931, data_time: 0.042, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5062, loss_cls: 3.3281, loss: 3.3281, grad_norm: 7.3597 2020-09-18 00:18:25,521 - mmaction - INFO - Epoch [7][1500/3520] lr: 5.000e-03, eta: 3 days, 12:30:42, time: 1.920, data_time: 0.130, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5083, loss_cls: 3.2616, loss: 3.2616, grad_norm: 7.3044 2020-09-18 00:19:05,826 - mmaction - INFO - Epoch [7][1520/3520] lr: 5.000e-03, eta: 3 days, 12:30:07, time: 2.014, data_time: 0.194, memory: 8337, top1_acc: 0.2375, top5_acc: 0.4792, loss_cls: 3.3915, loss: 3.3915, grad_norm: 7.4850 2020-09-18 00:19:45,607 - mmaction - INFO - Epoch [7][1540/3520] lr: 5.000e-03, eta: 3 days, 12:29:28, time: 1.990, data_time: 0.103, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5250, loss_cls: 3.2394, loss: 3.2394, grad_norm: 7.5101 2020-09-18 00:20:25,608 - mmaction - INFO - Epoch [7][1560/3520] lr: 5.000e-03, eta: 3 days, 12:28:50, time: 1.999, data_time: 0.377, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5000, loss_cls: 3.3899, loss: 3.3899, grad_norm: 7.1820 2020-09-18 00:21:06,312 - mmaction - INFO - Epoch [7][1580/3520] lr: 5.000e-03, eta: 3 days, 12:28:17, time: 2.033, data_time: 0.108, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4885, loss_cls: 3.3534, loss: 3.3534, grad_norm: 7.2674 2020-09-18 00:21:44,776 - mmaction - INFO - Epoch [7][1600/3520] lr: 5.000e-03, eta: 3 days, 12:27:30, time: 1.926, data_time: 0.957, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5094, loss_cls: 3.2309, loss: 3.2309, grad_norm: 7.5836 2020-09-18 00:22:24,481 - mmaction - INFO - Epoch [7][1620/3520] lr: 5.000e-03, eta: 3 days, 12:26:50, time: 1.982, data_time: 0.429, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4969, loss_cls: 3.3523, loss: 3.3523, grad_norm: 7.3227 2020-09-18 00:23:04,558 - mmaction - INFO - Epoch [7][1640/3520] lr: 5.000e-03, eta: 3 days, 12:26:13, time: 2.004, data_time: 0.258, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5042, loss_cls: 3.3263, loss: 3.3263, grad_norm: 7.4245 2020-09-18 00:23:44,540 - mmaction - INFO - Epoch [7][1660/3520] lr: 5.000e-03, eta: 3 days, 12:25:36, time: 2.000, data_time: 0.295, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4979, loss_cls: 3.3666, loss: 3.3666, grad_norm: 7.3447 2020-09-18 00:24:23,306 - mmaction - INFO - Epoch [7][1680/3520] lr: 5.000e-03, eta: 3 days, 12:24:50, time: 1.939, data_time: 0.320, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5031, loss_cls: 3.3864, loss: 3.3864, grad_norm: 7.5703 2020-09-18 00:25:02,365 - mmaction - INFO - Epoch [7][1700/3520] lr: 5.000e-03, eta: 3 days, 12:24:06, time: 1.954, data_time: 0.514, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5260, loss_cls: 3.2148, loss: 3.2148, grad_norm: 7.2001 2020-09-18 00:25:40,407 - mmaction - INFO - Epoch [7][1720/3520] lr: 5.000e-03, eta: 3 days, 12:23:16, time: 1.902, data_time: 0.922, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5125, loss_cls: 3.2697, loss: 3.2697, grad_norm: 7.2652 2020-09-18 00:26:20,942 - mmaction - INFO - Epoch [7][1740/3520] lr: 5.000e-03, eta: 3 days, 12:22:40, time: 2.017, data_time: 0.007, memory: 8337, top1_acc: 0.2563, top5_acc: 0.4969, loss_cls: 3.3194, loss: 3.3194, grad_norm: 7.1801 2020-09-18 00:27:00,035 - mmaction - INFO - Epoch [7][1760/3520] lr: 5.000e-03, eta: 3 days, 12:21:58, time: 1.965, data_time: 0.027, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5271, loss_cls: 3.2201, loss: 3.2201, grad_norm: 7.2193 2020-09-18 00:27:38,501 - mmaction - INFO - Epoch [7][1780/3520] lr: 5.000e-03, eta: 3 days, 12:21:10, time: 1.922, data_time: 0.028, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5271, loss_cls: 3.2805, loss: 3.2805, grad_norm: 7.5033 2020-09-18 00:28:17,754 - mmaction - INFO - Epoch [7][1800/3520] lr: 5.000e-03, eta: 3 days, 12:20:28, time: 1.964, data_time: 0.308, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4823, loss_cls: 3.4432, loss: 3.4432, grad_norm: 7.4682 2020-09-18 00:28:55,745 - mmaction - INFO - Epoch [7][1820/3520] lr: 5.000e-03, eta: 3 days, 12:19:37, time: 1.897, data_time: 0.490, memory: 8337, top1_acc: 0.2333, top5_acc: 0.5000, loss_cls: 3.3593, loss: 3.3593, grad_norm: 7.3291 2020-09-18 00:29:35,976 - mmaction - INFO - Epoch [7][1840/3520] lr: 5.000e-03, eta: 3 days, 12:19:01, time: 2.013, data_time: 0.302, memory: 8337, top1_acc: 0.2281, top5_acc: 0.5031, loss_cls: 3.3793, loss: 3.3793, grad_norm: 7.6678 2020-09-18 00:30:15,122 - mmaction - INFO - Epoch [7][1860/3520] lr: 5.000e-03, eta: 3 days, 12:18:18, time: 1.953, data_time: 0.020, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4875, loss_cls: 3.4089, loss: 3.4089, grad_norm: 7.6255 2020-09-18 00:30:54,014 - mmaction - INFO - Epoch [7][1880/3520] lr: 5.000e-03, eta: 3 days, 12:17:33, time: 1.949, data_time: 1.035, memory: 8337, top1_acc: 0.2573, top5_acc: 0.4875, loss_cls: 3.3604, loss: 3.3604, grad_norm: 7.4920 2020-09-18 00:31:33,558 - mmaction - INFO - Epoch [7][1900/3520] lr: 5.000e-03, eta: 3 days, 12:16:52, time: 1.973, data_time: 1.286, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4958, loss_cls: 3.4176, loss: 3.4176, grad_norm: 7.2979 2020-09-18 00:32:13,942 - mmaction - INFO - Epoch [7][1920/3520] lr: 5.000e-03, eta: 3 days, 12:16:18, time: 2.020, data_time: 0.110, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5000, loss_cls: 3.4086, loss: 3.4086, grad_norm: 7.2855 2020-09-18 00:32:53,703 - mmaction - INFO - Epoch [7][1940/3520] lr: 5.000e-03, eta: 3 days, 12:15:39, time: 1.991, data_time: 0.621, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5177, loss_cls: 3.2973, loss: 3.2973, grad_norm: 7.6750 2020-09-18 00:33:33,840 - mmaction - INFO - Epoch [7][1960/3520] lr: 5.000e-03, eta: 3 days, 12:15:02, time: 2.007, data_time: 0.106, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4958, loss_cls: 3.3803, loss: 3.3803, grad_norm: 7.2474 2020-09-18 00:34:11,696 - mmaction - INFO - Epoch [7][1980/3520] lr: 5.000e-03, eta: 3 days, 12:14:10, time: 1.891, data_time: 0.137, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4719, loss_cls: 3.4271, loss: 3.4271, grad_norm: 7.5105 2020-09-18 00:34:49,851 - mmaction - INFO - Epoch [7][2000/3520] lr: 5.000e-03, eta: 3 days, 12:13:21, time: 1.909, data_time: 0.542, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4948, loss_cls: 3.3618, loss: 3.3618, grad_norm: 7.3363 2020-09-18 00:35:31,075 - mmaction - INFO - Epoch [7][2020/3520] lr: 5.000e-03, eta: 3 days, 12:12:51, time: 2.054, data_time: 0.728, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5083, loss_cls: 3.3004, loss: 3.3004, grad_norm: 7.2944 2020-09-18 00:36:10,591 - mmaction - INFO - Epoch [7][2040/3520] lr: 5.000e-03, eta: 3 days, 12:12:10, time: 1.980, data_time: 0.665, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5531, loss_cls: 3.2300, loss: 3.2300, grad_norm: 7.7360 2020-09-18 00:36:48,743 - mmaction - INFO - Epoch [7][2060/3520] lr: 5.000e-03, eta: 3 days, 12:11:21, time: 1.911, data_time: 0.038, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5188, loss_cls: 3.3235, loss: 3.3235, grad_norm: 7.4631 2020-09-18 00:37:26,730 - mmaction - INFO - Epoch [7][2080/3520] lr: 5.000e-03, eta: 3 days, 12:10:30, time: 1.897, data_time: 0.189, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4917, loss_cls: 3.3784, loss: 3.3784, grad_norm: 7.7508 2020-09-18 00:38:05,172 - mmaction - INFO - Epoch [7][2100/3520] lr: 5.000e-03, eta: 3 days, 12:09:43, time: 1.924, data_time: 0.162, memory: 8337, top1_acc: 0.2260, top5_acc: 0.5167, loss_cls: 3.3454, loss: 3.3454, grad_norm: 7.4569 2020-09-18 00:38:46,158 - mmaction - INFO - Epoch [7][2120/3520] lr: 5.000e-03, eta: 3 days, 12:09:12, time: 2.049, data_time: 0.207, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4854, loss_cls: 3.4064, loss: 3.4064, grad_norm: 7.3517 2020-09-18 00:39:24,219 - mmaction - INFO - Epoch [7][2140/3520] lr: 5.000e-03, eta: 3 days, 12:08:21, time: 1.903, data_time: 0.050, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4990, loss_cls: 3.3819, loss: 3.3819, grad_norm: 7.4654 2020-09-18 00:40:04,267 - mmaction - INFO - Epoch [7][2160/3520] lr: 5.000e-03, eta: 3 days, 12:07:45, time: 2.004, data_time: 0.023, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5177, loss_cls: 3.3120, loss: 3.3120, grad_norm: 7.4400 2020-09-18 00:40:43,175 - mmaction - INFO - Epoch [7][2180/3520] lr: 5.000e-03, eta: 3 days, 12:06:59, time: 1.940, data_time: 0.174, memory: 8337, top1_acc: 0.2438, top5_acc: 0.4906, loss_cls: 3.3742, loss: 3.3742, grad_norm: 7.3956 2020-09-18 00:41:23,287 - mmaction - INFO - Epoch [7][2200/3520] lr: 5.000e-03, eta: 3 days, 12:06:23, time: 2.010, data_time: 0.008, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5313, loss_cls: 3.2943, loss: 3.2943, grad_norm: 7.3436 2020-09-18 00:42:00,374 - mmaction - INFO - Epoch [7][2220/3520] lr: 5.000e-03, eta: 3 days, 12:05:27, time: 1.855, data_time: 0.253, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4917, loss_cls: 3.3789, loss: 3.3789, grad_norm: 7.4558 2020-09-18 00:42:40,653 - mmaction - INFO - Epoch [7][2240/3520] lr: 5.000e-03, eta: 3 days, 12:04:51, time: 2.014, data_time: 0.287, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5146, loss_cls: 3.3464, loss: 3.3464, grad_norm: 7.3221 2020-09-18 00:43:19,760 - mmaction - INFO - Epoch [7][2260/3520] lr: 5.000e-03, eta: 3 days, 12:04:07, time: 1.953, data_time: 0.864, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5073, loss_cls: 3.3145, loss: 3.3145, grad_norm: 7.5026 2020-09-18 00:43:58,735 - mmaction - INFO - Epoch [7][2280/3520] lr: 5.000e-03, eta: 3 days, 12:03:24, time: 1.951, data_time: 0.197, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5063, loss_cls: 3.3554, loss: 3.3554, grad_norm: 7.4646 2020-09-18 00:44:36,947 - mmaction - INFO - Epoch [7][2300/3520] lr: 5.000e-03, eta: 3 days, 12:02:35, time: 1.910, data_time: 0.006, memory: 8337, top1_acc: 0.2479, top5_acc: 0.4948, loss_cls: 3.3601, loss: 3.3601, grad_norm: 7.2344 2020-09-18 00:45:16,708 - mmaction - INFO - Epoch [7][2320/3520] lr: 5.000e-03, eta: 3 days, 12:01:56, time: 1.989, data_time: 0.030, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5042, loss_cls: 3.3397, loss: 3.3397, grad_norm: 7.2471 2020-09-18 00:45:54,287 - mmaction - INFO - Epoch [7][2340/3520] lr: 5.000e-03, eta: 3 days, 12:01:02, time: 1.876, data_time: 0.059, memory: 8337, top1_acc: 0.2479, top5_acc: 0.4823, loss_cls: 3.4092, loss: 3.4092, grad_norm: 7.5994 2020-09-18 00:46:31,391 - mmaction - INFO - Epoch [7][2360/3520] lr: 5.000e-03, eta: 3 days, 12:00:06, time: 1.858, data_time: 0.293, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5271, loss_cls: 3.2099, loss: 3.2099, grad_norm: 7.2842 2020-09-18 00:47:11,210 - mmaction - INFO - Epoch [7][2380/3520] lr: 5.000e-03, eta: 3 days, 11:59:28, time: 1.990, data_time: 0.552, memory: 8337, top1_acc: 0.2552, top5_acc: 0.4948, loss_cls: 3.3931, loss: 3.3931, grad_norm: 7.1782 2020-09-18 00:47:49,192 - mmaction - INFO - Epoch [7][2400/3520] lr: 5.000e-03, eta: 3 days, 11:58:37, time: 1.899, data_time: 0.007, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4771, loss_cls: 3.4178, loss: 3.4178, grad_norm: 7.4798 2020-09-18 00:48:28,709 - mmaction - INFO - Epoch [7][2420/3520] lr: 5.000e-03, eta: 3 days, 11:57:56, time: 1.975, data_time: 0.006, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4948, loss_cls: 3.3631, loss: 3.3631, grad_norm: 7.1385 2020-09-18 00:49:07,296 - mmaction - INFO - Epoch [7][2440/3520] lr: 5.000e-03, eta: 3 days, 11:57:10, time: 1.931, data_time: 0.055, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5302, loss_cls: 3.2714, loss: 3.2714, grad_norm: 7.4977 2020-09-18 00:49:45,697 - mmaction - INFO - Epoch [7][2460/3520] lr: 5.000e-03, eta: 3 days, 11:56:22, time: 1.916, data_time: 0.117, memory: 8337, top1_acc: 0.2542, top5_acc: 0.4927, loss_cls: 3.3471, loss: 3.3471, grad_norm: 7.5147 2020-09-18 00:50:24,724 - mmaction - INFO - Epoch [7][2480/3520] lr: 5.000e-03, eta: 3 days, 11:55:38, time: 1.949, data_time: 0.007, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5021, loss_cls: 3.3484, loss: 3.3484, grad_norm: 7.7089 2020-09-18 00:51:03,868 - mmaction - INFO - Epoch [7][2500/3520] lr: 5.000e-03, eta: 3 days, 11:54:55, time: 1.961, data_time: 0.309, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5000, loss_cls: 3.3713, loss: 3.3713, grad_norm: 7.5417 2020-09-18 00:51:42,642 - mmaction - INFO - Epoch [7][2520/3520] lr: 5.000e-03, eta: 3 days, 11:54:10, time: 1.940, data_time: 0.101, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5031, loss_cls: 3.3604, loss: 3.3604, grad_norm: 7.5258 2020-09-18 00:52:20,706 - mmaction - INFO - Epoch [7][2540/3520] lr: 5.000e-03, eta: 3 days, 11:53:20, time: 1.902, data_time: 0.147, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5208, loss_cls: 3.3809, loss: 3.3809, grad_norm: 7.5351 2020-09-18 00:52:59,621 - mmaction - INFO - Epoch [7][2560/3520] lr: 5.000e-03, eta: 3 days, 11:52:36, time: 1.948, data_time: 0.014, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4938, loss_cls: 3.4339, loss: 3.4339, grad_norm: 7.4802 2020-09-18 00:53:39,721 - mmaction - INFO - Epoch [7][2580/3520] lr: 5.000e-03, eta: 3 days, 11:51:59, time: 2.002, data_time: 0.077, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4990, loss_cls: 3.3863, loss: 3.3863, grad_norm: 7.5307 2020-09-18 00:54:17,333 - mmaction - INFO - Epoch [7][2600/3520] lr: 5.000e-03, eta: 3 days, 11:51:07, time: 1.883, data_time: 0.008, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5250, loss_cls: 3.2351, loss: 3.2351, grad_norm: 7.3423 2020-09-18 00:54:55,807 - mmaction - INFO - Epoch [7][2620/3520] lr: 5.000e-03, eta: 3 days, 11:50:19, time: 1.924, data_time: 0.007, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4760, loss_cls: 3.4381, loss: 3.4381, grad_norm: 7.4444 2020-09-18 00:55:33,713 - mmaction - INFO - Epoch [7][2640/3520] lr: 5.000e-03, eta: 3 days, 11:49:28, time: 1.894, data_time: 0.330, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5156, loss_cls: 3.3160, loss: 3.3160, grad_norm: 7.2559 2020-09-18 00:56:13,025 - mmaction - INFO - Epoch [7][2660/3520] lr: 5.000e-03, eta: 3 days, 11:48:47, time: 1.967, data_time: 1.132, memory: 8337, top1_acc: 0.2667, top5_acc: 0.4865, loss_cls: 3.4014, loss: 3.4014, grad_norm: 7.1798 2020-09-18 00:56:53,153 - mmaction - INFO - Epoch [7][2680/3520] lr: 5.000e-03, eta: 3 days, 11:48:10, time: 2.004, data_time: 0.333, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4979, loss_cls: 3.3411, loss: 3.3411, grad_norm: 7.3158 2020-09-18 00:57:31,303 - mmaction - INFO - Epoch [7][2700/3520] lr: 5.000e-03, eta: 3 days, 11:47:21, time: 1.910, data_time: 0.405, memory: 8337, top1_acc: 0.2302, top5_acc: 0.4917, loss_cls: 3.4101, loss: 3.4101, grad_norm: 7.5034 2020-09-18 00:58:10,761 - mmaction - INFO - Epoch [7][2720/3520] lr: 5.000e-03, eta: 3 days, 11:46:40, time: 1.973, data_time: 0.098, memory: 8337, top1_acc: 0.2271, top5_acc: 0.4875, loss_cls: 3.4216, loss: 3.4216, grad_norm: 7.5178 2020-09-18 00:58:49,437 - mmaction - INFO - Epoch [7][2740/3520] lr: 5.000e-03, eta: 3 days, 11:45:55, time: 1.934, data_time: 0.043, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5219, loss_cls: 3.2838, loss: 3.2838, grad_norm: 7.2428 2020-09-18 00:59:27,815 - mmaction - INFO - Epoch [7][2760/3520] lr: 5.000e-03, eta: 3 days, 11:45:07, time: 1.919, data_time: 0.032, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4813, loss_cls: 3.4437, loss: 3.4437, grad_norm: 7.5035 2020-09-18 01:00:16,886 - mmaction - INFO - Epoch [7][2780/3520] lr: 5.000e-03, eta: 3 days, 11:45:24, time: 2.432, data_time: 0.141, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5250, loss_cls: 3.2486, loss: 3.2486, grad_norm: 7.3207 2020-09-18 01:00:56,732 - mmaction - INFO - Epoch [7][2800/3520] lr: 5.000e-03, eta: 3 days, 11:44:49, time: 2.013, data_time: 0.109, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5115, loss_cls: 3.3360, loss: 3.3360, grad_norm: 7.6400 2020-09-18 01:01:35,808 - mmaction - INFO - Epoch [7][2820/3520] lr: 5.000e-03, eta: 3 days, 11:44:06, time: 1.955, data_time: 0.189, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5229, loss_cls: 3.2867, loss: 3.2867, grad_norm: 7.2247 2020-09-18 01:02:15,379 - mmaction - INFO - Epoch [7][2840/3520] lr: 5.000e-03, eta: 3 days, 11:43:25, time: 1.978, data_time: 0.073, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5240, loss_cls: 3.3203, loss: 3.3203, grad_norm: 7.4649 2020-09-18 01:02:52,612 - mmaction - INFO - Epoch [7][2860/3520] lr: 5.000e-03, eta: 3 days, 11:42:30, time: 1.862, data_time: 0.005, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4740, loss_cls: 3.4408, loss: 3.4408, grad_norm: 7.4893 2020-09-18 01:03:30,552 - mmaction - INFO - Epoch [7][2880/3520] lr: 5.000e-03, eta: 3 days, 11:41:40, time: 1.897, data_time: 0.033, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4917, loss_cls: 3.4111, loss: 3.4111, grad_norm: 7.4370 2020-09-18 01:04:08,695 - mmaction - INFO - Epoch [7][2900/3520] lr: 5.000e-03, eta: 3 days, 11:40:51, time: 1.906, data_time: 0.192, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4990, loss_cls: 3.3725, loss: 3.3725, grad_norm: 7.4513 2020-09-18 01:04:49,480 - mmaction - INFO - Epoch [7][2920/3520] lr: 5.000e-03, eta: 3 days, 11:40:18, time: 2.040, data_time: 0.162, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5188, loss_cls: 3.3066, loss: 3.3066, grad_norm: 7.6664 2020-09-18 01:05:26,842 - mmaction - INFO - Epoch [7][2940/3520] lr: 5.000e-03, eta: 3 days, 11:39:24, time: 1.869, data_time: 0.218, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5177, loss_cls: 3.3717, loss: 3.3717, grad_norm: 7.4917 2020-09-18 01:06:05,199 - mmaction - INFO - Epoch [7][2960/3520] lr: 5.000e-03, eta: 3 days, 11:38:37, time: 1.917, data_time: 0.115, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5000, loss_cls: 3.3501, loss: 3.3501, grad_norm: 7.4641 2020-09-18 01:06:43,946 - mmaction - INFO - Epoch [7][2980/3520] lr: 5.000e-03, eta: 3 days, 11:37:51, time: 1.935, data_time: 0.048, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5260, loss_cls: 3.3191, loss: 3.3191, grad_norm: 7.6793 2020-09-18 01:07:23,625 - mmaction - INFO - Epoch [7][3000/3520] lr: 5.000e-03, eta: 3 days, 11:37:12, time: 1.987, data_time: 0.115, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5135, loss_cls: 3.3523, loss: 3.3523, grad_norm: 7.4149 2020-09-18 01:08:01,807 - mmaction - INFO - Epoch [7][3020/3520] lr: 5.000e-03, eta: 3 days, 11:36:23, time: 1.910, data_time: 0.059, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5104, loss_cls: 3.3892, loss: 3.3892, grad_norm: 7.3981 2020-09-18 01:08:43,095 - mmaction - INFO - Epoch [7][3040/3520] lr: 5.000e-03, eta: 3 days, 11:35:54, time: 2.064, data_time: 0.276, memory: 8337, top1_acc: 0.2167, top5_acc: 0.4896, loss_cls: 3.4362, loss: 3.4362, grad_norm: 7.6246 2020-09-18 01:09:22,392 - mmaction - INFO - Epoch [7][3060/3520] lr: 5.000e-03, eta: 3 days, 11:35:12, time: 1.965, data_time: 0.006, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4875, loss_cls: 3.4375, loss: 3.4375, grad_norm: 7.7463 2020-09-18 01:10:00,851 - mmaction - INFO - Epoch [7][3080/3520] lr: 5.000e-03, eta: 3 days, 11:34:25, time: 1.922, data_time: 0.057, memory: 8337, top1_acc: 0.2333, top5_acc: 0.5083, loss_cls: 3.3185, loss: 3.3185, grad_norm: 7.4542 2020-09-18 01:10:40,223 - mmaction - INFO - Epoch [7][3100/3520] lr: 5.000e-03, eta: 3 days, 11:33:43, time: 1.963, data_time: 0.159, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5031, loss_cls: 3.3144, loss: 3.3144, grad_norm: 7.3165 2020-09-18 01:11:17,316 - mmaction - INFO - Epoch [7][3120/3520] lr: 5.000e-03, eta: 3 days, 11:32:48, time: 1.859, data_time: 0.260, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5271, loss_cls: 3.2399, loss: 3.2399, grad_norm: 7.1838 2020-09-18 01:11:55,000 - mmaction - INFO - Epoch [7][3140/3520] lr: 5.000e-03, eta: 3 days, 11:31:56, time: 1.884, data_time: 0.275, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5073, loss_cls: 3.3154, loss: 3.3154, grad_norm: 7.2581 2020-09-18 01:12:33,910 - mmaction - INFO - Epoch [7][3160/3520] lr: 5.000e-03, eta: 3 days, 11:31:12, time: 1.947, data_time: 0.004, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5260, loss_cls: 3.2580, loss: 3.2580, grad_norm: 7.0978 2020-09-18 01:13:12,244 - mmaction - INFO - Epoch [7][3180/3520] lr: 5.000e-03, eta: 3 days, 11:30:24, time: 1.915, data_time: 0.059, memory: 8337, top1_acc: 0.2156, top5_acc: 0.4771, loss_cls: 3.4779, loss: 3.4779, grad_norm: 7.5662 2020-09-18 01:13:50,901 - mmaction - INFO - Epoch [7][3200/3520] lr: 5.000e-03, eta: 3 days, 11:29:39, time: 1.935, data_time: 0.107, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4917, loss_cls: 3.3883, loss: 3.3883, grad_norm: 7.4353 2020-09-18 01:14:28,333 - mmaction - INFO - Epoch [7][3220/3520] lr: 5.000e-03, eta: 3 days, 11:28:45, time: 1.871, data_time: 0.019, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5125, loss_cls: 3.2921, loss: 3.2921, grad_norm: 7.4469 2020-09-18 01:15:05,080 - mmaction - INFO - Epoch [7][3240/3520] lr: 5.000e-03, eta: 3 days, 11:27:47, time: 1.836, data_time: 0.005, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5229, loss_cls: 3.2647, loss: 3.2647, grad_norm: 7.3349 2020-09-18 01:15:43,512 - mmaction - INFO - Epoch [7][3260/3520] lr: 5.000e-03, eta: 3 days, 11:27:01, time: 1.923, data_time: 0.007, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4865, loss_cls: 3.4144, loss: 3.4144, grad_norm: 7.5215 2020-09-18 01:16:22,330 - mmaction - INFO - Epoch [7][3280/3520] lr: 5.000e-03, eta: 3 days, 11:26:16, time: 1.940, data_time: 0.168, memory: 8337, top1_acc: 0.2438, top5_acc: 0.4948, loss_cls: 3.3896, loss: 3.3896, grad_norm: 7.3228 2020-09-18 01:17:01,343 - mmaction - INFO - Epoch [7][3300/3520] lr: 5.000e-03, eta: 3 days, 11:25:32, time: 1.951, data_time: 0.123, memory: 8337, top1_acc: 0.2229, top5_acc: 0.5021, loss_cls: 3.3559, loss: 3.3559, grad_norm: 7.1833 2020-09-18 01:17:40,147 - mmaction - INFO - Epoch [7][3320/3520] lr: 5.000e-03, eta: 3 days, 11:24:48, time: 1.940, data_time: 0.186, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4781, loss_cls: 3.3847, loss: 3.3847, grad_norm: 7.5496 2020-09-18 01:18:16,999 - mmaction - INFO - Epoch [7][3340/3520] lr: 5.000e-03, eta: 3 days, 11:23:51, time: 1.844, data_time: 0.005, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5188, loss_cls: 3.3135, loss: 3.3135, grad_norm: 7.2842 2020-09-18 01:18:56,443 - mmaction - INFO - Epoch [7][3360/3520] lr: 5.000e-03, eta: 3 days, 11:23:10, time: 1.972, data_time: 0.350, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5500, loss_cls: 3.2107, loss: 3.2107, grad_norm: 7.2746 2020-09-18 01:19:33,551 - mmaction - INFO - Epoch [7][3380/3520] lr: 5.000e-03, eta: 3 days, 11:22:15, time: 1.855, data_time: 0.005, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5135, loss_cls: 3.3388, loss: 3.3388, grad_norm: 7.3525 2020-09-18 01:20:11,559 - mmaction - INFO - Epoch [7][3400/3520] lr: 5.000e-03, eta: 3 days, 11:21:25, time: 1.900, data_time: 0.005, memory: 8337, top1_acc: 0.2208, top5_acc: 0.4948, loss_cls: 3.4185, loss: 3.4185, grad_norm: 7.6333 2020-09-18 01:20:50,720 - mmaction - INFO - Epoch [7][3420/3520] lr: 5.000e-03, eta: 3 days, 11:20:43, time: 1.958, data_time: 0.009, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5031, loss_cls: 3.3805, loss: 3.3805, grad_norm: 7.4677 2020-09-18 01:21:30,120 - mmaction - INFO - Epoch [7][3440/3520] lr: 5.000e-03, eta: 3 days, 11:20:01, time: 1.967, data_time: 0.283, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5135, loss_cls: 3.3971, loss: 3.3971, grad_norm: 7.2737 2020-09-18 01:22:10,036 - mmaction - INFO - Epoch [7][3460/3520] lr: 5.000e-03, eta: 3 days, 11:19:24, time: 1.999, data_time: 0.010, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4865, loss_cls: 3.3816, loss: 3.3816, grad_norm: 7.3581 2020-09-18 01:22:49,689 - mmaction - INFO - Epoch [7][3480/3520] lr: 5.000e-03, eta: 3 days, 11:18:45, time: 1.982, data_time: 0.004, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5177, loss_cls: 3.2592, loss: 3.2592, grad_norm: 7.2381 2020-09-18 01:23:28,376 - mmaction - INFO - Epoch [7][3500/3520] lr: 5.000e-03, eta: 3 days, 11:17:59, time: 1.928, data_time: 0.262, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4938, loss_cls: 3.3595, loss: 3.3595, grad_norm: 7.4989 2020-09-18 01:24:04,224 - mmaction - INFO - Epoch [7][3520/3520] lr: 5.000e-03, eta: 3 days, 11:16:57, time: 1.799, data_time: 0.012, memory: 8337, top1_acc: 0.2543, top5_acc: 0.5033, loss_cls: 3.3471, loss: 3.3471, grad_norm: 7.4214 2020-09-18 01:24:24,652 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-18 01:26:48,907 - mmaction - INFO - Epoch [8][20/3520] lr: 5.000e-03, eta: 3 days, 11:26:53, time: 7.164, data_time: 5.265, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5250, loss_cls: 3.2702, loss: 3.2702, grad_norm: 7.3249 2020-09-18 01:27:28,000 - mmaction - INFO - Epoch [8][40/3520] lr: 5.000e-03, eta: 3 days, 11:26:12, time: 1.974, data_time: 0.201, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5146, loss_cls: 3.2555, loss: 3.2555, grad_norm: 7.2336 2020-09-18 01:28:07,231 - mmaction - INFO - Epoch [8][60/3520] lr: 5.000e-03, eta: 3 days, 11:25:29, time: 1.960, data_time: 0.007, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5073, loss_cls: 3.2829, loss: 3.2829, grad_norm: 7.3067 2020-09-18 01:28:47,631 - mmaction - INFO - Epoch [8][80/3520] lr: 5.000e-03, eta: 3 days, 11:24:54, time: 2.020, data_time: 0.242, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5135, loss_cls: 3.3354, loss: 3.3354, grad_norm: 7.3244 2020-09-18 01:29:26,575 - mmaction - INFO - Epoch [8][100/3520] lr: 5.000e-03, eta: 3 days, 11:24:10, time: 1.946, data_time: 0.005, memory: 8337, top1_acc: 0.2542, top5_acc: 0.4896, loss_cls: 3.4005, loss: 3.4005, grad_norm: 7.3673 2020-09-18 01:30:04,689 - mmaction - INFO - Epoch [8][120/3520] lr: 5.000e-03, eta: 3 days, 11:23:19, time: 1.897, data_time: 0.009, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4958, loss_cls: 3.3425, loss: 3.3425, grad_norm: 7.2977 2020-09-18 01:30:41,361 - mmaction - INFO - Epoch [8][140/3520] lr: 5.000e-03, eta: 3 days, 11:22:22, time: 1.843, data_time: 0.013, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5260, loss_cls: 3.1660, loss: 3.1660, grad_norm: 7.1474 2020-09-18 01:31:21,833 - mmaction - INFO - Epoch [8][160/3520] lr: 5.000e-03, eta: 3 days, 11:21:47, time: 2.024, data_time: 0.774, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5104, loss_cls: 3.2638, loss: 3.2638, grad_norm: 7.4168 2020-09-18 01:31:59,740 - mmaction - INFO - Epoch [8][180/3520] lr: 5.000e-03, eta: 3 days, 11:20:57, time: 1.896, data_time: 0.045, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5063, loss_cls: 3.3507, loss: 3.3507, grad_norm: 7.5844 2020-09-18 01:32:37,997 - mmaction - INFO - Epoch [8][200/3520] lr: 5.000e-03, eta: 3 days, 11:20:08, time: 1.913, data_time: 0.092, memory: 8337, top1_acc: 0.2292, top5_acc: 0.4771, loss_cls: 3.4253, loss: 3.4253, grad_norm: 7.2845 2020-09-18 01:33:18,245 - mmaction - INFO - Epoch [8][220/3520] lr: 5.000e-03, eta: 3 days, 11:19:32, time: 2.013, data_time: 0.137, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4906, loss_cls: 3.3661, loss: 3.3661, grad_norm: 7.5696 2020-09-18 01:33:57,318 - mmaction - INFO - Epoch [8][240/3520] lr: 5.000e-03, eta: 3 days, 11:18:48, time: 1.953, data_time: 0.465, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5021, loss_cls: 3.2857, loss: 3.2857, grad_norm: 7.5033 2020-09-18 01:34:34,619 - mmaction - INFO - Epoch [8][260/3520] lr: 5.000e-03, eta: 3 days, 11:17:54, time: 1.866, data_time: 0.349, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5344, loss_cls: 3.2102, loss: 3.2102, grad_norm: 7.3940 2020-09-18 01:35:15,758 - mmaction - INFO - Epoch [8][280/3520] lr: 5.000e-03, eta: 3 days, 11:17:23, time: 2.057, data_time: 0.038, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4885, loss_cls: 3.3897, loss: 3.3897, grad_norm: 7.5837 2020-09-18 01:35:53,388 - mmaction - INFO - Epoch [8][300/3520] lr: 5.000e-03, eta: 3 days, 11:16:31, time: 1.878, data_time: 0.059, memory: 8337, top1_acc: 0.2563, top5_acc: 0.4823, loss_cls: 3.3334, loss: 3.3334, grad_norm: 7.3507 2020-09-18 01:36:33,057 - mmaction - INFO - Epoch [8][320/3520] lr: 5.000e-03, eta: 3 days, 11:15:51, time: 1.986, data_time: 0.198, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4833, loss_cls: 3.3762, loss: 3.3762, grad_norm: 7.2641 2020-09-18 01:37:11,274 - mmaction - INFO - Epoch [8][340/3520] lr: 5.000e-03, eta: 3 days, 11:15:03, time: 1.911, data_time: 0.843, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4844, loss_cls: 3.3887, loss: 3.3887, grad_norm: 7.4669 2020-09-18 01:37:52,119 - mmaction - INFO - Epoch [8][360/3520] lr: 5.000e-03, eta: 3 days, 11:14:30, time: 2.042, data_time: 0.467, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5052, loss_cls: 3.2944, loss: 3.2944, grad_norm: 7.3126 2020-09-18 01:38:31,642 - mmaction - INFO - Epoch [8][380/3520] lr: 5.000e-03, eta: 3 days, 11:13:49, time: 1.975, data_time: 0.004, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5135, loss_cls: 3.3222, loss: 3.3222, grad_norm: 7.3725 2020-09-18 01:39:10,497 - mmaction - INFO - Epoch [8][400/3520] lr: 5.000e-03, eta: 3 days, 11:13:04, time: 1.943, data_time: 0.085, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5271, loss_cls: 3.2372, loss: 3.2372, grad_norm: 7.4485 2020-09-18 01:39:49,552 - mmaction - INFO - Epoch [8][420/3520] lr: 5.000e-03, eta: 3 days, 11:12:21, time: 1.953, data_time: 0.035, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4917, loss_cls: 3.3424, loss: 3.3424, grad_norm: 7.4876 2020-09-18 01:40:29,280 - mmaction - INFO - Epoch [8][440/3520] lr: 5.000e-03, eta: 3 days, 11:11:41, time: 1.986, data_time: 0.306, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5437, loss_cls: 3.2159, loss: 3.2159, grad_norm: 7.4808 2020-09-18 01:41:08,510 - mmaction - INFO - Epoch [8][460/3520] lr: 5.000e-03, eta: 3 days, 11:10:58, time: 1.957, data_time: 0.457, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5260, loss_cls: 3.2531, loss: 3.2531, grad_norm: 7.5296 2020-09-18 01:41:46,718 - mmaction - INFO - Epoch [8][480/3520] lr: 5.000e-03, eta: 3 days, 11:10:10, time: 1.914, data_time: 0.986, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5052, loss_cls: 3.3086, loss: 3.3086, grad_norm: 7.6667 2020-09-18 01:42:27,102 - mmaction - INFO - Epoch [8][500/3520] lr: 5.000e-03, eta: 3 days, 11:09:34, time: 2.015, data_time: 0.649, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5177, loss_cls: 3.2741, loss: 3.2741, grad_norm: 7.4979 2020-09-18 01:43:07,630 - mmaction - INFO - Epoch [8][520/3520] lr: 5.000e-03, eta: 3 days, 11:09:00, time: 2.030, data_time: 0.322, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5167, loss_cls: 3.2926, loss: 3.2926, grad_norm: 7.6259 2020-09-18 01:43:47,489 - mmaction - INFO - Epoch [8][540/3520] lr: 5.000e-03, eta: 3 days, 11:08:21, time: 1.994, data_time: 0.398, memory: 8337, top1_acc: 0.2281, top5_acc: 0.4927, loss_cls: 3.3313, loss: 3.3313, grad_norm: 7.5914 2020-09-18 01:44:28,468 - mmaction - INFO - Epoch [8][560/3520] lr: 5.000e-03, eta: 3 days, 11:07:49, time: 2.048, data_time: 0.047, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5115, loss_cls: 3.3002, loss: 3.3002, grad_norm: 7.5052 2020-09-18 01:45:06,129 - mmaction - INFO - Epoch [8][580/3520] lr: 5.000e-03, eta: 3 days, 11:06:57, time: 1.879, data_time: 0.352, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5000, loss_cls: 3.3752, loss: 3.3752, grad_norm: 7.6009 2020-09-18 01:45:46,505 - mmaction - INFO - Epoch [8][600/3520] lr: 5.000e-03, eta: 3 days, 11:06:22, time: 2.021, data_time: 0.221, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5115, loss_cls: 3.3218, loss: 3.3218, grad_norm: 7.5325 2020-09-18 01:46:23,240 - mmaction - INFO - Epoch [8][620/3520] lr: 5.000e-03, eta: 3 days, 11:05:25, time: 1.840, data_time: 0.010, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5406, loss_cls: 3.2439, loss: 3.2439, grad_norm: 7.3726 2020-09-18 01:47:00,226 - mmaction - INFO - Epoch [8][640/3520] lr: 5.000e-03, eta: 3 days, 11:04:29, time: 1.847, data_time: 0.119, memory: 8337, top1_acc: 0.2396, top5_acc: 0.4885, loss_cls: 3.3644, loss: 3.3644, grad_norm: 7.4600 2020-09-18 01:47:42,073 - mmaction - INFO - Epoch [8][660/3520] lr: 5.000e-03, eta: 3 days, 11:04:02, time: 2.094, data_time: 0.100, memory: 8337, top1_acc: 0.2625, top5_acc: 0.4990, loss_cls: 3.3554, loss: 3.3554, grad_norm: 7.3314 2020-09-18 01:48:20,004 - mmaction - INFO - Epoch [8][680/3520] lr: 5.000e-03, eta: 3 days, 11:03:12, time: 1.895, data_time: 0.348, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5271, loss_cls: 3.2233, loss: 3.2233, grad_norm: 7.3594 2020-09-18 01:48:57,483 - mmaction - INFO - Epoch [8][700/3520] lr: 5.000e-03, eta: 3 days, 11:02:19, time: 1.877, data_time: 0.044, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5115, loss_cls: 3.2592, loss: 3.2592, grad_norm: 7.2117 2020-09-18 01:49:37,344 - mmaction - INFO - Epoch [8][720/3520] lr: 5.000e-03, eta: 3 days, 11:01:41, time: 1.993, data_time: 0.213, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5156, loss_cls: 3.2875, loss: 3.2875, grad_norm: 7.4115 2020-09-18 01:50:16,720 - mmaction - INFO - Epoch [8][740/3520] lr: 5.000e-03, eta: 3 days, 11:00:59, time: 1.965, data_time: 0.298, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5229, loss_cls: 3.2919, loss: 3.2919, grad_norm: 7.6217 2020-09-18 01:50:55,262 - mmaction - INFO - Epoch [8][760/3520] lr: 5.000e-03, eta: 3 days, 11:00:13, time: 1.931, data_time: 0.615, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5406, loss_cls: 3.2148, loss: 3.2148, grad_norm: 7.5518 2020-09-18 01:51:34,143 - mmaction - INFO - Epoch [8][780/3520] lr: 5.000e-03, eta: 3 days, 10:59:28, time: 1.943, data_time: 0.132, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5323, loss_cls: 3.2191, loss: 3.2191, grad_norm: 7.5963 2020-09-18 01:52:14,032 - mmaction - INFO - Epoch [8][800/3520] lr: 5.000e-03, eta: 3 days, 10:58:50, time: 1.995, data_time: 0.082, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5156, loss_cls: 3.3137, loss: 3.3137, grad_norm: 7.4003 2020-09-18 01:52:52,889 - mmaction - INFO - Epoch [8][820/3520] lr: 5.000e-03, eta: 3 days, 10:58:05, time: 1.943, data_time: 0.040, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5146, loss_cls: 3.2529, loss: 3.2529, grad_norm: 7.4862 2020-09-18 01:53:31,266 - mmaction - INFO - Epoch [8][840/3520] lr: 5.000e-03, eta: 3 days, 10:57:18, time: 1.919, data_time: 0.121, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5271, loss_cls: 3.2489, loss: 3.2489, grad_norm: 7.5269 2020-09-18 01:54:10,698 - mmaction - INFO - Epoch [8][860/3520] lr: 5.000e-03, eta: 3 days, 10:56:36, time: 1.971, data_time: 0.545, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5354, loss_cls: 3.2295, loss: 3.2295, grad_norm: 7.4105 2020-09-18 01:54:50,285 - mmaction - INFO - Epoch [8][880/3520] lr: 5.000e-03, eta: 3 days, 10:55:56, time: 1.980, data_time: 0.315, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5250, loss_cls: 3.3070, loss: 3.3070, grad_norm: 7.4970 2020-09-18 01:55:29,311 - mmaction - INFO - Epoch [8][900/3520] lr: 5.000e-03, eta: 3 days, 10:55:13, time: 1.952, data_time: 0.150, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5219, loss_cls: 3.1756, loss: 3.1756, grad_norm: 7.3202 2020-09-18 01:56:07,835 - mmaction - INFO - Epoch [8][920/3520] lr: 5.000e-03, eta: 3 days, 10:54:26, time: 1.925, data_time: 0.055, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4844, loss_cls: 3.3485, loss: 3.3485, grad_norm: 7.7701 2020-09-18 01:56:46,399 - mmaction - INFO - Epoch [8][940/3520] lr: 5.000e-03, eta: 3 days, 10:53:40, time: 1.928, data_time: 0.190, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5125, loss_cls: 3.3119, loss: 3.3119, grad_norm: 7.7260 2020-09-18 01:57:25,518 - mmaction - INFO - Epoch [8][960/3520] lr: 5.000e-03, eta: 3 days, 10:52:57, time: 1.956, data_time: 0.888, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4969, loss_cls: 3.3537, loss: 3.3537, grad_norm: 7.4729 2020-09-18 01:58:04,442 - mmaction - INFO - Epoch [8][980/3520] lr: 5.000e-03, eta: 3 days, 10:52:13, time: 1.947, data_time: 0.620, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5063, loss_cls: 3.3019, loss: 3.3019, grad_norm: 7.4758 2020-09-18 01:58:41,522 - mmaction - INFO - Epoch [8][1000/3520] lr: 5.000e-03, eta: 3 days, 10:51:18, time: 1.853, data_time: 0.007, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5125, loss_cls: 3.3504, loss: 3.3504, grad_norm: 7.6241 2020-09-18 01:59:19,815 - mmaction - INFO - Epoch [8][1020/3520] lr: 5.000e-03, eta: 3 days, 10:50:30, time: 1.916, data_time: 0.006, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5115, loss_cls: 3.3255, loss: 3.3255, grad_norm: 7.7267 2020-09-18 02:00:02,162 - mmaction - INFO - Epoch [8][1040/3520] lr: 5.000e-03, eta: 3 days, 10:50:06, time: 2.114, data_time: 0.755, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5333, loss_cls: 3.2398, loss: 3.2398, grad_norm: 7.4856 2020-09-18 02:00:46,114 - mmaction - INFO - Epoch [8][1060/3520] lr: 5.000e-03, eta: 3 days, 10:49:50, time: 2.184, data_time: 0.546, memory: 8337, top1_acc: 0.2229, top5_acc: 0.5010, loss_cls: 3.3616, loss: 3.3616, grad_norm: 7.6921 2020-09-18 02:01:25,252 - mmaction - INFO - Epoch [8][1080/3520] lr: 5.000e-03, eta: 3 days, 10:49:09, time: 1.972, data_time: 0.045, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5031, loss_cls: 3.3320, loss: 3.3320, grad_norm: 7.4040 2020-09-18 02:02:03,409 - mmaction - INFO - Epoch [8][1100/3520] lr: 5.000e-03, eta: 3 days, 10:48:20, time: 1.908, data_time: 0.010, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5000, loss_cls: 3.3753, loss: 3.3753, grad_norm: 7.5440 2020-09-18 02:02:43,248 - mmaction - INFO - Epoch [8][1120/3520] lr: 5.000e-03, eta: 3 days, 10:47:41, time: 1.992, data_time: 0.150, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5094, loss_cls: 3.3397, loss: 3.3397, grad_norm: 7.3608 2020-09-18 02:03:22,504 - mmaction - INFO - Epoch [8][1140/3520] lr: 5.000e-03, eta: 3 days, 10:46:59, time: 1.963, data_time: 0.042, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5479, loss_cls: 3.2224, loss: 3.2224, grad_norm: 7.4476 2020-09-18 02:04:01,535 - mmaction - INFO - Epoch [8][1160/3520] lr: 5.000e-03, eta: 3 days, 10:46:16, time: 1.952, data_time: 0.192, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5063, loss_cls: 3.3411, loss: 3.3411, grad_norm: 7.7811 2020-09-18 02:04:41,296 - mmaction - INFO - Epoch [8][1180/3520] lr: 5.000e-03, eta: 3 days, 10:45:37, time: 1.988, data_time: 0.493, memory: 8337, top1_acc: 0.2323, top5_acc: 0.4844, loss_cls: 3.4368, loss: 3.4368, grad_norm: 7.3357 2020-09-18 02:05:20,783 - mmaction - INFO - Epoch [8][1200/3520] lr: 5.000e-03, eta: 3 days, 10:44:56, time: 1.975, data_time: 0.013, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5229, loss_cls: 3.3125, loss: 3.3125, grad_norm: 7.3522 2020-09-18 02:05:58,942 - mmaction - INFO - Epoch [8][1220/3520] lr: 5.000e-03, eta: 3 days, 10:44:07, time: 1.907, data_time: 0.255, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5094, loss_cls: 3.2917, loss: 3.2917, grad_norm: 7.3708 2020-09-18 02:06:39,029 - mmaction - INFO - Epoch [8][1240/3520] lr: 5.000e-03, eta: 3 days, 10:43:30, time: 2.004, data_time: 0.645, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5323, loss_cls: 3.2434, loss: 3.2434, grad_norm: 7.5316 2020-09-18 02:07:16,203 - mmaction - INFO - Epoch [8][1260/3520] lr: 5.000e-03, eta: 3 days, 10:42:36, time: 1.859, data_time: 0.064, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5198, loss_cls: 3.2325, loss: 3.2325, grad_norm: 7.5259 2020-09-18 02:07:55,046 - mmaction - INFO - Epoch [8][1280/3520] lr: 5.000e-03, eta: 3 days, 10:41:51, time: 1.942, data_time: 0.130, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4969, loss_cls: 3.2851, loss: 3.2851, grad_norm: 7.4189 2020-09-18 02:08:33,455 - mmaction - INFO - Epoch [8][1300/3520] lr: 5.000e-03, eta: 3 days, 10:41:04, time: 1.921, data_time: 0.041, memory: 8337, top1_acc: 0.2417, top5_acc: 0.4938, loss_cls: 3.3505, loss: 3.3505, grad_norm: 7.7016 2020-09-18 02:09:11,835 - mmaction - INFO - Epoch [8][1320/3520] lr: 5.000e-03, eta: 3 days, 10:40:17, time: 1.917, data_time: 0.216, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5198, loss_cls: 3.3575, loss: 3.3575, grad_norm: 7.6424 2020-09-18 02:09:50,339 - mmaction - INFO - Epoch [8][1340/3520] lr: 5.000e-03, eta: 3 days, 10:39:31, time: 1.927, data_time: 1.071, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5302, loss_cls: 3.2195, loss: 3.2195, grad_norm: 7.5232 2020-09-18 02:10:28,883 - mmaction - INFO - Epoch [8][1360/3520] lr: 5.000e-03, eta: 3 days, 10:38:45, time: 1.926, data_time: 0.041, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5104, loss_cls: 3.3379, loss: 3.3379, grad_norm: 7.3804 2020-09-18 02:11:06,988 - mmaction - INFO - Epoch [8][1380/3520] lr: 5.000e-03, eta: 3 days, 10:37:56, time: 1.906, data_time: 0.006, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5062, loss_cls: 3.3317, loss: 3.3317, grad_norm: 7.5240 2020-09-18 02:11:48,121 - mmaction - INFO - Epoch [8][1400/3520] lr: 5.000e-03, eta: 3 days, 10:37:25, time: 2.058, data_time: 0.041, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4885, loss_cls: 3.3323, loss: 3.3323, grad_norm: 7.4103 2020-09-18 02:12:24,557 - mmaction - INFO - Epoch [8][1420/3520] lr: 5.000e-03, eta: 3 days, 10:36:26, time: 1.818, data_time: 0.218, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4750, loss_cls: 3.4637, loss: 3.4637, grad_norm: 7.7482 2020-09-18 02:13:05,509 - mmaction - INFO - Epoch [8][1440/3520] lr: 5.000e-03, eta: 3 days, 10:35:54, time: 2.050, data_time: 0.018, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5094, loss_cls: 3.3030, loss: 3.3030, grad_norm: 7.4683 2020-09-18 02:13:42,187 - mmaction - INFO - Epoch [8][1460/3520] lr: 5.000e-03, eta: 3 days, 10:34:57, time: 1.835, data_time: 0.569, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5313, loss_cls: 3.2185, loss: 3.2185, grad_norm: 7.3626 2020-09-18 02:14:22,929 - mmaction - INFO - Epoch [8][1480/3520] lr: 5.000e-03, eta: 3 days, 10:34:23, time: 2.032, data_time: 0.577, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4958, loss_cls: 3.3371, loss: 3.3371, grad_norm: 7.4558 2020-09-18 02:15:02,971 - mmaction - INFO - Epoch [8][1500/3520] lr: 5.000e-03, eta: 3 days, 10:33:46, time: 2.005, data_time: 0.027, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5406, loss_cls: 3.2330, loss: 3.2330, grad_norm: 7.5567 2020-09-18 02:15:41,475 - mmaction - INFO - Epoch [8][1520/3520] lr: 5.000e-03, eta: 3 days, 10:33:00, time: 1.926, data_time: 0.019, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5073, loss_cls: 3.2813, loss: 3.2813, grad_norm: 7.7236 2020-09-18 02:16:20,034 - mmaction - INFO - Epoch [8][1540/3520] lr: 5.000e-03, eta: 3 days, 10:32:14, time: 1.928, data_time: 0.117, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5313, loss_cls: 3.2458, loss: 3.2458, grad_norm: 7.4932 2020-09-18 02:16:58,353 - mmaction - INFO - Epoch [8][1560/3520] lr: 5.000e-03, eta: 3 days, 10:31:27, time: 1.917, data_time: 0.518, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4833, loss_cls: 3.3864, loss: 3.3864, grad_norm: 7.6282 2020-09-18 02:17:37,383 - mmaction - INFO - Epoch [8][1580/3520] lr: 5.000e-03, eta: 3 days, 10:30:43, time: 1.952, data_time: 0.004, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5042, loss_cls: 3.3303, loss: 3.3303, grad_norm: 7.7286 2020-09-18 02:18:16,262 - mmaction - INFO - Epoch [8][1600/3520] lr: 5.000e-03, eta: 3 days, 10:29:59, time: 1.943, data_time: 0.082, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5469, loss_cls: 3.2157, loss: 3.2157, grad_norm: 7.3908 2020-09-18 02:18:52,549 - mmaction - INFO - Epoch [8][1620/3520] lr: 5.000e-03, eta: 3 days, 10:29:00, time: 1.815, data_time: 0.008, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5115, loss_cls: 3.3160, loss: 3.3160, grad_norm: 7.5194 2020-09-18 02:19:33,399 - mmaction - INFO - Epoch [8][1640/3520] lr: 5.000e-03, eta: 3 days, 10:28:27, time: 2.042, data_time: 0.201, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5073, loss_cls: 3.2983, loss: 3.2983, grad_norm: 7.5364 2020-09-18 02:20:12,454 - mmaction - INFO - Epoch [8][1660/3520] lr: 5.000e-03, eta: 3 days, 10:27:44, time: 1.950, data_time: 0.144, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5198, loss_cls: 3.2576, loss: 3.2576, grad_norm: 7.6575 2020-09-18 02:20:53,070 - mmaction - INFO - Epoch [8][1680/3520] lr: 5.000e-03, eta: 3 days, 10:27:10, time: 2.031, data_time: 0.009, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5365, loss_cls: 3.2010, loss: 3.2010, grad_norm: 7.5426 2020-09-18 02:21:33,192 - mmaction - INFO - Epoch [8][1700/3520] lr: 5.000e-03, eta: 3 days, 10:26:33, time: 2.008, data_time: 0.150, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5292, loss_cls: 3.2531, loss: 3.2531, grad_norm: 7.5153 2020-09-18 02:22:11,130 - mmaction - INFO - Epoch [8][1720/3520] lr: 5.000e-03, eta: 3 days, 10:25:44, time: 1.897, data_time: 0.008, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5333, loss_cls: 3.1800, loss: 3.1800, grad_norm: 7.4982 2020-09-18 02:22:51,489 - mmaction - INFO - Epoch [8][1740/3520] lr: 5.000e-03, eta: 3 days, 10:25:08, time: 2.019, data_time: 0.004, memory: 8337, top1_acc: 0.2448, top5_acc: 0.4927, loss_cls: 3.3200, loss: 3.3200, grad_norm: 7.6600 2020-09-18 02:23:30,087 - mmaction - INFO - Epoch [8][1760/3520] lr: 5.000e-03, eta: 3 days, 10:24:22, time: 1.929, data_time: 0.075, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5198, loss_cls: 3.2987, loss: 3.2987, grad_norm: 7.4236 2020-09-18 02:24:07,117 - mmaction - INFO - Epoch [8][1780/3520] lr: 5.000e-03, eta: 3 days, 10:23:28, time: 1.852, data_time: 0.610, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4948, loss_cls: 3.3946, loss: 3.3946, grad_norm: 7.5980 2020-09-18 02:24:45,165 - mmaction - INFO - Epoch [8][1800/3520] lr: 5.000e-03, eta: 3 days, 10:22:39, time: 1.901, data_time: 0.225, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5260, loss_cls: 3.2083, loss: 3.2083, grad_norm: 7.5817 2020-09-18 02:25:21,190 - mmaction - INFO - Epoch [8][1820/3520] lr: 5.000e-03, eta: 3 days, 10:21:39, time: 1.803, data_time: 0.228, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4854, loss_cls: 3.4019, loss: 3.4019, grad_norm: 7.7609 2020-09-18 02:26:01,924 - mmaction - INFO - Epoch [8][1840/3520] lr: 5.000e-03, eta: 3 days, 10:21:05, time: 2.034, data_time: 0.056, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4844, loss_cls: 3.3993, loss: 3.3993, grad_norm: 7.5800 2020-09-18 02:26:41,586 - mmaction - INFO - Epoch [8][1860/3520] lr: 5.000e-03, eta: 3 days, 10:20:25, time: 1.985, data_time: 0.006, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5177, loss_cls: 3.2976, loss: 3.2976, grad_norm: 7.5486 2020-09-18 02:27:20,096 - mmaction - INFO - Epoch [8][1880/3520] lr: 5.000e-03, eta: 3 days, 10:19:39, time: 1.925, data_time: 0.653, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5135, loss_cls: 3.2829, loss: 3.2829, grad_norm: 7.4688 2020-09-18 02:27:59,239 - mmaction - INFO - Epoch [8][1900/3520] lr: 5.000e-03, eta: 3 days, 10:18:57, time: 1.955, data_time: 0.118, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5000, loss_cls: 3.3368, loss: 3.3368, grad_norm: 7.4017 2020-09-18 02:28:37,459 - mmaction - INFO - Epoch [8][1920/3520] lr: 5.000e-03, eta: 3 days, 10:18:09, time: 1.913, data_time: 0.032, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5031, loss_cls: 3.2940, loss: 3.2940, grad_norm: 7.7196 2020-09-18 02:29:15,917 - mmaction - INFO - Epoch [8][1940/3520] lr: 5.000e-03, eta: 3 days, 10:17:23, time: 1.924, data_time: 0.003, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4990, loss_cls: 3.3628, loss: 3.3628, grad_norm: 7.6318 2020-09-18 02:29:53,918 - mmaction - INFO - Epoch [8][1960/3520] lr: 5.000e-03, eta: 3 days, 10:16:34, time: 1.899, data_time: 0.004, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4990, loss_cls: 3.3141, loss: 3.3141, grad_norm: 7.5922 2020-09-18 02:30:32,439 - mmaction - INFO - Epoch [8][1980/3520] lr: 5.000e-03, eta: 3 days, 10:15:47, time: 1.923, data_time: 0.125, memory: 8337, top1_acc: 0.2365, top5_acc: 0.5156, loss_cls: 3.3046, loss: 3.3046, grad_norm: 7.5054 2020-09-18 02:31:13,550 - mmaction - INFO - Epoch [8][2000/3520] lr: 5.000e-03, eta: 3 days, 10:15:16, time: 2.058, data_time: 0.072, memory: 8337, top1_acc: 0.2250, top5_acc: 0.4802, loss_cls: 3.4764, loss: 3.4764, grad_norm: 7.8079 2020-09-18 02:31:51,910 - mmaction - INFO - Epoch [8][2020/3520] lr: 5.000e-03, eta: 3 days, 10:14:29, time: 1.919, data_time: 0.024, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4958, loss_cls: 3.4246, loss: 3.4246, grad_norm: 7.6220 2020-09-18 02:32:31,058 - mmaction - INFO - Epoch [8][2040/3520] lr: 5.000e-03, eta: 3 days, 10:13:47, time: 1.958, data_time: 0.125, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5198, loss_cls: 3.3036, loss: 3.3036, grad_norm: 7.3774 2020-09-18 02:33:09,652 - mmaction - INFO - Epoch [8][2060/3520] lr: 5.000e-03, eta: 3 days, 10:13:01, time: 1.930, data_time: 0.043, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5292, loss_cls: 3.2259, loss: 3.2259, grad_norm: 7.5388 2020-09-18 02:33:47,203 - mmaction - INFO - Epoch [8][2080/3520] lr: 5.000e-03, eta: 3 days, 10:12:10, time: 1.876, data_time: 0.378, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5167, loss_cls: 3.2755, loss: 3.2755, grad_norm: 7.3639 2020-09-18 02:34:27,272 - mmaction - INFO - Epoch [8][2100/3520] lr: 5.000e-03, eta: 3 days, 10:11:33, time: 2.004, data_time: 0.304, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4979, loss_cls: 3.4026, loss: 3.4026, grad_norm: 7.6634 2020-09-18 02:35:05,197 - mmaction - INFO - Epoch [8][2120/3520] lr: 5.000e-03, eta: 3 days, 10:10:43, time: 1.895, data_time: 0.059, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5198, loss_cls: 3.3590, loss: 3.3590, grad_norm: 7.6383 2020-09-18 02:35:44,909 - mmaction - INFO - Epoch [8][2140/3520] lr: 5.000e-03, eta: 3 days, 10:10:04, time: 1.984, data_time: 0.024, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5250, loss_cls: 3.2874, loss: 3.2874, grad_norm: 7.6298 2020-09-18 02:36:23,975 - mmaction - INFO - Epoch [8][2160/3520] lr: 5.000e-03, eta: 3 days, 10:09:21, time: 1.956, data_time: 0.009, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5135, loss_cls: 3.2658, loss: 3.2658, grad_norm: 7.7156 2020-09-18 02:37:02,284 - mmaction - INFO - Epoch [8][2180/3520] lr: 5.000e-03, eta: 3 days, 10:08:34, time: 1.916, data_time: 0.070, memory: 8337, top1_acc: 0.2354, top5_acc: 0.5125, loss_cls: 3.3826, loss: 3.3826, grad_norm: 7.6338 2020-09-18 02:37:41,322 - mmaction - INFO - Epoch [8][2200/3520] lr: 5.000e-03, eta: 3 days, 10:07:51, time: 1.951, data_time: 0.258, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5188, loss_cls: 3.3213, loss: 3.3213, grad_norm: 7.5840 2020-09-18 02:38:20,589 - mmaction - INFO - Epoch [8][2220/3520] lr: 5.000e-03, eta: 3 days, 10:07:10, time: 1.964, data_time: 0.208, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5021, loss_cls: 3.3214, loss: 3.3214, grad_norm: 7.2611 2020-09-18 02:38:59,600 - mmaction - INFO - Epoch [8][2240/3520] lr: 5.000e-03, eta: 3 days, 10:06:26, time: 1.950, data_time: 1.067, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5125, loss_cls: 3.2468, loss: 3.2468, grad_norm: 7.2030 2020-09-18 02:39:39,653 - mmaction - INFO - Epoch [8][2260/3520] lr: 5.000e-03, eta: 3 days, 10:05:49, time: 2.001, data_time: 0.310, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5427, loss_cls: 3.1642, loss: 3.1642, grad_norm: 7.3624 2020-09-18 02:40:20,005 - mmaction - INFO - Epoch [8][2280/3520] lr: 5.000e-03, eta: 3 days, 10:05:13, time: 2.018, data_time: 0.329, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5240, loss_cls: 3.2525, loss: 3.2525, grad_norm: 7.5883 2020-09-18 02:40:58,021 - mmaction - INFO - Epoch [8][2300/3520] lr: 5.000e-03, eta: 3 days, 10:04:24, time: 1.899, data_time: 0.087, memory: 8337, top1_acc: 0.2542, top5_acc: 0.4979, loss_cls: 3.3649, loss: 3.3649, grad_norm: 7.7619 2020-09-18 02:41:37,357 - mmaction - INFO - Epoch [8][2320/3520] lr: 5.000e-03, eta: 3 days, 10:03:43, time: 1.970, data_time: 0.020, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4854, loss_cls: 3.3632, loss: 3.3632, grad_norm: 7.4540 2020-09-18 02:42:16,535 - mmaction - INFO - Epoch [8][2340/3520] lr: 5.000e-03, eta: 3 days, 10:03:01, time: 1.959, data_time: 0.003, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5250, loss_cls: 3.2806, loss: 3.2806, grad_norm: 7.5087 2020-09-18 02:42:55,499 - mmaction - INFO - Epoch [8][2360/3520] lr: 5.000e-03, eta: 3 days, 10:02:18, time: 1.949, data_time: 0.211, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5135, loss_cls: 3.2942, loss: 3.2942, grad_norm: 7.4690 2020-09-18 02:43:34,940 - mmaction - INFO - Epoch [8][2380/3520] lr: 5.000e-03, eta: 3 days, 10:01:37, time: 1.972, data_time: 0.017, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5219, loss_cls: 3.2428, loss: 3.2428, grad_norm: 7.5763 2020-09-18 02:44:13,434 - mmaction - INFO - Epoch [8][2400/3520] lr: 5.000e-03, eta: 3 days, 10:00:51, time: 1.923, data_time: 0.021, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5260, loss_cls: 3.2476, loss: 3.2476, grad_norm: 7.3745 2020-09-18 02:44:52,872 - mmaction - INFO - Epoch [8][2420/3520] lr: 5.000e-03, eta: 3 days, 10:00:10, time: 1.973, data_time: 0.211, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5104, loss_cls: 3.2049, loss: 3.2049, grad_norm: 7.4126 2020-09-18 02:45:32,164 - mmaction - INFO - Epoch [8][2440/3520] lr: 5.000e-03, eta: 3 days, 9:59:28, time: 1.963, data_time: 0.004, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4990, loss_cls: 3.3548, loss: 3.3548, grad_norm: 7.5283 2020-09-18 02:46:09,224 - mmaction - INFO - Epoch [8][2460/3520] lr: 5.000e-03, eta: 3 days, 9:58:35, time: 1.854, data_time: 0.008, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5188, loss_cls: 3.2694, loss: 3.2694, grad_norm: 7.5624 2020-09-18 02:46:48,960 - mmaction - INFO - Epoch [8][2480/3520] lr: 5.000e-03, eta: 3 days, 9:57:56, time: 1.987, data_time: 0.120, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5167, loss_cls: 3.3093, loss: 3.3093, grad_norm: 7.7262 2020-09-18 02:47:26,851 - mmaction - INFO - Epoch [8][2500/3520] lr: 5.000e-03, eta: 3 days, 9:57:06, time: 1.893, data_time: 0.051, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5292, loss_cls: 3.2874, loss: 3.2874, grad_norm: 7.6142 2020-09-18 02:48:06,917 - mmaction - INFO - Epoch [8][2520/3520] lr: 5.000e-03, eta: 3 days, 9:56:29, time: 2.006, data_time: 0.224, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5135, loss_cls: 3.3782, loss: 3.3782, grad_norm: 7.5432 2020-09-18 02:48:45,741 - mmaction - INFO - Epoch [8][2540/3520] lr: 5.000e-03, eta: 3 days, 9:55:45, time: 1.940, data_time: 0.198, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5396, loss_cls: 3.3089, loss: 3.3089, grad_norm: 7.6194 2020-09-18 02:49:24,796 - mmaction - INFO - Epoch [8][2560/3520] lr: 5.000e-03, eta: 3 days, 9:55:02, time: 1.953, data_time: 0.005, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5281, loss_cls: 3.2387, loss: 3.2387, grad_norm: 7.5450 2020-09-18 02:50:03,617 - mmaction - INFO - Epoch [8][2580/3520] lr: 5.000e-03, eta: 3 days, 9:54:18, time: 1.941, data_time: 0.674, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5083, loss_cls: 3.3129, loss: 3.3129, grad_norm: 7.5093 2020-09-18 02:50:43,171 - mmaction - INFO - Epoch [8][2600/3520] lr: 5.000e-03, eta: 3 days, 9:53:38, time: 1.978, data_time: 0.665, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5042, loss_cls: 3.2920, loss: 3.2920, grad_norm: 7.3327 2020-09-18 02:51:20,187 - mmaction - INFO - Epoch [8][2620/3520] lr: 5.000e-03, eta: 3 days, 9:52:44, time: 1.850, data_time: 0.006, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5292, loss_cls: 3.2534, loss: 3.2534, grad_norm: 7.4183 2020-09-18 02:51:59,404 - mmaction - INFO - Epoch [8][2640/3520] lr: 5.000e-03, eta: 3 days, 9:52:02, time: 1.960, data_time: 0.020, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5031, loss_cls: 3.3263, loss: 3.3263, grad_norm: 7.5692 2020-09-18 02:52:37,613 - mmaction - INFO - Epoch [8][2660/3520] lr: 5.000e-03, eta: 3 days, 9:51:15, time: 1.911, data_time: 0.004, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5052, loss_cls: 3.3319, loss: 3.3319, grad_norm: 7.4949 2020-09-18 02:53:18,059 - mmaction - INFO - Epoch [8][2680/3520] lr: 5.000e-03, eta: 3 days, 9:50:39, time: 2.019, data_time: 0.032, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5135, loss_cls: 3.2671, loss: 3.2671, grad_norm: 7.3519 2020-09-18 02:53:58,149 - mmaction - INFO - Epoch [8][2700/3520] lr: 5.000e-03, eta: 3 days, 9:50:02, time: 2.008, data_time: 0.008, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5073, loss_cls: 3.3540, loss: 3.3540, grad_norm: 7.3372 2020-09-18 02:54:37,401 - mmaction - INFO - Epoch [8][2720/3520] lr: 5.000e-03, eta: 3 days, 9:49:21, time: 1.962, data_time: 0.152, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5427, loss_cls: 3.2224, loss: 3.2224, grad_norm: 7.3593 2020-09-18 02:55:15,505 - mmaction - INFO - Epoch [8][2740/3520] lr: 5.000e-03, eta: 3 days, 9:48:33, time: 1.905, data_time: 0.712, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5073, loss_cls: 3.2832, loss: 3.2832, grad_norm: 7.5872 2020-09-18 02:55:55,078 - mmaction - INFO - Epoch [8][2760/3520] lr: 5.000e-03, eta: 3 days, 9:47:53, time: 1.978, data_time: 0.185, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5208, loss_cls: 3.2751, loss: 3.2751, grad_norm: 7.5775 2020-09-18 02:56:32,048 - mmaction - INFO - Epoch [8][2780/3520] lr: 5.000e-03, eta: 3 days, 9:46:58, time: 1.845, data_time: 0.428, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5073, loss_cls: 3.2741, loss: 3.2741, grad_norm: 7.2876 2020-09-18 02:57:11,249 - mmaction - INFO - Epoch [8][2800/3520] lr: 5.000e-03, eta: 3 days, 9:46:16, time: 1.961, data_time: 0.015, memory: 8337, top1_acc: 0.2438, top5_acc: 0.4854, loss_cls: 3.4235, loss: 3.4235, grad_norm: 7.8470 2020-09-18 02:57:51,317 - mmaction - INFO - Epoch [8][2820/3520] lr: 5.000e-03, eta: 3 days, 9:45:39, time: 2.007, data_time: 0.031, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5500, loss_cls: 3.1969, loss: 3.1969, grad_norm: 7.4011 2020-09-18 02:58:31,222 - mmaction - INFO - Epoch [8][2840/3520] lr: 5.000e-03, eta: 3 days, 9:45:01, time: 1.995, data_time: 0.006, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5167, loss_cls: 3.2340, loss: 3.2340, grad_norm: 7.4583 2020-09-18 02:59:08,798 - mmaction - INFO - Epoch [8][2860/3520] lr: 5.000e-03, eta: 3 days, 9:44:11, time: 1.879, data_time: 0.159, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5063, loss_cls: 3.2939, loss: 3.2939, grad_norm: 7.3680 2020-09-18 02:59:48,903 - mmaction - INFO - Epoch [8][2880/3520] lr: 5.000e-03, eta: 3 days, 9:43:34, time: 2.005, data_time: 0.083, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5333, loss_cls: 3.2415, loss: 3.2415, grad_norm: 7.5073 2020-09-18 03:00:32,674 - mmaction - INFO - Epoch [8][2900/3520] lr: 5.000e-03, eta: 3 days, 9:43:15, time: 2.173, data_time: 0.542, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5187, loss_cls: 3.2236, loss: 3.2236, grad_norm: 7.5222 2020-09-18 03:01:13,129 - mmaction - INFO - Epoch [8][2920/3520] lr: 5.000e-03, eta: 3 days, 9:42:41, time: 2.038, data_time: 0.063, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5021, loss_cls: 3.3857, loss: 3.3857, grad_norm: 7.6847 2020-09-18 03:01:50,244 - mmaction - INFO - Epoch [8][2940/3520] lr: 5.000e-03, eta: 3 days, 9:41:48, time: 1.854, data_time: 0.132, memory: 8337, top1_acc: 0.2563, top5_acc: 0.4875, loss_cls: 3.3228, loss: 3.3228, grad_norm: 7.7002 2020-09-18 03:02:30,017 - mmaction - INFO - Epoch [8][2960/3520] lr: 5.000e-03, eta: 3 days, 9:41:09, time: 1.989, data_time: 0.101, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5156, loss_cls: 3.3140, loss: 3.3140, grad_norm: 7.8324 2020-09-18 03:03:09,500 - mmaction - INFO - Epoch [8][2980/3520] lr: 5.000e-03, eta: 3 days, 9:40:28, time: 1.976, data_time: 0.010, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5156, loss_cls: 3.3012, loss: 3.3012, grad_norm: 7.6459 2020-09-18 03:03:47,080 - mmaction - INFO - Epoch [8][3000/3520] lr: 5.000e-03, eta: 3 days, 9:39:38, time: 1.878, data_time: 0.062, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5052, loss_cls: 3.3369, loss: 3.3369, grad_norm: 7.4322 2020-09-18 03:04:26,708 - mmaction - INFO - Epoch [8][3020/3520] lr: 5.000e-03, eta: 3 days, 9:38:58, time: 1.979, data_time: 0.413, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5125, loss_cls: 3.2799, loss: 3.2799, grad_norm: 7.4210 2020-09-18 03:05:04,426 - mmaction - INFO - Epoch [8][3040/3520] lr: 5.000e-03, eta: 3 days, 9:38:08, time: 1.888, data_time: 0.455, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5177, loss_cls: 3.2975, loss: 3.2975, grad_norm: 7.3803 2020-09-18 03:05:43,032 - mmaction - INFO - Epoch [8][3060/3520] lr: 5.000e-03, eta: 3 days, 9:37:23, time: 1.929, data_time: 0.298, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5219, loss_cls: 3.2830, loss: 3.2830, grad_norm: 7.5634 2020-09-18 03:06:23,203 - mmaction - INFO - Epoch [8][3080/3520] lr: 5.000e-03, eta: 3 days, 9:36:46, time: 2.007, data_time: 0.007, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5073, loss_cls: 3.3432, loss: 3.3432, grad_norm: 7.4503 2020-09-18 03:07:01,263 - mmaction - INFO - Epoch [8][3100/3520] lr: 5.000e-03, eta: 3 days, 9:35:58, time: 1.906, data_time: 0.224, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5219, loss_cls: 3.2982, loss: 3.2982, grad_norm: 7.5274 2020-09-18 03:07:39,556 - mmaction - INFO - Epoch [8][3120/3520] lr: 5.000e-03, eta: 3 days, 9:35:12, time: 1.914, data_time: 0.080, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5260, loss_cls: 3.2847, loss: 3.2847, grad_norm: 7.2494 2020-09-18 03:08:17,917 - mmaction - INFO - Epoch [8][3140/3520] lr: 5.000e-03, eta: 3 days, 9:34:25, time: 1.918, data_time: 0.056, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5198, loss_cls: 3.2529, loss: 3.2529, grad_norm: 7.4363 2020-09-18 03:08:57,657 - mmaction - INFO - Epoch [8][3160/3520] lr: 5.000e-03, eta: 3 days, 9:33:46, time: 1.987, data_time: 0.871, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5344, loss_cls: 3.2260, loss: 3.2260, grad_norm: 7.3674 2020-09-18 03:09:36,723 - mmaction - INFO - Epoch [8][3180/3520] lr: 5.000e-03, eta: 3 days, 9:33:04, time: 1.954, data_time: 0.279, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5104, loss_cls: 3.2584, loss: 3.2584, grad_norm: 7.3198 2020-09-18 03:10:14,537 - mmaction - INFO - Epoch [8][3200/3520] lr: 5.000e-03, eta: 3 days, 9:32:14, time: 1.885, data_time: 0.089, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5135, loss_cls: 3.2742, loss: 3.2742, grad_norm: 7.3395 2020-09-18 03:10:54,468 - mmaction - INFO - Epoch [8][3220/3520] lr: 5.000e-03, eta: 3 days, 9:31:36, time: 2.003, data_time: 0.124, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5021, loss_cls: 3.3122, loss: 3.3122, grad_norm: 7.2264 2020-09-18 03:11:33,462 - mmaction - INFO - Epoch [8][3240/3520] lr: 5.000e-03, eta: 3 days, 9:30:53, time: 1.949, data_time: 0.055, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4969, loss_cls: 3.3778, loss: 3.3778, grad_norm: 7.6759 2020-09-18 03:12:10,018 - mmaction - INFO - Epoch [8][3260/3520] lr: 5.000e-03, eta: 3 days, 9:29:57, time: 1.823, data_time: 0.176, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5104, loss_cls: 3.2772, loss: 3.2772, grad_norm: 7.5869 2020-09-18 03:12:50,423 - mmaction - INFO - Epoch [8][3280/3520] lr: 5.000e-03, eta: 3 days, 9:29:22, time: 2.024, data_time: 0.229, memory: 8337, top1_acc: 0.2333, top5_acc: 0.4823, loss_cls: 3.4274, loss: 3.4274, grad_norm: 7.5746 2020-09-18 03:13:30,103 - mmaction - INFO - Epoch [8][3300/3520] lr: 5.000e-03, eta: 3 days, 9:28:43, time: 1.985, data_time: 0.004, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5010, loss_cls: 3.3579, loss: 3.3579, grad_norm: 7.5103 2020-09-18 03:14:08,758 - mmaction - INFO - Epoch [8][3320/3520] lr: 5.000e-03, eta: 3 days, 9:27:58, time: 1.933, data_time: 0.197, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5021, loss_cls: 3.2979, loss: 3.2979, grad_norm: 7.4162 2020-09-18 03:14:47,509 - mmaction - INFO - Epoch [8][3340/3520] lr: 5.000e-03, eta: 3 days, 9:27:14, time: 1.937, data_time: 0.754, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5010, loss_cls: 3.2964, loss: 3.2964, grad_norm: 7.4644 2020-09-18 03:15:26,253 - mmaction - INFO - Epoch [8][3360/3520] lr: 5.000e-03, eta: 3 days, 9:26:30, time: 1.938, data_time: 0.064, memory: 8337, top1_acc: 0.2260, top5_acc: 0.5188, loss_cls: 3.3088, loss: 3.3088, grad_norm: 7.7247 2020-09-18 03:16:04,630 - mmaction - INFO - Epoch [8][3380/3520] lr: 5.000e-03, eta: 3 days, 9:25:43, time: 1.918, data_time: 0.005, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5115, loss_cls: 3.3431, loss: 3.3431, grad_norm: 7.6621 2020-09-18 03:16:43,110 - mmaction - INFO - Epoch [8][3400/3520] lr: 5.000e-03, eta: 3 days, 9:24:58, time: 1.925, data_time: 0.176, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5010, loss_cls: 3.3304, loss: 3.3304, grad_norm: 7.5214 2020-09-18 03:17:21,970 - mmaction - INFO - Epoch [8][3420/3520] lr: 5.000e-03, eta: 3 days, 9:24:14, time: 1.942, data_time: 0.019, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5240, loss_cls: 3.3069, loss: 3.3069, grad_norm: 7.5084 2020-09-18 03:17:59,223 - mmaction - INFO - Epoch [8][3440/3520] lr: 5.000e-03, eta: 3 days, 9:23:22, time: 1.864, data_time: 0.020, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5198, loss_cls: 3.2852, loss: 3.2852, grad_norm: 7.5716 2020-09-18 03:18:37,350 - mmaction - INFO - Epoch [8][3460/3520] lr: 5.000e-03, eta: 3 days, 9:22:34, time: 1.904, data_time: 0.006, memory: 8337, top1_acc: 0.2354, top5_acc: 0.5229, loss_cls: 3.3328, loss: 3.3328, grad_norm: 7.4951 2020-09-18 03:19:17,373 - mmaction - INFO - Epoch [8][3480/3520] lr: 5.000e-03, eta: 3 days, 9:21:57, time: 2.004, data_time: 0.164, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5135, loss_cls: 3.2592, loss: 3.2592, grad_norm: 7.3800 2020-09-18 03:19:56,115 - mmaction - INFO - Epoch [8][3500/3520] lr: 5.000e-03, eta: 3 days, 9:21:13, time: 1.936, data_time: 0.765, memory: 8337, top1_acc: 0.2271, top5_acc: 0.5219, loss_cls: 3.3436, loss: 3.3436, grad_norm: 7.4458 2020-09-18 03:20:31,504 - mmaction - INFO - Epoch [8][3520/3520] lr: 5.000e-03, eta: 3 days, 9:20:11, time: 1.771, data_time: 0.574, memory: 8337, top1_acc: 0.2489, top5_acc: 0.4870, loss_cls: 3.3540, loss: 3.3540, grad_norm: 7.3894 2020-09-18 03:20:51,169 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-18 03:37:11,377 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-18 03:37:12,061 - mmaction - INFO - top1_acc 0.1878 top5_acc 0.4378 2020-09-18 03:37:12,062 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-18 03:37:12,231 - mmaction - INFO - mean_acc 0.1316 2020-09-18 03:37:12,231 - mmaction - INFO - Now best checkpoint is epoch_8.pth 2020-09-18 03:37:12,254 - mmaction - INFO - Epoch(val) [8][3520] top1_acc: 0.1878, top5_acc: 0.4378, mean_class_accuracy: 0.1316 2020-09-18 03:39:29,102 - mmaction - INFO - Epoch [9][20/3520] lr: 5.000e-03, eta: 3 days, 9:28:00, time: 6.827, data_time: 5.252, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5365, loss_cls: 3.2350, loss: 3.2350, grad_norm: 7.5472 2020-09-18 03:40:07,486 - mmaction - INFO - Epoch [9][40/3520] lr: 5.000e-03, eta: 3 days, 9:27:14, time: 1.926, data_time: 0.139, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5438, loss_cls: 3.2252, loss: 3.2252, grad_norm: 7.3980 2020-09-18 03:40:46,037 - mmaction - INFO - Epoch [9][60/3520] lr: 5.000e-03, eta: 3 days, 9:26:28, time: 1.922, data_time: 0.197, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5563, loss_cls: 3.1290, loss: 3.1290, grad_norm: 7.2359 2020-09-18 03:41:25,561 - mmaction - INFO - Epoch [9][80/3520] lr: 5.000e-03, eta: 3 days, 9:25:48, time: 1.981, data_time: 0.059, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5208, loss_cls: 3.1425, loss: 3.1425, grad_norm: 7.4418 2020-09-18 03:42:04,928 - mmaction - INFO - Epoch [9][100/3520] lr: 5.000e-03, eta: 3 days, 9:25:07, time: 1.969, data_time: 0.070, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4969, loss_cls: 3.2840, loss: 3.2840, grad_norm: 7.6435 2020-09-18 03:42:44,966 - mmaction - INFO - Epoch [9][120/3520] lr: 5.000e-03, eta: 3 days, 9:24:29, time: 2.006, data_time: 0.008, memory: 8337, top1_acc: 0.2344, top5_acc: 0.4854, loss_cls: 3.3434, loss: 3.3434, grad_norm: 7.3724 2020-09-18 03:43:23,732 - mmaction - INFO - Epoch [9][140/3520] lr: 5.000e-03, eta: 3 days, 9:23:45, time: 1.939, data_time: 0.178, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5177, loss_cls: 3.2807, loss: 3.2807, grad_norm: 7.5021 2020-09-18 03:44:02,303 - mmaction - INFO - Epoch [9][160/3520] lr: 5.000e-03, eta: 3 days, 9:23:00, time: 1.928, data_time: 0.614, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4698, loss_cls: 3.4551, loss: 3.4551, grad_norm: 7.7980 2020-09-18 03:44:43,145 - mmaction - INFO - Epoch [9][180/3520] lr: 5.000e-03, eta: 3 days, 9:22:25, time: 2.036, data_time: 0.747, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5292, loss_cls: 3.2977, loss: 3.2977, grad_norm: 7.5644 2020-09-18 03:45:22,375 - mmaction - INFO - Epoch [9][200/3520] lr: 5.000e-03, eta: 3 days, 9:21:44, time: 1.964, data_time: 0.602, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5396, loss_cls: 3.2261, loss: 3.2261, grad_norm: 7.7731 2020-09-18 03:46:01,395 - mmaction - INFO - Epoch [9][220/3520] lr: 5.000e-03, eta: 3 days, 9:21:01, time: 1.954, data_time: 0.139, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5417, loss_cls: 3.2458, loss: 3.2458, grad_norm: 7.6061 2020-09-18 03:46:39,955 - mmaction - INFO - Epoch [9][240/3520] lr: 5.000e-03, eta: 3 days, 9:20:15, time: 1.930, data_time: 0.497, memory: 8337, top1_acc: 0.2437, top5_acc: 0.4958, loss_cls: 3.3611, loss: 3.3611, grad_norm: 7.7367 2020-09-18 03:47:19,432 - mmaction - INFO - Epoch [9][260/3520] lr: 5.000e-03, eta: 3 days, 9:19:34, time: 1.970, data_time: 0.628, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5073, loss_cls: 3.3126, loss: 3.3126, grad_norm: 7.4119 2020-09-18 03:47:58,827 - mmaction - INFO - Epoch [9][280/3520] lr: 5.000e-03, eta: 3 days, 9:18:54, time: 1.973, data_time: 0.408, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5260, loss_cls: 3.2930, loss: 3.2930, grad_norm: 7.4973 2020-09-18 03:48:37,489 - mmaction - INFO - Epoch [9][300/3520] lr: 5.000e-03, eta: 3 days, 9:18:08, time: 1.930, data_time: 0.858, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5156, loss_cls: 3.3239, loss: 3.3239, grad_norm: 7.6154 2020-09-18 03:49:19,462 - mmaction - INFO - Epoch [9][320/3520] lr: 5.000e-03, eta: 3 days, 9:17:41, time: 2.102, data_time: 1.039, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5000, loss_cls: 3.3671, loss: 3.3671, grad_norm: 7.7141 2020-09-18 03:49:55,469 - mmaction - INFO - Epoch [9][340/3520] lr: 5.000e-03, eta: 3 days, 9:16:42, time: 1.800, data_time: 0.134, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5219, loss_cls: 3.2484, loss: 3.2484, grad_norm: 7.3501 2020-09-18 03:50:36,624 - mmaction - INFO - Epoch [9][360/3520] lr: 5.000e-03, eta: 3 days, 9:16:10, time: 2.058, data_time: 0.796, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5312, loss_cls: 3.2439, loss: 3.2439, grad_norm: 7.4293 2020-09-18 03:51:13,814 - mmaction - INFO - Epoch [9][380/3520] lr: 5.000e-03, eta: 3 days, 9:15:17, time: 1.857, data_time: 1.135, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4969, loss_cls: 3.3740, loss: 3.3740, grad_norm: 7.6142 2020-09-18 03:51:55,395 - mmaction - INFO - Epoch [9][400/3520] lr: 5.000e-03, eta: 3 days, 9:14:48, time: 2.082, data_time: 0.363, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5521, loss_cls: 3.1525, loss: 3.1525, grad_norm: 7.2924 2020-09-18 03:52:34,739 - mmaction - INFO - Epoch [9][420/3520] lr: 5.000e-03, eta: 3 days, 9:14:06, time: 1.962, data_time: 0.257, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5260, loss_cls: 3.1995, loss: 3.1995, grad_norm: 7.6758 2020-09-18 03:53:12,474 - mmaction - INFO - Epoch [9][440/3520] lr: 5.000e-03, eta: 3 days, 9:13:17, time: 1.892, data_time: 0.032, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5177, loss_cls: 3.2539, loss: 3.2539, grad_norm: 7.5568 2020-09-18 03:53:53,049 - mmaction - INFO - Epoch [9][460/3520] lr: 5.000e-03, eta: 3 days, 9:12:41, time: 2.026, data_time: 0.115, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5250, loss_cls: 3.3006, loss: 3.3006, grad_norm: 7.5767 2020-09-18 03:54:31,178 - mmaction - INFO - Epoch [9][480/3520] lr: 5.000e-03, eta: 3 days, 9:11:54, time: 1.908, data_time: 0.251, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5146, loss_cls: 3.2984, loss: 3.2984, grad_norm: 7.7215 2020-09-18 03:55:09,888 - mmaction - INFO - Epoch [9][500/3520] lr: 5.000e-03, eta: 3 days, 9:11:09, time: 1.934, data_time: 0.005, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5396, loss_cls: 3.1897, loss: 3.1897, grad_norm: 7.6482 2020-09-18 03:55:48,723 - mmaction - INFO - Epoch [9][520/3520] lr: 5.000e-03, eta: 3 days, 9:10:25, time: 1.943, data_time: 0.013, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5271, loss_cls: 3.2979, loss: 3.2979, grad_norm: 7.6664 2020-09-18 03:56:26,743 - mmaction - INFO - Epoch [9][540/3520] lr: 5.000e-03, eta: 3 days, 9:09:37, time: 1.900, data_time: 0.144, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5260, loss_cls: 3.2566, loss: 3.2566, grad_norm: 7.7347 2020-09-18 03:57:06,857 - mmaction - INFO - Epoch [9][560/3520] lr: 5.000e-03, eta: 3 days, 9:09:00, time: 2.007, data_time: 0.118, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5198, loss_cls: 3.2511, loss: 3.2511, grad_norm: 7.5894 2020-09-18 03:57:45,738 - mmaction - INFO - Epoch [9][580/3520] lr: 5.000e-03, eta: 3 days, 9:08:16, time: 1.944, data_time: 0.205, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5271, loss_cls: 3.2642, loss: 3.2642, grad_norm: 7.7304 2020-09-18 03:58:24,436 - mmaction - INFO - Epoch [9][600/3520] lr: 5.000e-03, eta: 3 days, 9:07:32, time: 1.935, data_time: 0.003, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5188, loss_cls: 3.2996, loss: 3.2996, grad_norm: 7.6763 2020-09-18 03:59:04,954 - mmaction - INFO - Epoch [9][620/3520] lr: 5.000e-03, eta: 3 days, 9:06:56, time: 2.024, data_time: 0.077, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5333, loss_cls: 3.3058, loss: 3.3058, grad_norm: 7.6837 2020-09-18 03:59:43,724 - mmaction - INFO - Epoch [9][640/3520] lr: 5.000e-03, eta: 3 days, 9:06:12, time: 1.940, data_time: 0.049, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5156, loss_cls: 3.2828, loss: 3.2828, grad_norm: 7.6024 2020-09-18 04:00:26,524 - mmaction - INFO - Epoch [9][660/3520] lr: 5.000e-03, eta: 3 days, 9:05:46, time: 2.116, data_time: 0.138, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5104, loss_cls: 3.2841, loss: 3.2841, grad_norm: 7.5968 2020-09-18 04:01:07,613 - mmaction - INFO - Epoch [9][680/3520] lr: 5.000e-03, eta: 3 days, 9:05:16, time: 2.078, data_time: 0.126, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5365, loss_cls: 3.2318, loss: 3.2318, grad_norm: 7.3686 2020-09-18 04:01:45,269 - mmaction - INFO - Epoch [9][700/3520] lr: 5.000e-03, eta: 3 days, 9:04:26, time: 1.882, data_time: 0.006, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5104, loss_cls: 3.3084, loss: 3.3084, grad_norm: 7.4573 2020-09-18 04:02:23,370 - mmaction - INFO - Epoch [9][720/3520] lr: 5.000e-03, eta: 3 days, 9:03:38, time: 1.904, data_time: 0.026, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5458, loss_cls: 3.1780, loss: 3.1780, grad_norm: 7.4738 2020-09-18 04:03:03,214 - mmaction - INFO - Epoch [9][740/3520] lr: 5.000e-03, eta: 3 days, 9:02:59, time: 1.991, data_time: 0.496, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5167, loss_cls: 3.3501, loss: 3.3501, grad_norm: 7.4978 2020-09-18 04:03:43,875 - mmaction - INFO - Epoch [9][760/3520] lr: 5.000e-03, eta: 3 days, 9:02:25, time: 2.034, data_time: 0.565, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5271, loss_cls: 3.3018, loss: 3.3018, grad_norm: 7.5909 2020-09-18 04:04:24,514 - mmaction - INFO - Epoch [9][780/3520] lr: 5.000e-03, eta: 3 days, 9:01:50, time: 2.033, data_time: 0.776, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5156, loss_cls: 3.3184, loss: 3.3184, grad_norm: 7.7270 2020-09-18 04:05:03,775 - mmaction - INFO - Epoch [9][800/3520] lr: 5.000e-03, eta: 3 days, 9:01:08, time: 1.961, data_time: 0.212, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5135, loss_cls: 3.2836, loss: 3.2836, grad_norm: 7.5374 2020-09-18 04:05:41,463 - mmaction - INFO - Epoch [9][820/3520] lr: 5.000e-03, eta: 3 days, 9:00:18, time: 1.887, data_time: 0.246, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5260, loss_cls: 3.2916, loss: 3.2916, grad_norm: 7.3108 2020-09-18 04:06:21,067 - mmaction - INFO - Epoch [9][840/3520] lr: 5.000e-03, eta: 3 days, 8:59:38, time: 1.980, data_time: 0.392, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5281, loss_cls: 3.2358, loss: 3.2358, grad_norm: 7.5856 2020-09-18 04:07:02,400 - mmaction - INFO - Epoch [9][860/3520] lr: 5.000e-03, eta: 3 days, 8:59:07, time: 2.066, data_time: 0.719, memory: 8337, top1_acc: 0.2479, top5_acc: 0.4854, loss_cls: 3.3708, loss: 3.3708, grad_norm: 7.4583 2020-09-18 04:07:40,519 - mmaction - INFO - Epoch [9][880/3520] lr: 5.000e-03, eta: 3 days, 8:58:19, time: 1.903, data_time: 0.676, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5250, loss_cls: 3.2323, loss: 3.2323, grad_norm: 7.5864 2020-09-18 04:08:20,593 - mmaction - INFO - Epoch [9][900/3520] lr: 5.000e-03, eta: 3 days, 8:57:42, time: 2.007, data_time: 0.372, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5042, loss_cls: 3.2820, loss: 3.2820, grad_norm: 7.6179 2020-09-18 04:08:58,853 - mmaction - INFO - Epoch [9][920/3520] lr: 5.000e-03, eta: 3 days, 8:56:55, time: 1.912, data_time: 0.057, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5354, loss_cls: 3.2570, loss: 3.2570, grad_norm: 7.6082 2020-09-18 04:09:37,471 - mmaction - INFO - Epoch [9][940/3520] lr: 5.000e-03, eta: 3 days, 8:56:10, time: 1.929, data_time: 0.016, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5219, loss_cls: 3.3168, loss: 3.3168, grad_norm: 7.6160 2020-09-18 04:10:15,542 - mmaction - INFO - Epoch [9][960/3520] lr: 5.000e-03, eta: 3 days, 8:55:22, time: 1.903, data_time: 0.008, memory: 8337, top1_acc: 0.2437, top5_acc: 0.5073, loss_cls: 3.3319, loss: 3.3319, grad_norm: 7.6786 2020-09-18 04:10:55,415 - mmaction - INFO - Epoch [9][980/3520] lr: 5.000e-03, eta: 3 days, 8:54:44, time: 1.996, data_time: 0.014, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5146, loss_cls: 3.2906, loss: 3.2906, grad_norm: 7.8248 2020-09-18 04:11:32,845 - mmaction - INFO - Epoch [9][1000/3520] lr: 5.000e-03, eta: 3 days, 8:53:53, time: 1.869, data_time: 0.051, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4990, loss_cls: 3.3030, loss: 3.3030, grad_norm: 7.4412 2020-09-18 04:12:11,664 - mmaction - INFO - Epoch [9][1020/3520] lr: 5.000e-03, eta: 3 days, 8:53:09, time: 1.941, data_time: 0.101, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5375, loss_cls: 3.1944, loss: 3.1944, grad_norm: 7.6298 2020-09-18 04:12:51,768 - mmaction - INFO - Epoch [9][1040/3520] lr: 5.000e-03, eta: 3 days, 8:52:31, time: 2.004, data_time: 0.702, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5281, loss_cls: 3.2296, loss: 3.2296, grad_norm: 7.5952 2020-09-18 04:13:30,016 - mmaction - INFO - Epoch [9][1060/3520] lr: 5.000e-03, eta: 3 days, 8:51:45, time: 1.915, data_time: 0.987, memory: 8337, top1_acc: 0.2604, top5_acc: 0.4969, loss_cls: 3.3049, loss: 3.3049, grad_norm: 7.7681 2020-09-18 04:14:10,118 - mmaction - INFO - Epoch [9][1080/3520] lr: 5.000e-03, eta: 3 days, 8:51:07, time: 2.007, data_time: 1.091, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.2641, loss: 3.2641, grad_norm: 7.8259 2020-09-18 04:14:49,888 - mmaction - INFO - Epoch [9][1100/3520] lr: 5.000e-03, eta: 3 days, 8:50:28, time: 1.989, data_time: 0.115, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5219, loss_cls: 3.2531, loss: 3.2531, grad_norm: 7.6535 2020-09-18 04:15:29,868 - mmaction - INFO - Epoch [9][1120/3520] lr: 5.000e-03, eta: 3 days, 8:49:50, time: 1.994, data_time: 1.135, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5469, loss_cls: 3.1936, loss: 3.1936, grad_norm: 7.6952 2020-09-18 04:16:09,316 - mmaction - INFO - Epoch [9][1140/3520] lr: 5.000e-03, eta: 3 days, 8:49:09, time: 1.976, data_time: 0.663, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5323, loss_cls: 3.1957, loss: 3.1957, grad_norm: 7.5847 2020-09-18 04:16:48,540 - mmaction - INFO - Epoch [9][1160/3520] lr: 5.000e-03, eta: 3 days, 8:48:27, time: 1.958, data_time: 0.021, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5219, loss_cls: 3.2625, loss: 3.2625, grad_norm: 7.5223 2020-09-18 04:17:27,812 - mmaction - INFO - Epoch [9][1180/3520] lr: 5.000e-03, eta: 3 days, 8:47:46, time: 1.967, data_time: 0.154, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5115, loss_cls: 3.2773, loss: 3.2773, grad_norm: 7.5562 2020-09-18 04:18:05,179 - mmaction - INFO - Epoch [9][1200/3520] lr: 5.000e-03, eta: 3 days, 8:46:54, time: 1.868, data_time: 0.308, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5208, loss_cls: 3.2631, loss: 3.2631, grad_norm: 7.6387 2020-09-18 04:18:44,777 - mmaction - INFO - Epoch [9][1220/3520] lr: 5.000e-03, eta: 3 days, 8:46:15, time: 1.981, data_time: 0.004, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4823, loss_cls: 3.4169, loss: 3.4169, grad_norm: 7.8376 2020-09-18 04:19:22,605 - mmaction - INFO - Epoch [9][1240/3520] lr: 5.000e-03, eta: 3 days, 8:45:26, time: 1.890, data_time: 0.015, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5188, loss_cls: 3.2660, loss: 3.2660, grad_norm: 7.6544 2020-09-18 04:20:01,257 - mmaction - INFO - Epoch [9][1260/3520] lr: 5.000e-03, eta: 3 days, 8:44:41, time: 1.933, data_time: 0.150, memory: 8337, top1_acc: 0.2500, top5_acc: 0.4917, loss_cls: 3.3279, loss: 3.3279, grad_norm: 7.6273 2020-09-18 04:20:41,670 - mmaction - INFO - Epoch [9][1280/3520] lr: 5.000e-03, eta: 3 days, 8:44:05, time: 2.018, data_time: 0.404, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5188, loss_cls: 3.2460, loss: 3.2460, grad_norm: 7.5363 2020-09-18 04:21:21,989 - mmaction - INFO - Epoch [9][1300/3520] lr: 5.000e-03, eta: 3 days, 8:43:29, time: 2.018, data_time: 0.126, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5490, loss_cls: 3.1991, loss: 3.1991, grad_norm: 7.6771 2020-09-18 04:22:00,566 - mmaction - INFO - Epoch [9][1320/3520] lr: 5.000e-03, eta: 3 days, 8:42:44, time: 1.929, data_time: 0.015, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5427, loss_cls: 3.2422, loss: 3.2422, grad_norm: 7.6700 2020-09-18 04:22:40,797 - mmaction - INFO - Epoch [9][1340/3520] lr: 5.000e-03, eta: 3 days, 8:42:07, time: 2.010, data_time: 0.139, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5167, loss_cls: 3.3664, loss: 3.3664, grad_norm: 7.6907 2020-09-18 04:23:19,324 - mmaction - INFO - Epoch [9][1360/3520] lr: 5.000e-03, eta: 3 days, 8:41:22, time: 1.929, data_time: 0.218, memory: 8337, top1_acc: 0.2521, top5_acc: 0.4906, loss_cls: 3.4001, loss: 3.4001, grad_norm: 7.8267 2020-09-18 04:23:56,969 - mmaction - INFO - Epoch [9][1380/3520] lr: 5.000e-03, eta: 3 days, 8:40:32, time: 1.881, data_time: 0.090, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5271, loss_cls: 3.2471, loss: 3.2471, grad_norm: 7.5110 2020-09-18 04:24:35,901 - mmaction - INFO - Epoch [9][1400/3520] lr: 5.000e-03, eta: 3 days, 8:39:48, time: 1.945, data_time: 0.007, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5198, loss_cls: 3.2683, loss: 3.2683, grad_norm: 7.5757 2020-09-18 04:25:16,501 - mmaction - INFO - Epoch [9][1420/3520] lr: 5.000e-03, eta: 3 days, 8:39:14, time: 2.033, data_time: 0.809, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5125, loss_cls: 3.2639, loss: 3.2639, grad_norm: 7.6562 2020-09-18 04:25:53,770 - mmaction - INFO - Epoch [9][1440/3520] lr: 5.000e-03, eta: 3 days, 8:38:22, time: 1.864, data_time: 0.527, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5063, loss_cls: 3.3385, loss: 3.3385, grad_norm: 7.6049 2020-09-18 04:26:34,487 - mmaction - INFO - Epoch [9][1460/3520] lr: 5.000e-03, eta: 3 days, 8:37:48, time: 2.036, data_time: 0.953, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4885, loss_cls: 3.3436, loss: 3.3436, grad_norm: 7.7561 2020-09-18 04:27:12,127 - mmaction - INFO - Epoch [9][1480/3520] lr: 5.000e-03, eta: 3 days, 8:36:58, time: 1.879, data_time: 0.008, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5187, loss_cls: 3.2878, loss: 3.2878, grad_norm: 7.6162 2020-09-18 04:27:51,565 - mmaction - INFO - Epoch [9][1500/3520] lr: 5.000e-03, eta: 3 days, 8:36:17, time: 1.975, data_time: 0.012, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5250, loss_cls: 3.2710, loss: 3.2710, grad_norm: 7.7204 2020-09-18 04:28:30,656 - mmaction - INFO - Epoch [9][1520/3520] lr: 5.000e-03, eta: 3 days, 8:35:35, time: 1.955, data_time: 0.013, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5458, loss_cls: 3.2009, loss: 3.2009, grad_norm: 7.4119 2020-09-18 04:29:11,261 - mmaction - INFO - Epoch [9][1540/3520] lr: 5.000e-03, eta: 3 days, 8:35:00, time: 2.027, data_time: 0.004, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5188, loss_cls: 3.2421, loss: 3.2421, grad_norm: 7.6868 2020-09-18 04:29:50,057 - mmaction - INFO - Epoch [9][1560/3520] lr: 5.000e-03, eta: 3 days, 8:34:16, time: 1.940, data_time: 0.295, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5375, loss_cls: 3.2017, loss: 3.2017, grad_norm: 7.4272 2020-09-18 04:30:29,815 - mmaction - INFO - Epoch [9][1580/3520] lr: 5.000e-03, eta: 3 days, 8:33:37, time: 1.989, data_time: 0.299, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5187, loss_cls: 3.2234, loss: 3.2234, grad_norm: 7.5625 2020-09-18 04:31:10,394 - mmaction - INFO - Epoch [9][1600/3520] lr: 5.000e-03, eta: 3 days, 8:33:01, time: 2.024, data_time: 0.181, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5344, loss_cls: 3.2214, loss: 3.2214, grad_norm: 7.7282 2020-09-18 04:31:48,187 - mmaction - INFO - Epoch [9][1620/3520] lr: 5.000e-03, eta: 3 days, 8:32:13, time: 1.896, data_time: 0.084, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5292, loss_cls: 3.1906, loss: 3.1906, grad_norm: 7.5465 2020-09-18 04:32:27,368 - mmaction - INFO - Epoch [9][1640/3520] lr: 5.000e-03, eta: 3 days, 8:31:31, time: 1.956, data_time: 0.012, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5260, loss_cls: 3.2939, loss: 3.2939, grad_norm: 7.7355 2020-09-18 04:33:06,650 - mmaction - INFO - Epoch [9][1660/3520] lr: 5.000e-03, eta: 3 days, 8:30:49, time: 1.967, data_time: 0.976, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5198, loss_cls: 3.2805, loss: 3.2805, grad_norm: 7.6431 2020-09-18 04:33:45,276 - mmaction - INFO - Epoch [9][1680/3520] lr: 5.000e-03, eta: 3 days, 8:30:05, time: 1.931, data_time: 0.560, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5177, loss_cls: 3.2329, loss: 3.2329, grad_norm: 7.5058 2020-09-18 04:34:25,793 - mmaction - INFO - Epoch [9][1700/3520] lr: 5.000e-03, eta: 3 days, 8:29:29, time: 2.022, data_time: 0.123, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5146, loss_cls: 3.2078, loss: 3.2078, grad_norm: 7.5197 2020-09-18 04:35:04,573 - mmaction - INFO - Epoch [9][1720/3520] lr: 5.000e-03, eta: 3 days, 8:28:45, time: 1.942, data_time: 0.134, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5125, loss_cls: 3.3411, loss: 3.3411, grad_norm: 7.3598 2020-09-18 04:35:43,187 - mmaction - INFO - Epoch [9][1740/3520] lr: 5.000e-03, eta: 3 days, 8:28:00, time: 1.928, data_time: 0.360, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5542, loss_cls: 3.1752, loss: 3.1752, grad_norm: 7.6983 2020-09-18 04:36:22,045 - mmaction - INFO - Epoch [9][1760/3520] lr: 5.000e-03, eta: 3 days, 8:27:17, time: 1.946, data_time: 0.282, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5083, loss_cls: 3.3236, loss: 3.3236, grad_norm: 7.2634 2020-09-18 04:36:59,231 - mmaction - INFO - Epoch [9][1780/3520] lr: 5.000e-03, eta: 3 days, 8:26:25, time: 1.859, data_time: 0.007, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5417, loss_cls: 3.2067, loss: 3.2067, grad_norm: 7.3569 2020-09-18 04:37:37,236 - mmaction - INFO - Epoch [9][1800/3520] lr: 5.000e-03, eta: 3 days, 8:25:38, time: 1.901, data_time: 0.168, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5052, loss_cls: 3.3217, loss: 3.3217, grad_norm: 7.6123 2020-09-18 04:38:15,494 - mmaction - INFO - Epoch [9][1820/3520] lr: 5.000e-03, eta: 3 days, 8:24:51, time: 1.912, data_time: 0.196, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5250, loss_cls: 3.2234, loss: 3.2234, grad_norm: 7.6059 2020-09-18 04:38:53,597 - mmaction - INFO - Epoch [9][1840/3520] lr: 5.000e-03, eta: 3 days, 8:24:04, time: 1.904, data_time: 0.178, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5042, loss_cls: 3.2775, loss: 3.2775, grad_norm: 7.4261 2020-09-18 04:39:32,547 - mmaction - INFO - Epoch [9][1860/3520] lr: 5.000e-03, eta: 3 days, 8:23:21, time: 1.949, data_time: 0.675, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5094, loss_cls: 3.3141, loss: 3.3141, grad_norm: 7.5117 2020-09-18 04:40:12,436 - mmaction - INFO - Epoch [9][1880/3520] lr: 5.000e-03, eta: 3 days, 8:22:42, time: 1.994, data_time: 0.207, memory: 8337, top1_acc: 0.2469, top5_acc: 0.4979, loss_cls: 3.3186, loss: 3.3186, grad_norm: 7.3955 2020-09-18 04:40:50,315 - mmaction - INFO - Epoch [9][1900/3520] lr: 5.000e-03, eta: 3 days, 8:21:54, time: 1.891, data_time: 0.140, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5146, loss_cls: 3.2421, loss: 3.2421, grad_norm: 7.3413 2020-09-18 04:41:29,664 - mmaction - INFO - Epoch [9][1920/3520] lr: 5.000e-03, eta: 3 days, 8:21:13, time: 1.971, data_time: 0.038, memory: 8337, top1_acc: 0.2385, top5_acc: 0.4979, loss_cls: 3.3585, loss: 3.3585, grad_norm: 7.6867 2020-09-18 04:42:09,742 - mmaction - INFO - Epoch [9][1940/3520] lr: 5.000e-03, eta: 3 days, 8:20:35, time: 2.000, data_time: 0.567, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5125, loss_cls: 3.2615, loss: 3.2615, grad_norm: 7.4866 2020-09-18 04:42:49,297 - mmaction - INFO - Epoch [9][1960/3520] lr: 5.000e-03, eta: 3 days, 8:19:55, time: 1.978, data_time: 0.029, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5396, loss_cls: 3.2286, loss: 3.2286, grad_norm: 7.7661 2020-09-18 04:43:29,260 - mmaction - INFO - Epoch [9][1980/3520] lr: 5.000e-03, eta: 3 days, 8:19:17, time: 2.002, data_time: 0.189, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5563, loss_cls: 3.1214, loss: 3.1214, grad_norm: 7.4463 2020-09-18 04:44:08,186 - mmaction - INFO - Epoch [9][2000/3520] lr: 5.000e-03, eta: 3 days, 8:18:34, time: 1.944, data_time: 0.030, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5500, loss_cls: 3.2026, loss: 3.2026, grad_norm: 7.3806 2020-09-18 04:44:46,890 - mmaction - INFO - Epoch [9][2020/3520] lr: 5.000e-03, eta: 3 days, 8:17:50, time: 1.936, data_time: 0.093, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5240, loss_cls: 3.2864, loss: 3.2864, grad_norm: 7.7283 2020-09-18 04:45:25,692 - mmaction - INFO - Epoch [9][2040/3520] lr: 5.000e-03, eta: 3 days, 8:17:06, time: 1.941, data_time: 0.132, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5000, loss_cls: 3.3191, loss: 3.3191, grad_norm: 7.6100 2020-09-18 04:46:05,527 - mmaction - INFO - Epoch [9][2060/3520] lr: 5.000e-03, eta: 3 days, 8:16:27, time: 1.992, data_time: 0.011, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5271, loss_cls: 3.2356, loss: 3.2356, grad_norm: 7.7393 2020-09-18 04:46:43,690 - mmaction - INFO - Epoch [9][2080/3520] lr: 5.000e-03, eta: 3 days, 8:15:41, time: 1.909, data_time: 0.006, memory: 8337, top1_acc: 0.2260, top5_acc: 0.4979, loss_cls: 3.3887, loss: 3.3887, grad_norm: 7.6249 2020-09-18 04:47:22,731 - mmaction - INFO - Epoch [9][2100/3520] lr: 5.000e-03, eta: 3 days, 8:14:58, time: 1.952, data_time: 0.749, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5000, loss_cls: 3.3751, loss: 3.3751, grad_norm: 7.6752 2020-09-18 04:48:01,757 - mmaction - INFO - Epoch [9][2120/3520] lr: 5.000e-03, eta: 3 days, 8:14:15, time: 1.945, data_time: 0.054, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5208, loss_cls: 3.2859, loss: 3.2859, grad_norm: 7.5087 2020-09-18 04:48:40,378 - mmaction - INFO - Epoch [9][2140/3520] lr: 5.000e-03, eta: 3 days, 8:13:31, time: 1.937, data_time: 0.048, memory: 8337, top1_acc: 0.2542, top5_acc: 0.4906, loss_cls: 3.3218, loss: 3.3218, grad_norm: 7.6167 2020-09-18 04:49:19,979 - mmaction - INFO - Epoch [9][2160/3520] lr: 5.000e-03, eta: 3 days, 8:12:51, time: 1.978, data_time: 0.006, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5208, loss_cls: 3.2781, loss: 3.2781, grad_norm: 7.6557 2020-09-18 04:49:59,385 - mmaction - INFO - Epoch [9][2180/3520] lr: 5.000e-03, eta: 3 days, 8:12:10, time: 1.971, data_time: 0.008, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5292, loss_cls: 3.2533, loss: 3.2533, grad_norm: 7.5937 2020-09-18 04:50:38,255 - mmaction - INFO - Epoch [9][2200/3520] lr: 5.000e-03, eta: 3 days, 8:11:27, time: 1.944, data_time: 0.248, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5292, loss_cls: 3.2430, loss: 3.2430, grad_norm: 7.5900 2020-09-18 04:51:17,724 - mmaction - INFO - Epoch [9][2220/3520] lr: 5.000e-03, eta: 3 days, 8:10:46, time: 1.974, data_time: 0.061, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4969, loss_cls: 3.3459, loss: 3.3459, grad_norm: 7.7429 2020-09-18 04:51:58,417 - mmaction - INFO - Epoch [9][2240/3520] lr: 5.000e-03, eta: 3 days, 8:10:12, time: 2.035, data_time: 0.230, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5469, loss_cls: 3.1339, loss: 3.1339, grad_norm: 7.5983 2020-09-18 04:52:36,555 - mmaction - INFO - Epoch [9][2260/3520] lr: 5.000e-03, eta: 3 days, 8:09:25, time: 1.907, data_time: 0.703, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5125, loss_cls: 3.2806, loss: 3.2806, grad_norm: 7.5854 2020-09-18 04:53:15,616 - mmaction - INFO - Epoch [9][2280/3520] lr: 5.000e-03, eta: 3 days, 8:08:42, time: 1.952, data_time: 0.173, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5427, loss_cls: 3.1483, loss: 3.1483, grad_norm: 7.2648 2020-09-18 04:53:54,171 - mmaction - INFO - Epoch [9][2300/3520] lr: 5.000e-03, eta: 3 days, 8:07:57, time: 1.926, data_time: 0.081, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5281, loss_cls: 3.1778, loss: 3.1778, grad_norm: 7.4969 2020-09-18 04:54:34,862 - mmaction - INFO - Epoch [9][2320/3520] lr: 5.000e-03, eta: 3 days, 8:07:23, time: 2.038, data_time: 0.007, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5198, loss_cls: 3.2537, loss: 3.2537, grad_norm: 7.6409 2020-09-18 04:55:11,109 - mmaction - INFO - Epoch [9][2340/3520] lr: 5.000e-03, eta: 3 days, 8:06:27, time: 1.812, data_time: 0.061, memory: 8337, top1_acc: 0.2469, top5_acc: 0.4990, loss_cls: 3.2980, loss: 3.2980, grad_norm: 7.5400 2020-09-18 04:55:52,104 - mmaction - INFO - Epoch [9][2360/3520] lr: 5.000e-03, eta: 3 days, 8:05:54, time: 2.050, data_time: 0.136, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5083, loss_cls: 3.2778, loss: 3.2778, grad_norm: 7.4057 2020-09-18 04:56:29,787 - mmaction - INFO - Epoch [9][2380/3520] lr: 5.000e-03, eta: 3 days, 8:05:05, time: 1.883, data_time: 0.340, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5104, loss_cls: 3.3179, loss: 3.3179, grad_norm: 7.8519 2020-09-18 04:57:08,963 - mmaction - INFO - Epoch [9][2400/3520] lr: 5.000e-03, eta: 3 days, 8:04:23, time: 1.959, data_time: 0.145, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5198, loss_cls: 3.3050, loss: 3.3050, grad_norm: 7.4292 2020-09-18 04:57:47,007 - mmaction - INFO - Epoch [9][2420/3520] lr: 5.000e-03, eta: 3 days, 8:03:36, time: 1.902, data_time: 0.026, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5396, loss_cls: 3.2118, loss: 3.2118, grad_norm: 7.5031 2020-09-18 04:58:25,702 - mmaction - INFO - Epoch [9][2440/3520] lr: 5.000e-03, eta: 3 days, 8:02:52, time: 1.936, data_time: 0.219, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5031, loss_cls: 3.2398, loss: 3.2398, grad_norm: 7.5042 2020-09-18 04:59:03,953 - mmaction - INFO - Epoch [9][2460/3520] lr: 5.000e-03, eta: 3 days, 8:02:06, time: 1.913, data_time: 0.028, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5396, loss_cls: 3.2482, loss: 3.2482, grad_norm: 7.4433 2020-09-18 04:59:43,814 - mmaction - INFO - Epoch [9][2480/3520] lr: 5.000e-03, eta: 3 days, 8:01:27, time: 1.994, data_time: 0.111, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5094, loss_cls: 3.2709, loss: 3.2709, grad_norm: 7.7393 2020-09-18 05:00:27,707 - mmaction - INFO - Epoch [9][2500/3520] lr: 5.000e-03, eta: 3 days, 8:01:05, time: 2.168, data_time: 0.205, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5240, loss_cls: 3.2478, loss: 3.2478, grad_norm: 7.3958 2020-09-18 05:01:06,235 - mmaction - INFO - Epoch [9][2520/3520] lr: 5.000e-03, eta: 3 days, 8:00:23, time: 1.952, data_time: 0.357, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5042, loss_cls: 3.2716, loss: 3.2716, grad_norm: 7.3534 2020-09-18 05:01:44,544 - mmaction - INFO - Epoch [9][2540/3520] lr: 5.000e-03, eta: 3 days, 7:59:37, time: 1.916, data_time: 0.265, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5313, loss_cls: 3.2237, loss: 3.2237, grad_norm: 7.6004 2020-09-18 05:02:24,946 - mmaction - INFO - Epoch [9][2560/3520] lr: 5.000e-03, eta: 3 days, 7:59:00, time: 2.017, data_time: 0.918, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5219, loss_cls: 3.3014, loss: 3.3014, grad_norm: 7.6891 2020-09-18 05:03:04,321 - mmaction - INFO - Epoch [9][2580/3520] lr: 5.000e-03, eta: 3 days, 7:58:20, time: 1.972, data_time: 0.022, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5094, loss_cls: 3.3020, loss: 3.3020, grad_norm: 7.6267 2020-09-18 05:03:44,334 - mmaction - INFO - Epoch [9][2600/3520] lr: 5.000e-03, eta: 3 days, 7:57:42, time: 1.999, data_time: 0.287, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5260, loss_cls: 3.2331, loss: 3.2331, grad_norm: 7.6170 2020-09-18 05:04:20,754 - mmaction - INFO - Epoch [9][2620/3520] lr: 5.000e-03, eta: 3 days, 7:56:47, time: 1.823, data_time: 0.529, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5469, loss_cls: 3.1818, loss: 3.1818, grad_norm: 7.6935 2020-09-18 05:05:00,430 - mmaction - INFO - Epoch [9][2640/3520] lr: 5.000e-03, eta: 3 days, 7:56:07, time: 1.982, data_time: 0.229, memory: 8337, top1_acc: 0.2438, top5_acc: 0.4906, loss_cls: 3.3075, loss: 3.3075, grad_norm: 7.7959 2020-09-18 05:05:40,073 - mmaction - INFO - Epoch [9][2660/3520] lr: 5.000e-03, eta: 3 days, 7:55:28, time: 1.981, data_time: 0.558, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5344, loss_cls: 3.2465, loss: 3.2465, grad_norm: 7.5826 2020-09-18 05:06:17,706 - mmaction - INFO - Epoch [9][2680/3520] lr: 5.000e-03, eta: 3 days, 7:54:39, time: 1.883, data_time: 0.072, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5073, loss_cls: 3.3166, loss: 3.3166, grad_norm: 7.6266 2020-09-18 05:06:58,299 - mmaction - INFO - Epoch [9][2700/3520] lr: 5.000e-03, eta: 3 days, 7:54:04, time: 2.031, data_time: 1.235, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5198, loss_cls: 3.2975, loss: 3.2975, grad_norm: 7.7513 2020-09-18 05:07:36,341 - mmaction - INFO - Epoch [9][2720/3520] lr: 5.000e-03, eta: 3 days, 7:53:17, time: 1.903, data_time: 0.008, memory: 8337, top1_acc: 0.2250, top5_acc: 0.5010, loss_cls: 3.3605, loss: 3.3605, grad_norm: 7.7445 2020-09-18 05:08:15,152 - mmaction - INFO - Epoch [9][2740/3520] lr: 5.000e-03, eta: 3 days, 7:52:33, time: 1.941, data_time: 0.846, memory: 8337, top1_acc: 0.2229, top5_acc: 0.4927, loss_cls: 3.3077, loss: 3.3077, grad_norm: 7.5453 2020-09-18 05:08:52,974 - mmaction - INFO - Epoch [9][2760/3520] lr: 5.000e-03, eta: 3 days, 7:51:45, time: 1.888, data_time: 0.040, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5323, loss_cls: 3.2529, loss: 3.2529, grad_norm: 7.3272 2020-09-18 05:09:33,478 - mmaction - INFO - Epoch [9][2780/3520] lr: 5.000e-03, eta: 3 days, 7:51:09, time: 2.028, data_time: 0.147, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5104, loss_cls: 3.3134, loss: 3.3134, grad_norm: 7.6271 2020-09-18 05:10:11,402 - mmaction - INFO - Epoch [9][2800/3520] lr: 5.000e-03, eta: 3 days, 7:50:22, time: 1.894, data_time: 0.109, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5198, loss_cls: 3.2276, loss: 3.2276, grad_norm: 7.7981 2020-09-18 05:10:49,473 - mmaction - INFO - Epoch [9][2820/3520] lr: 5.000e-03, eta: 3 days, 7:49:35, time: 1.905, data_time: 0.040, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5229, loss_cls: 3.2610, loss: 3.2610, grad_norm: 7.7358 2020-09-18 05:11:28,086 - mmaction - INFO - Epoch [9][2840/3520] lr: 5.000e-03, eta: 3 days, 7:48:50, time: 1.930, data_time: 0.099, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5271, loss_cls: 3.2649, loss: 3.2649, grad_norm: 7.5875 2020-09-18 05:12:06,555 - mmaction - INFO - Epoch [9][2860/3520] lr: 5.000e-03, eta: 3 days, 7:48:05, time: 1.924, data_time: 0.276, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5187, loss_cls: 3.2123, loss: 3.2123, grad_norm: 7.4375 2020-09-18 05:12:46,791 - mmaction - INFO - Epoch [9][2880/3520] lr: 5.000e-03, eta: 3 days, 7:47:28, time: 2.011, data_time: 0.539, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5156, loss_cls: 3.2667, loss: 3.2667, grad_norm: 7.6352 2020-09-18 05:13:25,221 - mmaction - INFO - Epoch [9][2900/3520] lr: 5.000e-03, eta: 3 days, 7:46:43, time: 1.922, data_time: 1.112, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5146, loss_cls: 3.3060, loss: 3.3060, grad_norm: 7.4934 2020-09-18 05:14:04,643 - mmaction - INFO - Epoch [9][2920/3520] lr: 5.000e-03, eta: 3 days, 7:46:02, time: 1.967, data_time: 0.093, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5167, loss_cls: 3.2868, loss: 3.2868, grad_norm: 7.4284 2020-09-18 05:14:45,175 - mmaction - INFO - Epoch [9][2940/3520] lr: 5.000e-03, eta: 3 days, 7:45:27, time: 2.032, data_time: 0.155, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5031, loss_cls: 3.3007, loss: 3.3007, grad_norm: 7.5268 2020-09-18 05:15:23,289 - mmaction - INFO - Epoch [9][2960/3520] lr: 5.000e-03, eta: 3 days, 7:44:40, time: 1.903, data_time: 0.092, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5531, loss_cls: 3.1754, loss: 3.1754, grad_norm: 7.7006 2020-09-18 05:16:03,440 - mmaction - INFO - Epoch [9][2980/3520] lr: 5.000e-03, eta: 3 days, 7:44:03, time: 2.011, data_time: 1.101, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5437, loss_cls: 3.1529, loss: 3.1529, grad_norm: 7.5370 2020-09-18 05:16:41,462 - mmaction - INFO - Epoch [9][3000/3520] lr: 5.000e-03, eta: 3 days, 7:43:16, time: 1.901, data_time: 0.030, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5083, loss_cls: 3.4017, loss: 3.4017, grad_norm: 7.6511 2020-09-18 05:17:20,402 - mmaction - INFO - Epoch [9][3020/3520] lr: 5.000e-03, eta: 3 days, 7:42:33, time: 1.947, data_time: 0.117, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5458, loss_cls: 3.1547, loss: 3.1547, grad_norm: 7.3640 2020-09-18 05:17:58,134 - mmaction - INFO - Epoch [9][3040/3520] lr: 5.000e-03, eta: 3 days, 7:41:45, time: 1.882, data_time: 0.447, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5250, loss_cls: 3.1634, loss: 3.1634, grad_norm: 7.6932 2020-09-18 05:18:39,745 - mmaction - INFO - Epoch [9][3060/3520] lr: 5.000e-03, eta: 3 days, 7:41:14, time: 2.080, data_time: 0.550, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5177, loss_cls: 3.2403, loss: 3.2403, grad_norm: 7.7712 2020-09-18 05:19:20,079 - mmaction - INFO - Epoch [9][3080/3520] lr: 5.000e-03, eta: 3 days, 7:40:38, time: 2.018, data_time: 0.602, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5271, loss_cls: 3.2404, loss: 3.2404, grad_norm: 7.6312 2020-09-18 05:19:57,487 - mmaction - INFO - Epoch [9][3100/3520] lr: 5.000e-03, eta: 3 days, 7:39:48, time: 1.873, data_time: 0.169, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5229, loss_cls: 3.2635, loss: 3.2635, grad_norm: 7.5574 2020-09-18 05:20:36,631 - mmaction - INFO - Epoch [9][3120/3520] lr: 5.000e-03, eta: 3 days, 7:39:06, time: 1.955, data_time: 0.151, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5427, loss_cls: 3.1508, loss: 3.1508, grad_norm: 7.3447 2020-09-18 05:21:15,564 - mmaction - INFO - Epoch [9][3140/3520] lr: 5.000e-03, eta: 3 days, 7:38:24, time: 1.949, data_time: 0.186, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5250, loss_cls: 3.2886, loss: 3.2886, grad_norm: 7.6250 2020-09-18 05:21:54,569 - mmaction - INFO - Epoch [9][3160/3520] lr: 5.000e-03, eta: 3 days, 7:37:41, time: 1.949, data_time: 0.007, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5250, loss_cls: 3.3102, loss: 3.3102, grad_norm: 7.5134 2020-09-18 05:22:34,546 - mmaction - INFO - Epoch [9][3180/3520] lr: 5.000e-03, eta: 3 days, 7:37:03, time: 1.999, data_time: 0.100, memory: 8337, top1_acc: 0.2365, top5_acc: 0.4990, loss_cls: 3.3832, loss: 3.3832, grad_norm: 7.5117 2020-09-18 05:23:11,981 - mmaction - INFO - Epoch [9][3200/3520] lr: 5.000e-03, eta: 3 days, 7:36:13, time: 1.872, data_time: 0.244, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5396, loss_cls: 3.2197, loss: 3.2197, grad_norm: 7.6417 2020-09-18 05:23:50,494 - mmaction - INFO - Epoch [9][3220/3520] lr: 5.000e-03, eta: 3 days, 7:35:29, time: 1.926, data_time: 0.727, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5323, loss_cls: 3.2791, loss: 3.2791, grad_norm: 7.9617 2020-09-18 05:24:31,185 - mmaction - INFO - Epoch [9][3240/3520] lr: 5.000e-03, eta: 3 days, 7:34:54, time: 2.034, data_time: 0.874, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5188, loss_cls: 3.2860, loss: 3.2860, grad_norm: 7.6301 2020-09-18 05:25:10,043 - mmaction - INFO - Epoch [9][3260/3520] lr: 5.000e-03, eta: 3 days, 7:34:11, time: 1.943, data_time: 0.300, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5250, loss_cls: 3.2230, loss: 3.2230, grad_norm: 7.3403 2020-09-18 05:25:46,742 - mmaction - INFO - Epoch [9][3280/3520] lr: 5.000e-03, eta: 3 days, 7:33:17, time: 1.833, data_time: 0.117, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5281, loss_cls: 3.2387, loss: 3.2387, grad_norm: 7.4805 2020-09-18 05:26:28,071 - mmaction - INFO - Epoch [9][3300/3520] lr: 5.000e-03, eta: 3 days, 7:32:46, time: 2.069, data_time: 0.216, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5375, loss_cls: 3.2773, loss: 3.2773, grad_norm: 7.5568 2020-09-18 05:27:07,707 - mmaction - INFO - Epoch [9][3320/3520] lr: 5.000e-03, eta: 3 days, 7:32:06, time: 1.982, data_time: 1.163, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5458, loss_cls: 3.1212, loss: 3.1212, grad_norm: 7.4683 2020-09-18 05:27:45,420 - mmaction - INFO - Epoch [9][3340/3520] lr: 5.000e-03, eta: 3 days, 7:31:18, time: 1.884, data_time: 0.362, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5083, loss_cls: 3.2347, loss: 3.2347, grad_norm: 7.5918 2020-09-18 05:28:24,333 - mmaction - INFO - Epoch [9][3360/3520] lr: 5.000e-03, eta: 3 days, 7:30:35, time: 1.947, data_time: 0.364, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5229, loss_cls: 3.2566, loss: 3.2566, grad_norm: 7.4331 2020-09-18 05:29:03,046 - mmaction - INFO - Epoch [9][3380/3520] lr: 5.000e-03, eta: 3 days, 7:29:51, time: 1.936, data_time: 0.357, memory: 8337, top1_acc: 0.2406, top5_acc: 0.4958, loss_cls: 3.3364, loss: 3.3364, grad_norm: 7.3654 2020-09-18 05:29:43,393 - mmaction - INFO - Epoch [9][3400/3520] lr: 5.000e-03, eta: 3 days, 7:29:15, time: 2.018, data_time: 1.152, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5365, loss_cls: 3.2343, loss: 3.2343, grad_norm: 7.6484 2020-09-18 05:30:23,087 - mmaction - INFO - Epoch [9][3420/3520] lr: 5.000e-03, eta: 3 days, 7:28:35, time: 1.980, data_time: 0.129, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5219, loss_cls: 3.2214, loss: 3.2214, grad_norm: 7.4671 2020-09-18 05:31:01,361 - mmaction - INFO - Epoch [9][3440/3520] lr: 5.000e-03, eta: 3 days, 7:27:50, time: 1.918, data_time: 0.010, memory: 8337, top1_acc: 0.2240, top5_acc: 0.4812, loss_cls: 3.3882, loss: 3.3882, grad_norm: 7.7083 2020-09-18 05:31:40,659 - mmaction - INFO - Epoch [9][3460/3520] lr: 5.000e-03, eta: 3 days, 7:27:08, time: 1.963, data_time: 0.235, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5312, loss_cls: 3.2129, loss: 3.2129, grad_norm: 7.5322 2020-09-18 05:32:20,240 - mmaction - INFO - Epoch [9][3480/3520] lr: 5.000e-03, eta: 3 days, 7:26:29, time: 1.978, data_time: 0.115, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5302, loss_cls: 3.2270, loss: 3.2270, grad_norm: 7.6652 2020-09-18 05:33:00,407 - mmaction - INFO - Epoch [9][3500/3520] lr: 5.000e-03, eta: 3 days, 7:25:52, time: 2.011, data_time: 0.071, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5052, loss_cls: 3.2952, loss: 3.2952, grad_norm: 7.7942 2020-09-18 05:33:35,969 - mmaction - INFO - Epoch [9][3520/3520] lr: 5.000e-03, eta: 3 days, 7:24:53, time: 1.777, data_time: 0.003, memory: 8337, top1_acc: 0.2533, top5_acc: 0.5250, loss_cls: 3.2541, loss: 3.2541, grad_norm: 7.8210 2020-09-18 05:33:55,222 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-18 05:36:14,275 - mmaction - INFO - Epoch [10][20/3520] lr: 5.000e-03, eta: 3 days, 7:31:42, time: 6.908, data_time: 4.867, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5198, loss_cls: 3.2569, loss: 3.2569, grad_norm: 7.6593 2020-09-18 05:36:52,904 - mmaction - INFO - Epoch [10][40/3520] lr: 5.000e-03, eta: 3 days, 7:30:59, time: 1.944, data_time: 0.444, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5437, loss_cls: 3.1827, loss: 3.1827, grad_norm: 7.6708 2020-09-18 05:37:31,949 - mmaction - INFO - Epoch [10][60/3520] lr: 5.000e-03, eta: 3 days, 7:30:17, time: 1.954, data_time: 0.029, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5354, loss_cls: 3.1773, loss: 3.1773, grad_norm: 7.4825 2020-09-18 05:38:10,338 - mmaction - INFO - Epoch [10][80/3520] lr: 5.000e-03, eta: 3 days, 7:29:31, time: 1.917, data_time: 0.041, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5458, loss_cls: 3.2122, loss: 3.2122, grad_norm: 7.4116 2020-09-18 05:38:49,295 - mmaction - INFO - Epoch [10][100/3520] lr: 5.000e-03, eta: 3 days, 7:28:48, time: 1.948, data_time: 0.278, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5260, loss_cls: 3.2402, loss: 3.2402, grad_norm: 7.6096 2020-09-18 05:39:29,400 - mmaction - INFO - Epoch [10][120/3520] lr: 5.000e-03, eta: 3 days, 7:28:10, time: 2.008, data_time: 0.372, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5333, loss_cls: 3.2200, loss: 3.2200, grad_norm: 7.5940 2020-09-18 05:40:09,901 - mmaction - INFO - Epoch [10][140/3520] lr: 5.000e-03, eta: 3 days, 7:27:34, time: 2.021, data_time: 0.442, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5208, loss_cls: 3.2554, loss: 3.2554, grad_norm: 7.7448 2020-09-18 05:40:49,450 - mmaction - INFO - Epoch [10][160/3520] lr: 5.000e-03, eta: 3 days, 7:26:54, time: 1.981, data_time: 0.941, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5396, loss_cls: 3.2321, loss: 3.2321, grad_norm: 7.7019 2020-09-18 05:41:29,793 - mmaction - INFO - Epoch [10][180/3520] lr: 5.000e-03, eta: 3 days, 7:26:17, time: 2.014, data_time: 0.162, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5292, loss_cls: 3.1768, loss: 3.1768, grad_norm: 7.6602 2020-09-18 05:42:09,800 - mmaction - INFO - Epoch [10][200/3520] lr: 5.000e-03, eta: 3 days, 7:25:39, time: 2.002, data_time: 0.100, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5490, loss_cls: 3.1411, loss: 3.1411, grad_norm: 7.5072 2020-09-18 05:42:50,668 - mmaction - INFO - Epoch [10][220/3520] lr: 5.000e-03, eta: 3 days, 7:25:05, time: 2.045, data_time: 0.031, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5552, loss_cls: 3.1183, loss: 3.1183, grad_norm: 7.7423 2020-09-18 05:43:28,082 - mmaction - INFO - Epoch [10][240/3520] lr: 5.000e-03, eta: 3 days, 7:24:15, time: 1.870, data_time: 0.003, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5594, loss_cls: 3.0886, loss: 3.0886, grad_norm: 7.6165 2020-09-18 05:44:05,789 - mmaction - INFO - Epoch [10][260/3520] lr: 5.000e-03, eta: 3 days, 7:23:26, time: 1.885, data_time: 0.014, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5479, loss_cls: 3.1991, loss: 3.1991, grad_norm: 7.6056 2020-09-18 05:44:46,284 - mmaction - INFO - Epoch [10][280/3520] lr: 5.000e-03, eta: 3 days, 7:22:50, time: 2.023, data_time: 0.019, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5021, loss_cls: 3.2763, loss: 3.2763, grad_norm: 7.5794 2020-09-18 05:45:26,303 - mmaction - INFO - Epoch [10][300/3520] lr: 5.000e-03, eta: 3 days, 7:22:12, time: 2.004, data_time: 0.007, memory: 8337, top1_acc: 0.2437, top5_acc: 0.5271, loss_cls: 3.2942, loss: 3.2942, grad_norm: 7.6297 2020-09-18 05:46:05,916 - mmaction - INFO - Epoch [10][320/3520] lr: 5.000e-03, eta: 3 days, 7:21:32, time: 1.979, data_time: 0.004, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5365, loss_cls: 3.2508, loss: 3.2508, grad_norm: 7.5968 2020-09-18 05:46:47,687 - mmaction - INFO - Epoch [10][340/3520] lr: 5.000e-03, eta: 3 days, 7:21:02, time: 2.090, data_time: 0.004, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5240, loss_cls: 3.1977, loss: 3.1977, grad_norm: 7.5890 2020-09-18 05:47:24,967 - mmaction - INFO - Epoch [10][360/3520] lr: 5.000e-03, eta: 3 days, 7:20:12, time: 1.862, data_time: 0.058, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5302, loss_cls: 3.2091, loss: 3.2091, grad_norm: 7.6266 2020-09-18 05:48:04,437 - mmaction - INFO - Epoch [10][380/3520] lr: 5.000e-03, eta: 3 days, 7:19:31, time: 1.975, data_time: 0.104, memory: 8337, top1_acc: 0.2417, top5_acc: 0.5198, loss_cls: 3.3019, loss: 3.3019, grad_norm: 7.7695 2020-09-18 05:48:44,141 - mmaction - INFO - Epoch [10][400/3520] lr: 5.000e-03, eta: 3 days, 7:18:51, time: 1.985, data_time: 0.005, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5208, loss_cls: 3.2885, loss: 3.2885, grad_norm: 7.7940 2020-09-18 05:49:22,857 - mmaction - INFO - Epoch [10][420/3520] lr: 5.000e-03, eta: 3 days, 7:18:07, time: 1.935, data_time: 0.049, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5531, loss_cls: 3.1660, loss: 3.1660, grad_norm: 7.4394 2020-09-18 05:50:00,446 - mmaction - INFO - Epoch [10][440/3520] lr: 5.000e-03, eta: 3 days, 7:17:18, time: 1.877, data_time: 0.759, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5031, loss_cls: 3.2878, loss: 3.2878, grad_norm: 7.5155 2020-09-18 05:50:42,179 - mmaction - INFO - Epoch [10][460/3520] lr: 5.000e-03, eta: 3 days, 7:16:48, time: 2.089, data_time: 0.630, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5156, loss_cls: 3.2714, loss: 3.2714, grad_norm: 7.5559 2020-09-18 05:51:23,337 - mmaction - INFO - Epoch [10][480/3520] lr: 5.000e-03, eta: 3 days, 7:16:15, time: 2.059, data_time: 0.006, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5323, loss_cls: 3.2134, loss: 3.2134, grad_norm: 7.7104 2020-09-18 05:52:01,950 - mmaction - INFO - Epoch [10][500/3520] lr: 5.000e-03, eta: 3 days, 7:15:30, time: 1.930, data_time: 0.003, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5292, loss_cls: 3.1916, loss: 3.1916, grad_norm: 7.4743 2020-09-18 05:52:41,938 - mmaction - INFO - Epoch [10][520/3520] lr: 5.000e-03, eta: 3 days, 7:14:52, time: 2.000, data_time: 0.017, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5385, loss_cls: 3.2518, loss: 3.2518, grad_norm: 7.6372 2020-09-18 05:53:20,942 - mmaction - INFO - Epoch [10][540/3520] lr: 5.000e-03, eta: 3 days, 7:14:09, time: 1.950, data_time: 0.072, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5302, loss_cls: 3.2932, loss: 3.2932, grad_norm: 7.5322 2020-09-18 05:54:00,580 - mmaction - INFO - Epoch [10][560/3520] lr: 5.000e-03, eta: 3 days, 7:13:29, time: 1.979, data_time: 0.072, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5292, loss_cls: 3.2289, loss: 3.2289, grad_norm: 7.6477 2020-09-18 05:54:38,716 - mmaction - INFO - Epoch [10][580/3520] lr: 5.000e-03, eta: 3 days, 7:12:43, time: 1.909, data_time: 0.008, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5490, loss_cls: 3.2065, loss: 3.2065, grad_norm: 7.7557 2020-09-18 05:55:16,841 - mmaction - INFO - Epoch [10][600/3520] lr: 5.000e-03, eta: 3 days, 7:11:56, time: 1.904, data_time: 0.225, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5146, loss_cls: 3.2412, loss: 3.2412, grad_norm: 7.8723 2020-09-18 05:55:56,010 - mmaction - INFO - Epoch [10][620/3520] lr: 5.000e-03, eta: 3 days, 7:11:14, time: 1.961, data_time: 0.048, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5094, loss_cls: 3.3005, loss: 3.3005, grad_norm: 7.7875 2020-09-18 05:56:34,694 - mmaction - INFO - Epoch [10][640/3520] lr: 5.000e-03, eta: 3 days, 7:10:30, time: 1.934, data_time: 0.068, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5135, loss_cls: 3.2412, loss: 3.2412, grad_norm: 7.5337 2020-09-18 05:57:14,209 - mmaction - INFO - Epoch [10][660/3520] lr: 5.000e-03, eta: 3 days, 7:09:50, time: 1.975, data_time: 0.733, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5521, loss_cls: 3.2320, loss: 3.2320, grad_norm: 7.6549 2020-09-18 05:57:53,226 - mmaction - INFO - Epoch [10][680/3520] lr: 5.000e-03, eta: 3 days, 7:09:07, time: 1.949, data_time: 0.159, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5458, loss_cls: 3.1735, loss: 3.1735, grad_norm: 7.6703 2020-09-18 05:58:33,114 - mmaction - INFO - Epoch [10][700/3520] lr: 5.000e-03, eta: 3 days, 7:08:29, time: 1.997, data_time: 0.008, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5323, loss_cls: 3.2290, loss: 3.2290, grad_norm: 7.5273 2020-09-18 05:59:14,380 - mmaction - INFO - Epoch [10][720/3520] lr: 5.000e-03, eta: 3 days, 7:07:56, time: 2.062, data_time: 0.466, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5031, loss_cls: 3.3113, loss: 3.3113, grad_norm: 7.6800 2020-09-18 05:59:52,194 - mmaction - INFO - Epoch [10][740/3520] lr: 5.000e-03, eta: 3 days, 7:07:08, time: 1.893, data_time: 0.174, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5250, loss_cls: 3.2246, loss: 3.2246, grad_norm: 7.7658 2020-09-18 06:00:37,319 - mmaction - INFO - Epoch [10][760/3520] lr: 5.000e-03, eta: 3 days, 7:06:51, time: 2.235, data_time: 0.177, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5021, loss_cls: 3.2990, loss: 3.2990, grad_norm: 7.6167 2020-09-18 06:01:14,982 - mmaction - INFO - Epoch [10][780/3520] lr: 5.000e-03, eta: 3 days, 7:06:04, time: 1.904, data_time: 0.805, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5417, loss_cls: 3.2102, loss: 3.2102, grad_norm: 7.8374 2020-09-18 06:01:54,209 - mmaction - INFO - Epoch [10][800/3520] lr: 5.000e-03, eta: 3 days, 7:05:22, time: 1.958, data_time: 1.058, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5240, loss_cls: 3.2643, loss: 3.2643, grad_norm: 7.8880 2020-09-18 06:02:36,194 - mmaction - INFO - Epoch [10][820/3520] lr: 5.000e-03, eta: 3 days, 7:04:53, time: 2.103, data_time: 0.022, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5313, loss_cls: 3.2288, loss: 3.2288, grad_norm: 7.2246 2020-09-18 06:03:13,521 - mmaction - INFO - Epoch [10][840/3520] lr: 5.000e-03, eta: 3 days, 7:04:03, time: 1.867, data_time: 0.123, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5323, loss_cls: 3.2106, loss: 3.2106, grad_norm: 7.6908 2020-09-18 06:03:54,372 - mmaction - INFO - Epoch [10][860/3520] lr: 5.000e-03, eta: 3 days, 7:03:28, time: 2.041, data_time: 0.877, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5396, loss_cls: 3.2220, loss: 3.2220, grad_norm: 7.6403 2020-09-18 06:04:34,329 - mmaction - INFO - Epoch [10][880/3520] lr: 5.000e-03, eta: 3 days, 7:02:50, time: 1.999, data_time: 0.168, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5438, loss_cls: 3.1909, loss: 3.1909, grad_norm: 7.9760 2020-09-18 06:05:13,038 - mmaction - INFO - Epoch [10][900/3520] lr: 5.000e-03, eta: 3 days, 7:02:05, time: 1.932, data_time: 0.007, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5083, loss_cls: 3.2724, loss: 3.2724, grad_norm: 7.8560 2020-09-18 06:05:53,503 - mmaction - INFO - Epoch [10][920/3520] lr: 5.000e-03, eta: 3 days, 7:01:30, time: 2.027, data_time: 0.286, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5417, loss_cls: 3.2392, loss: 3.2392, grad_norm: 7.5965 2020-09-18 06:06:30,476 - mmaction - INFO - Epoch [10][940/3520] lr: 5.000e-03, eta: 3 days, 7:00:38, time: 1.848, data_time: 0.007, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5417, loss_cls: 3.1792, loss: 3.1792, grad_norm: 7.6116 2020-09-18 06:07:07,679 - mmaction - INFO - Epoch [10][960/3520] lr: 5.000e-03, eta: 3 days, 6:59:48, time: 1.862, data_time: 0.035, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5458, loss_cls: 3.1809, loss: 3.1809, grad_norm: 7.6417 2020-09-18 06:07:48,141 - mmaction - INFO - Epoch [10][980/3520] lr: 5.000e-03, eta: 3 days, 6:59:11, time: 2.021, data_time: 0.026, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5167, loss_cls: 3.2485, loss: 3.2485, grad_norm: 7.6490 2020-09-18 06:08:27,736 - mmaction - INFO - Epoch [10][1000/3520] lr: 5.000e-03, eta: 3 days, 6:58:31, time: 1.981, data_time: 0.005, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5115, loss_cls: 3.3036, loss: 3.3036, grad_norm: 7.8597 2020-09-18 06:09:05,813 - mmaction - INFO - Epoch [10][1020/3520] lr: 5.000e-03, eta: 3 days, 6:57:45, time: 1.903, data_time: 0.198, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5333, loss_cls: 3.2374, loss: 3.2374, grad_norm: 7.7006 2020-09-18 06:09:43,667 - mmaction - INFO - Epoch [10][1040/3520] lr: 5.000e-03, eta: 3 days, 6:56:57, time: 1.893, data_time: 0.094, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5323, loss_cls: 3.1814, loss: 3.1814, grad_norm: 7.5278 2020-09-18 06:10:25,483 - mmaction - INFO - Epoch [10][1060/3520] lr: 5.000e-03, eta: 3 days, 6:56:26, time: 2.088, data_time: 0.029, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5188, loss_cls: 3.2904, loss: 3.2904, grad_norm: 7.5124 2020-09-18 06:11:04,439 - mmaction - INFO - Epoch [10][1080/3520] lr: 5.000e-03, eta: 3 days, 6:55:44, time: 1.948, data_time: 0.007, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5229, loss_cls: 3.2033, loss: 3.2033, grad_norm: 7.5191 2020-09-18 06:11:42,555 - mmaction - INFO - Epoch [10][1100/3520] lr: 5.000e-03, eta: 3 days, 6:54:57, time: 1.905, data_time: 0.112, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5208, loss_cls: 3.2488, loss: 3.2488, grad_norm: 7.9380 2020-09-18 06:12:23,476 - mmaction - INFO - Epoch [10][1120/3520] lr: 5.000e-03, eta: 3 days, 6:54:23, time: 2.049, data_time: 0.126, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5500, loss_cls: 3.2083, loss: 3.2083, grad_norm: 7.7959 2020-09-18 06:13:03,095 - mmaction - INFO - Epoch [10][1140/3520] lr: 5.000e-03, eta: 3 days, 6:53:43, time: 1.981, data_time: 0.071, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5458, loss_cls: 3.1120, loss: 3.1120, grad_norm: 7.4446 2020-09-18 06:13:41,126 - mmaction - INFO - Epoch [10][1160/3520] lr: 5.000e-03, eta: 3 days, 6:52:56, time: 1.900, data_time: 0.094, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5417, loss_cls: 3.1829, loss: 3.1829, grad_norm: 7.9671 2020-09-18 06:14:19,938 - mmaction - INFO - Epoch [10][1180/3520] lr: 5.000e-03, eta: 3 days, 6:52:13, time: 1.939, data_time: 0.009, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5396, loss_cls: 3.1814, loss: 3.1814, grad_norm: 7.8479 2020-09-18 06:14:59,501 - mmaction - INFO - Epoch [10][1200/3520] lr: 5.000e-03, eta: 3 days, 6:51:33, time: 1.981, data_time: 0.015, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5521, loss_cls: 3.2377, loss: 3.2377, grad_norm: 7.7201 2020-09-18 06:15:35,894 - mmaction - INFO - Epoch [10][1220/3520] lr: 5.000e-03, eta: 3 days, 6:50:39, time: 1.818, data_time: 0.007, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5448, loss_cls: 3.2098, loss: 3.2098, grad_norm: 7.7100 2020-09-18 06:16:15,871 - mmaction - INFO - Epoch [10][1240/3520] lr: 5.000e-03, eta: 3 days, 6:50:00, time: 2.001, data_time: 0.199, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5292, loss_cls: 3.1732, loss: 3.1732, grad_norm: 7.8112 2020-09-18 06:16:54,973 - mmaction - INFO - Epoch [10][1260/3520] lr: 5.000e-03, eta: 3 days, 6:49:18, time: 1.952, data_time: 0.067, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5208, loss_cls: 3.3013, loss: 3.3013, grad_norm: 7.7351 2020-09-18 06:17:33,589 - mmaction - INFO - Epoch [10][1280/3520] lr: 5.000e-03, eta: 3 days, 6:48:34, time: 1.934, data_time: 0.012, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5250, loss_cls: 3.2419, loss: 3.2419, grad_norm: 7.5959 2020-09-18 06:18:11,523 - mmaction - INFO - Epoch [10][1300/3520] lr: 5.000e-03, eta: 3 days, 6:47:47, time: 1.894, data_time: 0.104, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5219, loss_cls: 3.2212, loss: 3.2212, grad_norm: 7.4821 2020-09-18 06:18:50,424 - mmaction - INFO - Epoch [10][1320/3520] lr: 5.000e-03, eta: 3 days, 6:47:04, time: 1.947, data_time: 0.346, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5448, loss_cls: 3.1768, loss: 3.1768, grad_norm: 7.6825 2020-09-18 06:19:29,314 - mmaction - INFO - Epoch [10][1340/3520] lr: 5.000e-03, eta: 3 days, 6:46:21, time: 1.942, data_time: 0.029, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5250, loss_cls: 3.2488, loss: 3.2488, grad_norm: 7.8205 2020-09-18 06:20:07,892 - mmaction - INFO - Epoch [10][1360/3520] lr: 5.000e-03, eta: 3 days, 6:45:36, time: 1.931, data_time: 0.334, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5302, loss_cls: 3.2492, loss: 3.2492, grad_norm: 7.6091 2020-09-18 06:20:47,583 - mmaction - INFO - Epoch [10][1380/3520] lr: 5.000e-03, eta: 3 days, 6:44:57, time: 1.982, data_time: 0.011, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5177, loss_cls: 3.2509, loss: 3.2509, grad_norm: 7.6397 2020-09-18 06:21:25,195 - mmaction - INFO - Epoch [10][1400/3520] lr: 5.000e-03, eta: 3 days, 6:44:08, time: 1.884, data_time: 0.007, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5302, loss_cls: 3.2700, loss: 3.2700, grad_norm: 7.5862 2020-09-18 06:22:04,003 - mmaction - INFO - Epoch [10][1420/3520] lr: 5.000e-03, eta: 3 days, 6:43:25, time: 1.938, data_time: 0.165, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5135, loss_cls: 3.2785, loss: 3.2785, grad_norm: 7.5423 2020-09-18 06:22:43,823 - mmaction - INFO - Epoch [10][1440/3520] lr: 5.000e-03, eta: 3 days, 6:42:46, time: 1.989, data_time: 0.036, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5229, loss_cls: 3.2780, loss: 3.2780, grad_norm: 7.5813 2020-09-18 06:23:22,757 - mmaction - INFO - Epoch [10][1460/3520] lr: 5.000e-03, eta: 3 days, 6:42:03, time: 1.950, data_time: 0.173, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5521, loss_cls: 3.1599, loss: 3.1599, grad_norm: 7.6777 2020-09-18 06:24:04,047 - mmaction - INFO - Epoch [10][1480/3520] lr: 5.000e-03, eta: 3 days, 6:41:31, time: 2.066, data_time: 0.669, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5219, loss_cls: 3.2027, loss: 3.2027, grad_norm: 7.5610 2020-09-18 06:24:40,352 - mmaction - INFO - Epoch [10][1500/3520] lr: 5.000e-03, eta: 3 days, 6:40:36, time: 1.812, data_time: 0.239, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5281, loss_cls: 3.2161, loss: 3.2161, grad_norm: 7.5073 2020-09-18 06:25:18,322 - mmaction - INFO - Epoch [10][1520/3520] lr: 5.000e-03, eta: 3 days, 6:39:49, time: 1.900, data_time: 0.205, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5240, loss_cls: 3.2514, loss: 3.2514, grad_norm: 7.7869 2020-09-18 06:25:57,930 - mmaction - INFO - Epoch [10][1540/3520] lr: 5.000e-03, eta: 3 days, 6:39:09, time: 1.977, data_time: 0.064, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5521, loss_cls: 3.1637, loss: 3.1637, grad_norm: 7.3683 2020-09-18 06:26:35,336 - mmaction - INFO - Epoch [10][1560/3520] lr: 5.000e-03, eta: 3 days, 6:38:20, time: 1.875, data_time: 0.064, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5031, loss_cls: 3.3007, loss: 3.3007, grad_norm: 7.6450 2020-09-18 06:27:13,905 - mmaction - INFO - Epoch [10][1580/3520] lr: 5.000e-03, eta: 3 days, 6:37:36, time: 1.927, data_time: 0.008, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5010, loss_cls: 3.2491, loss: 3.2491, grad_norm: 7.5461 2020-09-18 06:27:52,383 - mmaction - INFO - Epoch [10][1600/3520] lr: 5.000e-03, eta: 3 days, 6:36:51, time: 1.925, data_time: 0.532, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5354, loss_cls: 3.2300, loss: 3.2300, grad_norm: 7.7907 2020-09-18 06:28:32,063 - mmaction - INFO - Epoch [10][1620/3520] lr: 5.000e-03, eta: 3 days, 6:36:12, time: 1.984, data_time: 0.171, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5375, loss_cls: 3.1587, loss: 3.1587, grad_norm: 7.5939 2020-09-18 06:29:11,460 - mmaction - INFO - Epoch [10][1640/3520] lr: 5.000e-03, eta: 3 days, 6:35:31, time: 1.970, data_time: 0.005, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5479, loss_cls: 3.1368, loss: 3.1368, grad_norm: 7.4672 2020-09-18 06:29:51,071 - mmaction - INFO - Epoch [10][1660/3520] lr: 5.000e-03, eta: 3 days, 6:34:51, time: 1.979, data_time: 0.229, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5510, loss_cls: 3.1386, loss: 3.1386, grad_norm: 7.5810 2020-09-18 06:30:30,705 - mmaction - INFO - Epoch [10][1680/3520] lr: 5.000e-03, eta: 3 days, 6:34:11, time: 1.984, data_time: 0.007, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5281, loss_cls: 3.2337, loss: 3.2337, grad_norm: 7.7993 2020-09-18 06:31:11,091 - mmaction - INFO - Epoch [10][1700/3520] lr: 5.000e-03, eta: 3 days, 6:33:34, time: 2.015, data_time: 0.042, memory: 8337, top1_acc: 0.2354, top5_acc: 0.4969, loss_cls: 3.3638, loss: 3.3638, grad_norm: 7.9394 2020-09-18 06:31:47,727 - mmaction - INFO - Epoch [10][1720/3520] lr: 5.000e-03, eta: 3 days, 6:32:42, time: 1.834, data_time: 0.266, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5229, loss_cls: 3.2305, loss: 3.2305, grad_norm: 7.7417 2020-09-18 06:32:28,591 - mmaction - INFO - Epoch [10][1740/3520] lr: 5.000e-03, eta: 3 days, 6:32:08, time: 2.046, data_time: 0.200, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5073, loss_cls: 3.2995, loss: 3.2995, grad_norm: 7.8415 2020-09-18 06:33:06,448 - mmaction - INFO - Epoch [10][1760/3520] lr: 5.000e-03, eta: 3 days, 6:31:20, time: 1.893, data_time: 0.003, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5271, loss_cls: 3.3418, loss: 3.3418, grad_norm: 7.6424 2020-09-18 06:33:46,287 - mmaction - INFO - Epoch [10][1780/3520] lr: 5.000e-03, eta: 3 days, 6:30:41, time: 1.992, data_time: 0.048, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5271, loss_cls: 3.2712, loss: 3.2712, grad_norm: 7.4587 2020-09-18 06:34:25,166 - mmaction - INFO - Epoch [10][1800/3520] lr: 5.000e-03, eta: 3 days, 6:29:58, time: 1.941, data_time: 0.087, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5146, loss_cls: 3.3025, loss: 3.3025, grad_norm: 7.5154 2020-09-18 06:35:05,614 - mmaction - INFO - Epoch [10][1820/3520] lr: 5.000e-03, eta: 3 days, 6:29:22, time: 2.021, data_time: 0.012, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5604, loss_cls: 3.1034, loss: 3.1034, grad_norm: 7.6648 2020-09-18 06:35:44,928 - mmaction - INFO - Epoch [10][1840/3520] lr: 5.000e-03, eta: 3 days, 6:28:41, time: 1.970, data_time: 0.179, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5354, loss_cls: 3.1730, loss: 3.1730, grad_norm: 7.7393 2020-09-18 06:36:24,256 - mmaction - INFO - Epoch [10][1860/3520] lr: 5.000e-03, eta: 3 days, 6:28:00, time: 1.965, data_time: 0.171, memory: 8337, top1_acc: 0.2490, top5_acc: 0.4927, loss_cls: 3.3704, loss: 3.3704, grad_norm: 7.9584 2020-09-18 06:37:03,645 - mmaction - INFO - Epoch [10][1880/3520] lr: 5.000e-03, eta: 3 days, 6:27:19, time: 1.971, data_time: 0.037, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5500, loss_cls: 3.1597, loss: 3.1597, grad_norm: 7.4579 2020-09-18 06:37:42,425 - mmaction - INFO - Epoch [10][1900/3520] lr: 5.000e-03, eta: 3 days, 6:26:35, time: 1.935, data_time: 0.023, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5177, loss_cls: 3.3049, loss: 3.3049, grad_norm: 7.5755 2020-09-18 06:38:20,500 - mmaction - INFO - Epoch [10][1920/3520] lr: 5.000e-03, eta: 3 days, 6:25:49, time: 1.909, data_time: 0.008, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5177, loss_cls: 3.2212, loss: 3.2212, grad_norm: 7.6158 2020-09-18 06:38:57,801 - mmaction - INFO - Epoch [10][1940/3520] lr: 5.000e-03, eta: 3 days, 6:24:59, time: 1.862, data_time: 0.006, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5292, loss_cls: 3.2636, loss: 3.2636, grad_norm: 7.6881 2020-09-18 06:39:38,052 - mmaction - INFO - Epoch [10][1960/3520] lr: 5.000e-03, eta: 3 days, 6:24:23, time: 2.014, data_time: 0.007, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5396, loss_cls: 3.2486, loss: 3.2486, grad_norm: 7.5021 2020-09-18 06:40:17,496 - mmaction - INFO - Epoch [10][1980/3520] lr: 5.000e-03, eta: 3 days, 6:23:42, time: 1.971, data_time: 0.046, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5417, loss_cls: 3.1385, loss: 3.1385, grad_norm: 7.6406 2020-09-18 06:40:54,542 - mmaction - INFO - Epoch [10][2000/3520] lr: 5.000e-03, eta: 3 days, 6:22:51, time: 1.851, data_time: 0.011, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5344, loss_cls: 3.2823, loss: 3.2823, grad_norm: 7.7119 2020-09-18 06:41:35,097 - mmaction - INFO - Epoch [10][2020/3520] lr: 5.000e-03, eta: 3 days, 6:22:16, time: 2.032, data_time: 0.148, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5448, loss_cls: 3.1710, loss: 3.1710, grad_norm: 7.5104 2020-09-18 06:42:12,830 - mmaction - INFO - Epoch [10][2040/3520] lr: 5.000e-03, eta: 3 days, 6:21:27, time: 1.883, data_time: 0.007, memory: 8337, top1_acc: 0.2313, top5_acc: 0.4990, loss_cls: 3.3442, loss: 3.3442, grad_norm: 7.4985 2020-09-18 06:42:51,050 - mmaction - INFO - Epoch [10][2060/3520] lr: 5.000e-03, eta: 3 days, 6:20:42, time: 1.911, data_time: 0.133, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5125, loss_cls: 3.2633, loss: 3.2633, grad_norm: 7.5139 2020-09-18 06:43:30,886 - mmaction - INFO - Epoch [10][2080/3520] lr: 5.000e-03, eta: 3 days, 6:20:03, time: 1.993, data_time: 0.046, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5500, loss_cls: 3.1571, loss: 3.1571, grad_norm: 7.5588 2020-09-18 06:44:08,675 - mmaction - INFO - Epoch [10][2100/3520] lr: 5.000e-03, eta: 3 days, 6:19:15, time: 1.886, data_time: 0.048, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5365, loss_cls: 3.2005, loss: 3.2005, grad_norm: 7.5015 2020-09-18 06:44:46,178 - mmaction - INFO - Epoch [10][2120/3520] lr: 5.000e-03, eta: 3 days, 6:18:27, time: 1.880, data_time: 0.007, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5490, loss_cls: 3.1183, loss: 3.1183, grad_norm: 7.7088 2020-09-18 06:45:24,613 - mmaction - INFO - Epoch [10][2140/3520] lr: 5.000e-03, eta: 3 days, 6:17:42, time: 1.920, data_time: 0.105, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5458, loss_cls: 3.2256, loss: 3.2256, grad_norm: 7.6087 2020-09-18 06:46:02,509 - mmaction - INFO - Epoch [10][2160/3520] lr: 5.000e-03, eta: 3 days, 6:16:55, time: 1.896, data_time: 1.077, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5292, loss_cls: 3.2174, loss: 3.2174, grad_norm: 7.6266 2020-09-18 06:46:42,967 - mmaction - INFO - Epoch [10][2180/3520] lr: 5.000e-03, eta: 3 days, 6:16:19, time: 2.023, data_time: 0.354, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5323, loss_cls: 3.1996, loss: 3.1996, grad_norm: 7.7358 2020-09-18 06:47:22,062 - mmaction - INFO - Epoch [10][2200/3520] lr: 5.000e-03, eta: 3 days, 6:15:37, time: 1.954, data_time: 0.004, memory: 8337, top1_acc: 0.2510, top5_acc: 0.4823, loss_cls: 3.3848, loss: 3.3848, grad_norm: 7.9946 2020-09-18 06:48:00,270 - mmaction - INFO - Epoch [10][2220/3520] lr: 5.000e-03, eta: 3 days, 6:14:51, time: 1.911, data_time: 0.006, memory: 8337, top1_acc: 0.2531, top5_acc: 0.4958, loss_cls: 3.3190, loss: 3.3190, grad_norm: 7.8115 2020-09-18 06:48:38,923 - mmaction - INFO - Epoch [10][2240/3520] lr: 5.000e-03, eta: 3 days, 6:14:07, time: 1.932, data_time: 0.404, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5333, loss_cls: 3.1857, loss: 3.1857, grad_norm: 7.5895 2020-09-18 06:49:17,226 - mmaction - INFO - Epoch [10][2260/3520] lr: 5.000e-03, eta: 3 days, 6:13:22, time: 1.916, data_time: 0.055, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5333, loss_cls: 3.2730, loss: 3.2730, grad_norm: 7.8155 2020-09-18 06:49:55,647 - mmaction - INFO - Epoch [10][2280/3520] lr: 5.000e-03, eta: 3 days, 6:12:37, time: 1.919, data_time: 0.025, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5156, loss_cls: 3.2273, loss: 3.2273, grad_norm: 7.5878 2020-09-18 06:50:34,637 - mmaction - INFO - Epoch [10][2300/3520] lr: 5.000e-03, eta: 3 days, 6:11:55, time: 1.953, data_time: 0.024, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5271, loss_cls: 3.2264, loss: 3.2264, grad_norm: 7.6429 2020-09-18 06:51:10,746 - mmaction - INFO - Epoch [10][2320/3520] lr: 5.000e-03, eta: 3 days, 6:11:00, time: 1.802, data_time: 0.086, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5146, loss_cls: 3.2802, loss: 3.2802, grad_norm: 7.6551 2020-09-18 06:51:50,399 - mmaction - INFO - Epoch [10][2340/3520] lr: 5.000e-03, eta: 3 days, 6:10:21, time: 1.982, data_time: 1.044, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5354, loss_cls: 3.2425, loss: 3.2425, grad_norm: 7.5121 2020-09-18 06:52:30,327 - mmaction - INFO - Epoch [10][2360/3520] lr: 5.000e-03, eta: 3 days, 6:09:43, time: 1.999, data_time: 0.057, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5490, loss_cls: 3.1524, loss: 3.1524, grad_norm: 7.4642 2020-09-18 06:53:08,966 - mmaction - INFO - Epoch [10][2380/3520] lr: 5.000e-03, eta: 3 days, 6:08:59, time: 1.933, data_time: 0.005, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5198, loss_cls: 3.2955, loss: 3.2955, grad_norm: 7.6861 2020-09-18 06:53:47,296 - mmaction - INFO - Epoch [10][2400/3520] lr: 5.000e-03, eta: 3 days, 6:08:13, time: 1.912, data_time: 0.698, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5177, loss_cls: 3.2564, loss: 3.2564, grad_norm: 7.6964 2020-09-18 06:54:25,608 - mmaction - INFO - Epoch [10][2420/3520] lr: 5.000e-03, eta: 3 days, 6:07:28, time: 1.914, data_time: 0.101, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5198, loss_cls: 3.2635, loss: 3.2635, grad_norm: 7.8369 2020-09-18 06:55:03,505 - mmaction - INFO - Epoch [10][2440/3520] lr: 5.000e-03, eta: 3 days, 6:06:41, time: 1.898, data_time: 0.085, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5229, loss_cls: 3.2395, loss: 3.2395, grad_norm: 7.8451 2020-09-18 06:55:42,175 - mmaction - INFO - Epoch [10][2460/3520] lr: 5.000e-03, eta: 3 days, 6:05:58, time: 1.936, data_time: 0.039, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5260, loss_cls: 3.2479, loss: 3.2479, grad_norm: 7.6510 2020-09-18 06:56:20,392 - mmaction - INFO - Epoch [10][2480/3520] lr: 5.000e-03, eta: 3 days, 6:05:12, time: 1.908, data_time: 0.214, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5240, loss_cls: 3.2926, loss: 3.2926, grad_norm: 7.6734 2020-09-18 06:56:58,566 - mmaction - INFO - Epoch [10][2500/3520] lr: 5.000e-03, eta: 3 days, 6:04:27, time: 1.911, data_time: 0.016, memory: 8337, top1_acc: 0.2385, top5_acc: 0.5125, loss_cls: 3.2756, loss: 3.2756, grad_norm: 7.7806 2020-09-18 06:57:35,427 - mmaction - INFO - Epoch [10][2520/3520] lr: 5.000e-03, eta: 3 days, 6:03:35, time: 1.841, data_time: 0.005, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5156, loss_cls: 3.3462, loss: 3.3462, grad_norm: 8.0254 2020-09-18 06:58:12,512 - mmaction - INFO - Epoch [10][2540/3520] lr: 5.000e-03, eta: 3 days, 6:02:45, time: 1.856, data_time: 0.017, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5208, loss_cls: 3.2170, loss: 3.2170, grad_norm: 7.6344 2020-09-18 06:58:52,155 - mmaction - INFO - Epoch [10][2560/3520] lr: 5.000e-03, eta: 3 days, 6:02:05, time: 1.978, data_time: 0.170, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5260, loss_cls: 3.2883, loss: 3.2883, grad_norm: 7.7985 2020-09-18 06:59:29,888 - mmaction - INFO - Epoch [10][2580/3520] lr: 5.000e-03, eta: 3 days, 6:01:18, time: 1.890, data_time: 0.065, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5271, loss_cls: 3.2487, loss: 3.2487, grad_norm: 7.7692 2020-09-18 07:00:21,411 - mmaction - INFO - Epoch [10][2600/3520] lr: 5.000e-03, eta: 3 days, 6:01:26, time: 2.557, data_time: 0.640, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5406, loss_cls: 3.1437, loss: 3.1437, grad_norm: 7.6563 2020-09-18 07:01:00,592 - mmaction - INFO - Epoch [10][2620/3520] lr: 5.000e-03, eta: 3 days, 6:00:46, time: 1.979, data_time: 0.043, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5490, loss_cls: 3.1663, loss: 3.1663, grad_norm: 7.6033 2020-09-18 07:01:39,432 - mmaction - INFO - Epoch [10][2640/3520] lr: 5.000e-03, eta: 3 days, 6:00:03, time: 1.940, data_time: 0.007, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 3.2875, loss: 3.2875, grad_norm: 7.6308 2020-09-18 07:02:16,882 - mmaction - INFO - Epoch [10][2660/3520] lr: 5.000e-03, eta: 3 days, 5:59:15, time: 1.875, data_time: 0.320, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5240, loss_cls: 3.2691, loss: 3.2691, grad_norm: 7.4408 2020-09-18 07:02:55,654 - mmaction - INFO - Epoch [10][2680/3520] lr: 5.000e-03, eta: 3 days, 5:58:31, time: 1.935, data_time: 0.689, memory: 8337, top1_acc: 0.2396, top5_acc: 0.5146, loss_cls: 3.3294, loss: 3.3294, grad_norm: 7.8247 2020-09-18 07:03:34,376 - mmaction - INFO - Epoch [10][2700/3520] lr: 5.000e-03, eta: 3 days, 5:57:48, time: 1.938, data_time: 0.016, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5469, loss_cls: 3.1928, loss: 3.1928, grad_norm: 7.6378 2020-09-18 07:04:11,501 - mmaction - INFO - Epoch [10][2720/3520] lr: 5.000e-03, eta: 3 days, 5:56:58, time: 1.858, data_time: 0.084, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5344, loss_cls: 3.1957, loss: 3.1957, grad_norm: 7.4860 2020-09-18 07:04:51,417 - mmaction - INFO - Epoch [10][2740/3520] lr: 5.000e-03, eta: 3 days, 5:56:19, time: 1.993, data_time: 0.020, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 3.2797, loss: 3.2797, grad_norm: 7.6563 2020-09-18 07:05:28,677 - mmaction - INFO - Epoch [10][2760/3520] lr: 5.000e-03, eta: 3 days, 5:55:30, time: 1.866, data_time: 0.067, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5469, loss_cls: 3.1418, loss: 3.1418, grad_norm: 7.5395 2020-09-18 07:06:06,664 - mmaction - INFO - Epoch [10][2780/3520] lr: 5.000e-03, eta: 3 days, 5:54:44, time: 1.898, data_time: 0.005, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5354, loss_cls: 3.2065, loss: 3.2065, grad_norm: 7.7697 2020-09-18 07:06:43,242 - mmaction - INFO - Epoch [10][2800/3520] lr: 5.000e-03, eta: 3 days, 5:53:51, time: 1.830, data_time: 0.143, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5208, loss_cls: 3.2291, loss: 3.2291, grad_norm: 7.5151 2020-09-18 07:07:22,451 - mmaction - INFO - Epoch [10][2820/3520] lr: 5.000e-03, eta: 3 days, 5:53:10, time: 1.959, data_time: 0.035, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5375, loss_cls: 3.1950, loss: 3.1950, grad_norm: 7.5011 2020-09-18 07:08:00,225 - mmaction - INFO - Epoch [10][2840/3520] lr: 5.000e-03, eta: 3 days, 5:52:23, time: 1.890, data_time: 0.027, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5427, loss_cls: 3.1978, loss: 3.1978, grad_norm: 7.5593 2020-09-18 07:08:39,010 - mmaction - INFO - Epoch [10][2860/3520] lr: 5.000e-03, eta: 3 days, 5:51:40, time: 1.936, data_time: 0.031, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5177, loss_cls: 3.2948, loss: 3.2948, grad_norm: 7.6798 2020-09-18 07:09:17,501 - mmaction - INFO - Epoch [10][2880/3520] lr: 5.000e-03, eta: 3 days, 5:50:56, time: 1.927, data_time: 0.007, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5271, loss_cls: 3.2624, loss: 3.2624, grad_norm: 7.7300 2020-09-18 07:09:56,502 - mmaction - INFO - Epoch [10][2900/3520] lr: 5.000e-03, eta: 3 days, 5:50:13, time: 1.950, data_time: 0.018, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5188, loss_cls: 3.2727, loss: 3.2727, grad_norm: 7.8700 2020-09-18 07:10:35,973 - mmaction - INFO - Epoch [10][2920/3520] lr: 5.000e-03, eta: 3 days, 5:49:33, time: 1.973, data_time: 0.075, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5167, loss_cls: 3.2616, loss: 3.2616, grad_norm: 7.4941 2020-09-18 07:11:13,452 - mmaction - INFO - Epoch [10][2940/3520] lr: 5.000e-03, eta: 3 days, 5:48:45, time: 1.873, data_time: 0.023, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5146, loss_cls: 3.2974, loss: 3.2974, grad_norm: 7.5829 2020-09-18 07:11:50,055 - mmaction - INFO - Epoch [10][2960/3520] lr: 5.000e-03, eta: 3 days, 5:47:53, time: 1.830, data_time: 0.023, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5302, loss_cls: 3.2394, loss: 3.2394, grad_norm: 7.4578 2020-09-18 07:12:28,383 - mmaction - INFO - Epoch [10][2980/3520] lr: 5.000e-03, eta: 3 days, 5:47:07, time: 1.910, data_time: 0.006, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5229, loss_cls: 3.3082, loss: 3.3082, grad_norm: 7.4918 2020-09-18 07:13:07,436 - mmaction - INFO - Epoch [10][3000/3520] lr: 5.000e-03, eta: 3 days, 5:46:25, time: 1.956, data_time: 0.128, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5677, loss_cls: 3.1152, loss: 3.1152, grad_norm: 7.5804 2020-09-18 07:13:47,414 - mmaction - INFO - Epoch [10][3020/3520] lr: 5.000e-03, eta: 3 days, 5:45:48, time: 2.003, data_time: 0.008, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5260, loss_cls: 3.2740, loss: 3.2740, grad_norm: 7.7567 2020-09-18 07:14:25,288 - mmaction - INFO - Epoch [10][3040/3520] lr: 5.000e-03, eta: 3 days, 5:45:01, time: 1.893, data_time: 0.024, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5396, loss_cls: 3.1955, loss: 3.1955, grad_norm: 7.8461 2020-09-18 07:15:04,073 - mmaction - INFO - Epoch [10][3060/3520] lr: 5.000e-03, eta: 3 days, 5:44:18, time: 1.938, data_time: 0.497, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5042, loss_cls: 3.3109, loss: 3.3109, grad_norm: 7.8538 2020-09-18 07:15:42,124 - mmaction - INFO - Epoch [10][3080/3520] lr: 5.000e-03, eta: 3 days, 5:43:32, time: 1.903, data_time: 0.056, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5438, loss_cls: 3.1491, loss: 3.1491, grad_norm: 7.7173 2020-09-18 07:16:21,430 - mmaction - INFO - Epoch [10][3100/3520] lr: 5.000e-03, eta: 3 days, 5:42:51, time: 1.966, data_time: 0.045, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5271, loss_cls: 3.2020, loss: 3.2020, grad_norm: 7.5273 2020-09-18 07:16:58,424 - mmaction - INFO - Epoch [10][3120/3520] lr: 5.000e-03, eta: 3 days, 5:42:00, time: 1.847, data_time: 0.113, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5375, loss_cls: 3.1459, loss: 3.1459, grad_norm: 7.8421 2020-09-18 07:17:37,049 - mmaction - INFO - Epoch [10][3140/3520] lr: 5.000e-03, eta: 3 days, 5:41:17, time: 1.935, data_time: 0.032, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5188, loss_cls: 3.1855, loss: 3.1855, grad_norm: 7.4735 2020-09-18 07:18:15,248 - mmaction - INFO - Epoch [10][3160/3520] lr: 5.000e-03, eta: 3 days, 5:40:31, time: 1.906, data_time: 0.124, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5375, loss_cls: 3.1819, loss: 3.1819, grad_norm: 7.3384 2020-09-18 07:18:53,291 - mmaction - INFO - Epoch [10][3180/3520] lr: 5.000e-03, eta: 3 days, 5:39:45, time: 1.904, data_time: 0.007, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5219, loss_cls: 3.2712, loss: 3.2712, grad_norm: 7.4982 2020-09-18 07:19:31,600 - mmaction - INFO - Epoch [10][3200/3520] lr: 5.000e-03, eta: 3 days, 5:39:01, time: 1.916, data_time: 0.159, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5260, loss_cls: 3.2802, loss: 3.2802, grad_norm: 7.6611 2020-09-18 07:20:08,048 - mmaction - INFO - Epoch [10][3220/3520] lr: 5.000e-03, eta: 3 days, 5:38:08, time: 1.822, data_time: 0.104, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5250, loss_cls: 3.2977, loss: 3.2977, grad_norm: 7.5539 2020-09-18 07:20:48,607 - mmaction - INFO - Epoch [10][3240/3520] lr: 5.000e-03, eta: 3 days, 5:37:32, time: 2.028, data_time: 1.281, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5333, loss_cls: 3.1657, loss: 3.1657, grad_norm: 7.7904 2020-09-18 07:21:27,675 - mmaction - INFO - Epoch [10][3260/3520] lr: 5.000e-03, eta: 3 days, 5:36:51, time: 1.953, data_time: 0.086, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5583, loss_cls: 3.1107, loss: 3.1107, grad_norm: 7.7264 2020-09-18 07:22:07,933 - mmaction - INFO - Epoch [10][3280/3520] lr: 5.000e-03, eta: 3 days, 5:36:13, time: 2.012, data_time: 0.113, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5427, loss_cls: 3.1528, loss: 3.1528, grad_norm: 7.4670 2020-09-18 07:22:44,830 - mmaction - INFO - Epoch [10][3300/3520] lr: 5.000e-03, eta: 3 days, 5:35:23, time: 1.844, data_time: 0.030, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5094, loss_cls: 3.3018, loss: 3.3018, grad_norm: 7.6054 2020-09-18 07:23:22,754 - mmaction - INFO - Epoch [10][3320/3520] lr: 5.000e-03, eta: 3 days, 5:34:37, time: 1.898, data_time: 0.655, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5167, loss_cls: 3.2637, loss: 3.2637, grad_norm: 7.8172 2020-09-18 07:24:02,700 - mmaction - INFO - Epoch [10][3340/3520] lr: 5.000e-03, eta: 3 days, 5:33:58, time: 1.995, data_time: 0.006, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5219, loss_cls: 3.2088, loss: 3.2088, grad_norm: 7.6151 2020-09-18 07:24:41,789 - mmaction - INFO - Epoch [10][3360/3520] lr: 5.000e-03, eta: 3 days, 5:33:16, time: 1.956, data_time: 0.012, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5323, loss_cls: 3.1583, loss: 3.1583, grad_norm: 7.4286 2020-09-18 07:25:21,762 - mmaction - INFO - Epoch [10][3380/3520] lr: 5.000e-03, eta: 3 days, 5:32:38, time: 1.995, data_time: 0.115, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5396, loss_cls: 3.2473, loss: 3.2473, grad_norm: 7.4893 2020-09-18 07:25:58,829 - mmaction - INFO - Epoch [10][3400/3520] lr: 5.000e-03, eta: 3 days, 5:31:48, time: 1.855, data_time: 0.095, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5365, loss_cls: 3.2056, loss: 3.2056, grad_norm: 7.7028 2020-09-18 07:26:37,066 - mmaction - INFO - Epoch [10][3420/3520] lr: 5.000e-03, eta: 3 days, 5:31:03, time: 1.913, data_time: 0.009, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5115, loss_cls: 3.2955, loss: 3.2955, grad_norm: 7.6520 2020-09-18 07:27:15,214 - mmaction - INFO - Epoch [10][3440/3520] lr: 5.000e-03, eta: 3 days, 5:30:18, time: 1.905, data_time: 0.168, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5219, loss_cls: 3.2377, loss: 3.2377, grad_norm: 7.7715 2020-09-18 07:27:54,980 - mmaction - INFO - Epoch [10][3460/3520] lr: 5.000e-03, eta: 3 days, 5:29:39, time: 1.991, data_time: 0.734, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5375, loss_cls: 3.1864, loss: 3.1864, grad_norm: 7.4717 2020-09-18 07:28:33,101 - mmaction - INFO - Epoch [10][3480/3520] lr: 5.000e-03, eta: 3 days, 5:28:53, time: 1.901, data_time: 0.008, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5146, loss_cls: 3.2731, loss: 3.2731, grad_norm: 7.6563 2020-09-18 07:29:12,041 - mmaction - INFO - Epoch [10][3500/3520] lr: 5.000e-03, eta: 3 days, 5:28:11, time: 1.952, data_time: 0.026, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5313, loss_cls: 3.2314, loss: 3.2314, grad_norm: 7.8235 2020-09-18 07:29:47,317 - mmaction - INFO - Epoch [10][3520/3520] lr: 5.000e-03, eta: 3 days, 5:27:14, time: 1.763, data_time: 0.254, memory: 8337, top1_acc: 0.2522, top5_acc: 0.5272, loss_cls: 3.2060, loss: 3.2060, grad_norm: 7.8620 2020-09-18 07:30:05,125 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-18 07:46:25,936 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-18 07:46:26,541 - mmaction - INFO - top1_acc 0.1945 top5_acc 0.4480 2020-09-18 07:46:26,541 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-18 07:46:26,711 - mmaction - INFO - mean_acc 0.1369 2020-09-18 07:46:26,711 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-09-18 07:46:26,729 - mmaction - INFO - Epoch(val) [10][3520] top1_acc: 0.1945, top5_acc: 0.4480, mean_class_accuracy: 0.1369 2020-09-18 07:48:40,694 - mmaction - INFO - Epoch [11][20/3520] lr: 5.000e-03, eta: 3 days, 5:32:49, time: 6.669, data_time: 4.848, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5448, loss_cls: 3.2146, loss: 3.2146, grad_norm: 7.6056 2020-09-18 07:49:19,795 - mmaction - INFO - Epoch [11][40/3520] lr: 5.000e-03, eta: 3 days, 5:32:09, time: 1.980, data_time: 0.252, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5229, loss_cls: 3.1955, loss: 3.1955, grad_norm: 7.6214 2020-09-18 07:49:57,497 - mmaction - INFO - Epoch [11][60/3520] lr: 5.000e-03, eta: 3 days, 5:31:22, time: 1.888, data_time: 0.192, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.2303, loss: 3.2303, grad_norm: 7.7988 2020-09-18 07:50:37,035 - mmaction - INFO - Epoch [11][80/3520] lr: 5.000e-03, eta: 3 days, 5:30:41, time: 1.971, data_time: 0.006, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5510, loss_cls: 3.1002, loss: 3.1002, grad_norm: 7.7218 2020-09-18 07:51:16,013 - mmaction - INFO - Epoch [11][100/3520] lr: 5.000e-03, eta: 3 days, 5:29:59, time: 1.953, data_time: 0.010, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5333, loss_cls: 3.1528, loss: 3.1528, grad_norm: 7.5136 2020-09-18 07:51:55,476 - mmaction - INFO - Epoch [11][120/3520] lr: 5.000e-03, eta: 3 days, 5:29:19, time: 1.974, data_time: 0.063, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5302, loss_cls: 3.2160, loss: 3.2160, grad_norm: 8.0132 2020-09-18 07:52:35,480 - mmaction - INFO - Epoch [11][140/3520] lr: 5.000e-03, eta: 3 days, 5:28:41, time: 2.001, data_time: 0.216, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5365, loss_cls: 3.1558, loss: 3.1558, grad_norm: 7.8347 2020-09-18 07:53:15,835 - mmaction - INFO - Epoch [11][160/3520] lr: 5.000e-03, eta: 3 days, 5:28:04, time: 2.016, data_time: 0.224, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5375, loss_cls: 3.1300, loss: 3.1300, grad_norm: 7.5557 2020-09-18 07:53:55,312 - mmaction - INFO - Epoch [11][180/3520] lr: 5.000e-03, eta: 3 days, 5:27:24, time: 1.976, data_time: 0.219, memory: 8337, top1_acc: 0.2375, top5_acc: 0.5302, loss_cls: 3.2974, loss: 3.2974, grad_norm: 7.8060 2020-09-18 07:54:34,658 - mmaction - INFO - Epoch [11][200/3520] lr: 5.000e-03, eta: 3 days, 5:26:42, time: 1.964, data_time: 0.022, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5562, loss_cls: 3.0870, loss: 3.0870, grad_norm: 7.4994 2020-09-18 07:55:14,224 - mmaction - INFO - Epoch [11][220/3520] lr: 5.000e-03, eta: 3 days, 5:26:02, time: 1.975, data_time: 0.437, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5281, loss_cls: 3.2297, loss: 3.2297, grad_norm: 7.7294 2020-09-18 07:55:55,025 - mmaction - INFO - Epoch [11][240/3520] lr: 5.000e-03, eta: 3 days, 5:25:27, time: 2.043, data_time: 0.810, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5427, loss_cls: 3.2144, loss: 3.2144, grad_norm: 7.6855 2020-09-18 07:56:32,615 - mmaction - INFO - Epoch [11][260/3520] lr: 5.000e-03, eta: 3 days, 5:24:40, time: 1.882, data_time: 0.046, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5375, loss_cls: 3.1851, loss: 3.1851, grad_norm: 7.6935 2020-09-18 07:57:11,867 - mmaction - INFO - Epoch [11][280/3520] lr: 5.000e-03, eta: 3 days, 5:23:58, time: 1.962, data_time: 0.346, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5635, loss_cls: 3.1368, loss: 3.1368, grad_norm: 7.5421 2020-09-18 07:57:49,794 - mmaction - INFO - Epoch [11][300/3520] lr: 5.000e-03, eta: 3 days, 5:23:12, time: 1.896, data_time: 0.033, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5729, loss_cls: 3.0616, loss: 3.0616, grad_norm: 7.6906 2020-09-18 07:58:28,078 - mmaction - INFO - Epoch [11][320/3520] lr: 5.000e-03, eta: 3 days, 5:22:26, time: 1.911, data_time: 0.096, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5708, loss_cls: 3.1089, loss: 3.1089, grad_norm: 7.8283 2020-09-18 07:59:08,239 - mmaction - INFO - Epoch [11][340/3520] lr: 5.000e-03, eta: 3 days, 5:21:49, time: 2.011, data_time: 0.105, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5552, loss_cls: 3.1267, loss: 3.1267, grad_norm: 7.7257 2020-09-18 07:59:48,101 - mmaction - INFO - Epoch [11][360/3520] lr: 5.000e-03, eta: 3 days, 5:21:10, time: 1.991, data_time: 0.040, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5344, loss_cls: 3.1666, loss: 3.1666, grad_norm: 7.7340 2020-09-18 08:00:34,893 - mmaction - INFO - Epoch [11][380/3520] lr: 5.000e-03, eta: 3 days, 5:20:57, time: 2.326, data_time: 1.087, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5229, loss_cls: 3.2188, loss: 3.2188, grad_norm: 7.9923 2020-09-18 08:01:15,023 - mmaction - INFO - Epoch [11][400/3520] lr: 5.000e-03, eta: 3 days, 5:20:21, time: 2.024, data_time: 0.193, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5229, loss_cls: 3.2302, loss: 3.2302, grad_norm: 7.5599 2020-09-18 08:01:53,623 - mmaction - INFO - Epoch [11][420/3520] lr: 5.000e-03, eta: 3 days, 5:19:37, time: 1.930, data_time: 0.556, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5604, loss_cls: 3.1492, loss: 3.1492, grad_norm: 7.5417 2020-09-18 08:02:36,287 - mmaction - INFO - Epoch [11][440/3520] lr: 5.000e-03, eta: 3 days, 5:19:09, time: 2.129, data_time: 0.283, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5427, loss_cls: 3.1749, loss: 3.1749, grad_norm: 7.7661 2020-09-18 08:03:15,343 - mmaction - INFO - Epoch [11][460/3520] lr: 5.000e-03, eta: 3 days, 5:18:27, time: 1.958, data_time: 0.113, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5094, loss_cls: 3.3097, loss: 3.3097, grad_norm: 7.8551 2020-09-18 08:03:54,794 - mmaction - INFO - Epoch [11][480/3520] lr: 5.000e-03, eta: 3 days, 5:17:47, time: 1.971, data_time: 0.012, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5406, loss_cls: 3.1044, loss: 3.1044, grad_norm: 7.6880 2020-09-18 08:04:33,636 - mmaction - INFO - Epoch [11][500/3520] lr: 5.000e-03, eta: 3 days, 5:17:04, time: 1.944, data_time: 0.055, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5188, loss_cls: 3.2875, loss: 3.2875, grad_norm: 7.6650 2020-09-18 08:05:12,226 - mmaction - INFO - Epoch [11][520/3520] lr: 5.000e-03, eta: 3 days, 5:16:20, time: 1.930, data_time: 0.281, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5313, loss_cls: 3.2408, loss: 3.2408, grad_norm: 7.8815 2020-09-18 08:05:50,617 - mmaction - INFO - Epoch [11][540/3520] lr: 5.000e-03, eta: 3 days, 5:15:35, time: 1.920, data_time: 0.080, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5312, loss_cls: 3.1569, loss: 3.1569, grad_norm: 7.8776 2020-09-18 08:06:30,299 - mmaction - INFO - Epoch [11][560/3520] lr: 5.000e-03, eta: 3 days, 5:14:55, time: 1.981, data_time: 0.189, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5479, loss_cls: 3.2334, loss: 3.2334, grad_norm: 7.7967 2020-09-18 08:07:11,129 - mmaction - INFO - Epoch [11][580/3520] lr: 5.000e-03, eta: 3 days, 5:14:21, time: 2.045, data_time: 0.622, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5396, loss_cls: 3.1531, loss: 3.1531, grad_norm: 7.9514 2020-09-18 08:07:48,749 - mmaction - INFO - Epoch [11][600/3520] lr: 5.000e-03, eta: 3 days, 5:13:33, time: 1.878, data_time: 0.181, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5417, loss_cls: 3.1826, loss: 3.1826, grad_norm: 7.7940 2020-09-18 08:08:30,270 - mmaction - INFO - Epoch [11][620/3520] lr: 5.000e-03, eta: 3 days, 5:13:01, time: 2.079, data_time: 0.409, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5292, loss_cls: 3.2231, loss: 3.2231, grad_norm: 7.8501 2020-09-18 08:09:08,504 - mmaction - INFO - Epoch [11][640/3520] lr: 5.000e-03, eta: 3 days, 5:12:15, time: 1.906, data_time: 0.203, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5198, loss_cls: 3.2712, loss: 3.2712, grad_norm: 7.8392 2020-09-18 08:09:46,999 - mmaction - INFO - Epoch [11][660/3520] lr: 5.000e-03, eta: 3 days, 5:11:31, time: 1.927, data_time: 0.056, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5281, loss_cls: 3.2347, loss: 3.2347, grad_norm: 7.5786 2020-09-18 08:10:26,352 - mmaction - INFO - Epoch [11][680/3520] lr: 5.000e-03, eta: 3 days, 5:10:50, time: 1.970, data_time: 0.008, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5531, loss_cls: 3.1614, loss: 3.1614, grad_norm: 7.6620 2020-09-18 08:11:04,616 - mmaction - INFO - Epoch [11][700/3520] lr: 5.000e-03, eta: 3 days, 5:10:05, time: 1.912, data_time: 0.003, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5396, loss_cls: 3.1242, loss: 3.1242, grad_norm: 7.5300 2020-09-18 08:11:45,782 - mmaction - INFO - Epoch [11][720/3520] lr: 5.000e-03, eta: 3 days, 5:09:31, time: 2.059, data_time: 0.008, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5479, loss_cls: 3.1970, loss: 3.1970, grad_norm: 7.5910 2020-09-18 08:12:25,241 - mmaction - INFO - Epoch [11][740/3520] lr: 5.000e-03, eta: 3 days, 5:08:51, time: 1.970, data_time: 0.264, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5365, loss_cls: 3.1777, loss: 3.1777, grad_norm: 7.6406 2020-09-18 08:13:05,928 - mmaction - INFO - Epoch [11][760/3520] lr: 5.000e-03, eta: 3 days, 5:08:15, time: 2.037, data_time: 0.013, memory: 8337, top1_acc: 0.2562, top5_acc: 0.5354, loss_cls: 3.2341, loss: 3.2341, grad_norm: 7.7721 2020-09-18 08:13:44,125 - mmaction - INFO - Epoch [11][780/3520] lr: 5.000e-03, eta: 3 days, 5:07:30, time: 1.909, data_time: 0.011, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5281, loss_cls: 3.1910, loss: 3.1910, grad_norm: 7.6724 2020-09-18 08:14:23,156 - mmaction - INFO - Epoch [11][800/3520] lr: 5.000e-03, eta: 3 days, 5:06:48, time: 1.947, data_time: 0.515, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5344, loss_cls: 3.2181, loss: 3.2181, grad_norm: 7.8937 2020-09-18 08:15:00,491 - mmaction - INFO - Epoch [11][820/3520] lr: 5.000e-03, eta: 3 days, 5:05:59, time: 1.872, data_time: 0.014, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5375, loss_cls: 3.2072, loss: 3.2072, grad_norm: 7.8276 2020-09-18 08:15:38,344 - mmaction - INFO - Epoch [11][840/3520] lr: 5.000e-03, eta: 3 days, 5:05:12, time: 1.889, data_time: 0.089, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5427, loss_cls: 3.1808, loss: 3.1808, grad_norm: 7.8487 2020-09-18 08:16:16,525 - mmaction - INFO - Epoch [11][860/3520] lr: 5.000e-03, eta: 3 days, 5:04:27, time: 1.911, data_time: 0.008, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5448, loss_cls: 3.1743, loss: 3.1743, grad_norm: 7.7841 2020-09-18 08:16:56,704 - mmaction - INFO - Epoch [11][880/3520] lr: 5.000e-03, eta: 3 days, 5:03:50, time: 2.010, data_time: 0.206, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5333, loss_cls: 3.2720, loss: 3.2720, grad_norm: 7.7518 2020-09-18 08:17:34,671 - mmaction - INFO - Epoch [11][900/3520] lr: 5.000e-03, eta: 3 days, 5:03:03, time: 1.898, data_time: 0.005, memory: 8337, top1_acc: 0.2490, top5_acc: 0.5240, loss_cls: 3.2051, loss: 3.2051, grad_norm: 7.8917 2020-09-18 08:18:13,992 - mmaction - INFO - Epoch [11][920/3520] lr: 5.000e-03, eta: 3 days, 5:02:22, time: 1.963, data_time: 0.042, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5417, loss_cls: 3.1889, loss: 3.1889, grad_norm: 7.8582 2020-09-18 08:18:53,151 - mmaction - INFO - Epoch [11][940/3520] lr: 5.000e-03, eta: 3 days, 5:01:41, time: 1.961, data_time: 0.007, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.1653, loss: 3.1653, grad_norm: 7.9667 2020-09-18 08:19:30,736 - mmaction - INFO - Epoch [11][960/3520] lr: 5.000e-03, eta: 3 days, 5:00:53, time: 1.880, data_time: 0.029, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5302, loss_cls: 3.1795, loss: 3.1795, grad_norm: 7.8028 2020-09-18 08:20:11,110 - mmaction - INFO - Epoch [11][980/3520] lr: 5.000e-03, eta: 3 days, 5:00:16, time: 2.019, data_time: 0.007, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5500, loss_cls: 3.1775, loss: 3.1775, grad_norm: 7.7371 2020-09-18 08:20:49,965 - mmaction - INFO - Epoch [11][1000/3520] lr: 5.000e-03, eta: 3 days, 4:59:33, time: 1.940, data_time: 0.052, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5531, loss_cls: 3.1202, loss: 3.1202, grad_norm: 7.6248 2020-09-18 08:21:31,235 - mmaction - INFO - Epoch [11][1020/3520] lr: 5.000e-03, eta: 3 days, 4:59:00, time: 2.065, data_time: 0.007, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5490, loss_cls: 3.1980, loss: 3.1980, grad_norm: 7.9609 2020-09-18 08:22:11,618 - mmaction - INFO - Epoch [11][1040/3520] lr: 5.000e-03, eta: 3 days, 4:58:23, time: 2.018, data_time: 0.006, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5333, loss_cls: 3.1674, loss: 3.1674, grad_norm: 7.8722 2020-09-18 08:22:52,479 - mmaction - INFO - Epoch [11][1060/3520] lr: 5.000e-03, eta: 3 days, 4:57:48, time: 2.043, data_time: 0.244, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5500, loss_cls: 3.1257, loss: 3.1257, grad_norm: 7.7978 2020-09-18 08:23:30,070 - mmaction - INFO - Epoch [11][1080/3520] lr: 5.000e-03, eta: 3 days, 4:57:01, time: 1.881, data_time: 0.073, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5594, loss_cls: 3.1288, loss: 3.1288, grad_norm: 7.7766 2020-09-18 08:24:09,561 - mmaction - INFO - Epoch [11][1100/3520] lr: 5.000e-03, eta: 3 days, 4:56:20, time: 1.973, data_time: 0.012, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5375, loss_cls: 3.2086, loss: 3.2086, grad_norm: 7.6321 2020-09-18 08:24:48,735 - mmaction - INFO - Epoch [11][1120/3520] lr: 5.000e-03, eta: 3 days, 4:55:39, time: 1.961, data_time: 0.528, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5198, loss_cls: 3.2609, loss: 3.2609, grad_norm: 7.7704 2020-09-18 08:25:27,721 - mmaction - INFO - Epoch [11][1140/3520] lr: 5.000e-03, eta: 3 days, 4:54:56, time: 1.945, data_time: 0.140, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5313, loss_cls: 3.1904, loss: 3.1904, grad_norm: 7.7635 2020-09-18 08:26:06,524 - mmaction - INFO - Epoch [11][1160/3520] lr: 5.000e-03, eta: 3 days, 4:54:14, time: 1.944, data_time: 0.539, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5312, loss_cls: 3.2168, loss: 3.2168, grad_norm: 7.8646 2020-09-18 08:26:46,001 - mmaction - INFO - Epoch [11][1180/3520] lr: 5.000e-03, eta: 3 days, 4:53:33, time: 1.971, data_time: 0.380, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5427, loss_cls: 3.1313, loss: 3.1313, grad_norm: 7.6497 2020-09-18 08:27:26,255 - mmaction - INFO - Epoch [11][1200/3520] lr: 5.000e-03, eta: 3 days, 4:52:56, time: 2.016, data_time: 0.255, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5354, loss_cls: 3.2225, loss: 3.2225, grad_norm: 7.7354 2020-09-18 08:28:06,112 - mmaction - INFO - Epoch [11][1220/3520] lr: 5.000e-03, eta: 3 days, 4:52:17, time: 1.991, data_time: 0.906, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5083, loss_cls: 3.2662, loss: 3.2662, grad_norm: 7.4980 2020-09-18 08:28:45,239 - mmaction - INFO - Epoch [11][1240/3520] lr: 5.000e-03, eta: 3 days, 4:51:36, time: 1.958, data_time: 0.007, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5094, loss_cls: 3.2667, loss: 3.2667, grad_norm: 7.4907 2020-09-18 08:29:23,847 - mmaction - INFO - Epoch [11][1260/3520] lr: 5.000e-03, eta: 3 days, 4:50:52, time: 1.930, data_time: 0.004, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5365, loss_cls: 3.2014, loss: 3.2014, grad_norm: 7.6758 2020-09-18 08:30:03,647 - mmaction - INFO - Epoch [11][1280/3520] lr: 5.000e-03, eta: 3 days, 4:50:13, time: 1.988, data_time: 0.006, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5438, loss_cls: 3.2061, loss: 3.2061, grad_norm: 7.5604 2020-09-18 08:30:45,112 - mmaction - INFO - Epoch [11][1300/3520] lr: 5.000e-03, eta: 3 days, 4:49:40, time: 2.076, data_time: 0.028, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5490, loss_cls: 3.1634, loss: 3.1634, grad_norm: 7.5812 2020-09-18 08:31:23,392 - mmaction - INFO - Epoch [11][1320/3520] lr: 5.000e-03, eta: 3 days, 4:48:55, time: 1.910, data_time: 0.034, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5396, loss_cls: 3.1792, loss: 3.1792, grad_norm: 7.7849 2020-09-18 08:32:02,642 - mmaction - INFO - Epoch [11][1340/3520] lr: 5.000e-03, eta: 3 days, 4:48:14, time: 1.966, data_time: 0.053, memory: 8337, top1_acc: 0.2583, top5_acc: 0.4979, loss_cls: 3.2991, loss: 3.2991, grad_norm: 7.8785 2020-09-18 08:32:42,998 - mmaction - INFO - Epoch [11][1360/3520] lr: 5.000e-03, eta: 3 days, 4:47:37, time: 2.018, data_time: 0.114, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5229, loss_cls: 3.2195, loss: 3.2195, grad_norm: 7.7084 2020-09-18 08:33:22,456 - mmaction - INFO - Epoch [11][1380/3520] lr: 5.000e-03, eta: 3 days, 4:46:56, time: 1.970, data_time: 0.031, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5448, loss_cls: 3.1263, loss: 3.1263, grad_norm: 7.5849 2020-09-18 08:34:01,939 - mmaction - INFO - Epoch [11][1400/3520] lr: 5.000e-03, eta: 3 days, 4:46:16, time: 1.974, data_time: 0.024, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.1466, loss: 3.1466, grad_norm: 7.7505 2020-09-18 08:34:41,622 - mmaction - INFO - Epoch [11][1420/3520] lr: 5.000e-03, eta: 3 days, 4:45:37, time: 1.987, data_time: 0.278, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5437, loss_cls: 3.1330, loss: 3.1330, grad_norm: 7.5597 2020-09-18 08:35:19,699 - mmaction - INFO - Epoch [11][1440/3520] lr: 5.000e-03, eta: 3 days, 4:44:51, time: 1.902, data_time: 0.074, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5406, loss_cls: 3.1959, loss: 3.1959, grad_norm: 7.6502 2020-09-18 08:35:58,413 - mmaction - INFO - Epoch [11][1460/3520] lr: 5.000e-03, eta: 3 days, 4:44:08, time: 1.938, data_time: 0.024, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5208, loss_cls: 3.2249, loss: 3.2249, grad_norm: 7.7084 2020-09-18 08:36:39,490 - mmaction - INFO - Epoch [11][1480/3520] lr: 5.000e-03, eta: 3 days, 4:43:34, time: 2.052, data_time: 0.143, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5385, loss_cls: 3.1612, loss: 3.1612, grad_norm: 7.6538 2020-09-18 08:37:18,062 - mmaction - INFO - Epoch [11][1500/3520] lr: 5.000e-03, eta: 3 days, 4:42:50, time: 1.930, data_time: 0.029, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5177, loss_cls: 3.2717, loss: 3.2717, grad_norm: 7.7630 2020-09-18 08:37:57,048 - mmaction - INFO - Epoch [11][1520/3520] lr: 5.000e-03, eta: 3 days, 4:42:08, time: 1.946, data_time: 0.024, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5396, loss_cls: 3.2059, loss: 3.2059, grad_norm: 7.8394 2020-09-18 08:38:36,657 - mmaction - INFO - Epoch [11][1540/3520] lr: 5.000e-03, eta: 3 days, 4:41:28, time: 1.984, data_time: 0.023, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5635, loss_cls: 3.1081, loss: 3.1081, grad_norm: 7.7102 2020-09-18 08:39:14,708 - mmaction - INFO - Epoch [11][1560/3520] lr: 5.000e-03, eta: 3 days, 4:40:42, time: 1.900, data_time: 0.006, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5229, loss_cls: 3.2463, loss: 3.2463, grad_norm: 7.8103 2020-09-18 08:39:53,174 - mmaction - INFO - Epoch [11][1580/3520] lr: 5.000e-03, eta: 3 days, 4:39:58, time: 1.926, data_time: 0.007, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5188, loss_cls: 3.2742, loss: 3.2742, grad_norm: 7.8106 2020-09-18 08:40:33,869 - mmaction - INFO - Epoch [11][1600/3520] lr: 5.000e-03, eta: 3 days, 4:39:22, time: 2.035, data_time: 0.160, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5531, loss_cls: 3.1414, loss: 3.1414, grad_norm: 7.5729 2020-09-18 08:41:12,149 - mmaction - INFO - Epoch [11][1620/3520] lr: 5.000e-03, eta: 3 days, 4:38:38, time: 1.913, data_time: 0.314, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5417, loss_cls: 3.1332, loss: 3.1332, grad_norm: 7.7317 2020-09-18 08:41:51,218 - mmaction - INFO - Epoch [11][1640/3520] lr: 5.000e-03, eta: 3 days, 4:37:56, time: 1.951, data_time: 0.077, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5396, loss_cls: 3.1835, loss: 3.1835, grad_norm: 7.5306 2020-09-18 08:42:33,809 - mmaction - INFO - Epoch [11][1660/3520] lr: 5.000e-03, eta: 3 days, 4:37:27, time: 2.132, data_time: 0.088, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5042, loss_cls: 3.2513, loss: 3.2513, grad_norm: 7.7988 2020-09-18 08:43:11,222 - mmaction - INFO - Epoch [11][1680/3520] lr: 5.000e-03, eta: 3 days, 4:36:39, time: 1.870, data_time: 0.091, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5552, loss_cls: 3.2051, loss: 3.2051, grad_norm: 7.7821 2020-09-18 08:43:50,198 - mmaction - INFO - Epoch [11][1700/3520] lr: 5.000e-03, eta: 3 days, 4:35:57, time: 1.949, data_time: 0.085, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5563, loss_cls: 3.1500, loss: 3.1500, grad_norm: 7.6932 2020-09-18 08:44:30,806 - mmaction - INFO - Epoch [11][1720/3520] lr: 5.000e-03, eta: 3 days, 4:35:21, time: 2.030, data_time: 1.009, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5198, loss_cls: 3.2070, loss: 3.2070, grad_norm: 7.6450 2020-09-18 08:45:10,292 - mmaction - INFO - Epoch [11][1740/3520] lr: 5.000e-03, eta: 3 days, 4:34:41, time: 1.974, data_time: 0.007, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5677, loss_cls: 3.1178, loss: 3.1178, grad_norm: 7.7848 2020-09-18 08:45:46,824 - mmaction - INFO - Epoch [11][1760/3520] lr: 5.000e-03, eta: 3 days, 4:33:49, time: 1.824, data_time: 0.070, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5594, loss_cls: 3.1556, loss: 3.1556, grad_norm: 7.6837 2020-09-18 08:46:27,093 - mmaction - INFO - Epoch [11][1780/3520] lr: 5.000e-03, eta: 3 days, 4:33:12, time: 2.016, data_time: 0.071, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5229, loss_cls: 3.2246, loss: 3.2246, grad_norm: 7.8527 2020-09-18 08:47:06,195 - mmaction - INFO - Epoch [11][1800/3520] lr: 5.000e-03, eta: 3 days, 4:32:30, time: 1.955, data_time: 0.369, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5365, loss_cls: 3.2323, loss: 3.2323, grad_norm: 7.8247 2020-09-18 08:47:47,501 - mmaction - INFO - Epoch [11][1820/3520] lr: 5.000e-03, eta: 3 days, 4:31:57, time: 2.065, data_time: 0.642, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5365, loss_cls: 3.2565, loss: 3.2565, grad_norm: 7.6376 2020-09-18 08:48:27,480 - mmaction - INFO - Epoch [11][1840/3520] lr: 5.000e-03, eta: 3 days, 4:31:18, time: 1.999, data_time: 0.003, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5427, loss_cls: 3.1683, loss: 3.1683, grad_norm: 7.5942 2020-09-18 08:49:06,744 - mmaction - INFO - Epoch [11][1860/3520] lr: 5.000e-03, eta: 3 days, 4:30:37, time: 1.963, data_time: 0.306, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5490, loss_cls: 3.2051, loss: 3.2051, grad_norm: 7.8782 2020-09-18 08:49:47,413 - mmaction - INFO - Epoch [11][1880/3520] lr: 5.000e-03, eta: 3 days, 4:30:01, time: 2.033, data_time: 0.497, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5313, loss_cls: 3.1989, loss: 3.1989, grad_norm: 7.6473 2020-09-18 08:50:26,532 - mmaction - INFO - Epoch [11][1900/3520] lr: 5.000e-03, eta: 3 days, 4:29:20, time: 1.955, data_time: 0.005, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5271, loss_cls: 3.2328, loss: 3.2328, grad_norm: 7.5987 2020-09-18 08:51:06,692 - mmaction - INFO - Epoch [11][1920/3520] lr: 5.000e-03, eta: 3 days, 4:28:42, time: 2.010, data_time: 0.085, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5292, loss_cls: 3.2289, loss: 3.2289, grad_norm: 7.5976 2020-09-18 08:51:47,239 - mmaction - INFO - Epoch [11][1940/3520] lr: 5.000e-03, eta: 3 days, 4:28:06, time: 2.024, data_time: 0.510, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5437, loss_cls: 3.1522, loss: 3.1522, grad_norm: 7.4062 2020-09-18 08:52:25,816 - mmaction - INFO - Epoch [11][1960/3520] lr: 5.000e-03, eta: 3 days, 4:27:22, time: 1.932, data_time: 0.072, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5323, loss_cls: 3.1429, loss: 3.1429, grad_norm: 7.7884 2020-09-18 08:53:06,093 - mmaction - INFO - Epoch [11][1980/3520] lr: 5.000e-03, eta: 3 days, 4:26:45, time: 2.014, data_time: 0.416, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5604, loss_cls: 3.1068, loss: 3.1068, grad_norm: 7.7715 2020-09-18 08:53:44,088 - mmaction - INFO - Epoch [11][2000/3520] lr: 5.000e-03, eta: 3 days, 4:25:59, time: 1.899, data_time: 0.167, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5198, loss_cls: 3.2695, loss: 3.2695, grad_norm: 7.7637 2020-09-18 08:54:24,079 - mmaction - INFO - Epoch [11][2020/3520] lr: 5.000e-03, eta: 3 days, 4:25:20, time: 1.995, data_time: 0.267, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5448, loss_cls: 3.1593, loss: 3.1593, grad_norm: 7.6375 2020-09-18 08:55:02,734 - mmaction - INFO - Epoch [11][2040/3520] lr: 5.000e-03, eta: 3 days, 4:24:37, time: 1.936, data_time: 0.008, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5688, loss_cls: 3.1022, loss: 3.1022, grad_norm: 7.7118 2020-09-18 08:55:41,776 - mmaction - INFO - Epoch [11][2060/3520] lr: 5.000e-03, eta: 3 days, 4:23:55, time: 1.950, data_time: 0.051, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5250, loss_cls: 3.2211, loss: 3.2211, grad_norm: 7.9852 2020-09-18 08:56:19,740 - mmaction - INFO - Epoch [11][2080/3520] lr: 5.000e-03, eta: 3 days, 4:23:09, time: 1.900, data_time: 0.213, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5073, loss_cls: 3.2634, loss: 3.2634, grad_norm: 7.5019 2020-09-18 08:56:59,511 - mmaction - INFO - Epoch [11][2100/3520] lr: 5.000e-03, eta: 3 days, 4:22:30, time: 1.986, data_time: 0.130, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5271, loss_cls: 3.2245, loss: 3.2245, grad_norm: 7.8807 2020-09-18 08:57:39,664 - mmaction - INFO - Epoch [11][2120/3520] lr: 5.000e-03, eta: 3 days, 4:21:53, time: 2.011, data_time: 0.044, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5479, loss_cls: 3.1841, loss: 3.1841, grad_norm: 7.8346 2020-09-18 08:58:16,957 - mmaction - INFO - Epoch [11][2140/3520] lr: 5.000e-03, eta: 3 days, 4:21:04, time: 1.861, data_time: 0.032, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5365, loss_cls: 3.1343, loss: 3.1343, grad_norm: 7.6814 2020-09-18 08:58:58,089 - mmaction - INFO - Epoch [11][2160/3520] lr: 5.000e-03, eta: 3 days, 4:20:30, time: 2.060, data_time: 0.206, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5490, loss_cls: 3.1620, loss: 3.1620, grad_norm: 7.8995 2020-09-18 08:59:37,488 - mmaction - INFO - Epoch [11][2180/3520] lr: 5.000e-03, eta: 3 days, 4:19:49, time: 1.969, data_time: 0.194, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5615, loss_cls: 3.0861, loss: 3.0861, grad_norm: 7.4600 2020-09-18 09:00:25,315 - mmaction - INFO - Epoch [11][2200/3520] lr: 5.000e-03, eta: 3 days, 4:19:39, time: 2.379, data_time: 0.891, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5677, loss_cls: 3.0403, loss: 3.0403, grad_norm: 7.5038 2020-09-18 09:01:03,986 - mmaction - INFO - Epoch [11][2220/3520] lr: 5.000e-03, eta: 3 days, 4:18:57, time: 1.945, data_time: 0.066, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5396, loss_cls: 3.1904, loss: 3.1904, grad_norm: 7.9643 2020-09-18 09:01:43,787 - mmaction - INFO - Epoch [11][2240/3520] lr: 5.000e-03, eta: 3 days, 4:18:18, time: 1.993, data_time: 0.164, memory: 8337, top1_acc: 0.2479, top5_acc: 0.5229, loss_cls: 3.2547, loss: 3.2547, grad_norm: 7.6305 2020-09-18 09:02:23,578 - mmaction - INFO - Epoch [11][2260/3520] lr: 5.000e-03, eta: 3 days, 4:17:39, time: 1.989, data_time: 0.784, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5271, loss_cls: 3.2142, loss: 3.2142, grad_norm: 7.7753 2020-09-18 09:03:02,441 - mmaction - INFO - Epoch [11][2280/3520] lr: 5.000e-03, eta: 3 days, 4:16:56, time: 1.941, data_time: 0.166, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5156, loss_cls: 3.2908, loss: 3.2908, grad_norm: 7.8073 2020-09-18 09:03:41,963 - mmaction - INFO - Epoch [11][2300/3520] lr: 5.000e-03, eta: 3 days, 4:16:16, time: 1.978, data_time: 0.143, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5177, loss_cls: 3.2810, loss: 3.2810, grad_norm: 7.5650 2020-09-18 09:04:20,308 - mmaction - INFO - Epoch [11][2320/3520] lr: 5.000e-03, eta: 3 days, 4:15:31, time: 1.916, data_time: 0.016, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5500, loss_cls: 3.1399, loss: 3.1399, grad_norm: 7.4490 2020-09-18 09:05:00,288 - mmaction - INFO - Epoch [11][2340/3520] lr: 5.000e-03, eta: 3 days, 4:14:53, time: 2.000, data_time: 0.079, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5333, loss_cls: 3.1703, loss: 3.1703, grad_norm: 7.6578 2020-09-18 09:05:38,489 - mmaction - INFO - Epoch [11][2360/3520] lr: 5.000e-03, eta: 3 days, 4:14:08, time: 1.908, data_time: 0.094, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5427, loss_cls: 3.1670, loss: 3.1670, grad_norm: 7.7974 2020-09-18 09:06:19,768 - mmaction - INFO - Epoch [11][2380/3520] lr: 5.000e-03, eta: 3 days, 4:13:34, time: 2.066, data_time: 0.114, memory: 8337, top1_acc: 0.2427, top5_acc: 0.4948, loss_cls: 3.3104, loss: 3.3104, grad_norm: 7.8836 2020-09-18 09:06:57,959 - mmaction - INFO - Epoch [11][2400/3520] lr: 5.000e-03, eta: 3 days, 4:12:49, time: 1.906, data_time: 0.296, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5510, loss_cls: 3.1283, loss: 3.1283, grad_norm: 7.8167 2020-09-18 09:07:38,866 - mmaction - INFO - Epoch [11][2420/3520] lr: 5.000e-03, eta: 3 days, 4:12:14, time: 2.048, data_time: 0.851, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5396, loss_cls: 3.1661, loss: 3.1661, grad_norm: 7.6400 2020-09-18 09:08:16,910 - mmaction - INFO - Epoch [11][2440/3520] lr: 5.000e-03, eta: 3 days, 4:11:29, time: 1.899, data_time: 0.029, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.1121, loss: 3.1121, grad_norm: 7.5012 2020-09-18 09:08:55,204 - mmaction - INFO - Epoch [11][2460/3520] lr: 5.000e-03, eta: 3 days, 4:10:44, time: 1.918, data_time: 0.497, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5333, loss_cls: 3.2015, loss: 3.2015, grad_norm: 7.6966 2020-09-18 09:09:36,870 - mmaction - INFO - Epoch [11][2480/3520] lr: 5.000e-03, eta: 3 days, 4:10:12, time: 2.081, data_time: 0.116, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5271, loss_cls: 3.2067, loss: 3.2067, grad_norm: 7.7850 2020-09-18 09:10:16,339 - mmaction - INFO - Epoch [11][2500/3520] lr: 5.000e-03, eta: 3 days, 4:09:32, time: 1.974, data_time: 0.077, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5240, loss_cls: 3.2787, loss: 3.2787, grad_norm: 7.8667 2020-09-18 09:10:54,341 - mmaction - INFO - Epoch [11][2520/3520] lr: 5.000e-03, eta: 3 days, 4:08:46, time: 1.900, data_time: 0.008, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5240, loss_cls: 3.2189, loss: 3.2189, grad_norm: 7.7959 2020-09-18 09:11:33,964 - mmaction - INFO - Epoch [11][2540/3520] lr: 5.000e-03, eta: 3 days, 4:08:06, time: 1.983, data_time: 0.237, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5323, loss_cls: 3.1806, loss: 3.1806, grad_norm: 7.6664 2020-09-18 09:12:13,647 - mmaction - INFO - Epoch [11][2560/3520] lr: 5.000e-03, eta: 3 days, 4:07:26, time: 1.982, data_time: 0.051, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5198, loss_cls: 3.2595, loss: 3.2595, grad_norm: 7.7685 2020-09-18 09:12:52,781 - mmaction - INFO - Epoch [11][2580/3520] lr: 5.000e-03, eta: 3 days, 4:06:45, time: 1.959, data_time: 0.026, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5438, loss_cls: 3.1860, loss: 3.1860, grad_norm: 7.7798 2020-09-18 09:13:32,348 - mmaction - INFO - Epoch [11][2600/3520] lr: 5.000e-03, eta: 3 days, 4:06:05, time: 1.978, data_time: 0.007, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5396, loss_cls: 3.2509, loss: 3.2509, grad_norm: 7.7826 2020-09-18 09:14:10,622 - mmaction - INFO - Epoch [11][2620/3520] lr: 5.000e-03, eta: 3 days, 4:05:21, time: 1.915, data_time: 0.035, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5271, loss_cls: 3.2083, loss: 3.2083, grad_norm: 7.6990 2020-09-18 09:14:50,229 - mmaction - INFO - Epoch [11][2640/3520] lr: 5.000e-03, eta: 3 days, 4:04:41, time: 1.979, data_time: 0.082, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5156, loss_cls: 3.2436, loss: 3.2436, grad_norm: 7.8864 2020-09-18 09:15:27,065 - mmaction - INFO - Epoch [11][2660/3520] lr: 5.000e-03, eta: 3 days, 4:03:51, time: 1.843, data_time: 0.036, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5146, loss_cls: 3.2683, loss: 3.2683, grad_norm: 7.6451 2020-09-18 09:16:08,012 - mmaction - INFO - Epoch [11][2680/3520] lr: 5.000e-03, eta: 3 days, 4:03:16, time: 2.045, data_time: 0.180, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5292, loss_cls: 3.1848, loss: 3.1848, grad_norm: 7.6828 2020-09-18 09:16:46,492 - mmaction - INFO - Epoch [11][2700/3520] lr: 5.000e-03, eta: 3 days, 4:02:32, time: 1.927, data_time: 0.026, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5333, loss_cls: 3.2392, loss: 3.2392, grad_norm: 7.7004 2020-09-18 09:17:26,101 - mmaction - INFO - Epoch [11][2720/3520] lr: 5.000e-03, eta: 3 days, 4:01:52, time: 1.977, data_time: 0.141, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5146, loss_cls: 3.3171, loss: 3.3171, grad_norm: 7.8922 2020-09-18 09:18:05,851 - mmaction - INFO - Epoch [11][2740/3520] lr: 5.000e-03, eta: 3 days, 4:01:13, time: 1.989, data_time: 0.011, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5146, loss_cls: 3.2693, loss: 3.2693, grad_norm: 7.7132 2020-09-18 09:18:44,990 - mmaction - INFO - Epoch [11][2760/3520] lr: 5.000e-03, eta: 3 days, 4:00:31, time: 1.957, data_time: 0.012, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5437, loss_cls: 3.2358, loss: 3.2358, grad_norm: 7.7972 2020-09-18 09:19:23,428 - mmaction - INFO - Epoch [11][2780/3520] lr: 5.000e-03, eta: 3 days, 3:59:47, time: 1.923, data_time: 0.304, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5365, loss_cls: 3.1732, loss: 3.1732, grad_norm: 7.8242 2020-09-18 09:20:01,889 - mmaction - INFO - Epoch [11][2800/3520] lr: 5.000e-03, eta: 3 days, 3:59:04, time: 1.924, data_time: 0.014, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5531, loss_cls: 3.1699, loss: 3.1699, grad_norm: 8.0013 2020-09-18 09:20:42,784 - mmaction - INFO - Epoch [11][2820/3520] lr: 5.000e-03, eta: 3 days, 3:58:28, time: 2.041, data_time: 0.086, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5448, loss_cls: 3.2010, loss: 3.2010, grad_norm: 7.8541 2020-09-18 09:21:20,676 - mmaction - INFO - Epoch [11][2840/3520] lr: 5.000e-03, eta: 3 days, 3:57:42, time: 1.898, data_time: 0.007, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.2213, loss: 3.2213, grad_norm: 7.9066 2020-09-18 09:21:59,115 - mmaction - INFO - Epoch [11][2860/3520] lr: 5.000e-03, eta: 3 days, 3:56:58, time: 1.919, data_time: 0.247, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5146, loss_cls: 3.2595, loss: 3.2595, grad_norm: 7.4082 2020-09-18 09:22:38,815 - mmaction - INFO - Epoch [11][2880/3520] lr: 5.000e-03, eta: 3 days, 3:56:19, time: 1.987, data_time: 0.292, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5458, loss_cls: 3.1675, loss: 3.1675, grad_norm: 7.6060 2020-09-18 09:23:17,262 - mmaction - INFO - Epoch [11][2900/3520] lr: 5.000e-03, eta: 3 days, 3:55:35, time: 1.919, data_time: 0.007, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5313, loss_cls: 3.2102, loss: 3.2102, grad_norm: 7.8992 2020-09-18 09:23:56,184 - mmaction - INFO - Epoch [11][2920/3520] lr: 5.000e-03, eta: 3 days, 3:54:53, time: 1.950, data_time: 0.404, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5375, loss_cls: 3.1978, loss: 3.1978, grad_norm: 7.7267 2020-09-18 09:24:35,181 - mmaction - INFO - Epoch [11][2940/3520] lr: 5.000e-03, eta: 3 days, 3:54:11, time: 1.947, data_time: 0.385, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5000, loss_cls: 3.2738, loss: 3.2738, grad_norm: 7.8789 2020-09-18 09:25:14,913 - mmaction - INFO - Epoch [11][2960/3520] lr: 5.000e-03, eta: 3 days, 3:53:28, time: 1.944, data_time: 0.016, memory: 8337, top1_acc: 0.2427, top5_acc: 0.5229, loss_cls: 3.3223, loss: 3.3223, grad_norm: 8.0222 2020-09-18 09:25:54,523 - mmaction - INFO - Epoch [11][2980/3520] lr: 5.000e-03, eta: 3 days, 3:52:52, time: 2.025, data_time: 0.299, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5323, loss_cls: 3.1943, loss: 3.1943, grad_norm: 7.8161 2020-09-18 09:26:32,360 - mmaction - INFO - Epoch [11][3000/3520] lr: 5.000e-03, eta: 3 days, 3:52:05, time: 1.892, data_time: 0.440, memory: 8337, top1_acc: 0.2406, top5_acc: 0.5146, loss_cls: 3.3049, loss: 3.3049, grad_norm: 7.5222 2020-09-18 09:27:11,769 - mmaction - INFO - Epoch [11][3020/3520] lr: 5.000e-03, eta: 3 days, 3:51:25, time: 1.965, data_time: 0.008, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5188, loss_cls: 3.2532, loss: 3.2532, grad_norm: 7.5426 2020-09-18 09:27:49,721 - mmaction - INFO - Epoch [11][3040/3520] lr: 5.000e-03, eta: 3 days, 3:50:39, time: 1.904, data_time: 0.116, memory: 8337, top1_acc: 0.2458, top5_acc: 0.5198, loss_cls: 3.2676, loss: 3.2676, grad_norm: 7.6706 2020-09-18 09:28:29,733 - mmaction - INFO - Epoch [11][3060/3520] lr: 5.000e-03, eta: 3 days, 3:50:01, time: 1.998, data_time: 0.167, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5250, loss_cls: 3.2159, loss: 3.2159, grad_norm: 7.8963 2020-09-18 09:29:10,300 - mmaction - INFO - Epoch [11][3080/3520] lr: 5.000e-03, eta: 3 days, 3:49:25, time: 2.030, data_time: 0.007, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5313, loss_cls: 3.2678, loss: 3.2678, grad_norm: 7.9195 2020-09-18 09:29:49,879 - mmaction - INFO - Epoch [11][3100/3520] lr: 5.000e-03, eta: 3 days, 3:48:45, time: 1.976, data_time: 0.037, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5188, loss_cls: 3.2465, loss: 3.2465, grad_norm: 7.7185 2020-09-18 09:30:29,540 - mmaction - INFO - Epoch [11][3120/3520] lr: 5.000e-03, eta: 3 days, 3:48:05, time: 1.983, data_time: 0.040, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5531, loss_cls: 3.2075, loss: 3.2075, grad_norm: 7.8356 2020-09-18 09:31:07,772 - mmaction - INFO - Epoch [11][3140/3520] lr: 5.000e-03, eta: 3 days, 3:47:20, time: 1.911, data_time: 0.008, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5562, loss_cls: 3.1554, loss: 3.1554, grad_norm: 7.6829 2020-09-18 09:31:47,285 - mmaction - INFO - Epoch [11][3160/3520] lr: 5.000e-03, eta: 3 days, 3:46:41, time: 1.979, data_time: 0.276, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 3.2510, loss: 3.2510, grad_norm: 7.6654 2020-09-18 09:32:27,233 - mmaction - INFO - Epoch [11][3180/3520] lr: 5.000e-03, eta: 3 days, 3:46:02, time: 1.996, data_time: 0.327, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5063, loss_cls: 3.2871, loss: 3.2871, grad_norm: 7.8797 2020-09-18 09:33:07,854 - mmaction - INFO - Epoch [11][3200/3520] lr: 5.000e-03, eta: 3 days, 3:45:26, time: 2.031, data_time: 0.318, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5521, loss_cls: 3.1548, loss: 3.1548, grad_norm: 7.6855 2020-09-18 09:33:47,808 - mmaction - INFO - Epoch [11][3220/3520] lr: 5.000e-03, eta: 3 days, 3:44:47, time: 1.998, data_time: 0.105, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.1546, loss: 3.1546, grad_norm: 7.6353 2020-09-18 09:34:26,390 - mmaction - INFO - Epoch [11][3240/3520] lr: 5.000e-03, eta: 3 days, 3:44:04, time: 1.930, data_time: 0.105, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5313, loss_cls: 3.2269, loss: 3.2269, grad_norm: 7.6148 2020-09-18 09:35:07,472 - mmaction - INFO - Epoch [11][3260/3520] lr: 5.000e-03, eta: 3 days, 3:43:29, time: 2.053, data_time: 0.183, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5344, loss_cls: 3.1709, loss: 3.1709, grad_norm: 7.6959 2020-09-18 09:35:47,442 - mmaction - INFO - Epoch [11][3280/3520] lr: 5.000e-03, eta: 3 days, 3:42:51, time: 1.998, data_time: 0.194, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5594, loss_cls: 3.1543, loss: 3.1543, grad_norm: 7.6535 2020-09-18 09:36:25,873 - mmaction - INFO - Epoch [11][3300/3520] lr: 5.000e-03, eta: 3 days, 3:42:07, time: 1.920, data_time: 0.350, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5531, loss_cls: 3.1686, loss: 3.1686, grad_norm: 7.8389 2020-09-18 09:37:06,254 - mmaction - INFO - Epoch [11][3320/3520] lr: 5.000e-03, eta: 3 days, 3:41:30, time: 2.022, data_time: 0.375, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5271, loss_cls: 3.2329, loss: 3.2329, grad_norm: 8.0490 2020-09-18 09:37:44,443 - mmaction - INFO - Epoch [11][3340/3520] lr: 5.000e-03, eta: 3 days, 3:40:45, time: 1.909, data_time: 0.054, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5229, loss_cls: 3.2396, loss: 3.2396, grad_norm: 7.7572 2020-09-18 09:38:24,334 - mmaction - INFO - Epoch [11][3360/3520] lr: 5.000e-03, eta: 3 days, 3:40:06, time: 1.995, data_time: 0.004, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5479, loss_cls: 3.2317, loss: 3.2317, grad_norm: 7.7445 2020-09-18 09:39:02,162 - mmaction - INFO - Epoch [11][3380/3520] lr: 5.000e-03, eta: 3 days, 3:39:20, time: 1.890, data_time: 0.004, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5313, loss_cls: 3.2069, loss: 3.2069, grad_norm: 7.5296 2020-09-18 09:39:41,510 - mmaction - INFO - Epoch [11][3400/3520] lr: 5.000e-03, eta: 3 days, 3:38:40, time: 1.969, data_time: 0.029, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5500, loss_cls: 3.1660, loss: 3.1660, grad_norm: 7.7133 2020-09-18 09:40:21,341 - mmaction - INFO - Epoch [11][3420/3520] lr: 5.000e-03, eta: 3 days, 3:38:01, time: 1.989, data_time: 0.082, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5302, loss_cls: 3.2261, loss: 3.2261, grad_norm: 7.5280 2020-09-18 09:41:01,357 - mmaction - INFO - Epoch [11][3440/3520] lr: 5.000e-03, eta: 3 days, 3:37:22, time: 2.003, data_time: 0.479, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5198, loss_cls: 3.2429, loss: 3.2429, grad_norm: 7.8532 2020-09-18 09:41:40,195 - mmaction - INFO - Epoch [11][3460/3520] lr: 5.000e-03, eta: 3 days, 3:36:40, time: 1.941, data_time: 0.283, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5469, loss_cls: 3.1894, loss: 3.1894, grad_norm: 7.5507 2020-09-18 09:42:19,553 - mmaction - INFO - Epoch [11][3480/3520] lr: 5.000e-03, eta: 3 days, 3:35:59, time: 1.967, data_time: 0.007, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5250, loss_cls: 3.2598, loss: 3.2598, grad_norm: 7.8383 2020-09-18 09:42:58,996 - mmaction - INFO - Epoch [11][3500/3520] lr: 5.000e-03, eta: 3 days, 3:35:19, time: 1.974, data_time: 0.023, memory: 8337, top1_acc: 0.3052, top5_acc: 0.6010, loss_cls: 3.0448, loss: 3.0448, grad_norm: 7.5197 2020-09-18 09:43:34,302 - mmaction - INFO - Epoch [11][3520/3520] lr: 5.000e-03, eta: 3 days, 3:34:24, time: 1.764, data_time: 0.166, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5380, loss_cls: 3.2243, loss: 3.2243, grad_norm: 7.9741 2020-09-18 09:43:51,683 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-18 09:46:21,146 - mmaction - INFO - Epoch [12][20/3520] lr: 5.000e-03, eta: 3 days, 3:40:11, time: 7.438, data_time: 5.700, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5604, loss_cls: 3.1023, loss: 3.1023, grad_norm: 7.4978 2020-09-18 09:47:01,441 - mmaction - INFO - Epoch [12][40/3520] lr: 5.000e-03, eta: 3 days, 3:39:34, time: 2.021, data_time: 0.181, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5667, loss_cls: 3.0831, loss: 3.0831, grad_norm: 7.7390 2020-09-18 09:47:40,639 - mmaction - INFO - Epoch [12][60/3520] lr: 5.000e-03, eta: 3 days, 3:38:52, time: 1.962, data_time: 0.007, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5729, loss_cls: 3.0684, loss: 3.0684, grad_norm: 7.6825 2020-09-18 09:48:19,467 - mmaction - INFO - Epoch [12][80/3520] lr: 5.000e-03, eta: 3 days, 3:38:09, time: 1.939, data_time: 0.163, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5115, loss_cls: 3.1903, loss: 3.1903, grad_norm: 7.4854 2020-09-18 09:48:59,947 - mmaction - INFO - Epoch [12][100/3520] lr: 5.000e-03, eta: 3 days, 3:37:33, time: 2.027, data_time: 0.070, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5635, loss_cls: 3.1208, loss: 3.1208, grad_norm: 7.8196 2020-09-18 09:49:38,004 - mmaction - INFO - Epoch [12][120/3520] lr: 5.000e-03, eta: 3 days, 3:36:47, time: 1.903, data_time: 0.218, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5708, loss_cls: 3.1067, loss: 3.1067, grad_norm: 7.6850 2020-09-18 09:50:15,390 - mmaction - INFO - Epoch [12][140/3520] lr: 5.000e-03, eta: 3 days, 3:35:59, time: 1.865, data_time: 0.008, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5438, loss_cls: 3.1938, loss: 3.1938, grad_norm: 7.7299 2020-09-18 09:50:56,001 - mmaction - INFO - Epoch [12][160/3520] lr: 5.000e-03, eta: 3 days, 3:35:23, time: 2.032, data_time: 0.085, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5458, loss_cls: 3.1631, loss: 3.1631, grad_norm: 7.6648 2020-09-18 09:51:33,759 - mmaction - INFO - Epoch [12][180/3520] lr: 5.000e-03, eta: 3 days, 3:34:37, time: 1.891, data_time: 0.008, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5417, loss_cls: 3.2173, loss: 3.2173, grad_norm: 7.7223 2020-09-18 09:52:14,693 - mmaction - INFO - Epoch [12][200/3520] lr: 5.000e-03, eta: 3 days, 3:34:01, time: 2.043, data_time: 0.031, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5656, loss_cls: 3.1277, loss: 3.1277, grad_norm: 7.6253 2020-09-18 09:52:52,829 - mmaction - INFO - Epoch [12][220/3520] lr: 5.000e-03, eta: 3 days, 3:33:16, time: 1.906, data_time: 0.044, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5708, loss_cls: 3.1281, loss: 3.1281, grad_norm: 7.7272 2020-09-18 09:53:31,304 - mmaction - INFO - Epoch [12][240/3520] lr: 5.000e-03, eta: 3 days, 3:32:32, time: 1.927, data_time: 0.899, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5656, loss_cls: 3.0994, loss: 3.0994, grad_norm: 7.8052 2020-09-18 09:54:10,187 - mmaction - INFO - Epoch [12][260/3520] lr: 5.000e-03, eta: 3 days, 3:31:49, time: 1.941, data_time: 0.049, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5323, loss_cls: 3.1689, loss: 3.1689, grad_norm: 7.5388 2020-09-18 09:54:49,487 - mmaction - INFO - Epoch [12][280/3520] lr: 5.000e-03, eta: 3 days, 3:31:09, time: 1.968, data_time: 0.504, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5229, loss_cls: 3.1686, loss: 3.1686, grad_norm: 7.5650 2020-09-18 09:55:27,544 - mmaction - INFO - Epoch [12][300/3520] lr: 5.000e-03, eta: 3 days, 3:30:23, time: 1.900, data_time: 0.139, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5490, loss_cls: 3.1609, loss: 3.1609, grad_norm: 7.8643 2020-09-18 09:56:07,258 - mmaction - INFO - Epoch [12][320/3520] lr: 5.000e-03, eta: 3 days, 3:29:44, time: 1.989, data_time: 0.237, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5552, loss_cls: 3.1609, loss: 3.1609, grad_norm: 7.6402 2020-09-18 09:56:44,344 - mmaction - INFO - Epoch [12][340/3520] lr: 5.000e-03, eta: 3 days, 3:28:54, time: 1.850, data_time: 0.520, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5427, loss_cls: 3.1313, loss: 3.1313, grad_norm: 7.7411 2020-09-18 09:57:23,456 - mmaction - INFO - Epoch [12][360/3520] lr: 5.000e-03, eta: 3 days, 3:28:13, time: 1.959, data_time: 0.030, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5562, loss_cls: 3.1128, loss: 3.1128, grad_norm: 7.7163 2020-09-18 09:58:03,119 - mmaction - INFO - Epoch [12][380/3520] lr: 5.000e-03, eta: 3 days, 3:27:33, time: 1.981, data_time: 0.072, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.2188, loss: 3.2188, grad_norm: 8.1560 2020-09-18 09:58:40,769 - mmaction - INFO - Epoch [12][400/3520] lr: 5.000e-03, eta: 3 days, 3:26:46, time: 1.884, data_time: 0.006, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5427, loss_cls: 3.1336, loss: 3.1336, grad_norm: 7.9104 2020-09-18 09:59:18,890 - mmaction - INFO - Epoch [12][420/3520] lr: 5.000e-03, eta: 3 days, 3:26:01, time: 1.903, data_time: 0.087, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.1727, loss: 3.1727, grad_norm: 7.8120 2020-09-18 09:59:57,235 - mmaction - INFO - Epoch [12][440/3520] lr: 5.000e-03, eta: 3 days, 3:25:17, time: 1.920, data_time: 0.073, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5333, loss_cls: 3.1817, loss: 3.1817, grad_norm: 7.9503 2020-09-18 10:00:40,714 - mmaction - INFO - Epoch [12][460/3520] lr: 5.000e-03, eta: 3 days, 3:24:49, time: 2.153, data_time: 0.527, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5448, loss_cls: 3.1502, loss: 3.1502, grad_norm: 7.8570 2020-09-18 10:01:20,975 - mmaction - INFO - Epoch [12][480/3520] lr: 5.000e-03, eta: 3 days, 3:24:13, time: 2.035, data_time: 1.024, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.1010, loss: 3.1010, grad_norm: 7.7116 2020-09-18 10:02:02,287 - mmaction - INFO - Epoch [12][500/3520] lr: 5.000e-03, eta: 3 days, 3:23:39, time: 2.064, data_time: 0.511, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5448, loss_cls: 3.1321, loss: 3.1321, grad_norm: 7.6416 2020-09-18 10:02:40,812 - mmaction - INFO - Epoch [12][520/3520] lr: 5.000e-03, eta: 3 days, 3:22:55, time: 1.928, data_time: 1.275, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5302, loss_cls: 3.2287, loss: 3.2287, grad_norm: 8.1136 2020-09-18 10:03:20,846 - mmaction - INFO - Epoch [12][540/3520] lr: 5.000e-03, eta: 3 days, 3:22:16, time: 2.001, data_time: 0.291, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5552, loss_cls: 3.1324, loss: 3.1324, grad_norm: 7.7311 2020-09-18 10:03:59,680 - mmaction - INFO - Epoch [12][560/3520] lr: 5.000e-03, eta: 3 days, 3:21:34, time: 1.943, data_time: 0.334, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5469, loss_cls: 3.1809, loss: 3.1809, grad_norm: 8.0421 2020-09-18 10:04:38,536 - mmaction - INFO - Epoch [12][580/3520] lr: 5.000e-03, eta: 3 days, 3:20:51, time: 1.943, data_time: 1.047, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5500, loss_cls: 3.1459, loss: 3.1459, grad_norm: 7.7047 2020-09-18 10:05:17,210 - mmaction - INFO - Epoch [12][600/3520] lr: 5.000e-03, eta: 3 days, 3:20:08, time: 1.928, data_time: 0.056, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5375, loss_cls: 3.1509, loss: 3.1509, grad_norm: 7.9011 2020-09-18 10:05:54,570 - mmaction - INFO - Epoch [12][620/3520] lr: 5.000e-03, eta: 3 days, 3:19:20, time: 1.873, data_time: 0.119, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5427, loss_cls: 3.1588, loss: 3.1588, grad_norm: 7.6746 2020-09-18 10:06:33,661 - mmaction - INFO - Epoch [12][640/3520] lr: 5.000e-03, eta: 3 days, 3:18:38, time: 1.953, data_time: 0.180, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5313, loss_cls: 3.1911, loss: 3.1911, grad_norm: 7.9822 2020-09-18 10:07:14,164 - mmaction - INFO - Epoch [12][660/3520] lr: 5.000e-03, eta: 3 days, 3:18:02, time: 2.028, data_time: 0.453, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5219, loss_cls: 3.2029, loss: 3.2029, grad_norm: 7.9286 2020-09-18 10:07:50,962 - mmaction - INFO - Epoch [12][680/3520] lr: 5.000e-03, eta: 3 days, 3:17:12, time: 1.837, data_time: 0.392, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5510, loss_cls: 3.1271, loss: 3.1271, grad_norm: 7.6318 2020-09-18 10:08:31,540 - mmaction - INFO - Epoch [12][700/3520] lr: 5.000e-03, eta: 3 days, 3:16:36, time: 2.032, data_time: 0.025, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5365, loss_cls: 3.2234, loss: 3.2234, grad_norm: 7.7758 2020-09-18 10:09:09,648 - mmaction - INFO - Epoch [12][720/3520] lr: 5.000e-03, eta: 3 days, 3:15:50, time: 1.903, data_time: 0.148, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5188, loss_cls: 3.2374, loss: 3.2374, grad_norm: 7.6253 2020-09-18 10:09:49,356 - mmaction - INFO - Epoch [12][740/3520] lr: 5.000e-03, eta: 3 days, 3:15:11, time: 1.984, data_time: 0.007, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5469, loss_cls: 3.1783, loss: 3.1783, grad_norm: 7.7738 2020-09-18 10:10:27,250 - mmaction - INFO - Epoch [12][760/3520] lr: 5.000e-03, eta: 3 days, 3:14:24, time: 1.891, data_time: 0.275, memory: 8337, top1_acc: 0.2323, top5_acc: 0.5146, loss_cls: 3.2640, loss: 3.2640, grad_norm: 7.9265 2020-09-18 10:11:06,622 - mmaction - INFO - Epoch [12][780/3520] lr: 5.000e-03, eta: 3 days, 3:13:44, time: 1.975, data_time: 0.307, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5448, loss_cls: 3.1707, loss: 3.1707, grad_norm: 7.6819 2020-09-18 10:11:45,835 - mmaction - INFO - Epoch [12][800/3520] lr: 5.000e-03, eta: 3 days, 3:13:03, time: 1.957, data_time: 0.005, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5615, loss_cls: 3.0999, loss: 3.0999, grad_norm: 7.7216 2020-09-18 10:12:25,945 - mmaction - INFO - Epoch [12][820/3520] lr: 5.000e-03, eta: 3 days, 3:12:24, time: 2.006, data_time: 0.162, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5156, loss_cls: 3.1936, loss: 3.1936, grad_norm: 7.6729 2020-09-18 10:13:05,524 - mmaction - INFO - Epoch [12][840/3520] lr: 5.000e-03, eta: 3 days, 3:11:44, time: 1.978, data_time: 0.425, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5365, loss_cls: 3.1255, loss: 3.1255, grad_norm: 7.6074 2020-09-18 10:13:43,527 - mmaction - INFO - Epoch [12][860/3520] lr: 5.000e-03, eta: 3 days, 3:10:59, time: 1.903, data_time: 0.017, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5448, loss_cls: 3.1679, loss: 3.1679, grad_norm: 7.8271 2020-09-18 10:14:23,182 - mmaction - INFO - Epoch [12][880/3520] lr: 5.000e-03, eta: 3 days, 3:10:19, time: 1.983, data_time: 0.084, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5281, loss_cls: 3.2243, loss: 3.2243, grad_norm: 7.7566 2020-09-18 10:15:01,228 - mmaction - INFO - Epoch [12][900/3520] lr: 5.000e-03, eta: 3 days, 3:09:34, time: 1.901, data_time: 0.402, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5167, loss_cls: 3.1691, loss: 3.1691, grad_norm: 7.7120 2020-09-18 10:15:39,563 - mmaction - INFO - Epoch [12][920/3520] lr: 5.000e-03, eta: 3 days, 3:08:50, time: 1.916, data_time: 0.053, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5469, loss_cls: 3.1757, loss: 3.1757, grad_norm: 7.9922 2020-09-18 10:16:16,334 - mmaction - INFO - Epoch [12][940/3520] lr: 5.000e-03, eta: 3 days, 3:08:00, time: 1.841, data_time: 0.009, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5792, loss_cls: 3.0679, loss: 3.0679, grad_norm: 8.0357 2020-09-18 10:16:56,919 - mmaction - INFO - Epoch [12][960/3520] lr: 5.000e-03, eta: 3 days, 3:07:23, time: 2.023, data_time: 0.220, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5490, loss_cls: 3.1737, loss: 3.1737, grad_norm: 8.1349 2020-09-18 10:17:36,183 - mmaction - INFO - Epoch [12][980/3520] lr: 5.000e-03, eta: 3 days, 3:06:42, time: 1.968, data_time: 0.652, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5594, loss_cls: 3.1189, loss: 3.1189, grad_norm: 7.7875 2020-09-18 10:18:14,497 - mmaction - INFO - Epoch [12][1000/3520] lr: 5.000e-03, eta: 3 days, 3:05:58, time: 1.913, data_time: 0.328, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5229, loss_cls: 3.2474, loss: 3.2474, grad_norm: 7.8757 2020-09-18 10:18:53,713 - mmaction - INFO - Epoch [12][1020/3520] lr: 5.000e-03, eta: 3 days, 3:05:17, time: 1.964, data_time: 0.344, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5552, loss_cls: 3.0740, loss: 3.0740, grad_norm: 7.9987 2020-09-18 10:19:32,880 - mmaction - INFO - Epoch [12][1040/3520] lr: 5.000e-03, eta: 3 days, 3:04:35, time: 1.956, data_time: 0.395, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5698, loss_cls: 3.0616, loss: 3.0616, grad_norm: 7.8393 2020-09-18 10:20:11,947 - mmaction - INFO - Epoch [12][1060/3520] lr: 5.000e-03, eta: 3 days, 3:03:52, time: 1.938, data_time: 0.255, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5115, loss_cls: 3.2841, loss: 3.2841, grad_norm: 7.7794 2020-09-18 10:20:48,452 - mmaction - INFO - Epoch [12][1080/3520] lr: 5.000e-03, eta: 3 days, 3:03:03, time: 1.840, data_time: 0.024, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5427, loss_cls: 3.2208, loss: 3.2208, grad_norm: 7.7818 2020-09-18 10:21:26,862 - mmaction - INFO - Epoch [12][1100/3520] lr: 5.000e-03, eta: 3 days, 3:02:19, time: 1.923, data_time: 0.035, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5427, loss_cls: 3.2171, loss: 3.2171, grad_norm: 7.9576 2020-09-18 10:22:06,169 - mmaction - INFO - Epoch [12][1120/3520] lr: 5.000e-03, eta: 3 days, 3:01:38, time: 1.963, data_time: 0.135, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5208, loss_cls: 3.2372, loss: 3.2372, grad_norm: 8.0377 2020-09-18 10:22:45,243 - mmaction - INFO - Epoch [12][1140/3520] lr: 5.000e-03, eta: 3 days, 3:00:56, time: 1.951, data_time: 0.006, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5396, loss_cls: 3.1788, loss: 3.1788, grad_norm: 7.7431 2020-09-18 10:23:24,743 - mmaction - INFO - Epoch [12][1160/3520] lr: 5.000e-03, eta: 3 days, 3:00:16, time: 1.979, data_time: 0.862, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5333, loss_cls: 3.2335, loss: 3.2335, grad_norm: 7.8727 2020-09-18 10:24:03,956 - mmaction - INFO - Epoch [12][1180/3520] lr: 5.000e-03, eta: 3 days, 2:59:35, time: 1.961, data_time: 0.358, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5490, loss_cls: 3.2275, loss: 3.2275, grad_norm: 7.7974 2020-09-18 10:24:42,117 - mmaction - INFO - Epoch [12][1200/3520] lr: 5.000e-03, eta: 3 days, 2:58:50, time: 1.906, data_time: 0.022, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5604, loss_cls: 3.1113, loss: 3.1113, grad_norm: 7.7005 2020-09-18 10:25:20,399 - mmaction - INFO - Epoch [12][1220/3520] lr: 5.000e-03, eta: 3 days, 2:58:05, time: 1.912, data_time: 0.122, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.0998, loss: 3.0998, grad_norm: 7.7890 2020-09-18 10:26:00,336 - mmaction - INFO - Epoch [12][1240/3520] lr: 5.000e-03, eta: 3 days, 2:57:27, time: 1.998, data_time: 0.045, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5458, loss_cls: 3.1599, loss: 3.1599, grad_norm: 7.9308 2020-09-18 10:26:39,410 - mmaction - INFO - Epoch [12][1260/3520] lr: 5.000e-03, eta: 3 days, 2:56:45, time: 1.955, data_time: 0.034, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5271, loss_cls: 3.2250, loss: 3.2250, grad_norm: 7.9743 2020-09-18 10:27:19,846 - mmaction - INFO - Epoch [12][1280/3520] lr: 5.000e-03, eta: 3 days, 2:56:08, time: 2.022, data_time: 0.226, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5469, loss_cls: 3.1582, loss: 3.1582, grad_norm: 7.6673 2020-09-18 10:27:59,230 - mmaction - INFO - Epoch [12][1300/3520] lr: 5.000e-03, eta: 3 days, 2:55:27, time: 1.969, data_time: 0.009, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5510, loss_cls: 3.0891, loss: 3.0891, grad_norm: 7.6841 2020-09-18 10:28:35,946 - mmaction - INFO - Epoch [12][1320/3520] lr: 5.000e-03, eta: 3 days, 2:54:38, time: 1.836, data_time: 0.403, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5240, loss_cls: 3.2213, loss: 3.2213, grad_norm: 7.8437 2020-09-18 10:29:15,531 - mmaction - INFO - Epoch [12][1340/3520] lr: 5.000e-03, eta: 3 days, 2:53:58, time: 1.978, data_time: 0.099, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5240, loss_cls: 3.2422, loss: 3.2422, grad_norm: 7.9629 2020-09-18 10:29:53,512 - mmaction - INFO - Epoch [12][1360/3520] lr: 5.000e-03, eta: 3 days, 2:53:12, time: 1.900, data_time: 0.080, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5281, loss_cls: 3.2278, loss: 3.2278, grad_norm: 7.9826 2020-09-18 10:30:33,087 - mmaction - INFO - Epoch [12][1380/3520] lr: 5.000e-03, eta: 3 days, 2:52:32, time: 1.980, data_time: 0.031, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5240, loss_cls: 3.1781, loss: 3.1781, grad_norm: 7.8398 2020-09-18 10:31:12,441 - mmaction - INFO - Epoch [12][1400/3520] lr: 5.000e-03, eta: 3 days, 2:51:52, time: 1.967, data_time: 0.093, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5292, loss_cls: 3.2253, loss: 3.2253, grad_norm: 7.8744 2020-09-18 10:31:51,181 - mmaction - INFO - Epoch [12][1420/3520] lr: 5.000e-03, eta: 3 days, 2:51:09, time: 1.932, data_time: 0.007, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5271, loss_cls: 3.2423, loss: 3.2423, grad_norm: 7.8100 2020-09-18 10:32:29,005 - mmaction - INFO - Epoch [12][1440/3520] lr: 5.000e-03, eta: 3 days, 2:50:23, time: 1.896, data_time: 0.082, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.1578, loss: 3.1578, grad_norm: 7.6507 2020-09-18 10:33:07,561 - mmaction - INFO - Epoch [12][1460/3520] lr: 5.000e-03, eta: 3 days, 2:49:39, time: 1.926, data_time: 0.003, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5333, loss_cls: 3.2140, loss: 3.2140, grad_norm: 7.9646 2020-09-18 10:33:48,073 - mmaction - INFO - Epoch [12][1480/3520] lr: 5.000e-03, eta: 3 days, 2:49:03, time: 2.027, data_time: 0.295, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5427, loss_cls: 3.1779, loss: 3.1779, grad_norm: 8.1073 2020-09-18 10:34:26,915 - mmaction - INFO - Epoch [12][1500/3520] lr: 5.000e-03, eta: 3 days, 2:48:20, time: 1.942, data_time: 0.085, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5333, loss_cls: 3.1856, loss: 3.1856, grad_norm: 7.7155 2020-09-18 10:35:06,050 - mmaction - INFO - Epoch [12][1520/3520] lr: 5.000e-03, eta: 3 days, 2:47:39, time: 1.956, data_time: 0.029, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.1316, loss: 3.1316, grad_norm: 7.6124 2020-09-18 10:35:44,570 - mmaction - INFO - Epoch [12][1540/3520] lr: 5.000e-03, eta: 3 days, 2:46:55, time: 1.926, data_time: 0.003, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5448, loss_cls: 3.1321, loss: 3.1321, grad_norm: 7.6202 2020-09-18 10:36:25,439 - mmaction - INFO - Epoch [12][1560/3520] lr: 5.000e-03, eta: 3 days, 2:46:20, time: 2.042, data_time: 0.006, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.1877, loss: 3.1877, grad_norm: 7.7985 2020-09-18 10:37:04,220 - mmaction - INFO - Epoch [12][1580/3520] lr: 5.000e-03, eta: 3 days, 2:45:37, time: 1.940, data_time: 0.319, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5167, loss_cls: 3.2836, loss: 3.2836, grad_norm: 8.2434 2020-09-18 10:37:43,921 - mmaction - INFO - Epoch [12][1600/3520] lr: 5.000e-03, eta: 3 days, 2:44:57, time: 1.983, data_time: 0.191, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5417, loss_cls: 3.1754, loss: 3.1754, grad_norm: 7.7333 2020-09-18 10:38:22,254 - mmaction - INFO - Epoch [12][1620/3520] lr: 5.000e-03, eta: 3 days, 2:44:13, time: 1.919, data_time: 0.007, memory: 8337, top1_acc: 0.2531, top5_acc: 0.5219, loss_cls: 3.1967, loss: 3.1967, grad_norm: 7.7112 2020-09-18 10:39:00,524 - mmaction - INFO - Epoch [12][1640/3520] lr: 5.000e-03, eta: 3 days, 2:43:29, time: 1.910, data_time: 0.054, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5260, loss_cls: 3.2813, loss: 3.2813, grad_norm: 7.8199 2020-09-18 10:39:39,677 - mmaction - INFO - Epoch [12][1660/3520] lr: 5.000e-03, eta: 3 days, 2:42:48, time: 1.961, data_time: 0.060, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5615, loss_cls: 3.2061, loss: 3.2061, grad_norm: 7.9545 2020-09-18 10:40:17,546 - mmaction - INFO - Epoch [12][1680/3520] lr: 5.000e-03, eta: 3 days, 2:42:02, time: 1.890, data_time: 0.334, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5406, loss_cls: 3.1180, loss: 3.1180, grad_norm: 7.7453 2020-09-18 10:40:57,291 - mmaction - INFO - Epoch [12][1700/3520] lr: 5.000e-03, eta: 3 days, 2:41:22, time: 1.989, data_time: 0.085, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5583, loss_cls: 3.0967, loss: 3.0967, grad_norm: 7.8033 2020-09-18 10:41:35,801 - mmaction - INFO - Epoch [12][1720/3520] lr: 5.000e-03, eta: 3 days, 2:40:39, time: 1.927, data_time: 0.010, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5354, loss_cls: 3.1708, loss: 3.1708, grad_norm: 7.7729 2020-09-18 10:42:14,044 - mmaction - INFO - Epoch [12][1740/3520] lr: 5.000e-03, eta: 3 days, 2:39:55, time: 1.912, data_time: 0.004, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5500, loss_cls: 3.1573, loss: 3.1573, grad_norm: 7.9256 2020-09-18 10:42:52,607 - mmaction - INFO - Epoch [12][1760/3520] lr: 5.000e-03, eta: 3 days, 2:39:11, time: 1.928, data_time: 0.289, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5396, loss_cls: 3.1643, loss: 3.1643, grad_norm: 7.7756 2020-09-18 10:43:32,898 - mmaction - INFO - Epoch [12][1780/3520] lr: 5.000e-03, eta: 3 days, 2:38:33, time: 2.011, data_time: 1.132, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5323, loss_cls: 3.1509, loss: 3.1509, grad_norm: 7.7621 2020-09-18 10:44:13,666 - mmaction - INFO - Epoch [12][1800/3520] lr: 5.000e-03, eta: 3 days, 2:37:58, time: 2.042, data_time: 0.422, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5344, loss_cls: 3.1536, loss: 3.1536, grad_norm: 7.8405 2020-09-18 10:44:51,361 - mmaction - INFO - Epoch [12][1820/3520] lr: 5.000e-03, eta: 3 days, 2:37:11, time: 1.880, data_time: 0.033, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5271, loss_cls: 3.2329, loss: 3.2329, grad_norm: 7.5466 2020-09-18 10:45:30,203 - mmaction - INFO - Epoch [12][1840/3520] lr: 5.000e-03, eta: 3 days, 2:36:29, time: 1.946, data_time: 0.021, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5427, loss_cls: 3.1525, loss: 3.1525, grad_norm: 7.8638 2020-09-18 10:46:09,215 - mmaction - INFO - Epoch [12][1860/3520] lr: 5.000e-03, eta: 3 days, 2:35:47, time: 1.951, data_time: 0.064, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5469, loss_cls: 3.1604, loss: 3.1604, grad_norm: 7.7086 2020-09-18 10:46:47,840 - mmaction - INFO - Epoch [12][1880/3520] lr: 5.000e-03, eta: 3 days, 2:35:04, time: 1.930, data_time: 0.375, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5438, loss_cls: 3.1551, loss: 3.1551, grad_norm: 7.7512 2020-09-18 10:47:26,519 - mmaction - INFO - Epoch [12][1900/3520] lr: 5.000e-03, eta: 3 days, 2:34:21, time: 1.932, data_time: 0.030, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5385, loss_cls: 3.1373, loss: 3.1373, grad_norm: 7.7836 2020-09-18 10:48:03,690 - mmaction - INFO - Epoch [12][1920/3520] lr: 5.000e-03, eta: 3 days, 2:33:33, time: 1.861, data_time: 0.150, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5552, loss_cls: 3.1167, loss: 3.1167, grad_norm: 7.6669 2020-09-18 10:48:43,982 - mmaction - INFO - Epoch [12][1940/3520] lr: 5.000e-03, eta: 3 days, 2:32:55, time: 2.010, data_time: 0.682, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5365, loss_cls: 3.2000, loss: 3.2000, grad_norm: 7.7113 2020-09-18 10:49:22,088 - mmaction - INFO - Epoch [12][1960/3520] lr: 5.000e-03, eta: 3 days, 2:32:11, time: 1.909, data_time: 0.731, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5292, loss_cls: 3.1650, loss: 3.1650, grad_norm: 7.6718 2020-09-18 10:50:01,982 - mmaction - INFO - Epoch [12][1980/3520] lr: 5.000e-03, eta: 3 days, 2:31:32, time: 1.992, data_time: 0.467, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5344, loss_cls: 3.2035, loss: 3.2035, grad_norm: 8.0430 2020-09-18 10:50:40,276 - mmaction - INFO - Epoch [12][2000/3520] lr: 5.000e-03, eta: 3 days, 2:30:48, time: 1.918, data_time: 0.017, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5094, loss_cls: 3.2474, loss: 3.2474, grad_norm: 7.7726 2020-09-18 10:51:20,001 - mmaction - INFO - Epoch [12][2020/3520] lr: 5.000e-03, eta: 3 days, 2:30:08, time: 1.985, data_time: 0.044, memory: 8337, top1_acc: 0.2510, top5_acc: 0.5292, loss_cls: 3.2358, loss: 3.2358, grad_norm: 7.8270 2020-09-18 10:52:00,664 - mmaction - INFO - Epoch [12][2040/3520] lr: 5.000e-03, eta: 3 days, 2:29:32, time: 2.034, data_time: 0.018, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5115, loss_cls: 3.2832, loss: 3.2832, grad_norm: 8.1486 2020-09-18 10:52:38,485 - mmaction - INFO - Epoch [12][2060/3520] lr: 5.000e-03, eta: 3 days, 2:28:46, time: 1.888, data_time: 0.004, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5323, loss_cls: 3.2430, loss: 3.2430, grad_norm: 8.1216 2020-09-18 10:53:16,293 - mmaction - INFO - Epoch [12][2080/3520] lr: 5.000e-03, eta: 3 days, 2:28:00, time: 1.893, data_time: 0.054, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5229, loss_cls: 3.2750, loss: 3.2750, grad_norm: 7.8334 2020-09-18 10:53:54,016 - mmaction - INFO - Epoch [12][2100/3520] lr: 5.000e-03, eta: 3 days, 2:27:14, time: 1.886, data_time: 0.075, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5635, loss_cls: 3.1547, loss: 3.1547, grad_norm: 7.7351 2020-09-18 10:54:32,517 - mmaction - INFO - Epoch [12][2120/3520] lr: 5.000e-03, eta: 3 days, 2:26:31, time: 1.925, data_time: 0.032, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5365, loss_cls: 3.1421, loss: 3.1421, grad_norm: 7.9358 2020-09-18 10:55:09,632 - mmaction - INFO - Epoch [12][2140/3520] lr: 5.000e-03, eta: 3 days, 2:25:43, time: 1.856, data_time: 0.013, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5604, loss_cls: 3.1122, loss: 3.1122, grad_norm: 7.7930 2020-09-18 10:55:50,098 - mmaction - INFO - Epoch [12][2160/3520] lr: 5.000e-03, eta: 3 days, 2:25:06, time: 2.021, data_time: 1.373, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5385, loss_cls: 3.2136, loss: 3.2136, grad_norm: 8.2508 2020-09-18 10:56:27,076 - mmaction - INFO - Epoch [12][2180/3520] lr: 5.000e-03, eta: 3 days, 2:24:17, time: 1.842, data_time: 0.438, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5135, loss_cls: 3.2578, loss: 3.2578, grad_norm: 7.7612 2020-09-18 10:57:05,960 - mmaction - INFO - Epoch [12][2200/3520] lr: 5.000e-03, eta: 3 days, 2:23:35, time: 1.951, data_time: 0.015, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5417, loss_cls: 3.2404, loss: 3.2404, grad_norm: 7.8195 2020-09-18 10:57:44,495 - mmaction - INFO - Epoch [12][2220/3520] lr: 5.000e-03, eta: 3 days, 2:22:52, time: 1.925, data_time: 0.049, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5292, loss_cls: 3.1735, loss: 3.1735, grad_norm: 7.7757 2020-09-18 10:58:23,217 - mmaction - INFO - Epoch [12][2240/3520] lr: 5.000e-03, eta: 3 days, 2:22:09, time: 1.937, data_time: 0.452, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1942, loss: 3.1942, grad_norm: 7.9433 2020-09-18 10:59:00,995 - mmaction - INFO - Epoch [12][2260/3520] lr: 5.000e-03, eta: 3 days, 2:21:23, time: 1.892, data_time: 0.156, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5375, loss_cls: 3.2107, loss: 3.2107, grad_norm: 7.4583 2020-09-18 10:59:38,880 - mmaction - INFO - Epoch [12][2280/3520] lr: 5.000e-03, eta: 3 days, 2:20:38, time: 1.893, data_time: 0.040, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5479, loss_cls: 3.1202, loss: 3.1202, grad_norm: 7.7900 2020-09-18 11:00:29,186 - mmaction - INFO - Epoch [12][2300/3520] lr: 5.000e-03, eta: 3 days, 2:20:32, time: 2.497, data_time: 0.038, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5406, loss_cls: 3.1588, loss: 3.1588, grad_norm: 7.8805 2020-09-18 11:01:06,488 - mmaction - INFO - Epoch [12][2320/3520] lr: 5.000e-03, eta: 3 days, 2:19:46, time: 1.883, data_time: 0.035, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5312, loss_cls: 3.1792, loss: 3.1792, grad_norm: 8.0382 2020-09-18 11:01:45,014 - mmaction - INFO - Epoch [12][2340/3520] lr: 5.000e-03, eta: 3 days, 2:19:02, time: 1.927, data_time: 0.375, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5479, loss_cls: 3.1048, loss: 3.1048, grad_norm: 7.5821 2020-09-18 11:02:23,293 - mmaction - INFO - Epoch [12][2360/3520] lr: 5.000e-03, eta: 3 days, 2:18:18, time: 1.915, data_time: 0.054, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5615, loss_cls: 3.1079, loss: 3.1079, grad_norm: 7.5613 2020-09-18 11:03:03,071 - mmaction - INFO - Epoch [12][2380/3520] lr: 5.000e-03, eta: 3 days, 2:17:39, time: 1.989, data_time: 0.488, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5229, loss_cls: 3.1723, loss: 3.1723, grad_norm: 7.7065 2020-09-18 11:03:44,521 - mmaction - INFO - Epoch [12][2400/3520] lr: 5.000e-03, eta: 3 days, 2:17:05, time: 2.070, data_time: 0.383, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5292, loss_cls: 3.2367, loss: 3.2367, grad_norm: 7.6928 2020-09-18 11:04:22,519 - mmaction - INFO - Epoch [12][2420/3520] lr: 5.000e-03, eta: 3 days, 2:16:20, time: 1.902, data_time: 0.590, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5396, loss_cls: 3.1416, loss: 3.1416, grad_norm: 7.6695 2020-09-18 11:05:01,918 - mmaction - INFO - Epoch [12][2440/3520] lr: 5.000e-03, eta: 3 days, 2:15:40, time: 1.966, data_time: 0.766, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5542, loss_cls: 3.1037, loss: 3.1037, grad_norm: 7.7385 2020-09-18 11:05:42,693 - mmaction - INFO - Epoch [12][2460/3520] lr: 5.000e-03, eta: 3 days, 2:15:04, time: 2.042, data_time: 0.327, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5760, loss_cls: 3.0968, loss: 3.0968, grad_norm: 7.8344 2020-09-18 11:06:23,157 - mmaction - INFO - Epoch [12][2480/3520] lr: 5.000e-03, eta: 3 days, 2:14:27, time: 2.022, data_time: 0.015, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5146, loss_cls: 3.2282, loss: 3.2282, grad_norm: 7.9698 2020-09-18 11:07:00,607 - mmaction - INFO - Epoch [12][2500/3520] lr: 5.000e-03, eta: 3 days, 2:13:40, time: 1.872, data_time: 0.003, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5354, loss_cls: 3.1815, loss: 3.1815, grad_norm: 8.0485 2020-09-18 11:07:40,406 - mmaction - INFO - Epoch [12][2520/3520] lr: 5.000e-03, eta: 3 days, 2:13:01, time: 1.990, data_time: 0.033, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5302, loss_cls: 3.2520, loss: 3.2520, grad_norm: 7.8713 2020-09-18 11:08:17,385 - mmaction - INFO - Epoch [12][2540/3520] lr: 5.000e-03, eta: 3 days, 2:12:12, time: 1.850, data_time: 0.033, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5406, loss_cls: 3.1860, loss: 3.1860, grad_norm: 7.7209 2020-09-18 11:08:55,300 - mmaction - INFO - Epoch [12][2560/3520] lr: 5.000e-03, eta: 3 days, 2:11:27, time: 1.893, data_time: 0.378, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5167, loss_cls: 3.2789, loss: 3.2789, grad_norm: 7.7483 2020-09-18 11:09:35,740 - mmaction - INFO - Epoch [12][2580/3520] lr: 5.000e-03, eta: 3 days, 2:10:50, time: 2.024, data_time: 0.572, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5281, loss_cls: 3.1654, loss: 3.1654, grad_norm: 8.0329 2020-09-18 11:10:13,508 - mmaction - INFO - Epoch [12][2600/3520] lr: 5.000e-03, eta: 3 days, 2:10:04, time: 1.886, data_time: 0.007, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5687, loss_cls: 3.0691, loss: 3.0691, grad_norm: 7.4920 2020-09-18 11:10:53,081 - mmaction - INFO - Epoch [12][2620/3520] lr: 5.000e-03, eta: 3 days, 2:09:24, time: 1.980, data_time: 0.031, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5354, loss_cls: 3.1045, loss: 3.1045, grad_norm: 8.0059 2020-09-18 11:11:32,566 - mmaction - INFO - Epoch [12][2640/3520] lr: 5.000e-03, eta: 3 days, 2:08:44, time: 1.971, data_time: 0.152, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5354, loss_cls: 3.1872, loss: 3.1872, grad_norm: 7.9891 2020-09-18 11:12:10,637 - mmaction - INFO - Epoch [12][2660/3520] lr: 5.000e-03, eta: 3 days, 2:07:59, time: 1.909, data_time: 0.493, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5479, loss_cls: 3.1330, loss: 3.1330, grad_norm: 7.7476 2020-09-18 11:12:49,766 - mmaction - INFO - Epoch [12][2680/3520] lr: 5.000e-03, eta: 3 days, 2:07:18, time: 1.956, data_time: 0.151, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5281, loss_cls: 3.1916, loss: 3.1916, grad_norm: 7.9749 2020-09-18 11:13:27,915 - mmaction - INFO - Epoch [12][2700/3520] lr: 5.000e-03, eta: 3 days, 2:06:33, time: 1.906, data_time: 0.122, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5573, loss_cls: 3.1454, loss: 3.1454, grad_norm: 7.7387 2020-09-18 11:14:06,085 - mmaction - INFO - Epoch [12][2720/3520] lr: 5.000e-03, eta: 3 days, 2:05:49, time: 1.911, data_time: 0.193, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5156, loss_cls: 3.2858, loss: 3.2858, grad_norm: 7.9045 2020-09-18 11:14:46,179 - mmaction - INFO - Epoch [12][2740/3520] lr: 5.000e-03, eta: 3 days, 2:05:10, time: 2.000, data_time: 0.294, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5542, loss_cls: 3.1263, loss: 3.1263, grad_norm: 7.9823 2020-09-18 11:15:25,053 - mmaction - INFO - Epoch [12][2760/3520] lr: 5.000e-03, eta: 3 days, 2:04:29, time: 1.947, data_time: 0.184, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.1522, loss: 3.1522, grad_norm: 7.7399 2020-09-18 11:16:03,923 - mmaction - INFO - Epoch [12][2780/3520] lr: 5.000e-03, eta: 3 days, 2:03:46, time: 1.944, data_time: 0.455, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5250, loss_cls: 3.2050, loss: 3.2050, grad_norm: 7.7643 2020-09-18 11:16:44,413 - mmaction - INFO - Epoch [12][2800/3520] lr: 5.000e-03, eta: 3 days, 2:03:09, time: 2.025, data_time: 0.040, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5406, loss_cls: 3.1411, loss: 3.1411, grad_norm: 7.6457 2020-09-18 11:17:22,088 - mmaction - INFO - Epoch [12][2820/3520] lr: 5.000e-03, eta: 3 days, 2:02:23, time: 1.882, data_time: 0.005, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5708, loss_cls: 3.1225, loss: 3.1225, grad_norm: 7.6508 2020-09-18 11:18:00,083 - mmaction - INFO - Epoch [12][2840/3520] lr: 5.000e-03, eta: 3 days, 2:01:38, time: 1.901, data_time: 0.007, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5198, loss_cls: 3.1853, loss: 3.1853, grad_norm: 7.6630 2020-09-18 11:18:37,366 - mmaction - INFO - Epoch [12][2860/3520] lr: 5.000e-03, eta: 3 days, 2:00:51, time: 1.862, data_time: 0.083, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5573, loss_cls: 3.1045, loss: 3.1045, grad_norm: 7.8162 2020-09-18 11:19:14,742 - mmaction - INFO - Epoch [12][2880/3520] lr: 5.000e-03, eta: 3 days, 2:00:04, time: 1.870, data_time: 0.008, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5646, loss_cls: 3.0947, loss: 3.0947, grad_norm: 7.8063 2020-09-18 11:19:53,517 - mmaction - INFO - Epoch [12][2900/3520] lr: 5.000e-03, eta: 3 days, 1:59:21, time: 1.934, data_time: 0.065, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5521, loss_cls: 3.1312, loss: 3.1312, grad_norm: 7.7996 2020-09-18 11:20:32,145 - mmaction - INFO - Epoch [12][2920/3520] lr: 5.000e-03, eta: 3 days, 1:58:39, time: 1.937, data_time: 0.009, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5427, loss_cls: 3.2147, loss: 3.2147, grad_norm: 7.7526 2020-09-18 11:21:09,040 - mmaction - INFO - Epoch [12][2940/3520] lr: 5.000e-03, eta: 3 days, 1:57:50, time: 1.840, data_time: 0.445, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5365, loss_cls: 3.1800, loss: 3.1800, grad_norm: 7.8222 2020-09-18 11:21:47,326 - mmaction - INFO - Epoch [12][2960/3520] lr: 5.000e-03, eta: 3 days, 1:57:06, time: 1.918, data_time: 0.043, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5417, loss_cls: 3.2002, loss: 3.2002, grad_norm: 7.6270 2020-09-18 11:22:25,747 - mmaction - INFO - Epoch [12][2980/3520] lr: 5.000e-03, eta: 3 days, 1:56:23, time: 1.921, data_time: 0.054, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5396, loss_cls: 3.1851, loss: 3.1851, grad_norm: 7.7672 2020-09-18 11:23:07,002 - mmaction - INFO - Epoch [12][3000/3520] lr: 5.000e-03, eta: 3 days, 1:55:48, time: 2.059, data_time: 0.908, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5687, loss_cls: 3.1142, loss: 3.1142, grad_norm: 7.7517 2020-09-18 11:23:44,814 - mmaction - INFO - Epoch [12][3020/3520] lr: 5.000e-03, eta: 3 days, 1:55:03, time: 1.894, data_time: 0.548, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5240, loss_cls: 3.2007, loss: 3.2007, grad_norm: 7.7974 2020-09-18 11:24:23,740 - mmaction - INFO - Epoch [12][3040/3520] lr: 5.000e-03, eta: 3 days, 1:54:21, time: 1.944, data_time: 0.149, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5219, loss_cls: 3.2844, loss: 3.2844, grad_norm: 7.8317 2020-09-18 11:25:02,652 - mmaction - INFO - Epoch [12][3060/3520] lr: 5.000e-03, eta: 3 days, 1:53:39, time: 1.948, data_time: 0.094, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5406, loss_cls: 3.1531, loss: 3.1531, grad_norm: 7.6800 2020-09-18 11:25:40,047 - mmaction - INFO - Epoch [12][3080/3520] lr: 5.000e-03, eta: 3 days, 1:52:52, time: 1.868, data_time: 0.143, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5063, loss_cls: 3.2851, loss: 3.2851, grad_norm: 7.7540 2020-09-18 11:26:18,760 - mmaction - INFO - Epoch [12][3100/3520] lr: 5.000e-03, eta: 3 days, 1:52:09, time: 1.937, data_time: 0.253, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5417, loss_cls: 3.0904, loss: 3.0904, grad_norm: 7.7066 2020-09-18 11:26:58,906 - mmaction - INFO - Epoch [12][3120/3520] lr: 5.000e-03, eta: 3 days, 1:51:31, time: 2.005, data_time: 0.885, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5594, loss_cls: 3.1725, loss: 3.1725, grad_norm: 7.8381 2020-09-18 11:27:37,643 - mmaction - INFO - Epoch [12][3140/3520] lr: 5.000e-03, eta: 3 days, 1:50:49, time: 1.936, data_time: 0.040, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5229, loss_cls: 3.2246, loss: 3.2246, grad_norm: 7.7574 2020-09-18 11:28:15,865 - mmaction - INFO - Epoch [12][3160/3520] lr: 5.000e-03, eta: 3 days, 1:50:04, time: 1.910, data_time: 0.034, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5521, loss_cls: 3.1918, loss: 3.1918, grad_norm: 7.9372 2020-09-18 11:28:55,497 - mmaction - INFO - Epoch [12][3180/3520] lr: 5.000e-03, eta: 3 days, 1:49:25, time: 1.983, data_time: 0.066, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5615, loss_cls: 3.0769, loss: 3.0769, grad_norm: 7.8001 2020-09-18 11:29:33,352 - mmaction - INFO - Epoch [12][3200/3520] lr: 5.000e-03, eta: 3 days, 1:48:40, time: 1.894, data_time: 0.008, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5625, loss_cls: 3.1124, loss: 3.1124, grad_norm: 7.6453 2020-09-18 11:30:11,549 - mmaction - INFO - Epoch [12][3220/3520] lr: 5.000e-03, eta: 3 days, 1:47:55, time: 1.910, data_time: 0.004, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5500, loss_cls: 3.1879, loss: 3.1879, grad_norm: 7.7824 2020-09-18 11:30:49,439 - mmaction - INFO - Epoch [12][3240/3520] lr: 5.000e-03, eta: 3 days, 1:47:10, time: 1.892, data_time: 0.376, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5333, loss_cls: 3.1597, loss: 3.1597, grad_norm: 8.0281 2020-09-18 11:31:28,942 - mmaction - INFO - Epoch [12][3260/3520] lr: 5.000e-03, eta: 3 days, 1:46:30, time: 1.979, data_time: 0.154, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5427, loss_cls: 3.2018, loss: 3.2018, grad_norm: 7.8919 2020-09-18 11:32:07,855 - mmaction - INFO - Epoch [12][3280/3520] lr: 5.000e-03, eta: 3 days, 1:45:48, time: 1.942, data_time: 0.004, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5437, loss_cls: 3.1936, loss: 3.1936, grad_norm: 7.5499 2020-09-18 11:32:48,392 - mmaction - INFO - Epoch [12][3300/3520] lr: 5.000e-03, eta: 3 days, 1:45:11, time: 2.029, data_time: 0.006, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5177, loss_cls: 3.2437, loss: 3.2437, grad_norm: 8.0297 2020-09-18 11:33:25,594 - mmaction - INFO - Epoch [12][3320/3520] lr: 5.000e-03, eta: 3 days, 1:44:24, time: 1.860, data_time: 0.198, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5156, loss_cls: 3.2552, loss: 3.2552, grad_norm: 7.8488 2020-09-18 11:34:05,702 - mmaction - INFO - Epoch [12][3340/3520] lr: 5.000e-03, eta: 3 days, 1:43:46, time: 2.006, data_time: 0.749, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5573, loss_cls: 3.1115, loss: 3.1115, grad_norm: 7.9315 2020-09-18 11:34:45,314 - mmaction - INFO - Epoch [12][3360/3520] lr: 5.000e-03, eta: 3 days, 1:43:06, time: 1.981, data_time: 0.025, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5521, loss_cls: 3.1333, loss: 3.1333, grad_norm: 7.7421 2020-09-18 11:35:22,840 - mmaction - INFO - Epoch [12][3380/3520] lr: 5.000e-03, eta: 3 days, 1:42:20, time: 1.877, data_time: 0.085, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5344, loss_cls: 3.2065, loss: 3.2065, grad_norm: 7.8699 2020-09-18 11:36:01,241 - mmaction - INFO - Epoch [12][3400/3520] lr: 5.000e-03, eta: 3 days, 1:41:36, time: 1.920, data_time: 0.120, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5510, loss_cls: 3.1132, loss: 3.1132, grad_norm: 7.9315 2020-09-18 11:36:38,537 - mmaction - INFO - Epoch [12][3420/3520] lr: 5.000e-03, eta: 3 days, 1:40:49, time: 1.861, data_time: 0.006, memory: 8337, top1_acc: 0.2563, top5_acc: 0.5219, loss_cls: 3.2342, loss: 3.2342, grad_norm: 7.7410 2020-09-18 11:37:15,221 - mmaction - INFO - Epoch [12][3440/3520] lr: 5.000e-03, eta: 3 days, 1:39:59, time: 1.819, data_time: 0.104, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5375, loss_cls: 3.1445, loss: 3.1445, grad_norm: 7.8307 2020-09-18 11:37:51,729 - mmaction - INFO - Epoch [12][3460/3520] lr: 5.000e-03, eta: 3 days, 1:39:11, time: 1.841, data_time: 0.026, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5229, loss_cls: 3.2243, loss: 3.2243, grad_norm: 7.9829 2020-09-18 11:38:31,956 - mmaction - INFO - Epoch [12][3480/3520] lr: 5.000e-03, eta: 3 days, 1:38:33, time: 2.011, data_time: 0.007, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5250, loss_cls: 3.2497, loss: 3.2497, grad_norm: 7.8173 2020-09-18 11:39:10,240 - mmaction - INFO - Epoch [12][3500/3520] lr: 5.000e-03, eta: 3 days, 1:37:49, time: 1.916, data_time: 0.055, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5438, loss_cls: 3.1434, loss: 3.1434, grad_norm: 7.5682 2020-09-18 11:39:45,393 - mmaction - INFO - Epoch [12][3520/3520] lr: 5.000e-03, eta: 3 days, 1:36:55, time: 1.758, data_time: 0.062, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5522, loss_cls: 3.2096, loss: 3.2096, grad_norm: 7.6567 2020-09-18 11:40:05,096 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-18 11:56:32,157 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-18 11:56:32,836 - mmaction - INFO - top1_acc 0.1925 top5_acc 0.4476 2020-09-18 11:56:32,836 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-18 11:56:33,095 - mmaction - INFO - mean_acc 0.1348 2020-09-18 11:56:33,107 - mmaction - INFO - Epoch(val) [12][3520] top1_acc: 0.1925, top5_acc: 0.4476, mean_class_accuracy: 0.1348 2020-09-18 11:59:08,340 - mmaction - INFO - Epoch [13][20/3520] lr: 5.000e-03, eta: 3 days, 1:42:21, time: 7.747, data_time: 6.896, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5656, loss_cls: 3.0452, loss: 3.0452, grad_norm: 7.4029 2020-09-18 11:59:46,983 - mmaction - INFO - Epoch [13][40/3520] lr: 5.000e-03, eta: 3 days, 1:41:38, time: 1.942, data_time: 0.701, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5417, loss_cls: 3.1582, loss: 3.1582, grad_norm: 7.5811 2020-09-18 12:00:31,973 - mmaction - INFO - Epoch [13][60/3520] lr: 5.000e-03, eta: 3 days, 1:41:14, time: 2.225, data_time: 0.607, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5552, loss_cls: 3.1276, loss: 3.1276, grad_norm: 7.8790 2020-09-18 12:01:10,217 - mmaction - INFO - Epoch [13][80/3520] lr: 5.000e-03, eta: 3 days, 1:40:31, time: 1.936, data_time: 0.170, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5750, loss_cls: 3.0151, loss: 3.0151, grad_norm: 7.6645 2020-09-18 12:01:47,246 - mmaction - INFO - Epoch [13][100/3520] lr: 5.000e-03, eta: 3 days, 1:39:43, time: 1.853, data_time: 0.067, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5323, loss_cls: 3.2033, loss: 3.2033, grad_norm: 7.9893 2020-09-18 12:02:26,678 - mmaction - INFO - Epoch [13][120/3520] lr: 5.000e-03, eta: 3 days, 1:39:03, time: 1.970, data_time: 0.287, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5417, loss_cls: 3.1638, loss: 3.1638, grad_norm: 7.5242 2020-09-18 12:03:07,374 - mmaction - INFO - Epoch [13][140/3520] lr: 5.000e-03, eta: 3 days, 1:38:26, time: 2.032, data_time: 0.124, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5656, loss_cls: 3.0817, loss: 3.0817, grad_norm: 7.5235 2020-09-18 12:03:44,857 - mmaction - INFO - Epoch [13][160/3520] lr: 5.000e-03, eta: 3 days, 1:37:40, time: 1.875, data_time: 0.334, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5646, loss_cls: 2.9966, loss: 2.9966, grad_norm: 7.5380 2020-09-18 12:04:23,138 - mmaction - INFO - Epoch [13][180/3520] lr: 5.000e-03, eta: 3 days, 1:36:56, time: 1.916, data_time: 0.759, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5479, loss_cls: 3.1451, loss: 3.1451, grad_norm: 7.8184 2020-09-18 12:05:04,096 - mmaction - INFO - Epoch [13][200/3520] lr: 5.000e-03, eta: 3 days, 1:36:19, time: 2.041, data_time: 0.439, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5563, loss_cls: 3.1489, loss: 3.1489, grad_norm: 7.8731 2020-09-18 12:05:42,434 - mmaction - INFO - Epoch [13][220/3520] lr: 5.000e-03, eta: 3 days, 1:35:36, time: 1.924, data_time: 0.159, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5594, loss_cls: 3.0895, loss: 3.0895, grad_norm: 7.8342 2020-09-18 12:06:21,167 - mmaction - INFO - Epoch [13][240/3520] lr: 5.000e-03, eta: 3 days, 1:34:53, time: 1.934, data_time: 0.182, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5427, loss_cls: 3.1570, loss: 3.1570, grad_norm: 7.9617 2020-09-18 12:07:00,941 - mmaction - INFO - Epoch [13][260/3520] lr: 5.000e-03, eta: 3 days, 1:34:14, time: 1.991, data_time: 0.170, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5385, loss_cls: 3.1475, loss: 3.1475, grad_norm: 7.9347 2020-09-18 12:07:42,014 - mmaction - INFO - Epoch [13][280/3520] lr: 5.000e-03, eta: 3 days, 1:33:39, time: 2.052, data_time: 0.274, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5500, loss_cls: 3.1302, loss: 3.1302, grad_norm: 7.8059 2020-09-18 12:08:20,247 - mmaction - INFO - Epoch [13][300/3520] lr: 5.000e-03, eta: 3 days, 1:32:55, time: 1.914, data_time: 0.030, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5604, loss_cls: 3.1694, loss: 3.1694, grad_norm: 8.0074 2020-09-18 12:09:00,405 - mmaction - INFO - Epoch [13][320/3520] lr: 5.000e-03, eta: 3 days, 1:32:16, time: 2.004, data_time: 0.199, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5583, loss_cls: 3.1318, loss: 3.1318, grad_norm: 7.9085 2020-09-18 12:09:39,029 - mmaction - INFO - Epoch [13][340/3520] lr: 5.000e-03, eta: 3 days, 1:31:33, time: 1.934, data_time: 0.276, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5333, loss_cls: 3.1295, loss: 3.1295, grad_norm: 7.9175 2020-09-18 12:10:18,582 - mmaction - INFO - Epoch [13][360/3520] lr: 5.000e-03, eta: 3 days, 1:30:53, time: 1.976, data_time: 0.045, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5490, loss_cls: 3.1206, loss: 3.1206, grad_norm: 7.7992 2020-09-18 12:10:57,077 - mmaction - INFO - Epoch [13][380/3520] lr: 5.000e-03, eta: 3 days, 1:30:10, time: 1.926, data_time: 0.422, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5437, loss_cls: 3.1760, loss: 3.1760, grad_norm: 8.0808 2020-09-18 12:11:37,430 - mmaction - INFO - Epoch [13][400/3520] lr: 5.000e-03, eta: 3 days, 1:29:32, time: 2.018, data_time: 0.191, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5531, loss_cls: 3.1601, loss: 3.1601, grad_norm: 7.9796 2020-09-18 12:12:18,112 - mmaction - INFO - Epoch [13][420/3520] lr: 5.000e-03, eta: 3 days, 1:28:56, time: 2.034, data_time: 0.054, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.1152, loss: 3.1152, grad_norm: 7.5189 2020-09-18 12:12:56,833 - mmaction - INFO - Epoch [13][440/3520] lr: 5.000e-03, eta: 3 days, 1:28:13, time: 1.936, data_time: 0.216, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5625, loss_cls: 3.0974, loss: 3.0974, grad_norm: 7.6053 2020-09-18 12:13:36,837 - mmaction - INFO - Epoch [13][460/3520] lr: 5.000e-03, eta: 3 days, 1:27:34, time: 2.001, data_time: 0.154, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5396, loss_cls: 3.1187, loss: 3.1187, grad_norm: 7.6300 2020-09-18 12:14:15,882 - mmaction - INFO - Epoch [13][480/3520] lr: 5.000e-03, eta: 3 days, 1:26:53, time: 1.949, data_time: 0.030, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5500, loss_cls: 3.1085, loss: 3.1085, grad_norm: 7.6172 2020-09-18 12:14:56,623 - mmaction - INFO - Epoch [13][500/3520] lr: 5.000e-03, eta: 3 days, 1:26:16, time: 2.040, data_time: 0.211, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5323, loss_cls: 3.1984, loss: 3.1984, grad_norm: 7.9243 2020-09-18 12:15:37,604 - mmaction - INFO - Epoch [13][520/3520] lr: 5.000e-03, eta: 3 days, 1:25:41, time: 2.045, data_time: 0.006, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5354, loss_cls: 3.1941, loss: 3.1941, grad_norm: 7.9506 2020-09-18 12:16:17,684 - mmaction - INFO - Epoch [13][540/3520] lr: 5.000e-03, eta: 3 days, 1:25:02, time: 2.007, data_time: 0.575, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5510, loss_cls: 3.0964, loss: 3.0964, grad_norm: 7.6659 2020-09-18 12:16:57,396 - mmaction - INFO - Epoch [13][560/3520] lr: 5.000e-03, eta: 3 days, 1:24:23, time: 1.984, data_time: 0.947, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5573, loss_cls: 3.0335, loss: 3.0335, grad_norm: 7.8002 2020-09-18 12:17:37,024 - mmaction - INFO - Epoch [13][580/3520] lr: 5.000e-03, eta: 3 days, 1:23:43, time: 1.984, data_time: 0.067, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5333, loss_cls: 3.1863, loss: 3.1863, grad_norm: 7.9373 2020-09-18 12:18:15,274 - mmaction - INFO - Epoch [13][600/3520] lr: 5.000e-03, eta: 3 days, 1:22:59, time: 1.911, data_time: 0.007, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5323, loss_cls: 3.2172, loss: 3.2172, grad_norm: 7.8615 2020-09-18 12:18:52,563 - mmaction - INFO - Epoch [13][620/3520] lr: 5.000e-03, eta: 3 days, 1:22:12, time: 1.866, data_time: 0.387, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5438, loss_cls: 3.1201, loss: 3.1201, grad_norm: 7.6097 2020-09-18 12:19:33,176 - mmaction - INFO - Epoch [13][640/3520] lr: 5.000e-03, eta: 3 days, 1:21:35, time: 2.030, data_time: 0.184, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5365, loss_cls: 3.1345, loss: 3.1345, grad_norm: 7.9285 2020-09-18 12:20:13,295 - mmaction - INFO - Epoch [13][660/3520] lr: 5.000e-03, eta: 3 days, 1:20:56, time: 2.003, data_time: 0.104, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5615, loss_cls: 3.1320, loss: 3.1320, grad_norm: 8.0343 2020-09-18 12:20:53,811 - mmaction - INFO - Epoch [13][680/3520] lr: 5.000e-03, eta: 3 days, 1:20:20, time: 2.029, data_time: 0.014, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5833, loss_cls: 3.0552, loss: 3.0552, grad_norm: 7.8625 2020-09-18 12:21:31,256 - mmaction - INFO - Epoch [13][700/3520] lr: 5.000e-03, eta: 3 days, 1:19:33, time: 1.873, data_time: 0.005, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5688, loss_cls: 3.0967, loss: 3.0967, grad_norm: 7.7106 2020-09-18 12:22:09,397 - mmaction - INFO - Epoch [13][720/3520] lr: 5.000e-03, eta: 3 days, 1:18:48, time: 1.905, data_time: 0.139, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5573, loss_cls: 3.0973, loss: 3.0973, grad_norm: 7.8820 2020-09-18 12:22:49,441 - mmaction - INFO - Epoch [13][740/3520] lr: 5.000e-03, eta: 3 days, 1:18:10, time: 2.000, data_time: 0.167, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5156, loss_cls: 3.2413, loss: 3.2413, grad_norm: 7.7714 2020-09-18 12:23:30,998 - mmaction - INFO - Epoch [13][760/3520] lr: 5.000e-03, eta: 3 days, 1:17:36, time: 2.081, data_time: 0.082, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5292, loss_cls: 3.2599, loss: 3.2599, grad_norm: 7.6169 2020-09-18 12:24:09,089 - mmaction - INFO - Epoch [13][780/3520] lr: 5.000e-03, eta: 3 days, 1:16:52, time: 1.904, data_time: 0.081, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5490, loss_cls: 3.1633, loss: 3.1633, grad_norm: 7.7422 2020-09-18 12:24:49,658 - mmaction - INFO - Epoch [13][800/3520] lr: 5.000e-03, eta: 3 days, 1:16:14, time: 2.026, data_time: 0.885, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5667, loss_cls: 3.1199, loss: 3.1199, grad_norm: 7.5562 2020-09-18 12:25:30,010 - mmaction - INFO - Epoch [13][820/3520] lr: 5.000e-03, eta: 3 days, 1:15:37, time: 2.020, data_time: 0.128, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5646, loss_cls: 3.1064, loss: 3.1064, grad_norm: 7.7334 2020-09-18 12:26:07,843 - mmaction - INFO - Epoch [13][840/3520] lr: 5.000e-03, eta: 3 days, 1:14:52, time: 1.892, data_time: 0.172, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5542, loss_cls: 3.1423, loss: 3.1423, grad_norm: 7.5760 2020-09-18 12:26:45,431 - mmaction - INFO - Epoch [13][860/3520] lr: 5.000e-03, eta: 3 days, 1:14:06, time: 1.880, data_time: 0.196, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5583, loss_cls: 3.0896, loss: 3.0896, grad_norm: 7.7588 2020-09-18 12:27:24,555 - mmaction - INFO - Epoch [13][880/3520] lr: 5.000e-03, eta: 3 days, 1:13:24, time: 1.952, data_time: 0.005, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5344, loss_cls: 3.1344, loss: 3.1344, grad_norm: 7.5263 2020-09-18 12:28:02,677 - mmaction - INFO - Epoch [13][900/3520] lr: 5.000e-03, eta: 3 days, 1:12:40, time: 1.910, data_time: 0.713, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5531, loss_cls: 3.1631, loss: 3.1631, grad_norm: 7.8394 2020-09-18 12:28:42,296 - mmaction - INFO - Epoch [13][920/3520] lr: 5.000e-03, eta: 3 days, 1:12:00, time: 1.980, data_time: 0.050, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5583, loss_cls: 3.1387, loss: 3.1387, grad_norm: 7.9053 2020-09-18 12:29:18,243 - mmaction - INFO - Epoch [13][940/3520] lr: 5.000e-03, eta: 3 days, 1:11:09, time: 1.799, data_time: 0.153, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5542, loss_cls: 3.1267, loss: 3.1267, grad_norm: 8.0137 2020-09-18 12:29:55,970 - mmaction - INFO - Epoch [13][960/3520] lr: 5.000e-03, eta: 3 days, 1:10:23, time: 1.883, data_time: 0.166, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5625, loss_cls: 3.1066, loss: 3.1066, grad_norm: 7.5896 2020-09-18 12:30:34,495 - mmaction - INFO - Epoch [13][980/3520] lr: 5.000e-03, eta: 3 days, 1:09:40, time: 1.926, data_time: 0.269, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5573, loss_cls: 3.0967, loss: 3.0967, grad_norm: 7.8493 2020-09-18 12:31:13,825 - mmaction - INFO - Epoch [13][1000/3520] lr: 5.000e-03, eta: 3 days, 1:08:59, time: 1.964, data_time: 0.349, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5354, loss_cls: 3.1899, loss: 3.1899, grad_norm: 7.6158 2020-09-18 12:31:51,862 - mmaction - INFO - Epoch [13][1020/3520] lr: 5.000e-03, eta: 3 days, 1:08:14, time: 1.907, data_time: 0.089, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5448, loss_cls: 3.1546, loss: 3.1546, grad_norm: 7.6667 2020-09-18 12:32:30,566 - mmaction - INFO - Epoch [13][1040/3520] lr: 5.000e-03, eta: 3 days, 1:07:32, time: 1.933, data_time: 0.920, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5615, loss_cls: 3.1039, loss: 3.1039, grad_norm: 7.9413 2020-09-18 12:33:09,913 - mmaction - INFO - Epoch [13][1060/3520] lr: 5.000e-03, eta: 3 days, 1:06:51, time: 1.969, data_time: 0.663, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5437, loss_cls: 3.1190, loss: 3.1190, grad_norm: 7.5619 2020-09-18 12:33:49,794 - mmaction - INFO - Epoch [13][1080/3520] lr: 5.000e-03, eta: 3 days, 1:06:12, time: 1.994, data_time: 0.794, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.1320, loss: 3.1320, grad_norm: 7.6957 2020-09-18 12:34:27,612 - mmaction - INFO - Epoch [13][1100/3520] lr: 5.000e-03, eta: 3 days, 1:05:27, time: 1.892, data_time: 0.212, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5490, loss_cls: 3.1187, loss: 3.1187, grad_norm: 7.8336 2020-09-18 12:35:07,542 - mmaction - INFO - Epoch [13][1120/3520] lr: 5.000e-03, eta: 3 days, 1:04:48, time: 1.993, data_time: 0.005, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5646, loss_cls: 3.0620, loss: 3.0620, grad_norm: 7.6307 2020-09-18 12:35:47,764 - mmaction - INFO - Epoch [13][1140/3520] lr: 5.000e-03, eta: 3 days, 1:04:10, time: 2.014, data_time: 0.029, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5323, loss_cls: 3.2406, loss: 3.2406, grad_norm: 7.9235 2020-09-18 12:36:26,076 - mmaction - INFO - Epoch [13][1160/3520] lr: 5.000e-03, eta: 3 days, 1:03:26, time: 1.912, data_time: 0.006, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5427, loss_cls: 3.1785, loss: 3.1785, grad_norm: 7.9703 2020-09-18 12:37:06,457 - mmaction - INFO - Epoch [13][1180/3520] lr: 5.000e-03, eta: 3 days, 1:02:49, time: 2.022, data_time: 0.075, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5375, loss_cls: 3.1233, loss: 3.1233, grad_norm: 7.6407 2020-09-18 12:37:44,981 - mmaction - INFO - Epoch [13][1200/3520] lr: 5.000e-03, eta: 3 days, 1:02:05, time: 1.924, data_time: 0.006, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5396, loss_cls: 3.1936, loss: 3.1936, grad_norm: 7.9978 2020-09-18 12:38:24,199 - mmaction - INFO - Epoch [13][1220/3520] lr: 5.000e-03, eta: 3 days, 1:01:24, time: 1.963, data_time: 0.243, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5563, loss_cls: 3.0559, loss: 3.0559, grad_norm: 7.6121 2020-09-18 12:39:01,771 - mmaction - INFO - Epoch [13][1240/3520] lr: 5.000e-03, eta: 3 days, 1:00:38, time: 1.879, data_time: 0.006, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5667, loss_cls: 3.1028, loss: 3.1028, grad_norm: 7.6706 2020-09-18 12:39:40,014 - mmaction - INFO - Epoch [13][1260/3520] lr: 5.000e-03, eta: 3 days, 0:59:54, time: 1.912, data_time: 0.187, memory: 8337, top1_acc: 0.2438, top5_acc: 0.5344, loss_cls: 3.2282, loss: 3.2282, grad_norm: 7.8957 2020-09-18 12:40:21,267 - mmaction - INFO - Epoch [13][1280/3520] lr: 5.000e-03, eta: 3 days, 0:59:19, time: 2.060, data_time: 0.320, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5281, loss_cls: 3.2619, loss: 3.2619, grad_norm: 7.7344 2020-09-18 12:41:01,519 - mmaction - INFO - Epoch [13][1300/3520] lr: 5.000e-03, eta: 3 days, 0:58:42, time: 2.015, data_time: 0.092, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5313, loss_cls: 3.2440, loss: 3.2440, grad_norm: 7.9471 2020-09-18 12:41:38,031 - mmaction - INFO - Epoch [13][1320/3520] lr: 5.000e-03, eta: 3 days, 0:57:52, time: 1.824, data_time: 0.338, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5323, loss_cls: 3.1636, loss: 3.1636, grad_norm: 7.8994 2020-09-18 12:42:17,129 - mmaction - INFO - Epoch [13][1340/3520] lr: 5.000e-03, eta: 3 days, 0:57:11, time: 1.955, data_time: 0.024, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5208, loss_cls: 3.2513, loss: 3.2513, grad_norm: 8.0523 2020-09-18 12:42:57,087 - mmaction - INFO - Epoch [13][1360/3520] lr: 5.000e-03, eta: 3 days, 0:56:32, time: 1.998, data_time: 0.008, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5552, loss_cls: 3.1364, loss: 3.1364, grad_norm: 7.9499 2020-09-18 12:43:36,374 - mmaction - INFO - Epoch [13][1380/3520] lr: 5.000e-03, eta: 3 days, 0:55:51, time: 1.966, data_time: 0.175, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5833, loss_cls: 3.1136, loss: 3.1136, grad_norm: 7.9470 2020-09-18 12:44:14,845 - mmaction - INFO - Epoch [13][1400/3520] lr: 5.000e-03, eta: 3 days, 0:55:08, time: 1.922, data_time: 0.063, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5500, loss_cls: 3.1095, loss: 3.1095, grad_norm: 7.9547 2020-09-18 12:44:54,472 - mmaction - INFO - Epoch [13][1420/3520] lr: 5.000e-03, eta: 3 days, 0:54:28, time: 1.984, data_time: 0.090, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5563, loss_cls: 3.0836, loss: 3.0836, grad_norm: 7.9613 2020-09-18 12:45:34,470 - mmaction - INFO - Epoch [13][1440/3520] lr: 5.000e-03, eta: 3 days, 0:53:50, time: 2.000, data_time: 0.131, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5479, loss_cls: 3.1265, loss: 3.1265, grad_norm: 7.9512 2020-09-18 12:46:12,690 - mmaction - INFO - Epoch [13][1460/3520] lr: 5.000e-03, eta: 3 days, 0:53:06, time: 1.911, data_time: 0.006, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.1493, loss: 3.1493, grad_norm: 7.9979 2020-09-18 12:46:50,556 - mmaction - INFO - Epoch [13][1480/3520] lr: 5.000e-03, eta: 3 days, 0:52:20, time: 1.892, data_time: 0.702, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5594, loss_cls: 3.1504, loss: 3.1504, grad_norm: 7.9084 2020-09-18 12:47:29,748 - mmaction - INFO - Epoch [13][1500/3520] lr: 5.000e-03, eta: 3 days, 0:51:39, time: 1.961, data_time: 0.288, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5542, loss_cls: 3.1585, loss: 3.1585, grad_norm: 7.8999 2020-09-18 12:48:08,247 - mmaction - INFO - Epoch [13][1520/3520] lr: 5.000e-03, eta: 3 days, 0:50:56, time: 1.923, data_time: 0.085, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5604, loss_cls: 3.1597, loss: 3.1597, grad_norm: 7.8722 2020-09-18 12:48:45,906 - mmaction - INFO - Epoch [13][1540/3520] lr: 5.000e-03, eta: 3 days, 0:50:10, time: 1.883, data_time: 0.048, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5417, loss_cls: 3.2002, loss: 3.2002, grad_norm: 8.0706 2020-09-18 12:49:25,127 - mmaction - INFO - Epoch [13][1560/3520] lr: 5.000e-03, eta: 3 days, 0:49:29, time: 1.959, data_time: 0.118, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5385, loss_cls: 3.1877, loss: 3.1877, grad_norm: 7.6318 2020-09-18 12:50:04,438 - mmaction - INFO - Epoch [13][1580/3520] lr: 5.000e-03, eta: 3 days, 0:48:49, time: 1.966, data_time: 0.050, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5573, loss_cls: 3.0829, loss: 3.0829, grad_norm: 7.7898 2020-09-18 12:50:42,948 - mmaction - INFO - Epoch [13][1600/3520] lr: 5.000e-03, eta: 3 days, 0:48:05, time: 1.925, data_time: 0.169, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5698, loss_cls: 3.0992, loss: 3.0992, grad_norm: 7.7153 2020-09-18 12:51:21,260 - mmaction - INFO - Epoch [13][1620/3520] lr: 5.000e-03, eta: 3 days, 0:47:22, time: 1.918, data_time: 0.017, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5365, loss_cls: 3.1520, loss: 3.1520, grad_norm: 7.9850 2020-09-18 12:51:59,861 - mmaction - INFO - Epoch [13][1640/3520] lr: 5.000e-03, eta: 3 days, 0:46:39, time: 1.930, data_time: 0.203, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5333, loss_cls: 3.2187, loss: 3.2187, grad_norm: 7.8062 2020-09-18 12:52:39,607 - mmaction - INFO - Epoch [13][1660/3520] lr: 5.000e-03, eta: 3 days, 0:46:00, time: 1.988, data_time: 0.004, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5500, loss_cls: 3.1238, loss: 3.1238, grad_norm: 7.8314 2020-09-18 12:53:19,092 - mmaction - INFO - Epoch [13][1680/3520] lr: 5.000e-03, eta: 3 days, 0:45:19, time: 1.974, data_time: 0.015, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5542, loss_cls: 3.1824, loss: 3.1824, grad_norm: 7.7105 2020-09-18 12:53:57,692 - mmaction - INFO - Epoch [13][1700/3520] lr: 5.000e-03, eta: 3 days, 0:44:36, time: 1.928, data_time: 0.004, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5396, loss_cls: 3.1693, loss: 3.1693, grad_norm: 7.9896 2020-09-18 12:54:36,699 - mmaction - INFO - Epoch [13][1720/3520] lr: 5.000e-03, eta: 3 days, 0:43:55, time: 1.950, data_time: 0.331, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5302, loss_cls: 3.1763, loss: 3.1763, grad_norm: 7.7177 2020-09-18 12:55:15,983 - mmaction - INFO - Epoch [13][1740/3520] lr: 5.000e-03, eta: 3 days, 0:43:14, time: 1.964, data_time: 0.330, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5531, loss_cls: 3.1267, loss: 3.1267, grad_norm: 7.8360 2020-09-18 12:55:55,025 - mmaction - INFO - Epoch [13][1760/3520] lr: 5.000e-03, eta: 3 days, 0:42:32, time: 1.952, data_time: 0.019, memory: 8337, top1_acc: 0.2344, top5_acc: 0.5312, loss_cls: 3.2268, loss: 3.2268, grad_norm: 7.7483 2020-09-18 12:56:33,902 - mmaction - INFO - Epoch [13][1780/3520] lr: 5.000e-03, eta: 3 days, 0:41:51, time: 1.947, data_time: 0.007, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5344, loss_cls: 3.1854, loss: 3.1854, grad_norm: 7.5627 2020-09-18 12:57:12,951 - mmaction - INFO - Epoch [13][1800/3520] lr: 5.000e-03, eta: 3 days, 0:41:09, time: 1.951, data_time: 0.017, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5344, loss_cls: 3.1584, loss: 3.1584, grad_norm: 8.0298 2020-09-18 12:57:52,985 - mmaction - INFO - Epoch [13][1820/3520] lr: 5.000e-03, eta: 3 days, 0:40:31, time: 2.003, data_time: 0.799, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5708, loss_cls: 3.0607, loss: 3.0607, grad_norm: 7.8028 2020-09-18 12:58:31,526 - mmaction - INFO - Epoch [13][1840/3520] lr: 5.000e-03, eta: 3 days, 0:39:47, time: 1.922, data_time: 0.141, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5448, loss_cls: 3.1339, loss: 3.1339, grad_norm: 7.8740 2020-09-18 12:59:10,630 - mmaction - INFO - Epoch [13][1860/3520] lr: 5.000e-03, eta: 3 days, 0:39:06, time: 1.959, data_time: 0.049, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5375, loss_cls: 3.1382, loss: 3.1382, grad_norm: 7.6207 2020-09-18 12:59:48,059 - mmaction - INFO - Epoch [13][1880/3520] lr: 5.000e-03, eta: 3 days, 0:38:20, time: 1.870, data_time: 0.187, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5292, loss_cls: 3.1890, loss: 3.1890, grad_norm: 7.8021 2020-09-18 13:00:31,539 - mmaction - INFO - Epoch [13][1900/3520] lr: 5.000e-03, eta: 3 days, 0:37:50, time: 2.155, data_time: 0.402, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5208, loss_cls: 3.2090, loss: 3.2090, grad_norm: 7.9288 2020-09-18 13:01:08,945 - mmaction - INFO - Epoch [13][1920/3520] lr: 5.000e-03, eta: 3 days, 0:37:05, time: 1.888, data_time: 0.690, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5615, loss_cls: 3.0929, loss: 3.0929, grad_norm: 7.5955 2020-09-18 13:01:47,769 - mmaction - INFO - Epoch [13][1940/3520] lr: 5.000e-03, eta: 3 days, 0:36:23, time: 1.944, data_time: 0.006, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5198, loss_cls: 3.2631, loss: 3.2631, grad_norm: 7.9221 2020-09-18 13:02:27,041 - mmaction - INFO - Epoch [13][1960/3520] lr: 5.000e-03, eta: 3 days, 0:35:42, time: 1.961, data_time: 0.048, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5396, loss_cls: 3.1435, loss: 3.1435, grad_norm: 7.6930 2020-09-18 13:03:05,793 - mmaction - INFO - Epoch [13][1980/3520] lr: 5.000e-03, eta: 3 days, 0:35:00, time: 1.940, data_time: 0.796, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5635, loss_cls: 3.1107, loss: 3.1107, grad_norm: 7.9854 2020-09-18 13:03:46,838 - mmaction - INFO - Epoch [13][2000/3520] lr: 5.000e-03, eta: 3 days, 0:34:24, time: 2.050, data_time: 0.346, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5563, loss_cls: 3.0942, loss: 3.0942, grad_norm: 7.5749 2020-09-18 13:04:25,682 - mmaction - INFO - Epoch [13][2020/3520] lr: 5.000e-03, eta: 3 days, 0:33:42, time: 1.945, data_time: 0.009, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5042, loss_cls: 3.2871, loss: 3.2871, grad_norm: 7.8173 2020-09-18 13:05:02,689 - mmaction - INFO - Epoch [13][2040/3520] lr: 5.000e-03, eta: 3 days, 0:32:55, time: 1.849, data_time: 0.261, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5406, loss_cls: 3.2304, loss: 3.2304, grad_norm: 7.6090 2020-09-18 13:05:41,994 - mmaction - INFO - Epoch [13][2060/3520] lr: 5.000e-03, eta: 3 days, 0:32:14, time: 1.966, data_time: 0.154, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5146, loss_cls: 3.2534, loss: 3.2534, grad_norm: 8.1655 2020-09-18 13:06:21,350 - mmaction - INFO - Epoch [13][2080/3520] lr: 5.000e-03, eta: 3 days, 0:31:33, time: 1.963, data_time: 0.361, memory: 8337, top1_acc: 0.2448, top5_acc: 0.5344, loss_cls: 3.2063, loss: 3.2063, grad_norm: 7.7726 2020-09-18 13:06:59,936 - mmaction - INFO - Epoch [13][2100/3520] lr: 5.000e-03, eta: 3 days, 0:30:51, time: 1.935, data_time: 0.009, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5573, loss_cls: 3.0906, loss: 3.0906, grad_norm: 7.6409 2020-09-18 13:07:39,937 - mmaction - INFO - Epoch [13][2120/3520] lr: 5.000e-03, eta: 3 days, 0:30:12, time: 1.999, data_time: 0.008, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5187, loss_cls: 3.2112, loss: 3.2112, grad_norm: 7.6859 2020-09-18 13:08:18,006 - mmaction - INFO - Epoch [13][2140/3520] lr: 5.000e-03, eta: 3 days, 0:29:28, time: 1.904, data_time: 0.155, memory: 8337, top1_acc: 0.2583, top5_acc: 0.5510, loss_cls: 3.1546, loss: 3.1546, grad_norm: 7.7697 2020-09-18 13:08:58,948 - mmaction - INFO - Epoch [13][2160/3520] lr: 5.000e-03, eta: 3 days, 0:28:52, time: 2.043, data_time: 0.033, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5573, loss_cls: 3.1533, loss: 3.1533, grad_norm: 7.7749 2020-09-18 13:09:37,833 - mmaction - INFO - Epoch [13][2180/3520] lr: 5.000e-03, eta: 3 days, 0:28:10, time: 1.947, data_time: 0.010, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5542, loss_cls: 3.1517, loss: 3.1517, grad_norm: 7.7465 2020-09-18 13:10:16,708 - mmaction - INFO - Epoch [13][2200/3520] lr: 5.000e-03, eta: 3 days, 0:27:28, time: 1.943, data_time: 0.150, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5635, loss_cls: 3.1136, loss: 3.1136, grad_norm: 7.4878 2020-09-18 13:10:56,151 - mmaction - INFO - Epoch [13][2220/3520] lr: 5.000e-03, eta: 3 days, 0:26:48, time: 1.974, data_time: 0.360, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5375, loss_cls: 3.1549, loss: 3.1549, grad_norm: 7.8482 2020-09-18 13:11:35,338 - mmaction - INFO - Epoch [13][2240/3520] lr: 5.000e-03, eta: 3 days, 0:26:07, time: 1.957, data_time: 0.006, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5354, loss_cls: 3.2157, loss: 3.2157, grad_norm: 8.1039 2020-09-18 13:12:14,938 - mmaction - INFO - Epoch [13][2260/3520] lr: 5.000e-03, eta: 3 days, 0:25:27, time: 1.982, data_time: 0.006, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5719, loss_cls: 3.1016, loss: 3.1016, grad_norm: 8.1082 2020-09-18 13:12:53,888 - mmaction - INFO - Epoch [13][2280/3520] lr: 5.000e-03, eta: 3 days, 0:24:45, time: 1.946, data_time: 0.009, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5479, loss_cls: 3.1849, loss: 3.1849, grad_norm: 7.9301 2020-09-18 13:13:34,966 - mmaction - INFO - Epoch [13][2300/3520] lr: 5.000e-03, eta: 3 days, 0:24:10, time: 2.052, data_time: 0.357, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5531, loss_cls: 3.1876, loss: 3.1876, grad_norm: 7.6642 2020-09-18 13:14:13,423 - mmaction - INFO - Epoch [13][2320/3520] lr: 5.000e-03, eta: 3 days, 0:23:27, time: 1.926, data_time: 0.007, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5062, loss_cls: 3.2518, loss: 3.2518, grad_norm: 7.8710 2020-09-18 13:14:51,085 - mmaction - INFO - Epoch [13][2340/3520] lr: 5.000e-03, eta: 3 days, 0:22:41, time: 1.882, data_time: 0.164, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5448, loss_cls: 3.1741, loss: 3.1741, grad_norm: 7.7841 2020-09-18 13:15:29,340 - mmaction - INFO - Epoch [13][2360/3520] lr: 5.000e-03, eta: 3 days, 0:21:57, time: 1.913, data_time: 0.307, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5417, loss_cls: 3.1298, loss: 3.1298, grad_norm: 8.0037 2020-09-18 13:16:10,606 - mmaction - INFO - Epoch [13][2380/3520] lr: 5.000e-03, eta: 3 days, 0:21:22, time: 2.063, data_time: 1.281, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5229, loss_cls: 3.2563, loss: 3.2563, grad_norm: 7.8749 2020-09-18 13:16:50,137 - mmaction - INFO - Epoch [13][2400/3520] lr: 5.000e-03, eta: 3 days, 0:20:42, time: 1.976, data_time: 0.103, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5427, loss_cls: 3.1517, loss: 3.1517, grad_norm: 7.6424 2020-09-18 13:17:30,111 - mmaction - INFO - Epoch [13][2420/3520] lr: 5.000e-03, eta: 3 days, 0:20:03, time: 1.997, data_time: 0.021, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5479, loss_cls: 3.1667, loss: 3.1667, grad_norm: 7.8611 2020-09-18 13:18:08,875 - mmaction - INFO - Epoch [13][2440/3520] lr: 5.000e-03, eta: 3 days, 0:19:21, time: 1.940, data_time: 0.015, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5771, loss_cls: 3.0768, loss: 3.0768, grad_norm: 7.5715 2020-09-18 13:18:47,627 - mmaction - INFO - Epoch [13][2460/3520] lr: 5.000e-03, eta: 3 days, 0:18:39, time: 1.939, data_time: 0.550, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.1140, loss: 3.1140, grad_norm: 7.8577 2020-09-18 13:19:26,945 - mmaction - INFO - Epoch [13][2480/3520] lr: 5.000e-03, eta: 3 days, 0:17:58, time: 1.964, data_time: 0.214, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5594, loss_cls: 3.1116, loss: 3.1116, grad_norm: 7.9032 2020-09-18 13:20:04,553 - mmaction - INFO - Epoch [13][2500/3520] lr: 5.000e-03, eta: 3 days, 0:17:12, time: 1.877, data_time: 0.057, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5167, loss_cls: 3.2773, loss: 3.2773, grad_norm: 8.1081 2020-09-18 13:20:46,789 - mmaction - INFO - Epoch [13][2520/3520] lr: 5.000e-03, eta: 3 days, 0:16:40, time: 2.110, data_time: 0.068, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5604, loss_cls: 3.1386, loss: 3.1386, grad_norm: 7.7275 2020-09-18 13:21:25,364 - mmaction - INFO - Epoch [13][2540/3520] lr: 5.000e-03, eta: 3 days, 0:15:58, time: 1.935, data_time: 0.345, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5396, loss_cls: 3.2012, loss: 3.2012, grad_norm: 7.8858 2020-09-18 13:22:04,558 - mmaction - INFO - Epoch [13][2560/3520] lr: 5.000e-03, eta: 3 days, 0:15:17, time: 1.957, data_time: 0.003, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5500, loss_cls: 3.1303, loss: 3.1303, grad_norm: 8.0076 2020-09-18 13:22:44,266 - mmaction - INFO - Epoch [13][2580/3520] lr: 5.000e-03, eta: 3 days, 0:14:37, time: 1.988, data_time: 0.005, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5448, loss_cls: 3.1457, loss: 3.1457, grad_norm: 7.8973 2020-09-18 13:23:22,975 - mmaction - INFO - Epoch [13][2600/3520] lr: 5.000e-03, eta: 3 days, 0:13:55, time: 1.932, data_time: 0.006, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5958, loss_cls: 2.9811, loss: 2.9811, grad_norm: 7.4503 2020-09-18 13:24:00,984 - mmaction - INFO - Epoch [13][2620/3520] lr: 5.000e-03, eta: 3 days, 0:13:10, time: 1.903, data_time: 0.031, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5458, loss_cls: 3.1676, loss: 3.1676, grad_norm: 7.7279 2020-09-18 13:24:40,789 - mmaction - INFO - Epoch [13][2640/3520] lr: 5.000e-03, eta: 3 days, 0:12:31, time: 1.987, data_time: 0.026, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5313, loss_cls: 3.1756, loss: 3.1756, grad_norm: 7.8867 2020-09-18 13:25:19,507 - mmaction - INFO - Epoch [13][2660/3520] lr: 5.000e-03, eta: 3 days, 0:11:49, time: 1.937, data_time: 0.398, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5438, loss_cls: 3.1294, loss: 3.1294, grad_norm: 8.2274 2020-09-18 13:25:59,913 - mmaction - INFO - Epoch [13][2680/3520] lr: 5.000e-03, eta: 3 days, 0:11:11, time: 2.023, data_time: 0.009, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5406, loss_cls: 3.1717, loss: 3.1717, grad_norm: 7.8458 2020-09-18 13:26:39,069 - mmaction - INFO - Epoch [13][2700/3520] lr: 5.000e-03, eta: 3 days, 0:10:30, time: 1.958, data_time: 0.271, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5510, loss_cls: 3.1360, loss: 3.1360, grad_norm: 7.7433 2020-09-18 13:27:18,220 - mmaction - INFO - Epoch [13][2720/3520] lr: 5.000e-03, eta: 3 days, 0:09:49, time: 1.955, data_time: 0.107, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5104, loss_cls: 3.2203, loss: 3.2203, grad_norm: 7.8079 2020-09-18 13:27:58,499 - mmaction - INFO - Epoch [13][2740/3520] lr: 5.000e-03, eta: 3 days, 0:09:11, time: 2.016, data_time: 0.008, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5396, loss_cls: 3.1478, loss: 3.1478, grad_norm: 7.9196 2020-09-18 13:28:35,623 - mmaction - INFO - Epoch [13][2760/3520] lr: 5.000e-03, eta: 3 days, 0:08:24, time: 1.857, data_time: 0.312, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5375, loss_cls: 3.1707, loss: 3.1707, grad_norm: 7.6336 2020-09-18 13:29:14,971 - mmaction - INFO - Epoch [13][2780/3520] lr: 5.000e-03, eta: 3 days, 0:07:44, time: 1.967, data_time: 0.255, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5625, loss_cls: 3.1139, loss: 3.1139, grad_norm: 8.0669 2020-09-18 13:29:54,266 - mmaction - INFO - Epoch [13][2800/3520] lr: 5.000e-03, eta: 3 days, 0:07:03, time: 1.963, data_time: 0.255, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5271, loss_cls: 3.2289, loss: 3.2289, grad_norm: 8.0429 2020-09-18 13:30:31,974 - mmaction - INFO - Epoch [13][2820/3520] lr: 5.000e-03, eta: 3 days, 0:06:18, time: 1.889, data_time: 0.007, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5667, loss_cls: 3.1362, loss: 3.1362, grad_norm: 7.5696 2020-09-18 13:31:13,009 - mmaction - INFO - Epoch [13][2840/3520] lr: 5.000e-03, eta: 3 days, 0:05:42, time: 2.048, data_time: 0.274, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5542, loss_cls: 3.1031, loss: 3.1031, grad_norm: 7.5611 2020-09-18 13:31:50,354 - mmaction - INFO - Epoch [13][2860/3520] lr: 5.000e-03, eta: 3 days, 0:04:56, time: 1.870, data_time: 0.514, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5292, loss_cls: 3.2221, loss: 3.2221, grad_norm: 7.8000 2020-09-18 13:32:29,964 - mmaction - INFO - Epoch [13][2880/3520] lr: 5.000e-03, eta: 3 days, 0:04:16, time: 1.975, data_time: 0.975, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5552, loss_cls: 3.0461, loss: 3.0461, grad_norm: 7.6829 2020-09-18 13:33:08,076 - mmaction - INFO - Epoch [13][2900/3520] lr: 5.000e-03, eta: 3 days, 0:03:32, time: 1.909, data_time: 0.130, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5240, loss_cls: 3.2182, loss: 3.2182, grad_norm: 7.7672 2020-09-18 13:33:49,355 - mmaction - INFO - Epoch [13][2920/3520] lr: 5.000e-03, eta: 3 days, 0:02:57, time: 2.065, data_time: 1.387, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5437, loss_cls: 3.1625, loss: 3.1625, grad_norm: 7.7769 2020-09-18 13:34:27,896 - mmaction - INFO - Epoch [13][2940/3520] lr: 5.000e-03, eta: 3 days, 0:02:14, time: 1.927, data_time: 0.561, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5313, loss_cls: 3.1257, loss: 3.1257, grad_norm: 7.9030 2020-09-18 13:35:08,019 - mmaction - INFO - Epoch [13][2960/3520] lr: 5.000e-03, eta: 3 days, 0:01:36, time: 2.005, data_time: 0.168, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5438, loss_cls: 3.1768, loss: 3.1768, grad_norm: 7.7976 2020-09-18 13:35:45,554 - mmaction - INFO - Epoch [13][2980/3520] lr: 5.000e-03, eta: 3 days, 0:00:50, time: 1.878, data_time: 0.074, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5333, loss_cls: 3.1984, loss: 3.1984, grad_norm: 7.6960 2020-09-18 13:36:24,879 - mmaction - INFO - Epoch [13][3000/3520] lr: 5.000e-03, eta: 3 days, 0:00:10, time: 1.966, data_time: 0.232, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5615, loss_cls: 3.1032, loss: 3.1032, grad_norm: 7.5921 2020-09-18 13:37:04,817 - mmaction - INFO - Epoch [13][3020/3520] lr: 5.000e-03, eta: 2 days, 23:59:31, time: 1.997, data_time: 0.081, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5667, loss_cls: 3.0813, loss: 3.0813, grad_norm: 7.6069 2020-09-18 13:37:42,594 - mmaction - INFO - Epoch [13][3040/3520] lr: 5.000e-03, eta: 2 days, 23:58:46, time: 1.888, data_time: 0.014, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5625, loss_cls: 3.0118, loss: 3.0118, grad_norm: 7.8664 2020-09-18 13:38:20,128 - mmaction - INFO - Epoch [13][3060/3520] lr: 5.000e-03, eta: 2 days, 23:58:00, time: 1.877, data_time: 0.013, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5438, loss_cls: 3.1479, loss: 3.1479, grad_norm: 8.0805 2020-09-18 13:39:00,078 - mmaction - INFO - Epoch [13][3080/3520] lr: 5.000e-03, eta: 2 days, 23:57:21, time: 1.998, data_time: 0.191, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5500, loss_cls: 3.0816, loss: 3.0816, grad_norm: 7.8003 2020-09-18 13:39:37,767 - mmaction - INFO - Epoch [13][3100/3520] lr: 5.000e-03, eta: 2 days, 23:56:36, time: 1.880, data_time: 0.101, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5521, loss_cls: 3.0734, loss: 3.0734, grad_norm: 7.7840 2020-09-18 13:40:16,428 - mmaction - INFO - Epoch [13][3120/3520] lr: 5.000e-03, eta: 2 days, 23:55:54, time: 1.937, data_time: 0.043, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5281, loss_cls: 3.2430, loss: 3.2430, grad_norm: 7.8412 2020-09-18 13:40:56,506 - mmaction - INFO - Epoch [13][3140/3520] lr: 5.000e-03, eta: 2 days, 23:55:15, time: 2.001, data_time: 0.048, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5531, loss_cls: 3.1252, loss: 3.1252, grad_norm: 7.7574 2020-09-18 13:41:34,439 - mmaction - INFO - Epoch [13][3160/3520] lr: 5.000e-03, eta: 2 days, 23:54:31, time: 1.900, data_time: 0.027, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5302, loss_cls: 3.1857, loss: 3.1857, grad_norm: 7.9175 2020-09-18 13:42:13,868 - mmaction - INFO - Epoch [13][3180/3520] lr: 5.000e-03, eta: 2 days, 23:53:50, time: 1.971, data_time: 0.015, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5500, loss_cls: 3.1662, loss: 3.1662, grad_norm: 8.2375 2020-09-18 13:42:52,229 - mmaction - INFO - Epoch [13][3200/3520] lr: 5.000e-03, eta: 2 days, 23:53:07, time: 1.918, data_time: 0.136, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5375, loss_cls: 3.1487, loss: 3.1487, grad_norm: 7.8101 2020-09-18 13:43:31,454 - mmaction - INFO - Epoch [13][3220/3520] lr: 5.000e-03, eta: 2 days, 23:52:26, time: 1.962, data_time: 0.546, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5604, loss_cls: 3.0445, loss: 3.0445, grad_norm: 7.6833 2020-09-18 13:44:09,981 - mmaction - INFO - Epoch [13][3240/3520] lr: 5.000e-03, eta: 2 days, 23:51:43, time: 1.923, data_time: 0.244, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5417, loss_cls: 3.2272, loss: 3.2272, grad_norm: 7.9103 2020-09-18 13:44:47,535 - mmaction - INFO - Epoch [13][3260/3520] lr: 5.000e-03, eta: 2 days, 23:50:58, time: 1.880, data_time: 0.018, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5344, loss_cls: 3.1630, loss: 3.1630, grad_norm: 7.8072 2020-09-18 13:45:27,508 - mmaction - INFO - Epoch [13][3280/3520] lr: 5.000e-03, eta: 2 days, 23:50:18, time: 1.980, data_time: 0.050, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5490, loss_cls: 3.1611, loss: 3.1611, grad_norm: 8.0296 2020-09-18 13:46:05,378 - mmaction - INFO - Epoch [13][3300/3520] lr: 5.000e-03, eta: 2 days, 23:49:34, time: 1.912, data_time: 0.359, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5375, loss_cls: 3.1917, loss: 3.1917, grad_norm: 7.7657 2020-09-18 13:46:47,393 - mmaction - INFO - Epoch [13][3320/3520] lr: 5.000e-03, eta: 2 days, 23:49:01, time: 2.098, data_time: 0.147, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5115, loss_cls: 3.2241, loss: 3.2241, grad_norm: 7.8437 2020-09-18 13:47:26,197 - mmaction - INFO - Epoch [13][3340/3520] lr: 5.000e-03, eta: 2 days, 23:48:19, time: 1.943, data_time: 0.007, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5198, loss_cls: 3.2452, loss: 3.2452, grad_norm: 7.7588 2020-09-18 13:48:04,527 - mmaction - INFO - Epoch [13][3360/3520] lr: 5.000e-03, eta: 2 days, 23:47:36, time: 1.914, data_time: 0.780, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5625, loss_cls: 3.0742, loss: 3.0742, grad_norm: 7.7165 2020-09-18 13:48:44,189 - mmaction - INFO - Epoch [13][3380/3520] lr: 5.000e-03, eta: 2 days, 23:46:57, time: 1.986, data_time: 0.747, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5479, loss_cls: 3.2061, loss: 3.2061, grad_norm: 7.8307 2020-09-18 13:49:22,640 - mmaction - INFO - Epoch [13][3400/3520] lr: 5.000e-03, eta: 2 days, 23:46:13, time: 1.920, data_time: 1.204, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5729, loss_cls: 2.9944, loss: 2.9944, grad_norm: 7.7941 2020-09-18 13:50:02,349 - mmaction - INFO - Epoch [13][3420/3520] lr: 5.000e-03, eta: 2 days, 23:45:34, time: 1.987, data_time: 0.031, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5323, loss_cls: 3.2004, loss: 3.2004, grad_norm: 8.0922 2020-09-18 13:50:40,542 - mmaction - INFO - Epoch [13][3440/3520] lr: 5.000e-03, eta: 2 days, 23:44:50, time: 1.906, data_time: 0.008, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5344, loss_cls: 3.1919, loss: 3.1919, grad_norm: 8.0133 2020-09-18 13:51:20,369 - mmaction - INFO - Epoch [13][3460/3520] lr: 5.000e-03, eta: 2 days, 23:44:11, time: 1.996, data_time: 0.312, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5458, loss_cls: 3.1218, loss: 3.1218, grad_norm: 7.9545 2020-09-18 13:51:58,945 - mmaction - INFO - Epoch [13][3480/3520] lr: 5.000e-03, eta: 2 days, 23:43:28, time: 1.926, data_time: 0.696, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5365, loss_cls: 3.1830, loss: 3.1830, grad_norm: 7.7517 2020-09-18 13:52:38,467 - mmaction - INFO - Epoch [13][3500/3520] lr: 5.000e-03, eta: 2 days, 23:42:48, time: 1.978, data_time: 0.192, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5323, loss_cls: 3.1599, loss: 3.1599, grad_norm: 7.7796 2020-09-18 13:53:13,938 - mmaction - INFO - Epoch [13][3520/3520] lr: 5.000e-03, eta: 2 days, 23:41:57, time: 1.773, data_time: 0.005, memory: 8337, top1_acc: 0.2620, top5_acc: 0.5207, loss_cls: 3.2703, loss: 3.2703, grad_norm: 7.9503 2020-09-18 13:53:36,252 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-18 13:56:09,882 - mmaction - INFO - Epoch [14][20/3520] lr: 5.000e-03, eta: 2 days, 23:46:39, time: 7.635, data_time: 6.728, memory: 8337, top1_acc: 0.2552, top5_acc: 0.5406, loss_cls: 3.1739, loss: 3.1739, grad_norm: 7.6354 2020-09-18 13:56:48,439 - mmaction - INFO - Epoch [14][40/3520] lr: 5.000e-03, eta: 2 days, 23:45:57, time: 1.939, data_time: 1.295, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5302, loss_cls: 3.1250, loss: 3.1250, grad_norm: 7.7591 2020-09-18 13:57:25,683 - mmaction - INFO - Epoch [14][60/3520] lr: 5.000e-03, eta: 2 days, 23:45:10, time: 1.865, data_time: 0.027, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5542, loss_cls: 3.0821, loss: 3.0821, grad_norm: 7.6974 2020-09-18 13:58:04,373 - mmaction - INFO - Epoch [14][80/3520] lr: 5.000e-03, eta: 2 days, 23:44:27, time: 1.931, data_time: 0.006, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5594, loss_cls: 3.0667, loss: 3.0667, grad_norm: 7.8139 2020-09-18 13:58:43,576 - mmaction - INFO - Epoch [14][100/3520] lr: 5.000e-03, eta: 2 days, 23:43:47, time: 1.962, data_time: 0.020, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5333, loss_cls: 3.1072, loss: 3.1072, grad_norm: 7.9653 2020-09-18 13:59:21,796 - mmaction - INFO - Epoch [14][120/3520] lr: 5.000e-03, eta: 2 days, 23:43:03, time: 1.909, data_time: 0.142, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5490, loss_cls: 3.1232, loss: 3.1232, grad_norm: 7.9420 2020-09-18 14:00:00,998 - mmaction - INFO - Epoch [14][140/3520] lr: 5.000e-03, eta: 2 days, 23:42:22, time: 1.962, data_time: 0.236, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5646, loss_cls: 3.0809, loss: 3.0809, grad_norm: 7.9948 2020-09-18 14:00:45,578 - mmaction - INFO - Epoch [14][160/3520] lr: 5.000e-03, eta: 2 days, 23:41:55, time: 2.213, data_time: 0.594, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5187, loss_cls: 3.2223, loss: 3.2223, grad_norm: 7.8133 2020-09-18 14:01:23,573 - mmaction - INFO - Epoch [14][180/3520] lr: 5.000e-03, eta: 2 days, 23:41:11, time: 1.917, data_time: 0.089, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5385, loss_cls: 3.1534, loss: 3.1534, grad_norm: 7.7581 2020-09-18 14:02:03,606 - mmaction - INFO - Epoch [14][200/3520] lr: 5.000e-03, eta: 2 days, 23:40:33, time: 2.000, data_time: 0.371, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5406, loss_cls: 3.1234, loss: 3.1234, grad_norm: 7.9906 2020-09-18 14:02:42,246 - mmaction - INFO - Epoch [14][220/3520] lr: 5.000e-03, eta: 2 days, 23:39:50, time: 1.934, data_time: 0.007, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5896, loss_cls: 2.9770, loss: 2.9770, grad_norm: 7.4708 2020-09-18 14:03:22,690 - mmaction - INFO - Epoch [14][240/3520] lr: 5.000e-03, eta: 2 days, 23:39:12, time: 2.019, data_time: 0.002, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5552, loss_cls: 3.0934, loss: 3.0934, grad_norm: 7.7157 2020-09-18 14:03:59,289 - mmaction - INFO - Epoch [14][260/3520] lr: 5.000e-03, eta: 2 days, 23:38:24, time: 1.830, data_time: 0.379, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5667, loss_cls: 3.0491, loss: 3.0491, grad_norm: 7.8941 2020-09-18 14:04:40,292 - mmaction - INFO - Epoch [14][280/3520] lr: 5.000e-03, eta: 2 days, 23:37:48, time: 2.052, data_time: 0.764, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5302, loss_cls: 3.1720, loss: 3.1720, grad_norm: 7.9436 2020-09-18 14:05:20,249 - mmaction - INFO - Epoch [14][300/3520] lr: 5.000e-03, eta: 2 days, 23:37:09, time: 1.998, data_time: 0.026, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5729, loss_cls: 3.1142, loss: 3.1142, grad_norm: 7.9333 2020-09-18 14:05:58,398 - mmaction - INFO - Epoch [14][320/3520] lr: 5.000e-03, eta: 2 days, 23:36:25, time: 1.904, data_time: 0.014, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5500, loss_cls: 3.1150, loss: 3.1150, grad_norm: 8.0419 2020-09-18 14:06:36,589 - mmaction - INFO - Epoch [14][340/3520] lr: 5.000e-03, eta: 2 days, 23:35:41, time: 1.914, data_time: 0.715, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5563, loss_cls: 3.1017, loss: 3.1017, grad_norm: 8.0858 2020-09-18 14:07:18,232 - mmaction - INFO - Epoch [14][360/3520] lr: 5.000e-03, eta: 2 days, 23:35:07, time: 2.080, data_time: 0.313, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5365, loss_cls: 3.1920, loss: 3.1920, grad_norm: 7.8357 2020-09-18 14:07:57,348 - mmaction - INFO - Epoch [14][380/3520] lr: 5.000e-03, eta: 2 days, 23:34:26, time: 1.956, data_time: 0.051, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5354, loss_cls: 3.1937, loss: 3.1937, grad_norm: 7.8202 2020-09-18 14:08:35,421 - mmaction - INFO - Epoch [14][400/3520] lr: 5.000e-03, eta: 2 days, 23:33:42, time: 1.906, data_time: 0.035, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5573, loss_cls: 3.1235, loss: 3.1235, grad_norm: 7.8943 2020-09-18 14:09:14,337 - mmaction - INFO - Epoch [14][420/3520] lr: 5.000e-03, eta: 2 days, 23:33:00, time: 1.945, data_time: 0.440, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5531, loss_cls: 3.1099, loss: 3.1099, grad_norm: 7.6140 2020-09-18 14:09:55,449 - mmaction - INFO - Epoch [14][440/3520] lr: 5.000e-03, eta: 2 days, 23:32:24, time: 2.053, data_time: 1.245, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5427, loss_cls: 3.1138, loss: 3.1138, grad_norm: 7.7174 2020-09-18 14:10:34,582 - mmaction - INFO - Epoch [14][460/3520] lr: 5.000e-03, eta: 2 days, 23:31:43, time: 1.958, data_time: 1.146, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5740, loss_cls: 3.0572, loss: 3.0572, grad_norm: 7.5973 2020-09-18 14:11:13,963 - mmaction - INFO - Epoch [14][480/3520] lr: 5.000e-03, eta: 2 days, 23:31:02, time: 1.969, data_time: 0.057, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5844, loss_cls: 2.9694, loss: 2.9694, grad_norm: 7.6531 2020-09-18 14:11:54,285 - mmaction - INFO - Epoch [14][500/3520] lr: 5.000e-03, eta: 2 days, 23:30:25, time: 2.017, data_time: 0.010, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5615, loss_cls: 3.0743, loss: 3.0743, grad_norm: 7.9209 2020-09-18 14:12:33,932 - mmaction - INFO - Epoch [14][520/3520] lr: 5.000e-03, eta: 2 days, 23:29:45, time: 1.980, data_time: 0.010, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5646, loss_cls: 3.1196, loss: 3.1196, grad_norm: 7.9876 2020-09-18 14:13:12,068 - mmaction - INFO - Epoch [14][540/3520] lr: 5.000e-03, eta: 2 days, 23:29:01, time: 1.909, data_time: 0.075, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5448, loss_cls: 3.1883, loss: 3.1883, grad_norm: 7.9967 2020-09-18 14:13:51,993 - mmaction - INFO - Epoch [14][560/3520] lr: 5.000e-03, eta: 2 days, 23:28:22, time: 1.994, data_time: 0.228, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1304, loss: 3.1304, grad_norm: 7.9890 2020-09-18 14:14:31,438 - mmaction - INFO - Epoch [14][580/3520] lr: 5.000e-03, eta: 2 days, 23:27:41, time: 1.975, data_time: 1.127, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5260, loss_cls: 3.2096, loss: 3.2096, grad_norm: 7.8675 2020-09-18 14:15:08,553 - mmaction - INFO - Epoch [14][600/3520] lr: 5.000e-03, eta: 2 days, 23:26:54, time: 1.852, data_time: 0.357, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5604, loss_cls: 3.1239, loss: 3.1239, grad_norm: 7.7561 2020-09-18 14:15:47,057 - mmaction - INFO - Epoch [14][620/3520] lr: 5.000e-03, eta: 2 days, 23:26:12, time: 1.929, data_time: 1.133, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5146, loss_cls: 3.2385, loss: 3.2385, grad_norm: 7.8590 2020-09-18 14:16:26,437 - mmaction - INFO - Epoch [14][640/3520] lr: 5.000e-03, eta: 2 days, 23:25:31, time: 1.966, data_time: 0.080, memory: 8337, top1_acc: 0.2594, top5_acc: 0.5406, loss_cls: 3.1544, loss: 3.1544, grad_norm: 7.8045 2020-09-18 14:17:06,466 - mmaction - INFO - Epoch [14][660/3520] lr: 5.000e-03, eta: 2 days, 23:24:52, time: 2.004, data_time: 0.209, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5219, loss_cls: 3.2409, loss: 3.2409, grad_norm: 8.0113 2020-09-18 14:17:47,805 - mmaction - INFO - Epoch [14][680/3520] lr: 5.000e-03, eta: 2 days, 23:24:17, time: 2.066, data_time: 0.120, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5729, loss_cls: 3.0325, loss: 3.0325, grad_norm: 8.0187 2020-09-18 14:18:25,283 - mmaction - INFO - Epoch [14][700/3520] lr: 5.000e-03, eta: 2 days, 23:23:31, time: 1.875, data_time: 0.004, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5688, loss_cls: 3.0338, loss: 3.0338, grad_norm: 7.9199 2020-09-18 14:19:05,441 - mmaction - INFO - Epoch [14][720/3520] lr: 5.000e-03, eta: 2 days, 23:22:53, time: 2.007, data_time: 0.047, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5906, loss_cls: 2.9818, loss: 2.9818, grad_norm: 7.6479 2020-09-18 14:19:46,266 - mmaction - INFO - Epoch [14][740/3520] lr: 5.000e-03, eta: 2 days, 23:22:17, time: 2.041, data_time: 0.004, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5729, loss_cls: 3.0552, loss: 3.0552, grad_norm: 7.7039 2020-09-18 14:20:25,427 - mmaction - INFO - Epoch [14][760/3520] lr: 5.000e-03, eta: 2 days, 23:21:35, time: 1.953, data_time: 0.120, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5729, loss_cls: 3.0472, loss: 3.0472, grad_norm: 7.7545 2020-09-18 14:21:04,458 - mmaction - INFO - Epoch [14][780/3520] lr: 5.000e-03, eta: 2 days, 23:20:54, time: 1.957, data_time: 0.037, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5531, loss_cls: 3.1166, loss: 3.1166, grad_norm: 7.7037 2020-09-18 14:21:42,837 - mmaction - INFO - Epoch [14][800/3520] lr: 5.000e-03, eta: 2 days, 23:20:11, time: 1.920, data_time: 0.104, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5615, loss_cls: 3.0822, loss: 3.0822, grad_norm: 7.8754 2020-09-18 14:22:22,072 - mmaction - INFO - Epoch [14][820/3520] lr: 5.000e-03, eta: 2 days, 23:19:30, time: 1.961, data_time: 0.244, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5396, loss_cls: 3.1455, loss: 3.1455, grad_norm: 8.1599 2020-09-18 14:23:03,187 - mmaction - INFO - Epoch [14][840/3520] lr: 5.000e-03, eta: 2 days, 23:18:54, time: 2.056, data_time: 0.356, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5469, loss_cls: 3.1931, loss: 3.1931, grad_norm: 8.0732 2020-09-18 14:23:41,974 - mmaction - INFO - Epoch [14][860/3520] lr: 5.000e-03, eta: 2 days, 23:18:12, time: 1.941, data_time: 0.344, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5521, loss_cls: 3.0564, loss: 3.0564, grad_norm: 7.9553 2020-09-18 14:24:21,281 - mmaction - INFO - Epoch [14][880/3520] lr: 5.000e-03, eta: 2 days, 23:17:31, time: 1.965, data_time: 0.314, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5448, loss_cls: 3.0907, loss: 3.0907, grad_norm: 8.0057 2020-09-18 14:25:00,171 - mmaction - INFO - Epoch [14][900/3520] lr: 5.000e-03, eta: 2 days, 23:16:49, time: 1.945, data_time: 1.210, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5635, loss_cls: 3.0773, loss: 3.0773, grad_norm: 7.7723 2020-09-18 14:25:39,897 - mmaction - INFO - Epoch [14][920/3520] lr: 5.000e-03, eta: 2 days, 23:16:10, time: 1.986, data_time: 0.213, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5531, loss_cls: 3.1718, loss: 3.1718, grad_norm: 8.1476 2020-09-18 14:26:20,605 - mmaction - INFO - Epoch [14][940/3520] lr: 5.000e-03, eta: 2 days, 23:15:33, time: 2.034, data_time: 0.035, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5542, loss_cls: 3.1072, loss: 3.1072, grad_norm: 7.9296 2020-09-18 14:26:58,499 - mmaction - INFO - Epoch [14][960/3520] lr: 5.000e-03, eta: 2 days, 23:14:48, time: 1.896, data_time: 0.118, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5667, loss_cls: 3.0821, loss: 3.0821, grad_norm: 7.9137 2020-09-18 14:27:38,353 - mmaction - INFO - Epoch [14][980/3520] lr: 5.000e-03, eta: 2 days, 23:14:09, time: 1.990, data_time: 0.034, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5344, loss_cls: 3.2075, loss: 3.2075, grad_norm: 7.8766 2020-09-18 14:28:16,720 - mmaction - INFO - Epoch [14][1000/3520] lr: 5.000e-03, eta: 2 days, 23:13:26, time: 1.921, data_time: 0.008, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.0668, loss: 3.0668, grad_norm: 7.9280 2020-09-18 14:28:54,564 - mmaction - INFO - Epoch [14][1020/3520] lr: 5.000e-03, eta: 2 days, 23:12:41, time: 1.892, data_time: 0.093, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5479, loss_cls: 3.0920, loss: 3.0920, grad_norm: 7.6760 2020-09-18 14:29:33,936 - mmaction - INFO - Epoch [14][1040/3520] lr: 5.000e-03, eta: 2 days, 23:12:00, time: 1.969, data_time: 0.007, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5458, loss_cls: 3.1474, loss: 3.1474, grad_norm: 7.9340 2020-09-18 14:30:14,227 - mmaction - INFO - Epoch [14][1060/3520] lr: 5.000e-03, eta: 2 days, 23:11:23, time: 2.015, data_time: 0.191, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5167, loss_cls: 3.2297, loss: 3.2297, grad_norm: 7.9658 2020-09-18 14:30:52,838 - mmaction - INFO - Epoch [14][1080/3520] lr: 5.000e-03, eta: 2 days, 23:10:40, time: 1.930, data_time: 0.581, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5542, loss_cls: 3.1300, loss: 3.1300, grad_norm: 7.8867 2020-09-18 14:31:33,323 - mmaction - INFO - Epoch [14][1100/3520] lr: 5.000e-03, eta: 2 days, 23:10:02, time: 2.025, data_time: 1.012, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5510, loss_cls: 3.2001, loss: 3.2001, grad_norm: 7.8142 2020-09-18 14:32:11,128 - mmaction - INFO - Epoch [14][1120/3520] lr: 5.000e-03, eta: 2 days, 23:09:18, time: 1.888, data_time: 0.167, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5646, loss_cls: 3.0859, loss: 3.0859, grad_norm: 7.7898 2020-09-18 14:32:51,950 - mmaction - INFO - Epoch [14][1140/3520] lr: 5.000e-03, eta: 2 days, 23:08:41, time: 2.043, data_time: 1.208, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5365, loss_cls: 3.1421, loss: 3.1421, grad_norm: 7.7781 2020-09-18 14:33:34,530 - mmaction - INFO - Epoch [14][1160/3520] lr: 5.000e-03, eta: 2 days, 23:08:09, time: 2.129, data_time: 0.985, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5563, loss_cls: 3.0816, loss: 3.0816, grad_norm: 7.8246 2020-09-18 14:34:14,443 - mmaction - INFO - Epoch [14][1180/3520] lr: 5.000e-03, eta: 2 days, 23:07:30, time: 1.994, data_time: 0.007, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5510, loss_cls: 3.1237, loss: 3.1237, grad_norm: 7.8758 2020-09-18 14:34:53,835 - mmaction - INFO - Epoch [14][1200/3520] lr: 5.000e-03, eta: 2 days, 23:06:50, time: 1.969, data_time: 0.238, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5521, loss_cls: 3.1741, loss: 3.1741, grad_norm: 7.6986 2020-09-18 14:35:32,527 - mmaction - INFO - Epoch [14][1220/3520] lr: 5.000e-03, eta: 2 days, 23:06:07, time: 1.937, data_time: 0.275, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5833, loss_cls: 2.9963, loss: 2.9963, grad_norm: 7.9750 2020-09-18 14:36:12,897 - mmaction - INFO - Epoch [14][1240/3520] lr: 5.000e-03, eta: 2 days, 23:05:30, time: 2.017, data_time: 0.114, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5583, loss_cls: 3.0597, loss: 3.0597, grad_norm: 7.8807 2020-09-18 14:36:50,960 - mmaction - INFO - Epoch [14][1260/3520] lr: 5.000e-03, eta: 2 days, 23:04:45, time: 1.902, data_time: 0.511, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5594, loss_cls: 3.0629, loss: 3.0629, grad_norm: 7.7578 2020-09-18 14:37:29,599 - mmaction - INFO - Epoch [14][1280/3520] lr: 5.000e-03, eta: 2 days, 23:04:03, time: 1.934, data_time: 0.284, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.1972, loss: 3.1972, grad_norm: 8.2241 2020-09-18 14:38:07,383 - mmaction - INFO - Epoch [14][1300/3520] lr: 5.000e-03, eta: 2 days, 23:03:18, time: 1.888, data_time: 0.151, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5302, loss_cls: 3.2207, loss: 3.2207, grad_norm: 7.9197 2020-09-18 14:38:45,660 - mmaction - INFO - Epoch [14][1320/3520] lr: 5.000e-03, eta: 2 days, 23:02:35, time: 1.916, data_time: 0.547, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5312, loss_cls: 3.2502, loss: 3.2502, grad_norm: 7.9018 2020-09-18 14:39:25,977 - mmaction - INFO - Epoch [14][1340/3520] lr: 5.000e-03, eta: 2 days, 23:01:57, time: 2.013, data_time: 0.039, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5469, loss_cls: 3.0861, loss: 3.0861, grad_norm: 7.6138 2020-09-18 14:40:04,204 - mmaction - INFO - Epoch [14][1360/3520] lr: 5.000e-03, eta: 2 days, 23:01:13, time: 1.913, data_time: 0.086, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5500, loss_cls: 3.1134, loss: 3.1134, grad_norm: 7.7380 2020-09-18 14:40:44,898 - mmaction - INFO - Epoch [14][1380/3520] lr: 5.000e-03, eta: 2 days, 23:00:36, time: 2.035, data_time: 0.117, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5594, loss_cls: 3.1446, loss: 3.1446, grad_norm: 8.1111 2020-09-18 14:41:22,264 - mmaction - INFO - Epoch [14][1400/3520] lr: 5.000e-03, eta: 2 days, 22:59:50, time: 1.868, data_time: 0.043, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5417, loss_cls: 3.1443, loss: 3.1443, grad_norm: 8.0438 2020-09-18 14:42:02,293 - mmaction - INFO - Epoch [14][1420/3520] lr: 5.000e-03, eta: 2 days, 22:59:11, time: 2.001, data_time: 0.181, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5406, loss_cls: 3.1417, loss: 3.1417, grad_norm: 8.0980 2020-09-18 14:42:41,153 - mmaction - INFO - Epoch [14][1440/3520] lr: 5.000e-03, eta: 2 days, 22:58:29, time: 1.941, data_time: 0.507, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5437, loss_cls: 3.2275, loss: 3.2275, grad_norm: 8.1238 2020-09-18 14:43:19,110 - mmaction - INFO - Epoch [14][1460/3520] lr: 5.000e-03, eta: 2 days, 22:57:45, time: 1.899, data_time: 0.525, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5396, loss_cls: 3.1124, loss: 3.1124, grad_norm: 7.9714 2020-09-18 14:44:00,103 - mmaction - INFO - Epoch [14][1480/3520] lr: 5.000e-03, eta: 2 days, 22:57:09, time: 2.047, data_time: 0.396, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5156, loss_cls: 3.2577, loss: 3.2577, grad_norm: 7.7902 2020-09-18 14:44:38,892 - mmaction - INFO - Epoch [14][1500/3520] lr: 5.000e-03, eta: 2 days, 22:56:27, time: 1.944, data_time: 0.158, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5490, loss_cls: 3.0732, loss: 3.0732, grad_norm: 7.6815 2020-09-18 14:45:17,826 - mmaction - INFO - Epoch [14][1520/3520] lr: 5.000e-03, eta: 2 days, 22:55:45, time: 1.944, data_time: 0.260, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5427, loss_cls: 3.1829, loss: 3.1829, grad_norm: 7.9350 2020-09-18 14:45:57,750 - mmaction - INFO - Epoch [14][1540/3520] lr: 5.000e-03, eta: 2 days, 22:55:06, time: 1.999, data_time: 0.620, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5323, loss_cls: 3.1528, loss: 3.1528, grad_norm: 8.0446 2020-09-18 14:46:37,556 - mmaction - INFO - Epoch [14][1560/3520] lr: 5.000e-03, eta: 2 days, 22:54:27, time: 1.987, data_time: 0.228, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5552, loss_cls: 3.1263, loss: 3.1263, grad_norm: 7.9461 2020-09-18 14:47:18,198 - mmaction - INFO - Epoch [14][1580/3520] lr: 5.000e-03, eta: 2 days, 22:53:50, time: 2.035, data_time: 0.444, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5583, loss_cls: 3.1350, loss: 3.1350, grad_norm: 7.8315 2020-09-18 14:47:56,744 - mmaction - INFO - Epoch [14][1600/3520] lr: 5.000e-03, eta: 2 days, 22:53:07, time: 1.923, data_time: 0.015, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5583, loss_cls: 3.1322, loss: 3.1322, grad_norm: 7.9723 2020-09-18 14:48:37,156 - mmaction - INFO - Epoch [14][1620/3520] lr: 5.000e-03, eta: 2 days, 22:52:30, time: 2.025, data_time: 0.804, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5719, loss_cls: 3.1132, loss: 3.1132, grad_norm: 8.0072 2020-09-18 14:49:16,168 - mmaction - INFO - Epoch [14][1640/3520] lr: 5.000e-03, eta: 2 days, 22:51:48, time: 1.949, data_time: 0.199, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5448, loss_cls: 3.0616, loss: 3.0616, grad_norm: 7.6327 2020-09-18 14:49:54,728 - mmaction - INFO - Epoch [14][1660/3520] lr: 5.000e-03, eta: 2 days, 22:51:05, time: 1.928, data_time: 0.103, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5469, loss_cls: 3.0861, loss: 3.0861, grad_norm: 7.6888 2020-09-18 14:50:34,471 - mmaction - INFO - Epoch [14][1680/3520] lr: 5.000e-03, eta: 2 days, 22:50:26, time: 1.985, data_time: 0.151, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5188, loss_cls: 3.1823, loss: 3.1823, grad_norm: 7.9651 2020-09-18 14:51:15,060 - mmaction - INFO - Epoch [14][1700/3520] lr: 5.000e-03, eta: 2 days, 22:49:49, time: 2.032, data_time: 0.070, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.1417, loss: 3.1417, grad_norm: 7.9848 2020-09-18 14:51:53,818 - mmaction - INFO - Epoch [14][1720/3520] lr: 5.000e-03, eta: 2 days, 22:49:07, time: 1.938, data_time: 0.006, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5635, loss_cls: 3.0571, loss: 3.0571, grad_norm: 7.9311 2020-09-18 14:52:33,950 - mmaction - INFO - Epoch [14][1740/3520] lr: 5.000e-03, eta: 2 days, 22:48:28, time: 2.005, data_time: 1.032, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5656, loss_cls: 3.0789, loss: 3.0789, grad_norm: 7.8463 2020-09-18 14:53:12,812 - mmaction - INFO - Epoch [14][1760/3520] lr: 5.000e-03, eta: 2 days, 22:47:46, time: 1.944, data_time: 0.742, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5500, loss_cls: 3.1564, loss: 3.1564, grad_norm: 7.9111 2020-09-18 14:53:51,829 - mmaction - INFO - Epoch [14][1780/3520] lr: 5.000e-03, eta: 2 days, 22:47:05, time: 1.951, data_time: 0.032, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5510, loss_cls: 3.1513, loss: 3.1513, grad_norm: 7.9323 2020-09-18 14:54:29,728 - mmaction - INFO - Epoch [14][1800/3520] lr: 5.000e-03, eta: 2 days, 22:46:20, time: 1.893, data_time: 0.169, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5521, loss_cls: 3.0397, loss: 3.0397, grad_norm: 7.5426 2020-09-18 14:55:09,893 - mmaction - INFO - Epoch [14][1820/3520] lr: 5.000e-03, eta: 2 days, 22:45:42, time: 2.010, data_time: 1.192, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5573, loss_cls: 3.1823, loss: 3.1823, grad_norm: 7.8444 2020-09-18 14:55:49,002 - mmaction - INFO - Epoch [14][1840/3520] lr: 5.000e-03, eta: 2 days, 22:45:01, time: 1.955, data_time: 0.220, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5510, loss_cls: 3.1295, loss: 3.1295, grad_norm: 7.8473 2020-09-18 14:56:27,103 - mmaction - INFO - Epoch [14][1860/3520] lr: 5.000e-03, eta: 2 days, 22:44:17, time: 1.906, data_time: 0.839, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5708, loss_cls: 2.9995, loss: 2.9995, grad_norm: 7.5867 2020-09-18 14:57:07,067 - mmaction - INFO - Epoch [14][1880/3520] lr: 5.000e-03, eta: 2 days, 22:43:38, time: 1.995, data_time: 0.016, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5333, loss_cls: 3.2183, loss: 3.2183, grad_norm: 7.8827 2020-09-18 14:57:43,562 - mmaction - INFO - Epoch [14][1900/3520] lr: 5.000e-03, eta: 2 days, 22:42:50, time: 1.826, data_time: 0.006, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5771, loss_cls: 3.0871, loss: 3.0871, grad_norm: 8.0753 2020-09-18 14:58:24,740 - mmaction - INFO - Epoch [14][1920/3520] lr: 5.000e-03, eta: 2 days, 22:42:14, time: 2.057, data_time: 0.072, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5573, loss_cls: 3.1799, loss: 3.1799, grad_norm: 8.0765 2020-09-18 14:59:02,540 - mmaction - INFO - Epoch [14][1940/3520] lr: 5.000e-03, eta: 2 days, 22:41:29, time: 1.895, data_time: 0.007, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.1625, loss: 3.1625, grad_norm: 7.8167 2020-09-18 14:59:42,574 - mmaction - INFO - Epoch [14][1960/3520] lr: 5.000e-03, eta: 2 days, 22:40:51, time: 1.998, data_time: 0.021, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5531, loss_cls: 3.1100, loss: 3.1100, grad_norm: 7.8814 2020-09-18 15:00:30,820 - mmaction - INFO - Epoch [14][1980/3520] lr: 5.000e-03, eta: 2 days, 22:40:33, time: 2.398, data_time: 0.242, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5667, loss_cls: 3.1126, loss: 3.1126, grad_norm: 8.0689 2020-09-18 15:01:09,885 - mmaction - INFO - Epoch [14][2000/3520] lr: 5.000e-03, eta: 2 days, 22:39:53, time: 1.971, data_time: 0.399, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5469, loss_cls: 3.1475, loss: 3.1475, grad_norm: 7.8389 2020-09-18 15:01:51,352 - mmaction - INFO - Epoch [14][2020/3520] lr: 5.000e-03, eta: 2 days, 22:39:18, time: 2.072, data_time: 0.123, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1296, loss: 3.1296, grad_norm: 7.8096 2020-09-18 15:02:30,446 - mmaction - INFO - Epoch [14][2040/3520] lr: 5.000e-03, eta: 2 days, 22:38:37, time: 1.956, data_time: 1.097, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5406, loss_cls: 3.2183, loss: 3.2183, grad_norm: 7.9557 2020-09-18 15:03:08,903 - mmaction - INFO - Epoch [14][2060/3520] lr: 5.000e-03, eta: 2 days, 22:37:54, time: 1.920, data_time: 0.212, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5490, loss_cls: 3.1407, loss: 3.1407, grad_norm: 7.7864 2020-09-18 15:03:49,240 - mmaction - INFO - Epoch [14][2080/3520] lr: 5.000e-03, eta: 2 days, 22:37:16, time: 2.019, data_time: 0.069, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.1772, loss: 3.1772, grad_norm: 8.3354 2020-09-18 15:04:26,393 - mmaction - INFO - Epoch [14][2100/3520] lr: 5.000e-03, eta: 2 days, 22:36:29, time: 1.858, data_time: 0.688, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5469, loss_cls: 3.2087, loss: 3.2087, grad_norm: 8.1409 2020-09-18 15:05:06,172 - mmaction - INFO - Epoch [14][2120/3520] lr: 5.000e-03, eta: 2 days, 22:35:50, time: 1.988, data_time: 0.492, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5187, loss_cls: 3.2358, loss: 3.2358, grad_norm: 8.0112 2020-09-18 15:05:45,394 - mmaction - INFO - Epoch [14][2140/3520] lr: 5.000e-03, eta: 2 days, 22:35:09, time: 1.962, data_time: 0.007, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5708, loss_cls: 3.0681, loss: 3.0681, grad_norm: 7.5093 2020-09-18 15:06:23,853 - mmaction - INFO - Epoch [14][2160/3520] lr: 5.000e-03, eta: 2 days, 22:34:26, time: 1.923, data_time: 0.150, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5323, loss_cls: 3.1609, loss: 3.1609, grad_norm: 8.1388 2020-09-18 15:07:03,098 - mmaction - INFO - Epoch [14][2180/3520] lr: 5.000e-03, eta: 2 days, 22:33:45, time: 1.959, data_time: 0.164, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5302, loss_cls: 3.1761, loss: 3.1761, grad_norm: 7.9349 2020-09-18 15:07:41,778 - mmaction - INFO - Epoch [14][2200/3520] lr: 5.000e-03, eta: 2 days, 22:33:03, time: 1.936, data_time: 0.339, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5198, loss_cls: 3.2815, loss: 3.2815, grad_norm: 8.1270 2020-09-18 15:08:20,929 - mmaction - INFO - Epoch [14][2220/3520] lr: 5.000e-03, eta: 2 days, 22:32:22, time: 1.955, data_time: 0.005, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5344, loss_cls: 3.2206, loss: 3.2206, grad_norm: 8.1228 2020-09-18 15:09:00,141 - mmaction - INFO - Epoch [14][2240/3520] lr: 5.000e-03, eta: 2 days, 22:31:41, time: 1.962, data_time: 0.178, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5573, loss_cls: 3.0937, loss: 3.0937, grad_norm: 7.8964 2020-09-18 15:09:39,019 - mmaction - INFO - Epoch [14][2260/3520] lr: 5.000e-03, eta: 2 days, 22:30:59, time: 1.945, data_time: 0.007, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5729, loss_cls: 3.0891, loss: 3.0891, grad_norm: 7.8097 2020-09-18 15:10:16,914 - mmaction - INFO - Epoch [14][2280/3520] lr: 5.000e-03, eta: 2 days, 22:30:15, time: 1.895, data_time: 0.627, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5323, loss_cls: 3.1169, loss: 3.1169, grad_norm: 7.6927 2020-09-18 15:10:56,004 - mmaction - INFO - Epoch [14][2300/3520] lr: 5.000e-03, eta: 2 days, 22:29:34, time: 1.954, data_time: 0.984, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5448, loss_cls: 3.1435, loss: 3.1435, grad_norm: 7.8464 2020-09-18 15:11:34,301 - mmaction - INFO - Epoch [14][2320/3520] lr: 5.000e-03, eta: 2 days, 22:28:50, time: 1.915, data_time: 0.040, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5490, loss_cls: 3.1648, loss: 3.1648, grad_norm: 7.8450 2020-09-18 15:12:14,843 - mmaction - INFO - Epoch [14][2340/3520] lr: 5.000e-03, eta: 2 days, 22:28:13, time: 2.024, data_time: 0.006, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5552, loss_cls: 3.1328, loss: 3.1328, grad_norm: 7.6450 2020-09-18 15:12:54,958 - mmaction - INFO - Epoch [14][2360/3520] lr: 5.000e-03, eta: 2 days, 22:27:34, time: 2.007, data_time: 0.161, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5698, loss_cls: 3.1117, loss: 3.1117, grad_norm: 7.8708 2020-09-18 15:13:34,636 - mmaction - INFO - Epoch [14][2380/3520] lr: 5.000e-03, eta: 2 days, 22:26:55, time: 1.981, data_time: 1.271, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.1320, loss: 3.1320, grad_norm: 7.7881 2020-09-18 15:14:14,631 - mmaction - INFO - Epoch [14][2400/3520] lr: 5.000e-03, eta: 2 days, 22:26:16, time: 2.002, data_time: 0.614, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5927, loss_cls: 3.0028, loss: 3.0028, grad_norm: 7.7384 2020-09-18 15:14:50,448 - mmaction - INFO - Epoch [14][2420/3520] lr: 5.000e-03, eta: 2 days, 22:25:26, time: 1.791, data_time: 0.183, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5427, loss_cls: 3.1687, loss: 3.1687, grad_norm: 7.7664 2020-09-18 15:15:29,182 - mmaction - INFO - Epoch [14][2440/3520] lr: 5.000e-03, eta: 2 days, 22:24:44, time: 1.937, data_time: 0.479, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5437, loss_cls: 3.1905, loss: 3.1905, grad_norm: 7.9661 2020-09-18 15:16:07,823 - mmaction - INFO - Epoch [14][2460/3520] lr: 5.000e-03, eta: 2 days, 22:24:02, time: 1.931, data_time: 0.325, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5479, loss_cls: 3.1643, loss: 3.1643, grad_norm: 7.9441 2020-09-18 15:16:46,923 - mmaction - INFO - Epoch [14][2480/3520] lr: 5.000e-03, eta: 2 days, 22:23:20, time: 1.954, data_time: 0.373, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5438, loss_cls: 3.1276, loss: 3.1276, grad_norm: 7.7816 2020-09-18 15:17:26,347 - mmaction - INFO - Epoch [14][2500/3520] lr: 5.000e-03, eta: 2 days, 22:22:40, time: 1.969, data_time: 0.030, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5500, loss_cls: 3.0871, loss: 3.0871, grad_norm: 7.8444 2020-09-18 15:18:03,940 - mmaction - INFO - Epoch [14][2520/3520] lr: 5.000e-03, eta: 2 days, 22:21:55, time: 1.883, data_time: 0.123, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5615, loss_cls: 3.1252, loss: 3.1252, grad_norm: 7.6953 2020-09-18 15:18:43,589 - mmaction - INFO - Epoch [14][2540/3520] lr: 5.000e-03, eta: 2 days, 22:21:15, time: 1.979, data_time: 0.533, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5552, loss_cls: 3.1476, loss: 3.1476, grad_norm: 7.9355 2020-09-18 15:19:23,044 - mmaction - INFO - Epoch [14][2560/3520] lr: 5.000e-03, eta: 2 days, 22:20:35, time: 1.975, data_time: 0.747, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5385, loss_cls: 3.1445, loss: 3.1445, grad_norm: 8.0586 2020-09-18 15:20:02,270 - mmaction - INFO - Epoch [14][2580/3520] lr: 5.000e-03, eta: 2 days, 22:19:54, time: 1.949, data_time: 1.094, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5583, loss_cls: 3.0801, loss: 3.0801, grad_norm: 7.9162 2020-09-18 15:20:41,938 - mmaction - INFO - Epoch [14][2600/3520] lr: 5.000e-03, eta: 2 days, 22:19:15, time: 1.996, data_time: 0.662, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5323, loss_cls: 3.2146, loss: 3.2146, grad_norm: 7.8946 2020-09-18 15:21:19,963 - mmaction - INFO - Epoch [14][2620/3520] lr: 5.000e-03, eta: 2 days, 22:18:31, time: 1.901, data_time: 0.211, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5271, loss_cls: 3.2563, loss: 3.2563, grad_norm: 7.8033 2020-09-18 15:21:59,988 - mmaction - INFO - Epoch [14][2640/3520] lr: 5.000e-03, eta: 2 days, 22:17:52, time: 2.002, data_time: 0.030, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5594, loss_cls: 3.1239, loss: 3.1239, grad_norm: 7.6689 2020-09-18 15:22:39,392 - mmaction - INFO - Epoch [14][2660/3520] lr: 5.000e-03, eta: 2 days, 22:17:11, time: 1.964, data_time: 0.223, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5583, loss_cls: 3.1238, loss: 3.1238, grad_norm: 7.7765 2020-09-18 15:23:18,109 - mmaction - INFO - Epoch [14][2680/3520] lr: 5.000e-03, eta: 2 days, 22:16:29, time: 1.941, data_time: 0.169, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5479, loss_cls: 3.2225, loss: 3.2225, grad_norm: 8.1802 2020-09-18 15:23:57,019 - mmaction - INFO - Epoch [14][2700/3520] lr: 5.000e-03, eta: 2 days, 22:15:48, time: 1.945, data_time: 0.279, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5229, loss_cls: 3.2008, loss: 3.2008, grad_norm: 7.7173 2020-09-18 15:24:35,339 - mmaction - INFO - Epoch [14][2720/3520] lr: 5.000e-03, eta: 2 days, 22:15:04, time: 1.915, data_time: 0.914, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5344, loss_cls: 3.2031, loss: 3.2031, grad_norm: 7.9224 2020-09-18 15:25:16,553 - mmaction - INFO - Epoch [14][2740/3520] lr: 5.000e-03, eta: 2 days, 22:14:29, time: 2.063, data_time: 0.016, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5458, loss_cls: 3.1599, loss: 3.1599, grad_norm: 8.1516 2020-09-18 15:25:54,659 - mmaction - INFO - Epoch [14][2760/3520] lr: 5.000e-03, eta: 2 days, 22:13:45, time: 1.903, data_time: 0.040, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5698, loss_cls: 3.0594, loss: 3.0594, grad_norm: 7.6478 2020-09-18 15:26:32,576 - mmaction - INFO - Epoch [14][2780/3520] lr: 5.000e-03, eta: 2 days, 22:13:01, time: 1.898, data_time: 0.125, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5521, loss_cls: 3.1321, loss: 3.1321, grad_norm: 7.8348 2020-09-18 15:27:13,467 - mmaction - INFO - Epoch [14][2800/3520] lr: 5.000e-03, eta: 2 days, 22:12:24, time: 2.041, data_time: 0.147, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5656, loss_cls: 3.0963, loss: 3.0963, grad_norm: 7.7940 2020-09-18 15:27:50,716 - mmaction - INFO - Epoch [14][2820/3520] lr: 5.000e-03, eta: 2 days, 22:11:38, time: 1.866, data_time: 0.068, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5490, loss_cls: 3.1158, loss: 3.1158, grad_norm: 7.8010 2020-09-18 15:28:31,427 - mmaction - INFO - Epoch [14][2840/3520] lr: 5.000e-03, eta: 2 days, 22:11:01, time: 2.033, data_time: 0.383, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5625, loss_cls: 3.1154, loss: 3.1154, grad_norm: 7.9069 2020-09-18 15:29:10,194 - mmaction - INFO - Epoch [14][2860/3520] lr: 5.000e-03, eta: 2 days, 22:10:19, time: 1.941, data_time: 0.982, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5417, loss_cls: 3.1114, loss: 3.1114, grad_norm: 8.0318 2020-09-18 15:29:50,395 - mmaction - INFO - Epoch [14][2880/3520] lr: 5.000e-03, eta: 2 days, 22:09:41, time: 2.005, data_time: 0.704, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5635, loss_cls: 3.1087, loss: 3.1087, grad_norm: 7.8941 2020-09-18 15:30:31,319 - mmaction - INFO - Epoch [14][2900/3520] lr: 5.000e-03, eta: 2 days, 22:09:05, time: 2.051, data_time: 0.077, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5115, loss_cls: 3.2186, loss: 3.2186, grad_norm: 7.8664 2020-09-18 15:31:11,413 - mmaction - INFO - Epoch [14][2920/3520] lr: 5.000e-03, eta: 2 days, 22:08:26, time: 2.001, data_time: 0.192, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5469, loss_cls: 3.1394, loss: 3.1394, grad_norm: 7.9225 2020-09-18 15:31:50,477 - mmaction - INFO - Epoch [14][2940/3520] lr: 5.000e-03, eta: 2 days, 22:07:45, time: 1.957, data_time: 0.092, memory: 8337, top1_acc: 0.2542, top5_acc: 0.5271, loss_cls: 3.2784, loss: 3.2784, grad_norm: 7.9762 2020-09-18 15:32:30,298 - mmaction - INFO - Epoch [14][2960/3520] lr: 5.000e-03, eta: 2 days, 22:07:05, time: 1.985, data_time: 0.099, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5729, loss_cls: 3.1311, loss: 3.1311, grad_norm: 8.0725 2020-09-18 15:33:10,750 - mmaction - INFO - Epoch [14][2980/3520] lr: 5.000e-03, eta: 2 days, 22:06:28, time: 2.029, data_time: 0.288, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5573, loss_cls: 3.1160, loss: 3.1160, grad_norm: 8.1426 2020-09-18 15:33:49,951 - mmaction - INFO - Epoch [14][3000/3520] lr: 5.000e-03, eta: 2 days, 22:05:47, time: 1.954, data_time: 0.093, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5688, loss_cls: 3.0407, loss: 3.0407, grad_norm: 8.0303 2020-09-18 15:34:29,314 - mmaction - INFO - Epoch [14][3020/3520] lr: 5.000e-03, eta: 2 days, 22:05:07, time: 1.974, data_time: 0.010, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5177, loss_cls: 3.2288, loss: 3.2288, grad_norm: 8.0257 2020-09-18 15:35:08,365 - mmaction - INFO - Epoch [14][3040/3520] lr: 5.000e-03, eta: 2 days, 22:04:26, time: 1.953, data_time: 0.383, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5562, loss_cls: 3.0825, loss: 3.0825, grad_norm: 7.6517 2020-09-18 15:35:46,297 - mmaction - INFO - Epoch [14][3060/3520] lr: 5.000e-03, eta: 2 days, 22:03:41, time: 1.897, data_time: 1.132, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5479, loss_cls: 3.1145, loss: 3.1145, grad_norm: 7.8557 2020-09-18 15:36:26,706 - mmaction - INFO - Epoch [14][3080/3520] lr: 5.000e-03, eta: 2 days, 22:03:04, time: 2.018, data_time: 0.194, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5604, loss_cls: 3.0722, loss: 3.0722, grad_norm: 7.7945 2020-09-18 15:37:06,575 - mmaction - INFO - Epoch [14][3100/3520] lr: 5.000e-03, eta: 2 days, 22:02:25, time: 1.996, data_time: 0.551, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5562, loss_cls: 3.0883, loss: 3.0883, grad_norm: 7.5096 2020-09-18 15:37:46,173 - mmaction - INFO - Epoch [14][3120/3520] lr: 5.000e-03, eta: 2 days, 22:01:44, time: 1.976, data_time: 0.362, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5865, loss_cls: 3.0310, loss: 3.0310, grad_norm: 7.8737 2020-09-18 15:38:24,416 - mmaction - INFO - Epoch [14][3140/3520] lr: 5.000e-03, eta: 2 days, 22:01:01, time: 1.915, data_time: 1.072, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5573, loss_cls: 3.0630, loss: 3.0630, grad_norm: 7.9243 2020-09-18 15:39:04,553 - mmaction - INFO - Epoch [14][3160/3520] lr: 5.000e-03, eta: 2 days, 22:00:23, time: 2.006, data_time: 1.050, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5573, loss_cls: 3.1302, loss: 3.1302, grad_norm: 8.1036 2020-09-18 15:39:43,656 - mmaction - INFO - Epoch [14][3180/3520] lr: 5.000e-03, eta: 2 days, 21:59:42, time: 1.957, data_time: 0.054, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5521, loss_cls: 3.1239, loss: 3.1239, grad_norm: 8.2076 2020-09-18 15:40:21,187 - mmaction - INFO - Epoch [14][3200/3520] lr: 5.000e-03, eta: 2 days, 21:58:57, time: 1.875, data_time: 0.293, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5708, loss_cls: 3.1242, loss: 3.1242, grad_norm: 8.0753 2020-09-18 15:41:03,076 - mmaction - INFO - Epoch [14][3220/3520] lr: 5.000e-03, eta: 2 days, 21:58:23, time: 2.096, data_time: 0.729, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5323, loss_cls: 3.1445, loss: 3.1445, grad_norm: 7.9864 2020-09-18 15:41:42,529 - mmaction - INFO - Epoch [14][3240/3520] lr: 5.000e-03, eta: 2 days, 21:57:42, time: 1.970, data_time: 0.947, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5365, loss_cls: 3.1285, loss: 3.1285, grad_norm: 7.9361 2020-09-18 15:42:19,861 - mmaction - INFO - Epoch [14][3260/3520] lr: 5.000e-03, eta: 2 days, 21:56:57, time: 1.870, data_time: 0.140, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5635, loss_cls: 3.0248, loss: 3.0248, grad_norm: 7.7322 2020-09-18 15:43:01,118 - mmaction - INFO - Epoch [14][3280/3520] lr: 5.000e-03, eta: 2 days, 21:56:21, time: 2.060, data_time: 0.281, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5531, loss_cls: 3.1061, loss: 3.1061, grad_norm: 8.1197 2020-09-18 15:43:40,747 - mmaction - INFO - Epoch [14][3300/3520] lr: 5.000e-03, eta: 2 days, 21:55:41, time: 1.980, data_time: 0.016, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5740, loss_cls: 3.0823, loss: 3.0823, grad_norm: 7.7425 2020-09-18 15:44:19,612 - mmaction - INFO - Epoch [14][3320/3520] lr: 5.000e-03, eta: 2 days, 21:55:00, time: 1.947, data_time: 0.052, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5469, loss_cls: 3.1229, loss: 3.1229, grad_norm: 7.8263 2020-09-18 15:44:59,480 - mmaction - INFO - Epoch [14][3340/3520] lr: 5.000e-03, eta: 2 days, 21:54:21, time: 1.992, data_time: 0.052, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5521, loss_cls: 3.1198, loss: 3.1198, grad_norm: 7.9414 2020-09-18 15:45:40,193 - mmaction - INFO - Epoch [14][3360/3520] lr: 5.000e-03, eta: 2 days, 21:53:44, time: 2.034, data_time: 0.818, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5510, loss_cls: 3.1791, loss: 3.1791, grad_norm: 8.4552 2020-09-18 15:46:18,580 - mmaction - INFO - Epoch [14][3380/3520] lr: 5.000e-03, eta: 2 days, 21:53:01, time: 1.920, data_time: 1.280, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5229, loss_cls: 3.2800, loss: 3.2800, grad_norm: 7.9652 2020-09-18 15:46:58,008 - mmaction - INFO - Epoch [14][3400/3520] lr: 5.000e-03, eta: 2 days, 21:52:20, time: 1.973, data_time: 0.372, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5427, loss_cls: 3.1810, loss: 3.1810, grad_norm: 8.0596 2020-09-18 15:47:38,132 - mmaction - INFO - Epoch [14][3420/3520] lr: 5.000e-03, eta: 2 days, 21:51:42, time: 2.006, data_time: 0.911, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5573, loss_cls: 3.0767, loss: 3.0767, grad_norm: 7.6124 2020-09-18 15:48:17,069 - mmaction - INFO - Epoch [14][3440/3520] lr: 5.000e-03, eta: 2 days, 21:51:00, time: 1.946, data_time: 0.469, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5708, loss_cls: 3.0716, loss: 3.0716, grad_norm: 7.9003 2020-09-18 15:48:56,829 - mmaction - INFO - Epoch [14][3460/3520] lr: 5.000e-03, eta: 2 days, 21:50:21, time: 1.985, data_time: 0.450, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5740, loss_cls: 3.0094, loss: 3.0094, grad_norm: 7.8136 2020-09-18 15:49:35,086 - mmaction - INFO - Epoch [14][3480/3520] lr: 5.000e-03, eta: 2 days, 21:49:38, time: 1.917, data_time: 0.102, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5458, loss_cls: 3.1804, loss: 3.1804, grad_norm: 8.0656 2020-09-18 15:50:13,039 - mmaction - INFO - Epoch [14][3500/3520] lr: 5.000e-03, eta: 2 days, 21:48:53, time: 1.893, data_time: 0.007, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5698, loss_cls: 3.0281, loss: 3.0281, grad_norm: 7.8500 2020-09-18 15:50:49,529 - mmaction - INFO - Epoch [14][3520/3520] lr: 5.000e-03, eta: 2 days, 21:48:06, time: 1.829, data_time: 0.945, memory: 8337, top1_acc: 0.2696, top5_acc: 0.5402, loss_cls: 3.1636, loss: 3.1636, grad_norm: 7.9304 2020-09-18 15:51:10,318 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-18 16:07:24,714 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-18 16:07:25,329 - mmaction - INFO - top1_acc 0.1989 top5_acc 0.4495 2020-09-18 16:07:25,330 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-18 16:07:25,514 - mmaction - INFO - mean_acc 0.1345 2020-09-18 16:07:25,526 - mmaction - INFO - Now best checkpoint is epoch_14.pth 2020-09-18 16:07:25,635 - mmaction - INFO - Epoch(val) [14][3520] top1_acc: 0.1989, top5_acc: 0.4495, mean_class_accuracy: 0.1345 2020-09-18 16:09:51,753 - mmaction - INFO - Epoch [15][20/3520] lr: 5.000e-03, eta: 2 days, 21:51:59, time: 7.294, data_time: 6.064, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5719, loss_cls: 3.0304, loss: 3.0304, grad_norm: 7.7727 2020-09-18 16:10:27,541 - mmaction - INFO - Epoch [15][40/3520] lr: 5.000e-03, eta: 2 days, 21:51:10, time: 1.795, data_time: 0.111, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5646, loss_cls: 3.0977, loss: 3.0977, grad_norm: 7.7791 2020-09-18 16:11:06,779 - mmaction - INFO - Epoch [15][60/3520] lr: 5.000e-03, eta: 2 days, 21:50:29, time: 1.966, data_time: 0.217, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5719, loss_cls: 3.0510, loss: 3.0510, grad_norm: 7.7384 2020-09-18 16:11:45,839 - mmaction - INFO - Epoch [15][80/3520] lr: 5.000e-03, eta: 2 days, 21:49:48, time: 1.951, data_time: 0.004, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5896, loss_cls: 2.9973, loss: 2.9973, grad_norm: 7.7874 2020-09-18 16:12:24,595 - mmaction - INFO - Epoch [15][100/3520] lr: 5.000e-03, eta: 2 days, 21:49:06, time: 1.940, data_time: 0.022, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5688, loss_cls: 3.0734, loss: 3.0734, grad_norm: 7.7349 2020-09-18 16:13:05,717 - mmaction - INFO - Epoch [15][120/3520] lr: 5.000e-03, eta: 2 days, 21:48:30, time: 2.055, data_time: 0.004, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5448, loss_cls: 3.1097, loss: 3.1097, grad_norm: 8.0223 2020-09-18 16:13:45,508 - mmaction - INFO - Epoch [15][140/3520] lr: 5.000e-03, eta: 2 days, 21:47:50, time: 1.990, data_time: 0.095, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5583, loss_cls: 3.1202, loss: 3.1202, grad_norm: 7.9480 2020-09-18 16:14:24,726 - mmaction - INFO - Epoch [15][160/3520] lr: 5.000e-03, eta: 2 days, 21:47:09, time: 1.961, data_time: 0.131, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5531, loss_cls: 3.0711, loss: 3.0711, grad_norm: 8.0305 2020-09-18 16:15:04,930 - mmaction - INFO - Epoch [15][180/3520] lr: 5.000e-03, eta: 2 days, 21:46:31, time: 2.010, data_time: 0.060, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5438, loss_cls: 3.0707, loss: 3.0707, grad_norm: 7.9291 2020-09-18 16:15:44,739 - mmaction - INFO - Epoch [15][200/3520] lr: 5.000e-03, eta: 2 days, 21:45:51, time: 1.991, data_time: 0.016, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5573, loss_cls: 3.0481, loss: 3.0481, grad_norm: 7.9418 2020-09-18 16:16:24,812 - mmaction - INFO - Epoch [15][220/3520] lr: 5.000e-03, eta: 2 days, 21:45:13, time: 2.004, data_time: 0.596, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5552, loss_cls: 3.1243, loss: 3.1243, grad_norm: 7.8615 2020-09-18 16:17:05,014 - mmaction - INFO - Epoch [15][240/3520] lr: 5.000e-03, eta: 2 days, 21:44:34, time: 2.009, data_time: 0.473, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5500, loss_cls: 3.1427, loss: 3.1427, grad_norm: 8.0901 2020-09-18 16:17:44,555 - mmaction - INFO - Epoch [15][260/3520] lr: 5.000e-03, eta: 2 days, 21:43:54, time: 1.976, data_time: 0.919, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5500, loss_cls: 3.1748, loss: 3.1748, grad_norm: 7.9936 2020-09-18 16:18:22,764 - mmaction - INFO - Epoch [15][280/3520] lr: 5.000e-03, eta: 2 days, 21:43:11, time: 1.913, data_time: 0.823, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5688, loss_cls: 3.0869, loss: 3.0869, grad_norm: 7.5315 2020-09-18 16:19:01,427 - mmaction - INFO - Epoch [15][300/3520] lr: 5.000e-03, eta: 2 days, 21:42:28, time: 1.932, data_time: 0.035, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5573, loss_cls: 3.1466, loss: 3.1466, grad_norm: 7.8383 2020-09-18 16:19:42,244 - mmaction - INFO - Epoch [15][320/3520] lr: 5.000e-03, eta: 2 days, 21:41:51, time: 2.042, data_time: 0.066, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5656, loss_cls: 3.0531, loss: 3.0531, grad_norm: 7.7450 2020-09-18 16:20:20,347 - mmaction - INFO - Epoch [15][340/3520] lr: 5.000e-03, eta: 2 days, 21:41:08, time: 1.905, data_time: 0.005, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5708, loss_cls: 3.0529, loss: 3.0529, grad_norm: 7.8336 2020-09-18 16:20:59,640 - mmaction - INFO - Epoch [15][360/3520] lr: 5.000e-03, eta: 2 days, 21:40:27, time: 1.965, data_time: 0.014, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5760, loss_cls: 3.0633, loss: 3.0633, grad_norm: 7.8531 2020-09-18 16:21:38,114 - mmaction - INFO - Epoch [15][380/3520] lr: 5.000e-03, eta: 2 days, 21:39:44, time: 1.924, data_time: 0.139, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5562, loss_cls: 3.1535, loss: 3.1535, grad_norm: 7.8160 2020-09-18 16:22:17,004 - mmaction - INFO - Epoch [15][400/3520] lr: 5.000e-03, eta: 2 days, 21:39:02, time: 1.944, data_time: 0.395, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5698, loss_cls: 3.0767, loss: 3.0767, grad_norm: 7.8251 2020-09-18 16:22:58,304 - mmaction - INFO - Epoch [15][420/3520] lr: 5.000e-03, eta: 2 days, 21:38:27, time: 2.064, data_time: 0.072, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5521, loss_cls: 3.1169, loss: 3.1169, grad_norm: 8.0676 2020-09-18 16:23:37,671 - mmaction - INFO - Epoch [15][440/3520] lr: 5.000e-03, eta: 2 days, 21:37:46, time: 1.969, data_time: 0.490, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5417, loss_cls: 3.1604, loss: 3.1604, grad_norm: 7.9807 2020-09-18 16:24:17,516 - mmaction - INFO - Epoch [15][460/3520] lr: 5.000e-03, eta: 2 days, 21:37:07, time: 1.992, data_time: 0.032, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5573, loss_cls: 3.1118, loss: 3.1118, grad_norm: 8.1276 2020-09-18 16:24:56,719 - mmaction - INFO - Epoch [15][480/3520] lr: 5.000e-03, eta: 2 days, 21:36:26, time: 1.960, data_time: 0.025, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.1306, loss: 3.1306, grad_norm: 7.9162 2020-09-18 16:25:37,020 - mmaction - INFO - Epoch [15][500/3520] lr: 5.000e-03, eta: 2 days, 21:35:48, time: 2.016, data_time: 0.358, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5698, loss_cls: 2.9941, loss: 2.9941, grad_norm: 7.8876 2020-09-18 16:26:15,321 - mmaction - INFO - Epoch [15][520/3520] lr: 5.000e-03, eta: 2 days, 21:35:04, time: 1.914, data_time: 0.144, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5615, loss_cls: 3.0922, loss: 3.0922, grad_norm: 7.9445 2020-09-18 16:26:56,177 - mmaction - INFO - Epoch [15][540/3520] lr: 5.000e-03, eta: 2 days, 21:34:28, time: 2.043, data_time: 0.003, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5417, loss_cls: 3.1360, loss: 3.1360, grad_norm: 8.0303 2020-09-18 16:27:34,319 - mmaction - INFO - Epoch [15][560/3520] lr: 5.000e-03, eta: 2 days, 21:33:44, time: 1.907, data_time: 0.024, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5448, loss_cls: 3.1905, loss: 3.1905, grad_norm: 8.1322 2020-09-18 16:28:13,288 - mmaction - INFO - Epoch [15][580/3520] lr: 5.000e-03, eta: 2 days, 21:33:02, time: 1.948, data_time: 0.249, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5656, loss_cls: 3.0833, loss: 3.0833, grad_norm: 7.8427 2020-09-18 16:28:53,357 - mmaction - INFO - Epoch [15][600/3520] lr: 5.000e-03, eta: 2 days, 21:32:24, time: 2.003, data_time: 0.300, memory: 8337, top1_acc: 0.2302, top5_acc: 0.5365, loss_cls: 3.1868, loss: 3.1868, grad_norm: 8.4249 2020-09-18 16:29:29,940 - mmaction - INFO - Epoch [15][620/3520] lr: 5.000e-03, eta: 2 days, 21:31:36, time: 1.830, data_time: 0.005, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5635, loss_cls: 3.1095, loss: 3.1095, grad_norm: 8.0760 2020-09-18 16:30:08,648 - mmaction - INFO - Epoch [15][640/3520] lr: 5.000e-03, eta: 2 days, 21:30:54, time: 1.935, data_time: 0.393, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5625, loss_cls: 3.0507, loss: 3.0507, grad_norm: 7.8265 2020-09-18 16:30:49,373 - mmaction - INFO - Epoch [15][660/3520] lr: 5.000e-03, eta: 2 days, 21:30:17, time: 2.037, data_time: 0.354, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5771, loss_cls: 3.0287, loss: 3.0287, grad_norm: 7.7194 2020-09-18 16:31:28,355 - mmaction - INFO - Epoch [15][680/3520] lr: 5.000e-03, eta: 2 days, 21:29:35, time: 1.949, data_time: 0.121, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5792, loss_cls: 3.0447, loss: 3.0447, grad_norm: 8.0207 2020-09-18 16:32:05,555 - mmaction - INFO - Epoch [15][700/3520] lr: 5.000e-03, eta: 2 days, 21:28:49, time: 1.860, data_time: 0.068, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5625, loss_cls: 3.0841, loss: 3.0841, grad_norm: 8.0292 2020-09-18 16:32:46,577 - mmaction - INFO - Epoch [15][720/3520] lr: 5.000e-03, eta: 2 days, 21:28:13, time: 2.051, data_time: 0.336, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5573, loss_cls: 3.0725, loss: 3.0725, grad_norm: 7.9382 2020-09-18 16:33:25,895 - mmaction - INFO - Epoch [15][740/3520] lr: 5.000e-03, eta: 2 days, 21:27:32, time: 1.966, data_time: 0.008, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5385, loss_cls: 3.1719, loss: 3.1719, grad_norm: 7.9907 2020-09-18 16:34:04,747 - mmaction - INFO - Epoch [15][760/3520] lr: 5.000e-03, eta: 2 days, 21:26:50, time: 1.944, data_time: 0.651, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5500, loss_cls: 3.0991, loss: 3.0991, grad_norm: 7.9583 2020-09-18 16:34:43,368 - mmaction - INFO - Epoch [15][780/3520] lr: 5.000e-03, eta: 2 days, 21:26:08, time: 1.927, data_time: 0.018, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5708, loss_cls: 3.0853, loss: 3.0853, grad_norm: 7.7365 2020-09-18 16:35:22,976 - mmaction - INFO - Epoch [15][800/3520] lr: 5.000e-03, eta: 2 days, 21:25:26, time: 1.943, data_time: 0.083, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5427, loss_cls: 3.1695, loss: 3.1695, grad_norm: 7.9985 2020-09-18 16:36:01,007 - mmaction - INFO - Epoch [15][820/3520] lr: 5.000e-03, eta: 2 days, 21:24:44, time: 1.943, data_time: 0.411, memory: 8337, top1_acc: 0.2656, top5_acc: 0.5406, loss_cls: 3.1720, loss: 3.1720, grad_norm: 8.1372 2020-09-18 16:36:40,861 - mmaction - INFO - Epoch [15][840/3520] lr: 5.000e-03, eta: 2 days, 21:24:05, time: 1.993, data_time: 0.033, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5510, loss_cls: 3.1028, loss: 3.1028, grad_norm: 7.7267 2020-09-18 16:37:18,708 - mmaction - INFO - Epoch [15][860/3520] lr: 5.000e-03, eta: 2 days, 21:23:20, time: 1.891, data_time: 0.010, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5271, loss_cls: 3.1498, loss: 3.1498, grad_norm: 8.1799 2020-09-18 16:37:57,634 - mmaction - INFO - Epoch [15][880/3520] lr: 5.000e-03, eta: 2 days, 21:22:39, time: 1.947, data_time: 0.950, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5656, loss_cls: 3.1031, loss: 3.1031, grad_norm: 8.0438 2020-09-18 16:38:36,882 - mmaction - INFO - Epoch [15][900/3520] lr: 5.000e-03, eta: 2 days, 21:21:58, time: 1.963, data_time: 0.135, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5354, loss_cls: 3.1648, loss: 3.1648, grad_norm: 8.1350 2020-09-18 16:39:16,113 - mmaction - INFO - Epoch [15][920/3520] lr: 5.000e-03, eta: 2 days, 21:21:17, time: 1.962, data_time: 0.795, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5708, loss_cls: 3.0551, loss: 3.0551, grad_norm: 7.6804 2020-09-18 16:39:54,863 - mmaction - INFO - Epoch [15][940/3520] lr: 5.000e-03, eta: 2 days, 21:20:35, time: 1.937, data_time: 0.346, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5948, loss_cls: 2.9836, loss: 2.9836, grad_norm: 7.7720 2020-09-18 16:40:36,606 - mmaction - INFO - Epoch [15][960/3520] lr: 5.000e-03, eta: 2 days, 21:20:01, time: 2.087, data_time: 0.592, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5688, loss_cls: 3.0789, loss: 3.0789, grad_norm: 7.9957 2020-09-18 16:41:15,975 - mmaction - INFO - Epoch [15][980/3520] lr: 5.000e-03, eta: 2 days, 21:19:20, time: 1.968, data_time: 0.951, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5604, loss_cls: 3.1182, loss: 3.1182, grad_norm: 8.1658 2020-09-18 16:41:55,684 - mmaction - INFO - Epoch [15][1000/3520] lr: 5.000e-03, eta: 2 days, 21:18:40, time: 1.985, data_time: 0.087, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5458, loss_cls: 3.1034, loss: 3.1034, grad_norm: 7.8872 2020-09-18 16:42:35,461 - mmaction - INFO - Epoch [15][1020/3520] lr: 5.000e-03, eta: 2 days, 21:18:01, time: 1.990, data_time: 0.039, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5635, loss_cls: 3.0793, loss: 3.0793, grad_norm: 7.8964 2020-09-18 16:43:14,077 - mmaction - INFO - Epoch [15][1040/3520] lr: 5.000e-03, eta: 2 days, 21:17:19, time: 1.931, data_time: 0.080, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5531, loss_cls: 3.0939, loss: 3.0939, grad_norm: 7.7444 2020-09-18 16:43:53,524 - mmaction - INFO - Epoch [15][1060/3520] lr: 5.000e-03, eta: 2 days, 21:16:38, time: 1.972, data_time: 0.102, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5542, loss_cls: 3.0623, loss: 3.0623, grad_norm: 8.0773 2020-09-18 16:44:33,510 - mmaction - INFO - Epoch [15][1080/3520] lr: 5.000e-03, eta: 2 days, 21:15:59, time: 2.000, data_time: 0.004, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5531, loss_cls: 3.1288, loss: 3.1288, grad_norm: 7.9463 2020-09-18 16:45:12,004 - mmaction - INFO - Epoch [15][1100/3520] lr: 5.000e-03, eta: 2 days, 21:15:16, time: 1.922, data_time: 0.351, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5365, loss_cls: 3.1969, loss: 3.1969, grad_norm: 8.1276 2020-09-18 16:45:50,831 - mmaction - INFO - Epoch [15][1120/3520] lr: 5.000e-03, eta: 2 days, 21:14:35, time: 1.942, data_time: 0.391, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5500, loss_cls: 3.1223, loss: 3.1223, grad_norm: 8.1027 2020-09-18 16:46:28,850 - mmaction - INFO - Epoch [15][1140/3520] lr: 5.000e-03, eta: 2 days, 21:13:51, time: 1.902, data_time: 0.549, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5771, loss_cls: 3.0140, loss: 3.0140, grad_norm: 7.7298 2020-09-18 16:47:09,859 - mmaction - INFO - Epoch [15][1160/3520] lr: 5.000e-03, eta: 2 days, 21:13:14, time: 2.051, data_time: 0.137, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5875, loss_cls: 2.9946, loss: 2.9946, grad_norm: 7.7284 2020-09-18 16:47:48,829 - mmaction - INFO - Epoch [15][1180/3520] lr: 5.000e-03, eta: 2 days, 21:12:33, time: 1.949, data_time: 0.590, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5490, loss_cls: 3.1280, loss: 3.1280, grad_norm: 7.8254 2020-09-18 16:48:27,467 - mmaction - INFO - Epoch [15][1200/3520] lr: 5.000e-03, eta: 2 days, 21:11:51, time: 1.930, data_time: 0.467, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5458, loss_cls: 3.0925, loss: 3.0925, grad_norm: 7.7839 2020-09-18 16:49:07,134 - mmaction - INFO - Epoch [15][1220/3520] lr: 5.000e-03, eta: 2 days, 21:11:11, time: 1.986, data_time: 0.921, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5500, loss_cls: 3.0775, loss: 3.0775, grad_norm: 7.8329 2020-09-18 16:49:46,809 - mmaction - INFO - Epoch [15][1240/3520] lr: 5.000e-03, eta: 2 days, 21:10:31, time: 1.983, data_time: 1.367, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5687, loss_cls: 3.0415, loss: 3.0415, grad_norm: 7.9257 2020-09-18 16:50:26,509 - mmaction - INFO - Epoch [15][1260/3520] lr: 5.000e-03, eta: 2 days, 21:09:51, time: 1.986, data_time: 0.298, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5604, loss_cls: 3.0717, loss: 3.0717, grad_norm: 7.9380 2020-09-18 16:51:04,928 - mmaction - INFO - Epoch [15][1280/3520] lr: 5.000e-03, eta: 2 days, 21:09:09, time: 1.920, data_time: 0.044, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5771, loss_cls: 3.0975, loss: 3.0975, grad_norm: 7.9642 2020-09-18 16:51:44,546 - mmaction - INFO - Epoch [15][1300/3520] lr: 5.000e-03, eta: 2 days, 21:08:29, time: 1.982, data_time: 0.007, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1113, loss: 3.1113, grad_norm: 7.9053 2020-09-18 16:52:24,717 - mmaction - INFO - Epoch [15][1320/3520] lr: 5.000e-03, eta: 2 days, 21:07:50, time: 2.006, data_time: 0.444, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5677, loss_cls: 3.0813, loss: 3.0813, grad_norm: 8.0505 2020-09-18 16:53:04,475 - mmaction - INFO - Epoch [15][1340/3520] lr: 5.000e-03, eta: 2 days, 21:07:10, time: 1.984, data_time: 0.472, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5469, loss_cls: 3.1599, loss: 3.1599, grad_norm: 8.0714 2020-09-18 16:53:46,070 - mmaction - INFO - Epoch [15][1360/3520] lr: 5.000e-03, eta: 2 days, 21:06:36, time: 2.085, data_time: 1.134, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5635, loss_cls: 3.1184, loss: 3.1184, grad_norm: 7.9118 2020-09-18 16:54:23,679 - mmaction - INFO - Epoch [15][1380/3520] lr: 5.000e-03, eta: 2 days, 21:05:51, time: 1.880, data_time: 0.149, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5240, loss_cls: 3.2509, loss: 3.2509, grad_norm: 8.1231 2020-09-18 16:55:03,826 - mmaction - INFO - Epoch [15][1400/3520] lr: 5.000e-03, eta: 2 days, 21:05:12, time: 2.008, data_time: 0.263, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5333, loss_cls: 3.2036, loss: 3.2036, grad_norm: 8.1513 2020-09-18 16:55:42,784 - mmaction - INFO - Epoch [15][1420/3520] lr: 5.000e-03, eta: 2 days, 21:04:31, time: 1.946, data_time: 0.495, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5729, loss_cls: 3.0307, loss: 3.0307, grad_norm: 7.8847 2020-09-18 16:56:21,929 - mmaction - INFO - Epoch [15][1440/3520] lr: 5.000e-03, eta: 2 days, 21:03:50, time: 1.959, data_time: 0.043, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5385, loss_cls: 3.1819, loss: 3.1819, grad_norm: 8.1125 2020-09-18 16:57:01,905 - mmaction - INFO - Epoch [15][1460/3520] lr: 5.000e-03, eta: 2 days, 21:03:11, time: 1.999, data_time: 0.010, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5229, loss_cls: 3.2096, loss: 3.2096, grad_norm: 7.7118 2020-09-18 16:57:40,511 - mmaction - INFO - Epoch [15][1480/3520] lr: 5.000e-03, eta: 2 days, 21:02:28, time: 1.931, data_time: 0.004, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5417, loss_cls: 3.1811, loss: 3.1811, grad_norm: 8.0937 2020-09-18 16:58:19,950 - mmaction - INFO - Epoch [15][1500/3520] lr: 5.000e-03, eta: 2 days, 21:01:48, time: 1.971, data_time: 0.005, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5521, loss_cls: 3.1763, loss: 3.1763, grad_norm: 8.1167 2020-09-18 16:58:59,684 - mmaction - INFO - Epoch [15][1520/3520] lr: 5.000e-03, eta: 2 days, 21:01:08, time: 1.987, data_time: 0.003, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5510, loss_cls: 3.1119, loss: 3.1119, grad_norm: 8.0160 2020-09-18 16:59:38,008 - mmaction - INFO - Epoch [15][1540/3520] lr: 5.000e-03, eta: 2 days, 21:00:25, time: 1.916, data_time: 0.042, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5625, loss_cls: 3.0593, loss: 3.0593, grad_norm: 7.8799 2020-09-18 17:00:29,337 - mmaction - INFO - Epoch [15][1560/3520] lr: 5.000e-03, eta: 2 days, 21:00:13, time: 2.534, data_time: 0.056, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5604, loss_cls: 3.0597, loss: 3.0597, grad_norm: 8.3155 2020-09-18 17:01:07,821 - mmaction - INFO - Epoch [15][1580/3520] lr: 5.000e-03, eta: 2 days, 20:59:32, time: 1.958, data_time: 0.481, memory: 8337, top1_acc: 0.2625, top5_acc: 0.5333, loss_cls: 3.1733, loss: 3.1733, grad_norm: 8.2009 2020-09-18 17:01:45,561 - mmaction - INFO - Epoch [15][1600/3520] lr: 5.000e-03, eta: 2 days, 20:58:47, time: 1.887, data_time: 0.020, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5698, loss_cls: 3.0749, loss: 3.0749, grad_norm: 7.9655 2020-09-18 17:02:25,502 - mmaction - INFO - Epoch [15][1620/3520] lr: 5.000e-03, eta: 2 days, 20:58:08, time: 1.996, data_time: 0.130, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5667, loss_cls: 3.0313, loss: 3.0313, grad_norm: 7.9943 2020-09-18 17:03:04,509 - mmaction - INFO - Epoch [15][1640/3520] lr: 5.000e-03, eta: 2 days, 20:57:27, time: 1.951, data_time: 0.086, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5615, loss_cls: 3.0986, loss: 3.0986, grad_norm: 7.8836 2020-09-18 17:03:43,579 - mmaction - INFO - Epoch [15][1660/3520] lr: 5.000e-03, eta: 2 days, 20:56:45, time: 1.952, data_time: 0.125, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5438, loss_cls: 3.1508, loss: 3.1508, grad_norm: 7.9545 2020-09-18 17:04:21,478 - mmaction - INFO - Epoch [15][1680/3520] lr: 5.000e-03, eta: 2 days, 20:56:01, time: 1.895, data_time: 0.036, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5510, loss_cls: 3.1383, loss: 3.1383, grad_norm: 7.8534 2020-09-18 17:05:00,450 - mmaction - INFO - Epoch [15][1700/3520] lr: 5.000e-03, eta: 2 days, 20:55:20, time: 1.949, data_time: 0.498, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5521, loss_cls: 3.0922, loss: 3.0922, grad_norm: 7.8173 2020-09-18 17:05:40,349 - mmaction - INFO - Epoch [15][1720/3520] lr: 5.000e-03, eta: 2 days, 20:54:41, time: 1.996, data_time: 0.349, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5563, loss_cls: 3.0964, loss: 3.0964, grad_norm: 8.0062 2020-09-18 17:06:19,435 - mmaction - INFO - Epoch [15][1740/3520] lr: 5.000e-03, eta: 2 days, 20:54:00, time: 1.953, data_time: 0.631, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5719, loss_cls: 3.0751, loss: 3.0751, grad_norm: 7.7764 2020-09-18 17:06:59,363 - mmaction - INFO - Epoch [15][1760/3520] lr: 5.000e-03, eta: 2 days, 20:53:20, time: 1.998, data_time: 0.387, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5708, loss_cls: 3.0822, loss: 3.0822, grad_norm: 7.7607 2020-09-18 17:07:37,925 - mmaction - INFO - Epoch [15][1780/3520] lr: 5.000e-03, eta: 2 days, 20:52:38, time: 1.928, data_time: 0.124, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5292, loss_cls: 3.1774, loss: 3.1774, grad_norm: 7.8110 2020-09-18 17:08:18,899 - mmaction - INFO - Epoch [15][1800/3520] lr: 5.000e-03, eta: 2 days, 20:52:01, time: 2.044, data_time: 0.141, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5719, loss_cls: 2.9975, loss: 2.9975, grad_norm: 7.9715 2020-09-18 17:08:57,944 - mmaction - INFO - Epoch [15][1820/3520] lr: 5.000e-03, eta: 2 days, 20:51:20, time: 1.957, data_time: 0.331, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5125, loss_cls: 3.2275, loss: 3.2275, grad_norm: 7.8685 2020-09-18 17:09:37,480 - mmaction - INFO - Epoch [15][1840/3520] lr: 5.000e-03, eta: 2 days, 20:50:40, time: 1.975, data_time: 0.239, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5698, loss_cls: 2.9736, loss: 2.9736, grad_norm: 7.7998 2020-09-18 17:10:18,076 - mmaction - INFO - Epoch [15][1860/3520] lr: 5.000e-03, eta: 2 days, 20:50:03, time: 2.031, data_time: 0.033, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5729, loss_cls: 3.0228, loss: 3.0228, grad_norm: 8.0112 2020-09-18 17:10:59,588 - mmaction - INFO - Epoch [15][1880/3520] lr: 5.000e-03, eta: 2 days, 20:49:27, time: 2.074, data_time: 0.062, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5490, loss_cls: 3.1614, loss: 3.1614, grad_norm: 8.2026 2020-09-18 17:11:39,207 - mmaction - INFO - Epoch [15][1900/3520] lr: 5.000e-03, eta: 2 days, 20:48:47, time: 1.983, data_time: 1.186, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5698, loss_cls: 3.1114, loss: 3.1114, grad_norm: 8.0174 2020-09-18 17:12:18,445 - mmaction - INFO - Epoch [15][1920/3520] lr: 5.000e-03, eta: 2 days, 20:48:07, time: 1.962, data_time: 0.878, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5292, loss_cls: 3.2487, loss: 3.2487, grad_norm: 7.9164 2020-09-18 17:12:58,026 - mmaction - INFO - Epoch [15][1940/3520] lr: 5.000e-03, eta: 2 days, 20:47:27, time: 1.978, data_time: 1.233, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5750, loss_cls: 3.0733, loss: 3.0733, grad_norm: 8.0029 2020-09-18 17:13:37,514 - mmaction - INFO - Epoch [15][1960/3520] lr: 5.000e-03, eta: 2 days, 20:46:46, time: 1.974, data_time: 0.724, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5469, loss_cls: 3.1209, loss: 3.1209, grad_norm: 7.9071 2020-09-18 17:14:18,036 - mmaction - INFO - Epoch [15][1980/3520] lr: 5.000e-03, eta: 2 days, 20:46:09, time: 2.026, data_time: 0.028, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5667, loss_cls: 3.1181, loss: 3.1181, grad_norm: 8.1863 2020-09-18 17:14:57,047 - mmaction - INFO - Epoch [15][2000/3520] lr: 5.000e-03, eta: 2 days, 20:45:27, time: 1.950, data_time: 0.003, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5458, loss_cls: 3.1650, loss: 3.1650, grad_norm: 7.7612 2020-09-18 17:15:34,566 - mmaction - INFO - Epoch [15][2020/3520] lr: 5.000e-03, eta: 2 days, 20:44:42, time: 1.877, data_time: 0.360, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5312, loss_cls: 3.2424, loss: 3.2424, grad_norm: 8.1949 2020-09-18 17:16:14,980 - mmaction - INFO - Epoch [15][2040/3520] lr: 5.000e-03, eta: 2 days, 20:44:04, time: 2.018, data_time: 0.893, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5542, loss_cls: 3.1177, loss: 3.1177, grad_norm: 7.7701 2020-09-18 17:16:53,883 - mmaction - INFO - Epoch [15][2060/3520] lr: 5.000e-03, eta: 2 days, 20:43:23, time: 1.946, data_time: 0.842, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5479, loss_cls: 3.1773, loss: 3.1773, grad_norm: 8.0995 2020-09-18 17:17:34,216 - mmaction - INFO - Epoch [15][2080/3520] lr: 5.000e-03, eta: 2 days, 20:42:45, time: 2.017, data_time: 0.119, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5375, loss_cls: 3.0872, loss: 3.0872, grad_norm: 8.0758 2020-09-18 17:18:11,281 - mmaction - INFO - Epoch [15][2100/3520] lr: 5.000e-03, eta: 2 days, 20:41:59, time: 1.854, data_time: 0.422, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5656, loss_cls: 3.0774, loss: 3.0774, grad_norm: 7.8129 2020-09-18 17:18:50,364 - mmaction - INFO - Epoch [15][2120/3520] lr: 5.000e-03, eta: 2 days, 20:41:17, time: 1.952, data_time: 0.250, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5854, loss_cls: 3.0318, loss: 3.0318, grad_norm: 7.5192 2020-09-18 17:19:29,335 - mmaction - INFO - Epoch [15][2140/3520] lr: 5.000e-03, eta: 2 days, 20:40:36, time: 1.951, data_time: 0.112, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5833, loss_cls: 3.0323, loss: 3.0323, grad_norm: 7.8117 2020-09-18 17:20:06,976 - mmaction - INFO - Epoch [15][2160/3520] lr: 5.000e-03, eta: 2 days, 20:39:51, time: 1.882, data_time: 0.093, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5490, loss_cls: 3.1404, loss: 3.1404, grad_norm: 7.8487 2020-09-18 17:20:47,869 - mmaction - INFO - Epoch [15][2180/3520] lr: 5.000e-03, eta: 2 days, 20:39:15, time: 2.045, data_time: 0.146, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5656, loss_cls: 3.0707, loss: 3.0707, grad_norm: 7.8111 2020-09-18 17:21:25,529 - mmaction - INFO - Epoch [15][2200/3520] lr: 5.000e-03, eta: 2 days, 20:38:30, time: 1.881, data_time: 0.081, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5417, loss_cls: 3.0712, loss: 3.0712, grad_norm: 7.8724 2020-09-18 17:22:03,779 - mmaction - INFO - Epoch [15][2220/3520] lr: 5.000e-03, eta: 2 days, 20:37:47, time: 1.913, data_time: 0.009, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5583, loss_cls: 3.1417, loss: 3.1417, grad_norm: 8.0815 2020-09-18 17:22:42,607 - mmaction - INFO - Epoch [15][2240/3520] lr: 5.000e-03, eta: 2 days, 20:37:05, time: 1.944, data_time: 0.949, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5521, loss_cls: 3.1392, loss: 3.1392, grad_norm: 7.8621 2020-09-18 17:23:22,632 - mmaction - INFO - Epoch [15][2260/3520] lr: 5.000e-03, eta: 2 days, 20:36:26, time: 2.000, data_time: 0.444, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5729, loss_cls: 3.0261, loss: 3.0261, grad_norm: 7.8037 2020-09-18 17:24:01,475 - mmaction - INFO - Epoch [15][2280/3520] lr: 5.000e-03, eta: 2 days, 20:35:45, time: 1.944, data_time: 0.447, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5531, loss_cls: 3.1050, loss: 3.1050, grad_norm: 8.1094 2020-09-18 17:24:40,405 - mmaction - INFO - Epoch [15][2300/3520] lr: 5.000e-03, eta: 2 days, 20:35:03, time: 1.946, data_time: 0.964, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5365, loss_cls: 3.1503, loss: 3.1503, grad_norm: 8.1047 2020-09-18 17:25:20,136 - mmaction - INFO - Epoch [15][2320/3520] lr: 5.000e-03, eta: 2 days, 20:34:23, time: 1.984, data_time: 0.029, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5583, loss_cls: 3.1281, loss: 3.1281, grad_norm: 8.2338 2020-09-18 17:25:56,568 - mmaction - INFO - Epoch [15][2340/3520] lr: 5.000e-03, eta: 2 days, 20:33:36, time: 1.825, data_time: 0.027, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5469, loss_cls: 3.1571, loss: 3.1571, grad_norm: 7.7767 2020-09-18 17:26:36,374 - mmaction - INFO - Epoch [15][2360/3520] lr: 5.000e-03, eta: 2 days, 20:32:56, time: 1.991, data_time: 0.002, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5677, loss_cls: 3.0907, loss: 3.0907, grad_norm: 7.6068 2020-09-18 17:27:14,828 - mmaction - INFO - Epoch [15][2380/3520] lr: 5.000e-03, eta: 2 days, 20:32:14, time: 1.922, data_time: 0.025, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5729, loss_cls: 3.0920, loss: 3.0920, grad_norm: 7.9637 2020-09-18 17:27:52,972 - mmaction - INFO - Epoch [15][2400/3520] lr: 5.000e-03, eta: 2 days, 20:31:30, time: 1.908, data_time: 0.025, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5354, loss_cls: 3.2087, loss: 3.2087, grad_norm: 8.2441 2020-09-18 17:28:30,888 - mmaction - INFO - Epoch [15][2420/3520] lr: 5.000e-03, eta: 2 days, 20:30:46, time: 1.893, data_time: 0.222, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5365, loss_cls: 3.1989, loss: 3.1989, grad_norm: 8.0444 2020-09-18 17:29:10,519 - mmaction - INFO - Epoch [15][2440/3520] lr: 5.000e-03, eta: 2 days, 20:30:06, time: 1.980, data_time: 0.007, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5823, loss_cls: 3.0845, loss: 3.0845, grad_norm: 7.9909 2020-09-18 17:29:48,726 - mmaction - INFO - Epoch [15][2460/3520] lr: 5.000e-03, eta: 2 days, 20:29:23, time: 1.914, data_time: 0.052, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5594, loss_cls: 3.0895, loss: 3.0895, grad_norm: 7.6639 2020-09-18 17:30:29,718 - mmaction - INFO - Epoch [15][2480/3520] lr: 5.000e-03, eta: 2 days, 20:28:47, time: 2.047, data_time: 0.293, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5844, loss_cls: 3.0307, loss: 3.0307, grad_norm: 7.8050 2020-09-18 17:31:08,679 - mmaction - INFO - Epoch [15][2500/3520] lr: 5.000e-03, eta: 2 days, 20:28:05, time: 1.951, data_time: 0.248, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.0179, loss: 3.0179, grad_norm: 7.9675 2020-09-18 17:31:48,205 - mmaction - INFO - Epoch [15][2520/3520] lr: 5.000e-03, eta: 2 days, 20:27:25, time: 1.976, data_time: 0.081, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5573, loss_cls: 3.1419, loss: 3.1419, grad_norm: 8.1589 2020-09-18 17:32:25,438 - mmaction - INFO - Epoch [15][2540/3520] lr: 5.000e-03, eta: 2 days, 20:26:40, time: 1.861, data_time: 0.113, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5708, loss_cls: 3.0969, loss: 3.0969, grad_norm: 7.9832 2020-09-18 17:33:04,793 - mmaction - INFO - Epoch [15][2560/3520] lr: 5.000e-03, eta: 2 days, 20:25:59, time: 1.969, data_time: 0.730, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5563, loss_cls: 3.0632, loss: 3.0632, grad_norm: 7.7992 2020-09-18 17:33:43,234 - mmaction - INFO - Epoch [15][2580/3520] lr: 5.000e-03, eta: 2 days, 20:25:17, time: 1.921, data_time: 0.024, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5312, loss_cls: 3.1700, loss: 3.1700, grad_norm: 7.9304 2020-09-18 17:34:21,275 - mmaction - INFO - Epoch [15][2600/3520] lr: 5.000e-03, eta: 2 days, 20:24:33, time: 1.904, data_time: 0.031, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5271, loss_cls: 3.1675, loss: 3.1675, grad_norm: 8.0031 2020-09-18 17:35:01,873 - mmaction - INFO - Epoch [15][2620/3520] lr: 5.000e-03, eta: 2 days, 20:23:55, time: 2.027, data_time: 0.011, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5302, loss_cls: 3.1935, loss: 3.1935, grad_norm: 7.8706 2020-09-18 17:35:43,939 - mmaction - INFO - Epoch [15][2640/3520] lr: 5.000e-03, eta: 2 days, 20:23:21, time: 2.104, data_time: 0.088, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5427, loss_cls: 3.1734, loss: 3.1734, grad_norm: 7.7745 2020-09-18 17:36:23,766 - mmaction - INFO - Epoch [15][2660/3520] lr: 5.000e-03, eta: 2 days, 20:22:42, time: 1.993, data_time: 0.007, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5417, loss_cls: 3.1220, loss: 3.1220, grad_norm: 7.8039 2020-09-18 17:37:03,368 - mmaction - INFO - Epoch [15][2680/3520] lr: 5.000e-03, eta: 2 days, 20:22:02, time: 1.981, data_time: 0.044, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5510, loss_cls: 3.1348, loss: 3.1348, grad_norm: 7.6225 2020-09-18 17:37:41,900 - mmaction - INFO - Epoch [15][2700/3520] lr: 5.000e-03, eta: 2 days, 20:21:20, time: 1.926, data_time: 0.022, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5302, loss_cls: 3.1876, loss: 3.1876, grad_norm: 7.9849 2020-09-18 17:38:19,609 - mmaction - INFO - Epoch [15][2720/3520] lr: 5.000e-03, eta: 2 days, 20:20:36, time: 1.886, data_time: 0.453, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5448, loss_cls: 3.2206, loss: 3.2206, grad_norm: 7.8642 2020-09-18 17:39:00,113 - mmaction - INFO - Epoch [15][2740/3520] lr: 5.000e-03, eta: 2 days, 20:19:58, time: 2.022, data_time: 0.024, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5948, loss_cls: 2.9822, loss: 2.9822, grad_norm: 7.6900 2020-09-18 17:39:39,442 - mmaction - INFO - Epoch [15][2760/3520] lr: 5.000e-03, eta: 2 days, 20:19:17, time: 1.970, data_time: 0.025, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5437, loss_cls: 3.1534, loss: 3.1534, grad_norm: 7.8842 2020-09-18 17:40:20,541 - mmaction - INFO - Epoch [15][2780/3520] lr: 5.000e-03, eta: 2 days, 20:18:41, time: 2.055, data_time: 0.024, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5490, loss_cls: 3.0936, loss: 3.0936, grad_norm: 8.0100 2020-09-18 17:40:57,996 - mmaction - INFO - Epoch [15][2800/3520] lr: 5.000e-03, eta: 2 days, 20:17:56, time: 1.869, data_time: 0.074, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5875, loss_cls: 2.9733, loss: 2.9733, grad_norm: 7.6156 2020-09-18 17:41:37,905 - mmaction - INFO - Epoch [15][2820/3520] lr: 5.000e-03, eta: 2 days, 20:17:17, time: 1.999, data_time: 0.575, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5563, loss_cls: 3.1712, loss: 3.1712, grad_norm: 7.9668 2020-09-18 17:42:17,462 - mmaction - INFO - Epoch [15][2840/3520] lr: 5.000e-03, eta: 2 days, 20:16:37, time: 1.977, data_time: 1.047, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5531, loss_cls: 3.1173, loss: 3.1173, grad_norm: 7.7779 2020-09-18 17:42:56,762 - mmaction - INFO - Epoch [15][2860/3520] lr: 5.000e-03, eta: 2 days, 20:15:56, time: 1.966, data_time: 0.531, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5802, loss_cls: 3.0324, loss: 3.0324, grad_norm: 8.0075 2020-09-18 17:43:35,687 - mmaction - INFO - Epoch [15][2880/3520] lr: 5.000e-03, eta: 2 days, 20:15:15, time: 1.946, data_time: 0.726, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5500, loss_cls: 3.1733, loss: 3.1733, grad_norm: 8.0283 2020-09-18 17:44:13,713 - mmaction - INFO - Epoch [15][2900/3520] lr: 5.000e-03, eta: 2 days, 20:14:31, time: 1.902, data_time: 0.354, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5740, loss_cls: 3.0233, loss: 3.0233, grad_norm: 7.8654 2020-09-18 17:44:54,369 - mmaction - INFO - Epoch [15][2920/3520] lr: 5.000e-03, eta: 2 days, 20:13:54, time: 2.032, data_time: 1.106, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5385, loss_cls: 3.1797, loss: 3.1797, grad_norm: 7.9773 2020-09-18 17:45:34,900 - mmaction - INFO - Epoch [15][2940/3520] lr: 5.000e-03, eta: 2 days, 20:13:16, time: 2.025, data_time: 0.735, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5219, loss_cls: 3.2582, loss: 3.2582, grad_norm: 8.0568 2020-09-18 17:46:14,352 - mmaction - INFO - Epoch [15][2960/3520] lr: 5.000e-03, eta: 2 days, 20:12:36, time: 1.974, data_time: 0.152, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5552, loss_cls: 3.1388, loss: 3.1388, grad_norm: 7.8908 2020-09-18 17:46:55,126 - mmaction - INFO - Epoch [15][2980/3520] lr: 5.000e-03, eta: 2 days, 20:11:59, time: 2.039, data_time: 0.144, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5604, loss_cls: 3.0928, loss: 3.0928, grad_norm: 7.9223 2020-09-18 17:47:35,024 - mmaction - INFO - Epoch [15][3000/3520] lr: 5.000e-03, eta: 2 days, 20:11:20, time: 1.995, data_time: 0.819, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5510, loss_cls: 3.1355, loss: 3.1355, grad_norm: 7.8903 2020-09-18 17:48:14,228 - mmaction - INFO - Epoch [15][3020/3520] lr: 5.000e-03, eta: 2 days, 20:10:39, time: 1.960, data_time: 0.427, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5521, loss_cls: 3.0949, loss: 3.0949, grad_norm: 7.9750 2020-09-18 17:48:53,679 - mmaction - INFO - Epoch [15][3040/3520] lr: 5.000e-03, eta: 2 days, 20:09:59, time: 1.972, data_time: 0.028, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5917, loss_cls: 2.9968, loss: 2.9968, grad_norm: 8.0186 2020-09-18 17:49:32,940 - mmaction - INFO - Epoch [15][3060/3520] lr: 5.000e-03, eta: 2 days, 20:09:18, time: 1.964, data_time: 0.031, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5625, loss_cls: 3.1309, loss: 3.1309, grad_norm: 8.2502 2020-09-18 17:50:14,160 - mmaction - INFO - Epoch [15][3080/3520] lr: 5.000e-03, eta: 2 days, 20:08:42, time: 2.061, data_time: 0.572, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5344, loss_cls: 3.1962, loss: 3.1962, grad_norm: 8.1025 2020-09-18 17:50:53,155 - mmaction - INFO - Epoch [15][3100/3520] lr: 5.000e-03, eta: 2 days, 20:08:01, time: 1.950, data_time: 0.349, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5708, loss_cls: 2.9771, loss: 2.9771, grad_norm: 7.7452 2020-09-18 17:51:32,624 - mmaction - INFO - Epoch [15][3120/3520] lr: 5.000e-03, eta: 2 days, 20:07:20, time: 1.973, data_time: 0.018, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5500, loss_cls: 3.0568, loss: 3.0568, grad_norm: 7.7678 2020-09-18 17:52:11,427 - mmaction - INFO - Epoch [15][3140/3520] lr: 5.000e-03, eta: 2 days, 20:06:39, time: 1.940, data_time: 0.141, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5563, loss_cls: 3.1237, loss: 3.1237, grad_norm: 7.9590 2020-09-18 17:52:50,318 - mmaction - INFO - Epoch [15][3160/3520] lr: 5.000e-03, eta: 2 days, 20:05:57, time: 1.945, data_time: 0.272, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5552, loss_cls: 3.0679, loss: 3.0679, grad_norm: 7.9227 2020-09-18 17:53:29,978 - mmaction - INFO - Epoch [15][3180/3520] lr: 5.000e-03, eta: 2 days, 20:05:17, time: 1.983, data_time: 0.099, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5385, loss_cls: 3.1710, loss: 3.1710, grad_norm: 7.8984 2020-09-18 17:54:06,669 - mmaction - INFO - Epoch [15][3200/3520] lr: 5.000e-03, eta: 2 days, 20:04:31, time: 1.835, data_time: 0.016, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5479, loss_cls: 3.1219, loss: 3.1219, grad_norm: 7.8567 2020-09-18 17:54:46,150 - mmaction - INFO - Epoch [15][3220/3520] lr: 5.000e-03, eta: 2 days, 20:03:50, time: 1.973, data_time: 0.115, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5792, loss_cls: 2.9891, loss: 2.9891, grad_norm: 7.8717 2020-09-18 17:55:26,109 - mmaction - INFO - Epoch [15][3240/3520] lr: 5.000e-03, eta: 2 days, 20:03:11, time: 1.998, data_time: 0.447, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5562, loss_cls: 3.1749, loss: 3.1749, grad_norm: 8.1613 2020-09-18 17:56:05,913 - mmaction - INFO - Epoch [15][3260/3520] lr: 5.000e-03, eta: 2 days, 20:02:32, time: 1.990, data_time: 0.008, memory: 8337, top1_acc: 0.2469, top5_acc: 0.5229, loss_cls: 3.2270, loss: 3.2270, grad_norm: 7.8633 2020-09-18 17:56:44,020 - mmaction - INFO - Epoch [15][3280/3520] lr: 5.000e-03, eta: 2 days, 20:01:49, time: 1.905, data_time: 0.055, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5281, loss_cls: 3.1205, loss: 3.1205, grad_norm: 7.6703 2020-09-18 17:57:22,755 - mmaction - INFO - Epoch [15][3300/3520] lr: 5.000e-03, eta: 2 days, 20:01:07, time: 1.936, data_time: 0.296, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5698, loss_cls: 3.0121, loss: 3.0121, grad_norm: 7.7509 2020-09-18 17:58:02,600 - mmaction - INFO - Epoch [15][3320/3520] lr: 5.000e-03, eta: 2 days, 20:00:27, time: 1.992, data_time: 0.238, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5500, loss_cls: 3.0577, loss: 3.0577, grad_norm: 7.7215 2020-09-18 17:58:42,921 - mmaction - INFO - Epoch [15][3340/3520] lr: 5.000e-03, eta: 2 days, 19:59:49, time: 2.014, data_time: 0.786, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5510, loss_cls: 3.1219, loss: 3.1219, grad_norm: 8.0839 2020-09-18 17:59:21,790 - mmaction - INFO - Epoch [15][3360/3520] lr: 5.000e-03, eta: 2 days, 19:59:08, time: 1.945, data_time: 0.016, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5490, loss_cls: 3.0857, loss: 3.0857, grad_norm: 7.9670 2020-09-18 18:00:20,279 - mmaction - INFO - Epoch [15][3380/3520] lr: 5.000e-03, eta: 2 days, 19:59:11, time: 2.899, data_time: 0.300, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5302, loss_cls: 3.1821, loss: 3.1821, grad_norm: 7.8371 2020-09-18 18:00:57,471 - mmaction - INFO - Epoch [15][3400/3520] lr: 5.000e-03, eta: 2 days, 19:58:27, time: 1.886, data_time: 0.488, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5552, loss_cls: 3.0508, loss: 3.0508, grad_norm: 7.7381 2020-09-18 18:01:36,721 - mmaction - INFO - Epoch [15][3420/3520] lr: 5.000e-03, eta: 2 days, 19:57:46, time: 1.962, data_time: 0.759, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5844, loss_cls: 3.0212, loss: 3.0212, grad_norm: 7.9250 2020-09-18 18:02:17,231 - mmaction - INFO - Epoch [15][3440/3520] lr: 5.000e-03, eta: 2 days, 19:57:08, time: 2.024, data_time: 0.995, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5542, loss_cls: 3.1067, loss: 3.1067, grad_norm: 7.8968 2020-09-18 18:02:56,718 - mmaction - INFO - Epoch [15][3460/3520] lr: 5.000e-03, eta: 2 days, 19:56:28, time: 1.973, data_time: 0.004, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5687, loss_cls: 3.0482, loss: 3.0482, grad_norm: 7.7121 2020-09-18 18:03:35,906 - mmaction - INFO - Epoch [15][3480/3520] lr: 5.000e-03, eta: 2 days, 19:55:47, time: 1.958, data_time: 0.024, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5510, loss_cls: 3.0981, loss: 3.0981, grad_norm: 8.0522 2020-09-18 18:04:13,796 - mmaction - INFO - Epoch [15][3500/3520] lr: 5.000e-03, eta: 2 days, 19:55:03, time: 1.898, data_time: 0.006, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5531, loss_cls: 3.1347, loss: 3.1347, grad_norm: 7.7147 2020-09-18 18:04:49,262 - mmaction - INFO - Epoch [15][3520/3520] lr: 5.000e-03, eta: 2 days, 19:54:14, time: 1.773, data_time: 0.672, memory: 8337, top1_acc: 0.2967, top5_acc: 0.5717, loss_cls: 3.0872, loss: 3.0872, grad_norm: 7.8604 2020-09-18 18:05:11,710 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-18 18:07:54,067 - mmaction - INFO - Epoch [16][20/3520] lr: 5.000e-03, eta: 2 days, 19:58:18, time: 8.072, data_time: 5.981, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.0935, loss: 3.0935, grad_norm: 7.7062 2020-09-18 18:08:33,352 - mmaction - INFO - Epoch [16][40/3520] lr: 5.000e-03, eta: 2 days, 19:57:38, time: 1.980, data_time: 0.532, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5375, loss_cls: 3.1196, loss: 3.1196, grad_norm: 7.8378 2020-09-18 18:09:11,923 - mmaction - INFO - Epoch [16][60/3520] lr: 5.000e-03, eta: 2 days, 19:56:55, time: 1.928, data_time: 0.901, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5844, loss_cls: 3.0208, loss: 3.0208, grad_norm: 7.6346 2020-09-18 18:09:50,814 - mmaction - INFO - Epoch [16][80/3520] lr: 5.000e-03, eta: 2 days, 19:56:13, time: 1.937, data_time: 0.219, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5656, loss_cls: 3.0575, loss: 3.0575, grad_norm: 7.7765 2020-09-18 18:10:30,879 - mmaction - INFO - Epoch [16][100/3520] lr: 5.000e-03, eta: 2 days, 19:55:35, time: 2.008, data_time: 0.370, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5365, loss_cls: 3.1246, loss: 3.1246, grad_norm: 7.9002 2020-09-18 18:11:09,163 - mmaction - INFO - Epoch [16][120/3520] lr: 5.000e-03, eta: 2 days, 19:54:51, time: 1.913, data_time: 0.214, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5677, loss_cls: 3.0593, loss: 3.0593, grad_norm: 7.8406 2020-09-18 18:11:47,752 - mmaction - INFO - Epoch [16][140/3520] lr: 5.000e-03, eta: 2 days, 19:54:09, time: 1.931, data_time: 0.006, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5563, loss_cls: 3.0622, loss: 3.0622, grad_norm: 7.8669 2020-09-18 18:12:27,087 - mmaction - INFO - Epoch [16][160/3520] lr: 5.000e-03, eta: 2 days, 19:53:28, time: 1.966, data_time: 0.108, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5615, loss_cls: 3.0421, loss: 3.0421, grad_norm: 7.6138 2020-09-18 18:13:04,750 - mmaction - INFO - Epoch [16][180/3520] lr: 5.000e-03, eta: 2 days, 19:52:44, time: 1.886, data_time: 0.018, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5833, loss_cls: 2.9343, loss: 2.9343, grad_norm: 7.7146 2020-09-18 18:13:45,995 - mmaction - INFO - Epoch [16][200/3520] lr: 5.000e-03, eta: 2 days, 19:52:08, time: 2.061, data_time: 0.041, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5448, loss_cls: 3.0931, loss: 3.0931, grad_norm: 7.7662 2020-09-18 18:14:25,717 - mmaction - INFO - Epoch [16][220/3520] lr: 5.000e-03, eta: 2 days, 19:51:28, time: 1.988, data_time: 0.008, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5760, loss_cls: 3.0148, loss: 3.0148, grad_norm: 8.0240 2020-09-18 18:15:03,475 - mmaction - INFO - Epoch [16][240/3520] lr: 5.000e-03, eta: 2 days, 19:50:43, time: 1.876, data_time: 0.005, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5760, loss_cls: 3.0493, loss: 3.0493, grad_norm: 8.0641 2020-09-18 18:15:44,213 - mmaction - INFO - Epoch [16][260/3520] lr: 5.000e-03, eta: 2 days, 19:50:06, time: 2.049, data_time: 0.065, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5865, loss_cls: 2.9936, loss: 2.9936, grad_norm: 7.9667 2020-09-18 18:16:22,754 - mmaction - INFO - Epoch [16][280/3520] lr: 5.000e-03, eta: 2 days, 19:49:24, time: 1.927, data_time: 0.074, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5740, loss_cls: 3.0571, loss: 3.0571, grad_norm: 8.0738 2020-09-18 18:17:02,367 - mmaction - INFO - Epoch [16][300/3520] lr: 5.000e-03, eta: 2 days, 19:48:44, time: 1.981, data_time: 0.616, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5552, loss_cls: 3.0868, loss: 3.0868, grad_norm: 7.9325 2020-09-18 18:17:41,087 - mmaction - INFO - Epoch [16][320/3520] lr: 5.000e-03, eta: 2 days, 19:48:02, time: 1.933, data_time: 0.031, memory: 8337, top1_acc: 0.2760, top5_acc: 0.6010, loss_cls: 2.9778, loss: 2.9778, grad_norm: 7.7584 2020-09-18 18:18:21,240 - mmaction - INFO - Epoch [16][340/3520] lr: 5.000e-03, eta: 2 days, 19:47:23, time: 2.010, data_time: 0.009, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5771, loss_cls: 2.9777, loss: 2.9777, grad_norm: 7.8175 2020-09-18 18:19:00,593 - mmaction - INFO - Epoch [16][360/3520] lr: 5.000e-03, eta: 2 days, 19:46:43, time: 1.968, data_time: 0.024, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5563, loss_cls: 3.0393, loss: 3.0393, grad_norm: 7.9693 2020-09-18 18:19:41,250 - mmaction - INFO - Epoch [16][380/3520] lr: 5.000e-03, eta: 2 days, 19:46:05, time: 2.033, data_time: 0.025, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5469, loss_cls: 3.1119, loss: 3.1119, grad_norm: 8.0602 2020-09-18 18:20:20,686 - mmaction - INFO - Epoch [16][400/3520] lr: 5.000e-03, eta: 2 days, 19:45:25, time: 1.971, data_time: 0.746, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5500, loss_cls: 3.0982, loss: 3.0982, grad_norm: 8.0261 2020-09-18 18:21:00,496 - mmaction - INFO - Epoch [16][420/3520] lr: 5.000e-03, eta: 2 days, 19:44:45, time: 1.991, data_time: 0.559, memory: 8337, top1_acc: 0.2990, top5_acc: 0.6031, loss_cls: 2.9850, loss: 2.9850, grad_norm: 7.9221 2020-09-18 18:21:40,206 - mmaction - INFO - Epoch [16][440/3520] lr: 5.000e-03, eta: 2 days, 19:44:05, time: 1.982, data_time: 0.139, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5563, loss_cls: 3.0705, loss: 3.0705, grad_norm: 7.8414 2020-09-18 18:22:19,709 - mmaction - INFO - Epoch [16][460/3520] lr: 5.000e-03, eta: 2 days, 19:43:25, time: 1.979, data_time: 0.119, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5760, loss_cls: 3.0248, loss: 3.0248, grad_norm: 8.1894 2020-09-18 18:22:59,090 - mmaction - INFO - Epoch [16][480/3520] lr: 5.000e-03, eta: 2 days, 19:42:45, time: 1.969, data_time: 0.081, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5625, loss_cls: 3.1181, loss: 3.1181, grad_norm: 8.0691 2020-09-18 18:23:39,524 - mmaction - INFO - Epoch [16][500/3520] lr: 5.000e-03, eta: 2 days, 19:42:06, time: 2.022, data_time: 0.036, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5656, loss_cls: 3.1198, loss: 3.1198, grad_norm: 7.9074 2020-09-18 18:24:16,956 - mmaction - INFO - Epoch [16][520/3520] lr: 5.000e-03, eta: 2 days, 19:41:21, time: 1.867, data_time: 0.042, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5625, loss_cls: 3.0869, loss: 3.0869, grad_norm: 7.6179 2020-09-18 18:24:56,578 - mmaction - INFO - Epoch [16][540/3520] lr: 5.000e-03, eta: 2 days, 19:40:41, time: 1.986, data_time: 0.009, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5604, loss_cls: 3.0365, loss: 3.0365, grad_norm: 7.7673 2020-09-18 18:25:34,829 - mmaction - INFO - Epoch [16][560/3520] lr: 5.000e-03, eta: 2 days, 19:39:58, time: 1.905, data_time: 0.370, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5188, loss_cls: 3.2359, loss: 3.2359, grad_norm: 8.0981 2020-09-18 18:26:14,315 - mmaction - INFO - Epoch [16][580/3520] lr: 5.000e-03, eta: 2 days, 19:39:18, time: 1.982, data_time: 0.560, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5646, loss_cls: 3.0882, loss: 3.0882, grad_norm: 8.0698 2020-09-18 18:26:53,276 - mmaction - INFO - Epoch [16][600/3520] lr: 5.000e-03, eta: 2 days, 19:38:37, time: 1.948, data_time: 0.445, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5719, loss_cls: 3.0190, loss: 3.0190, grad_norm: 7.7204 2020-09-18 18:27:32,704 - mmaction - INFO - Epoch [16][620/3520] lr: 5.000e-03, eta: 2 days, 19:37:56, time: 1.970, data_time: 0.634, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5229, loss_cls: 3.2304, loss: 3.2304, grad_norm: 7.7837 2020-09-18 18:28:13,107 - mmaction - INFO - Epoch [16][640/3520] lr: 5.000e-03, eta: 2 days, 19:37:18, time: 2.015, data_time: 0.199, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5531, loss_cls: 3.1046, loss: 3.1046, grad_norm: 7.7968 2020-09-18 18:28:52,212 - mmaction - INFO - Epoch [16][660/3520] lr: 5.000e-03, eta: 2 days, 19:36:37, time: 1.959, data_time: 0.066, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5604, loss_cls: 3.0714, loss: 3.0714, grad_norm: 7.9668 2020-09-18 18:29:32,510 - mmaction - INFO - Epoch [16][680/3520] lr: 5.000e-03, eta: 2 days, 19:35:58, time: 2.017, data_time: 0.008, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5521, loss_cls: 3.1317, loss: 3.1317, grad_norm: 7.9370 2020-09-18 18:30:10,729 - mmaction - INFO - Epoch [16][700/3520] lr: 5.000e-03, eta: 2 days, 19:35:15, time: 1.907, data_time: 0.155, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5792, loss_cls: 2.9910, loss: 2.9910, grad_norm: 7.7864 2020-09-18 18:30:50,792 - mmaction - INFO - Epoch [16][720/3520] lr: 5.000e-03, eta: 2 days, 19:34:36, time: 2.008, data_time: 0.008, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5479, loss_cls: 3.0932, loss: 3.0932, grad_norm: 7.8990 2020-09-18 18:31:31,320 - mmaction - INFO - Epoch [16][740/3520] lr: 5.000e-03, eta: 2 days, 19:33:58, time: 2.025, data_time: 0.005, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5635, loss_cls: 3.0645, loss: 3.0645, grad_norm: 8.0356 2020-09-18 18:32:10,673 - mmaction - INFO - Epoch [16][760/3520] lr: 5.000e-03, eta: 2 days, 19:33:18, time: 1.969, data_time: 0.331, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5865, loss_cls: 3.0561, loss: 3.0561, grad_norm: 7.9842 2020-09-18 18:32:49,604 - mmaction - INFO - Epoch [16][780/3520] lr: 5.000e-03, eta: 2 days, 19:32:36, time: 1.943, data_time: 0.076, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5750, loss_cls: 3.0325, loss: 3.0325, grad_norm: 7.7736 2020-09-18 18:33:29,328 - mmaction - INFO - Epoch [16][800/3520] lr: 5.000e-03, eta: 2 days, 19:31:57, time: 1.990, data_time: 0.407, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5615, loss_cls: 3.0495, loss: 3.0495, grad_norm: 7.6186 2020-09-18 18:34:08,399 - mmaction - INFO - Epoch [16][820/3520] lr: 5.000e-03, eta: 2 days, 19:31:15, time: 1.952, data_time: 1.279, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5542, loss_cls: 3.1194, loss: 3.1194, grad_norm: 8.0214 2020-09-18 18:34:47,310 - mmaction - INFO - Epoch [16][840/3520] lr: 5.000e-03, eta: 2 days, 19:30:34, time: 1.947, data_time: 0.503, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5677, loss_cls: 3.0687, loss: 3.0687, grad_norm: 8.0242 2020-09-18 18:35:26,505 - mmaction - INFO - Epoch [16][860/3520] lr: 5.000e-03, eta: 2 days, 19:29:53, time: 1.960, data_time: 0.103, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5510, loss_cls: 3.1249, loss: 3.1249, grad_norm: 7.7773 2020-09-18 18:36:06,399 - mmaction - INFO - Epoch [16][880/3520] lr: 5.000e-03, eta: 2 days, 19:29:14, time: 1.995, data_time: 0.007, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5313, loss_cls: 3.2064, loss: 3.2064, grad_norm: 7.8988 2020-09-18 18:36:45,751 - mmaction - INFO - Epoch [16][900/3520] lr: 5.000e-03, eta: 2 days, 19:28:33, time: 1.964, data_time: 0.067, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5771, loss_cls: 3.0286, loss: 3.0286, grad_norm: 8.1180 2020-09-18 18:37:26,069 - mmaction - INFO - Epoch [16][920/3520] lr: 5.000e-03, eta: 2 days, 19:27:55, time: 2.019, data_time: 0.610, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5552, loss_cls: 3.0749, loss: 3.0749, grad_norm: 7.9823 2020-09-18 18:38:07,359 - mmaction - INFO - Epoch [16][940/3520] lr: 5.000e-03, eta: 2 days, 19:27:18, time: 2.065, data_time: 0.338, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5521, loss_cls: 3.1014, loss: 3.1014, grad_norm: 7.9285 2020-09-18 18:38:47,263 - mmaction - INFO - Epoch [16][960/3520] lr: 5.000e-03, eta: 2 days, 19:26:39, time: 1.994, data_time: 0.003, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5469, loss_cls: 3.1024, loss: 3.1024, grad_norm: 8.0278 2020-09-18 18:39:25,698 - mmaction - INFO - Epoch [16][980/3520] lr: 5.000e-03, eta: 2 days, 19:25:56, time: 1.922, data_time: 0.007, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5344, loss_cls: 3.1450, loss: 3.1450, grad_norm: 7.9924 2020-09-18 18:40:06,372 - mmaction - INFO - Epoch [16][1000/3520] lr: 5.000e-03, eta: 2 days, 19:25:19, time: 2.030, data_time: 0.310, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5479, loss_cls: 3.1274, loss: 3.1274, grad_norm: 7.8666 2020-09-18 18:40:44,583 - mmaction - INFO - Epoch [16][1020/3520] lr: 5.000e-03, eta: 2 days, 19:24:36, time: 1.914, data_time: 0.048, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5625, loss_cls: 3.0721, loss: 3.0721, grad_norm: 8.1546 2020-09-18 18:41:24,880 - mmaction - INFO - Epoch [16][1040/3520] lr: 5.000e-03, eta: 2 days, 19:23:57, time: 2.015, data_time: 0.004, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5417, loss_cls: 3.1606, loss: 3.1606, grad_norm: 8.1531 2020-09-18 18:42:03,162 - mmaction - INFO - Epoch [16][1060/3520] lr: 5.000e-03, eta: 2 days, 19:23:14, time: 1.910, data_time: 0.003, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5542, loss_cls: 3.1028, loss: 3.1028, grad_norm: 8.1200 2020-09-18 18:42:42,595 - mmaction - INFO - Epoch [16][1080/3520] lr: 5.000e-03, eta: 2 days, 19:22:34, time: 1.975, data_time: 0.007, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5583, loss_cls: 3.1011, loss: 3.1011, grad_norm: 7.8538 2020-09-18 18:43:21,012 - mmaction - INFO - Epoch [16][1100/3520] lr: 5.000e-03, eta: 2 days, 19:21:51, time: 1.920, data_time: 0.005, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5604, loss_cls: 3.0732, loss: 3.0732, grad_norm: 8.0031 2020-09-18 18:44:01,164 - mmaction - INFO - Epoch [16][1120/3520] lr: 5.000e-03, eta: 2 days, 19:21:12, time: 2.010, data_time: 0.217, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5417, loss_cls: 3.1564, loss: 3.1564, grad_norm: 7.9041 2020-09-18 18:44:39,874 - mmaction - INFO - Epoch [16][1140/3520] lr: 5.000e-03, eta: 2 days, 19:20:30, time: 1.932, data_time: 0.358, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5844, loss_cls: 3.0107, loss: 3.0107, grad_norm: 8.1064 2020-09-18 18:45:16,735 - mmaction - INFO - Epoch [16][1160/3520] lr: 5.000e-03, eta: 2 days, 19:19:44, time: 1.846, data_time: 0.042, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5510, loss_cls: 3.0728, loss: 3.0728, grad_norm: 7.8153 2020-09-18 18:45:57,561 - mmaction - INFO - Epoch [16][1180/3520] lr: 5.000e-03, eta: 2 days, 19:19:07, time: 2.041, data_time: 0.045, memory: 8337, top1_acc: 0.3062, top5_acc: 0.5875, loss_cls: 3.0188, loss: 3.0188, grad_norm: 7.8025 2020-09-18 18:46:36,115 - mmaction - INFO - Epoch [16][1200/3520] lr: 5.000e-03, eta: 2 days, 19:18:25, time: 1.926, data_time: 0.004, memory: 8337, top1_acc: 0.2615, top5_acc: 0.5458, loss_cls: 3.1804, loss: 3.1804, grad_norm: 7.8873 2020-09-18 18:47:16,057 - mmaction - INFO - Epoch [16][1220/3520] lr: 5.000e-03, eta: 2 days, 19:17:45, time: 1.998, data_time: 0.243, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5646, loss_cls: 3.0825, loss: 3.0825, grad_norm: 7.7987 2020-09-18 18:47:55,368 - mmaction - INFO - Epoch [16][1240/3520] lr: 5.000e-03, eta: 2 days, 19:17:05, time: 1.966, data_time: 0.245, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5583, loss_cls: 3.0786, loss: 3.0786, grad_norm: 7.8881 2020-09-18 18:48:32,983 - mmaction - INFO - Epoch [16][1260/3520] lr: 5.000e-03, eta: 2 days, 19:16:20, time: 1.879, data_time: 0.007, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5667, loss_cls: 3.0565, loss: 3.0565, grad_norm: 7.9193 2020-09-18 18:49:12,489 - mmaction - INFO - Epoch [16][1280/3520] lr: 5.000e-03, eta: 2 days, 19:15:40, time: 1.977, data_time: 0.451, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5521, loss_cls: 3.1284, loss: 3.1284, grad_norm: 8.1033 2020-09-18 18:49:52,389 - mmaction - INFO - Epoch [16][1300/3520] lr: 5.000e-03, eta: 2 days, 19:15:01, time: 1.994, data_time: 0.045, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5646, loss_cls: 3.1223, loss: 3.1223, grad_norm: 8.5004 2020-09-18 18:50:32,237 - mmaction - INFO - Epoch [16][1320/3520] lr: 5.000e-03, eta: 2 days, 19:14:21, time: 1.994, data_time: 0.912, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5625, loss_cls: 3.0765, loss: 3.0765, grad_norm: 7.8798 2020-09-18 18:51:09,368 - mmaction - INFO - Epoch [16][1340/3520] lr: 5.000e-03, eta: 2 days, 19:13:36, time: 1.852, data_time: 0.019, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5500, loss_cls: 3.1683, loss: 3.1683, grad_norm: 8.0525 2020-09-18 18:51:48,117 - mmaction - INFO - Epoch [16][1360/3520] lr: 5.000e-03, eta: 2 days, 19:12:54, time: 1.942, data_time: 0.041, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5531, loss_cls: 3.1527, loss: 3.1527, grad_norm: 8.1679 2020-09-18 18:52:28,169 - mmaction - INFO - Epoch [16][1380/3520] lr: 5.000e-03, eta: 2 days, 19:12:15, time: 1.999, data_time: 0.074, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5667, loss_cls: 3.0988, loss: 3.0988, grad_norm: 8.1261 2020-09-18 18:53:07,211 - mmaction - INFO - Epoch [16][1400/3520] lr: 5.000e-03, eta: 2 days, 19:11:34, time: 1.953, data_time: 0.442, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5802, loss_cls: 3.0083, loss: 3.0083, grad_norm: 7.8013 2020-09-18 18:53:47,022 - mmaction - INFO - Epoch [16][1420/3520] lr: 5.000e-03, eta: 2 days, 19:10:54, time: 1.989, data_time: 0.975, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5281, loss_cls: 3.1570, loss: 3.1570, grad_norm: 8.1949 2020-09-18 18:54:25,944 - mmaction - INFO - Epoch [16][1440/3520] lr: 5.000e-03, eta: 2 days, 19:10:13, time: 1.950, data_time: 0.006, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5615, loss_cls: 3.1406, loss: 3.1406, grad_norm: 8.1352 2020-09-18 18:55:05,486 - mmaction - INFO - Epoch [16][1460/3520] lr: 5.000e-03, eta: 2 days, 19:09:32, time: 1.974, data_time: 0.004, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5656, loss_cls: 3.0871, loss: 3.0871, grad_norm: 7.8373 2020-09-18 18:55:44,097 - mmaction - INFO - Epoch [16][1480/3520] lr: 5.000e-03, eta: 2 days, 19:08:50, time: 1.934, data_time: 0.159, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5646, loss_cls: 3.0511, loss: 3.0511, grad_norm: 8.0396 2020-09-18 18:56:22,987 - mmaction - INFO - Epoch [16][1500/3520] lr: 5.000e-03, eta: 2 days, 19:08:09, time: 1.941, data_time: 0.447, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5729, loss_cls: 2.9976, loss: 2.9976, grad_norm: 7.8788 2020-09-18 18:57:01,942 - mmaction - INFO - Epoch [16][1520/3520] lr: 5.000e-03, eta: 2 days, 19:07:27, time: 1.949, data_time: 0.301, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5823, loss_cls: 2.9642, loss: 2.9642, grad_norm: 7.8329 2020-09-18 18:57:41,942 - mmaction - INFO - Epoch [16][1540/3520] lr: 5.000e-03, eta: 2 days, 19:06:48, time: 1.999, data_time: 0.481, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5458, loss_cls: 3.1372, loss: 3.1372, grad_norm: 7.7908 2020-09-18 18:58:20,404 - mmaction - INFO - Epoch [16][1560/3520] lr: 5.000e-03, eta: 2 days, 19:06:06, time: 1.926, data_time: 0.115, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5500, loss_cls: 3.1294, loss: 3.1294, grad_norm: 7.9905 2020-09-18 18:59:00,846 - mmaction - INFO - Epoch [16][1580/3520] lr: 5.000e-03, eta: 2 days, 19:05:27, time: 2.019, data_time: 0.102, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5583, loss_cls: 3.1151, loss: 3.1151, grad_norm: 8.0640 2020-09-18 18:59:39,668 - mmaction - INFO - Epoch [16][1600/3520] lr: 5.000e-03, eta: 2 days, 19:04:46, time: 1.944, data_time: 0.337, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5563, loss_cls: 3.0783, loss: 3.0783, grad_norm: 7.9006 2020-09-18 19:00:25,224 - mmaction - INFO - Epoch [16][1620/3520] lr: 5.000e-03, eta: 2 days, 19:04:17, time: 2.222, data_time: 0.557, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5531, loss_cls: 3.1168, loss: 3.1168, grad_norm: 8.0882 2020-09-18 19:01:02,286 - mmaction - INFO - Epoch [16][1640/3520] lr: 5.000e-03, eta: 2 days, 19:03:33, time: 1.908, data_time: 0.242, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5719, loss_cls: 3.0743, loss: 3.0743, grad_norm: 8.2207 2020-09-18 19:01:42,081 - mmaction - INFO - Epoch [16][1660/3520] lr: 5.000e-03, eta: 2 days, 19:02:54, time: 1.987, data_time: 0.377, memory: 8337, top1_acc: 0.2688, top5_acc: 0.5385, loss_cls: 3.1581, loss: 3.1581, grad_norm: 8.4199 2020-09-18 19:02:22,586 - mmaction - INFO - Epoch [16][1680/3520] lr: 5.000e-03, eta: 2 days, 19:02:16, time: 2.028, data_time: 0.027, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5688, loss_cls: 3.0976, loss: 3.0976, grad_norm: 8.1795 2020-09-18 19:03:02,635 - mmaction - INFO - Epoch [16][1700/3520] lr: 5.000e-03, eta: 2 days, 19:01:37, time: 2.001, data_time: 0.084, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5604, loss_cls: 3.1320, loss: 3.1320, grad_norm: 8.2214 2020-09-18 19:03:40,807 - mmaction - INFO - Epoch [16][1720/3520] lr: 5.000e-03, eta: 2 days, 19:00:54, time: 1.910, data_time: 0.090, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5302, loss_cls: 3.1122, loss: 3.1122, grad_norm: 7.8074 2020-09-18 19:04:19,335 - mmaction - INFO - Epoch [16][1740/3520] lr: 5.000e-03, eta: 2 days, 19:00:11, time: 1.926, data_time: 0.006, memory: 8337, top1_acc: 0.3198, top5_acc: 0.6094, loss_cls: 2.9754, loss: 2.9754, grad_norm: 8.0177 2020-09-18 19:04:59,251 - mmaction - INFO - Epoch [16][1760/3520] lr: 5.000e-03, eta: 2 days, 18:59:32, time: 1.997, data_time: 0.289, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5687, loss_cls: 3.0208, loss: 3.0208, grad_norm: 8.3012 2020-09-18 19:05:37,144 - mmaction - INFO - Epoch [16][1780/3520] lr: 5.000e-03, eta: 2 days, 18:58:48, time: 1.889, data_time: 0.023, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5750, loss_cls: 3.0494, loss: 3.0494, grad_norm: 7.9364 2020-09-18 19:06:16,640 - mmaction - INFO - Epoch [16][1800/3520] lr: 5.000e-03, eta: 2 days, 18:58:08, time: 1.981, data_time: 0.011, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5531, loss_cls: 3.1277, loss: 3.1277, grad_norm: 7.9878 2020-09-18 19:06:54,700 - mmaction - INFO - Epoch [16][1820/3520] lr: 5.000e-03, eta: 2 days, 18:57:25, time: 1.900, data_time: 0.006, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5479, loss_cls: 3.1023, loss: 3.1023, grad_norm: 8.1516 2020-09-18 19:07:32,404 - mmaction - INFO - Epoch [16][1840/3520] lr: 5.000e-03, eta: 2 days, 18:56:41, time: 1.888, data_time: 0.377, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5521, loss_cls: 3.0645, loss: 3.0645, grad_norm: 8.0490 2020-09-18 19:08:10,913 - mmaction - INFO - Epoch [16][1860/3520] lr: 5.000e-03, eta: 2 days, 18:55:58, time: 1.925, data_time: 0.536, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5542, loss_cls: 3.0703, loss: 3.0703, grad_norm: 8.2462 2020-09-18 19:08:49,533 - mmaction - INFO - Epoch [16][1880/3520] lr: 5.000e-03, eta: 2 days, 18:55:16, time: 1.929, data_time: 0.092, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5354, loss_cls: 3.1323, loss: 3.1323, grad_norm: 8.0222 2020-09-18 19:09:28,619 - mmaction - INFO - Epoch [16][1900/3520] lr: 5.000e-03, eta: 2 days, 18:54:35, time: 1.956, data_time: 0.014, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5563, loss_cls: 3.0829, loss: 3.0829, grad_norm: 8.1430 2020-09-18 19:10:07,310 - mmaction - INFO - Epoch [16][1920/3520] lr: 5.000e-03, eta: 2 days, 18:53:53, time: 1.934, data_time: 0.217, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5469, loss_cls: 3.0993, loss: 3.0993, grad_norm: 8.0648 2020-09-18 19:10:48,133 - mmaction - INFO - Epoch [16][1940/3520] lr: 5.000e-03, eta: 2 days, 18:53:16, time: 2.042, data_time: 0.073, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5479, loss_cls: 3.1446, loss: 3.1446, grad_norm: 7.9539 2020-09-18 19:11:25,797 - mmaction - INFO - Epoch [16][1960/3520] lr: 5.000e-03, eta: 2 days, 18:52:31, time: 1.883, data_time: 0.004, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5510, loss_cls: 3.1373, loss: 3.1373, grad_norm: 8.2037 2020-09-18 19:12:03,585 - mmaction - INFO - Epoch [16][1980/3520] lr: 5.000e-03, eta: 2 days, 18:51:47, time: 1.890, data_time: 0.218, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5865, loss_cls: 2.9812, loss: 2.9812, grad_norm: 7.8182 2020-09-18 19:12:41,619 - mmaction - INFO - Epoch [16][2000/3520] lr: 5.000e-03, eta: 2 days, 18:51:04, time: 1.902, data_time: 0.632, memory: 8337, top1_acc: 0.2604, top5_acc: 0.5229, loss_cls: 3.2611, loss: 3.2611, grad_norm: 8.0817 2020-09-18 19:13:21,645 - mmaction - INFO - Epoch [16][2020/3520] lr: 5.000e-03, eta: 2 days, 18:50:25, time: 1.997, data_time: 0.232, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5740, loss_cls: 3.0700, loss: 3.0700, grad_norm: 7.9070 2020-09-18 19:14:00,503 - mmaction - INFO - Epoch [16][2040/3520] lr: 5.000e-03, eta: 2 days, 18:49:43, time: 1.946, data_time: 0.356, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5938, loss_cls: 2.9658, loss: 2.9658, grad_norm: 7.8105 2020-09-18 19:14:37,963 - mmaction - INFO - Epoch [16][2060/3520] lr: 5.000e-03, eta: 2 days, 18:48:59, time: 1.872, data_time: 0.007, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5417, loss_cls: 3.1573, loss: 3.1573, grad_norm: 8.2340 2020-09-18 19:15:17,268 - mmaction - INFO - Epoch [16][2080/3520] lr: 5.000e-03, eta: 2 days, 18:48:18, time: 1.966, data_time: 0.093, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5635, loss_cls: 3.1541, loss: 3.1541, grad_norm: 7.9288 2020-09-18 19:15:56,891 - mmaction - INFO - Epoch [16][2100/3520] lr: 5.000e-03, eta: 2 days, 18:47:38, time: 1.982, data_time: 0.327, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5646, loss_cls: 3.0586, loss: 3.0586, grad_norm: 7.8370 2020-09-18 19:16:35,463 - mmaction - INFO - Epoch [16][2120/3520] lr: 5.000e-03, eta: 2 days, 18:46:56, time: 1.929, data_time: 0.145, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5375, loss_cls: 3.1334, loss: 3.1334, grad_norm: 8.0586 2020-09-18 19:17:13,331 - mmaction - INFO - Epoch [16][2140/3520] lr: 5.000e-03, eta: 2 days, 18:46:12, time: 1.893, data_time: 0.369, memory: 8337, top1_acc: 0.2521, top5_acc: 0.5427, loss_cls: 3.1896, loss: 3.1896, grad_norm: 8.0584 2020-09-18 19:17:52,615 - mmaction - INFO - Epoch [16][2160/3520] lr: 5.000e-03, eta: 2 days, 18:45:31, time: 1.959, data_time: 0.024, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5500, loss_cls: 3.1713, loss: 3.1713, grad_norm: 8.1527 2020-09-18 19:18:30,458 - mmaction - INFO - Epoch [16][2180/3520] lr: 5.000e-03, eta: 2 days, 18:44:48, time: 1.897, data_time: 0.053, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5583, loss_cls: 3.0925, loss: 3.0925, grad_norm: 7.8971 2020-09-18 19:19:09,772 - mmaction - INFO - Epoch [16][2200/3520] lr: 5.000e-03, eta: 2 days, 18:44:07, time: 1.964, data_time: 0.670, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5781, loss_cls: 3.0641, loss: 3.0641, grad_norm: 8.0448 2020-09-18 19:19:50,477 - mmaction - INFO - Epoch [16][2220/3520] lr: 5.000e-03, eta: 2 days, 18:43:30, time: 2.038, data_time: 0.329, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5667, loss_cls: 3.1031, loss: 3.1031, grad_norm: 7.9152 2020-09-18 19:20:28,946 - mmaction - INFO - Epoch [16][2240/3520] lr: 5.000e-03, eta: 2 days, 18:42:47, time: 1.922, data_time: 0.030, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5719, loss_cls: 2.9961, loss: 2.9961, grad_norm: 8.0534 2020-09-18 19:21:10,728 - mmaction - INFO - Epoch [16][2260/3520] lr: 5.000e-03, eta: 2 days, 18:42:12, time: 2.089, data_time: 0.099, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5604, loss_cls: 3.1009, loss: 3.1009, grad_norm: 7.9203 2020-09-18 19:21:50,521 - mmaction - INFO - Epoch [16][2280/3520] lr: 5.000e-03, eta: 2 days, 18:41:32, time: 1.987, data_time: 0.256, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5719, loss_cls: 3.0480, loss: 3.0480, grad_norm: 7.8391 2020-09-18 19:22:30,132 - mmaction - INFO - Epoch [16][2300/3520] lr: 5.000e-03, eta: 2 days, 18:40:52, time: 1.981, data_time: 0.943, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5688, loss_cls: 3.1280, loss: 3.1280, grad_norm: 8.0189 2020-09-18 19:23:08,394 - mmaction - INFO - Epoch [16][2320/3520] lr: 5.000e-03, eta: 2 days, 18:40:09, time: 1.908, data_time: 0.356, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5490, loss_cls: 3.0965, loss: 3.0965, grad_norm: 7.8967 2020-09-18 19:23:46,930 - mmaction - INFO - Epoch [16][2340/3520] lr: 5.000e-03, eta: 2 days, 18:39:27, time: 1.935, data_time: 0.014, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5677, loss_cls: 3.0822, loss: 3.0822, grad_norm: 7.8248 2020-09-18 19:24:26,914 - mmaction - INFO - Epoch [16][2360/3520] lr: 5.000e-03, eta: 2 days, 18:38:48, time: 2.000, data_time: 0.027, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5656, loss_cls: 3.1076, loss: 3.1076, grad_norm: 7.7691 2020-09-18 19:25:06,918 - mmaction - INFO - Epoch [16][2380/3520] lr: 5.000e-03, eta: 2 days, 18:38:08, time: 1.984, data_time: 0.063, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5406, loss_cls: 3.1276, loss: 3.1276, grad_norm: 7.7886 2020-09-18 19:25:43,979 - mmaction - INFO - Epoch [16][2400/3520] lr: 5.000e-03, eta: 2 days, 18:37:24, time: 1.867, data_time: 0.054, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5750, loss_cls: 3.0484, loss: 3.0484, grad_norm: 7.9429 2020-09-18 19:26:23,709 - mmaction - INFO - Epoch [16][2420/3520] lr: 5.000e-03, eta: 2 days, 18:36:44, time: 1.988, data_time: 0.298, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5760, loss_cls: 3.0798, loss: 3.0798, grad_norm: 7.5841 2020-09-18 19:27:02,452 - mmaction - INFO - Epoch [16][2440/3520] lr: 5.000e-03, eta: 2 days, 18:36:02, time: 1.938, data_time: 0.771, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5531, loss_cls: 3.1051, loss: 3.1051, grad_norm: 7.9910 2020-09-18 19:27:41,697 - mmaction - INFO - Epoch [16][2460/3520] lr: 5.000e-03, eta: 2 days, 18:35:21, time: 1.959, data_time: 0.347, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5562, loss_cls: 3.0941, loss: 3.0941, grad_norm: 8.0365 2020-09-18 19:28:19,904 - mmaction - INFO - Epoch [16][2480/3520] lr: 5.000e-03, eta: 2 days, 18:34:38, time: 1.913, data_time: 0.415, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5594, loss_cls: 3.0674, loss: 3.0674, grad_norm: 7.7548 2020-09-18 19:28:59,255 - mmaction - INFO - Epoch [16][2500/3520] lr: 5.000e-03, eta: 2 days, 18:33:58, time: 1.964, data_time: 0.379, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5813, loss_cls: 2.9449, loss: 2.9449, grad_norm: 7.6471 2020-09-18 19:29:38,019 - mmaction - INFO - Epoch [16][2520/3520] lr: 5.000e-03, eta: 2 days, 18:33:16, time: 1.943, data_time: 0.528, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5542, loss_cls: 3.1466, loss: 3.1466, grad_norm: 8.0827 2020-09-18 19:30:19,099 - mmaction - INFO - Epoch [16][2540/3520] lr: 5.000e-03, eta: 2 days, 18:32:39, time: 2.051, data_time: 0.366, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5573, loss_cls: 3.0570, loss: 3.0570, grad_norm: 7.9716 2020-09-18 19:30:59,629 - mmaction - INFO - Epoch [16][2560/3520] lr: 5.000e-03, eta: 2 days, 18:32:02, time: 2.029, data_time: 0.416, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5760, loss_cls: 3.0215, loss: 3.0215, grad_norm: 8.1767 2020-09-18 19:31:38,299 - mmaction - INFO - Epoch [16][2580/3520] lr: 5.000e-03, eta: 2 days, 18:31:20, time: 1.932, data_time: 0.287, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5781, loss_cls: 3.0074, loss: 3.0074, grad_norm: 8.1642 2020-09-18 19:32:16,226 - mmaction - INFO - Epoch [16][2600/3520] lr: 5.000e-03, eta: 2 days, 18:30:36, time: 1.898, data_time: 0.066, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5542, loss_cls: 3.0986, loss: 3.0986, grad_norm: 8.0424 2020-09-18 19:32:56,833 - mmaction - INFO - Epoch [16][2620/3520] lr: 5.000e-03, eta: 2 days, 18:29:58, time: 2.030, data_time: 0.247, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5552, loss_cls: 3.0427, loss: 3.0427, grad_norm: 7.8579 2020-09-18 19:33:33,860 - mmaction - INFO - Epoch [16][2640/3520] lr: 5.000e-03, eta: 2 days, 18:29:13, time: 1.851, data_time: 0.182, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5677, loss_cls: 3.1059, loss: 3.1059, grad_norm: 8.0361 2020-09-18 19:34:13,484 - mmaction - INFO - Epoch [16][2660/3520] lr: 5.000e-03, eta: 2 days, 18:28:33, time: 1.980, data_time: 0.111, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5583, loss_cls: 3.1049, loss: 3.1049, grad_norm: 7.8981 2020-09-18 19:34:52,839 - mmaction - INFO - Epoch [16][2680/3520] lr: 5.000e-03, eta: 2 days, 18:27:52, time: 1.966, data_time: 0.110, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5729, loss_cls: 3.0461, loss: 3.0461, grad_norm: 7.8864 2020-09-18 19:35:31,921 - mmaction - INFO - Epoch [16][2700/3520] lr: 5.000e-03, eta: 2 days, 18:27:11, time: 1.958, data_time: 0.014, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5521, loss_cls: 3.1547, loss: 3.1547, grad_norm: 7.9288 2020-09-18 19:36:09,117 - mmaction - INFO - Epoch [16][2720/3520] lr: 5.000e-03, eta: 2 days, 18:26:26, time: 1.859, data_time: 0.063, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5417, loss_cls: 3.1028, loss: 3.1028, grad_norm: 7.8612 2020-09-18 19:36:47,737 - mmaction - INFO - Epoch [16][2740/3520] lr: 5.000e-03, eta: 2 days, 18:25:44, time: 1.932, data_time: 0.242, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5677, loss_cls: 3.0690, loss: 3.0690, grad_norm: 8.1655 2020-09-18 19:37:27,769 - mmaction - INFO - Epoch [16][2760/3520] lr: 5.000e-03, eta: 2 days, 18:25:05, time: 2.000, data_time: 1.378, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5646, loss_cls: 3.0466, loss: 3.0466, grad_norm: 8.0869 2020-09-18 19:38:07,963 - mmaction - INFO - Epoch [16][2780/3520] lr: 5.000e-03, eta: 2 days, 18:24:26, time: 2.012, data_time: 0.715, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5646, loss_cls: 3.0644, loss: 3.0644, grad_norm: 8.0523 2020-09-18 19:38:45,934 - mmaction - INFO - Epoch [16][2800/3520] lr: 5.000e-03, eta: 2 days, 18:23:43, time: 1.895, data_time: 0.261, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5510, loss_cls: 3.1439, loss: 3.1439, grad_norm: 8.0504 2020-09-18 19:39:25,636 - mmaction - INFO - Epoch [16][2820/3520] lr: 5.000e-03, eta: 2 days, 18:23:03, time: 1.989, data_time: 0.037, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5635, loss_cls: 3.0906, loss: 3.0906, grad_norm: 7.9187 2020-09-18 19:40:03,618 - mmaction - INFO - Epoch [16][2840/3520] lr: 5.000e-03, eta: 2 days, 18:22:19, time: 1.890, data_time: 0.271, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5625, loss_cls: 3.0688, loss: 3.0688, grad_norm: 7.7828 2020-09-18 19:40:42,158 - mmaction - INFO - Epoch [16][2860/3520] lr: 5.000e-03, eta: 2 days, 18:21:38, time: 1.936, data_time: 0.535, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5625, loss_cls: 3.0849, loss: 3.0849, grad_norm: 7.9747 2020-09-18 19:41:22,271 - mmaction - INFO - Epoch [16][2880/3520] lr: 5.000e-03, eta: 2 days, 18:20:59, time: 1.999, data_time: 1.045, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5490, loss_cls: 3.1030, loss: 3.1030, grad_norm: 8.0409 2020-09-18 19:42:01,395 - mmaction - INFO - Epoch [16][2900/3520] lr: 5.000e-03, eta: 2 days, 18:20:18, time: 1.962, data_time: 0.412, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5375, loss_cls: 3.1441, loss: 3.1441, grad_norm: 8.0091 2020-09-18 19:42:40,899 - mmaction - INFO - Epoch [16][2920/3520] lr: 5.000e-03, eta: 2 days, 18:19:38, time: 1.974, data_time: 0.559, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5635, loss_cls: 3.0647, loss: 3.0647, grad_norm: 7.9776 2020-09-18 19:43:19,203 - mmaction - INFO - Epoch [16][2940/3520] lr: 5.000e-03, eta: 2 days, 18:18:55, time: 1.916, data_time: 0.147, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5427, loss_cls: 3.1831, loss: 3.1831, grad_norm: 8.0315 2020-09-18 19:43:58,221 - mmaction - INFO - Epoch [16][2960/3520] lr: 5.000e-03, eta: 2 days, 18:18:14, time: 1.950, data_time: 0.193, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5781, loss_cls: 2.9908, loss: 2.9908, grad_norm: 8.1243 2020-09-18 19:44:36,242 - mmaction - INFO - Epoch [16][2980/3520] lr: 5.000e-03, eta: 2 days, 18:17:30, time: 1.902, data_time: 0.015, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5448, loss_cls: 3.1428, loss: 3.1428, grad_norm: 7.9537 2020-09-18 19:45:14,843 - mmaction - INFO - Epoch [16][3000/3520] lr: 5.000e-03, eta: 2 days, 18:16:48, time: 1.926, data_time: 0.054, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5552, loss_cls: 3.0807, loss: 3.0807, grad_norm: 7.8389 2020-09-18 19:45:53,432 - mmaction - INFO - Epoch [16][3020/3520] lr: 5.000e-03, eta: 2 days, 18:16:06, time: 1.934, data_time: 0.092, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5719, loss_cls: 2.9748, loss: 2.9748, grad_norm: 7.8060 2020-09-18 19:46:31,830 - mmaction - INFO - Epoch [16][3040/3520] lr: 5.000e-03, eta: 2 days, 18:15:24, time: 1.917, data_time: 0.900, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5531, loss_cls: 3.0811, loss: 3.0811, grad_norm: 7.7869 2020-09-18 19:47:11,085 - mmaction - INFO - Epoch [16][3060/3520] lr: 5.000e-03, eta: 2 days, 18:14:43, time: 1.965, data_time: 0.192, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5490, loss_cls: 3.0630, loss: 3.0630, grad_norm: 7.9805 2020-09-18 19:47:50,506 - mmaction - INFO - Epoch [16][3080/3520] lr: 5.000e-03, eta: 2 days, 18:14:03, time: 1.971, data_time: 0.050, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5479, loss_cls: 3.1702, loss: 3.1702, grad_norm: 8.1834 2020-09-18 19:48:28,815 - mmaction - INFO - Epoch [16][3100/3520] lr: 5.000e-03, eta: 2 days, 18:13:20, time: 1.917, data_time: 0.743, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5542, loss_cls: 3.0830, loss: 3.0830, grad_norm: 7.8914 2020-09-18 19:49:06,901 - mmaction - INFO - Epoch [16][3120/3520] lr: 5.000e-03, eta: 2 days, 18:12:37, time: 1.902, data_time: 0.608, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5844, loss_cls: 3.0362, loss: 3.0362, grad_norm: 8.1693 2020-09-18 19:49:47,342 - mmaction - INFO - Epoch [16][3140/3520] lr: 5.000e-03, eta: 2 days, 18:11:59, time: 2.024, data_time: 0.356, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5885, loss_cls: 2.9949, loss: 2.9949, grad_norm: 8.2129 2020-09-18 19:50:24,684 - mmaction - INFO - Epoch [16][3160/3520] lr: 5.000e-03, eta: 2 days, 18:11:14, time: 1.868, data_time: 0.093, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5781, loss_cls: 3.0522, loss: 3.0522, grad_norm: 7.8710 2020-09-18 19:51:04,873 - mmaction - INFO - Epoch [16][3180/3520] lr: 5.000e-03, eta: 2 days, 18:10:35, time: 2.009, data_time: 0.493, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5354, loss_cls: 3.1846, loss: 3.1846, grad_norm: 7.9335 2020-09-18 19:51:43,987 - mmaction - INFO - Epoch [16][3200/3520] lr: 5.000e-03, eta: 2 days, 18:09:54, time: 1.953, data_time: 0.146, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5615, loss_cls: 3.0631, loss: 3.0631, grad_norm: 7.8939 2020-09-18 19:52:22,592 - mmaction - INFO - Epoch [16][3220/3520] lr: 5.000e-03, eta: 2 days, 18:09:12, time: 1.933, data_time: 0.006, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5656, loss_cls: 3.1048, loss: 3.1048, grad_norm: 8.0957 2020-09-18 19:53:02,146 - mmaction - INFO - Epoch [16][3240/3520] lr: 5.000e-03, eta: 2 days, 18:08:32, time: 1.978, data_time: 0.131, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5635, loss_cls: 3.0513, loss: 3.0513, grad_norm: 8.0479 2020-09-18 19:53:41,684 - mmaction - INFO - Epoch [16][3260/3520] lr: 5.000e-03, eta: 2 days, 18:07:52, time: 1.974, data_time: 0.006, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5625, loss_cls: 3.0601, loss: 3.0601, grad_norm: 7.8975 2020-09-18 19:54:19,676 - mmaction - INFO - Epoch [16][3280/3520] lr: 5.000e-03, eta: 2 days, 18:07:09, time: 1.903, data_time: 0.226, memory: 8337, top1_acc: 0.2677, top5_acc: 0.5281, loss_cls: 3.1630, loss: 3.1630, grad_norm: 7.8811 2020-09-18 19:54:59,676 - mmaction - INFO - Epoch [16][3300/3520] lr: 5.000e-03, eta: 2 days, 18:06:30, time: 1.997, data_time: 1.252, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5135, loss_cls: 3.1917, loss: 3.1917, grad_norm: 7.9504 2020-09-18 19:55:38,314 - mmaction - INFO - Epoch [16][3320/3520] lr: 5.000e-03, eta: 2 days, 18:05:48, time: 1.935, data_time: 0.318, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5687, loss_cls: 3.0641, loss: 3.0641, grad_norm: 7.8889 2020-09-18 19:56:16,439 - mmaction - INFO - Epoch [16][3340/3520] lr: 5.000e-03, eta: 2 days, 18:05:05, time: 1.906, data_time: 0.006, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5583, loss_cls: 3.0925, loss: 3.0925, grad_norm: 7.8403 2020-09-18 19:56:56,120 - mmaction - INFO - Epoch [16][3360/3520] lr: 5.000e-03, eta: 2 days, 18:04:25, time: 1.985, data_time: 0.021, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5698, loss_cls: 3.0777, loss: 3.0777, grad_norm: 8.1708 2020-09-18 19:57:34,575 - mmaction - INFO - Epoch [16][3380/3520] lr: 5.000e-03, eta: 2 days, 18:03:43, time: 1.920, data_time: 0.084, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5458, loss_cls: 3.1326, loss: 3.1326, grad_norm: 8.0391 2020-09-18 19:58:15,281 - mmaction - INFO - Epoch [16][3400/3520] lr: 5.000e-03, eta: 2 days, 18:03:05, time: 2.038, data_time: 0.053, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5469, loss_cls: 3.0951, loss: 3.0951, grad_norm: 7.8319 2020-09-18 19:58:52,286 - mmaction - INFO - Epoch [16][3420/3520] lr: 5.000e-03, eta: 2 days, 18:02:20, time: 1.851, data_time: 0.115, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5396, loss_cls: 3.1653, loss: 3.1653, grad_norm: 8.0774 2020-09-18 19:59:31,371 - mmaction - INFO - Epoch [16][3440/3520] lr: 5.000e-03, eta: 2 days, 18:01:39, time: 1.954, data_time: 0.004, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5781, loss_cls: 3.0099, loss: 3.0099, grad_norm: 7.8998 2020-09-18 20:00:14,831 - mmaction - INFO - Epoch [16][3460/3520] lr: 5.000e-03, eta: 2 days, 18:01:06, time: 2.153, data_time: 0.059, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5531, loss_cls: 3.0711, loss: 3.0711, grad_norm: 7.9414 2020-09-18 20:00:54,715 - mmaction - INFO - Epoch [16][3480/3520] lr: 5.000e-03, eta: 2 days, 18:00:28, time: 2.014, data_time: 0.469, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5500, loss_cls: 3.1237, loss: 3.1237, grad_norm: 8.0305 2020-09-18 20:01:34,044 - mmaction - INFO - Epoch [16][3500/3520] lr: 5.000e-03, eta: 2 days, 17:59:47, time: 1.964, data_time: 0.290, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5656, loss_cls: 3.0110, loss: 3.0110, grad_norm: 7.9665 2020-09-18 20:02:10,769 - mmaction - INFO - Epoch [16][3520/3520] lr: 5.000e-03, eta: 2 days, 17:59:01, time: 1.839, data_time: 1.238, memory: 8337, top1_acc: 0.2946, top5_acc: 0.5478, loss_cls: 3.1092, loss: 3.1092, grad_norm: 8.1719 2020-09-18 20:02:32,205 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-18 20:18:54,674 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-18 20:18:55,411 - mmaction - INFO - top1_acc 0.1903 top5_acc 0.4351 2020-09-18 20:18:55,411 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-18 20:18:55,615 - mmaction - INFO - mean_acc 0.1290 2020-09-18 20:18:55,625 - mmaction - INFO - Epoch(val) [16][3520] top1_acc: 0.1903, top5_acc: 0.4351, mean_class_accuracy: 0.1290 2020-09-18 20:21:20,647 - mmaction - INFO - Epoch [17][20/3520] lr: 5.000e-03, eta: 2 days, 18:02:05, time: 7.237, data_time: 5.575, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5906, loss_cls: 3.0451, loss: 3.0451, grad_norm: 7.8309 2020-09-18 20:21:59,238 - mmaction - INFO - Epoch [17][40/3520] lr: 5.000e-03, eta: 2 days, 18:01:23, time: 1.938, data_time: 0.305, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5885, loss_cls: 2.9466, loss: 2.9466, grad_norm: 7.7269 2020-09-18 20:22:40,166 - mmaction - INFO - Epoch [17][60/3520] lr: 5.000e-03, eta: 2 days, 18:00:46, time: 2.048, data_time: 0.286, memory: 8337, top1_acc: 0.3073, top5_acc: 0.6031, loss_cls: 2.9379, loss: 2.9379, grad_norm: 8.1789 2020-09-18 20:23:19,294 - mmaction - INFO - Epoch [17][80/3520] lr: 5.000e-03, eta: 2 days, 18:00:05, time: 1.958, data_time: 0.303, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5812, loss_cls: 2.9780, loss: 2.9780, grad_norm: 7.7848 2020-09-18 20:23:57,220 - mmaction - INFO - Epoch [17][100/3520] lr: 5.000e-03, eta: 2 days, 17:59:21, time: 1.897, data_time: 0.287, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5667, loss_cls: 3.0465, loss: 3.0465, grad_norm: 8.2894 2020-09-18 20:24:37,900 - mmaction - INFO - Epoch [17][120/3520] lr: 5.000e-03, eta: 2 days, 17:58:43, time: 2.029, data_time: 0.126, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5958, loss_cls: 2.9385, loss: 2.9385, grad_norm: 7.9686 2020-09-18 20:25:17,630 - mmaction - INFO - Epoch [17][140/3520] lr: 5.000e-03, eta: 2 days, 17:58:04, time: 1.985, data_time: 0.167, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5990, loss_cls: 2.9263, loss: 2.9263, grad_norm: 8.1097 2020-09-18 20:25:56,369 - mmaction - INFO - Epoch [17][160/3520] lr: 5.000e-03, eta: 2 days, 17:57:22, time: 1.939, data_time: 0.162, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5677, loss_cls: 3.0697, loss: 3.0697, grad_norm: 8.0191 2020-09-18 20:26:33,855 - mmaction - INFO - Epoch [17][180/3520] lr: 5.000e-03, eta: 2 days, 17:56:38, time: 1.878, data_time: 0.978, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5990, loss_cls: 2.9604, loss: 2.9604, grad_norm: 7.9462 2020-09-18 20:27:13,192 - mmaction - INFO - Epoch [17][200/3520] lr: 5.000e-03, eta: 2 days, 17:55:57, time: 1.964, data_time: 0.554, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5708, loss_cls: 3.0019, loss: 3.0019, grad_norm: 8.1251 2020-09-18 20:27:52,653 - mmaction - INFO - Epoch [17][220/3520] lr: 5.000e-03, eta: 2 days, 17:55:17, time: 1.976, data_time: 0.008, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5729, loss_cls: 3.0137, loss: 3.0137, grad_norm: 8.1991 2020-09-18 20:28:31,202 - mmaction - INFO - Epoch [17][240/3520] lr: 5.000e-03, eta: 2 days, 17:54:34, time: 1.925, data_time: 0.708, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5792, loss_cls: 3.0113, loss: 3.0113, grad_norm: 7.9481 2020-09-18 20:29:10,384 - mmaction - INFO - Epoch [17][260/3520] lr: 5.000e-03, eta: 2 days, 17:53:54, time: 1.962, data_time: 1.341, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5729, loss_cls: 2.9968, loss: 2.9968, grad_norm: 8.0008 2020-09-18 20:29:51,430 - mmaction - INFO - Epoch [17][280/3520] lr: 5.000e-03, eta: 2 days, 17:53:17, time: 2.052, data_time: 1.021, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5833, loss_cls: 3.0140, loss: 3.0140, grad_norm: 7.9260 2020-09-18 20:30:32,328 - mmaction - INFO - Epoch [17][300/3520] lr: 5.000e-03, eta: 2 days, 17:52:39, time: 2.045, data_time: 0.003, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5771, loss_cls: 3.0346, loss: 3.0346, grad_norm: 7.9426 2020-09-18 20:31:10,692 - mmaction - INFO - Epoch [17][320/3520] lr: 5.000e-03, eta: 2 days, 17:51:57, time: 1.914, data_time: 0.111, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5885, loss_cls: 2.9702, loss: 2.9702, grad_norm: 7.9465 2020-09-18 20:31:52,043 - mmaction - INFO - Epoch [17][340/3520] lr: 5.000e-03, eta: 2 days, 17:51:20, time: 2.071, data_time: 0.662, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5812, loss_cls: 2.9826, loss: 2.9826, grad_norm: 7.8184 2020-09-18 20:32:31,501 - mmaction - INFO - Epoch [17][360/3520] lr: 5.000e-03, eta: 2 days, 17:50:40, time: 1.973, data_time: 0.234, memory: 8337, top1_acc: 0.3062, top5_acc: 0.5573, loss_cls: 3.1161, loss: 3.1161, grad_norm: 7.9948 2020-09-18 20:33:10,654 - mmaction - INFO - Epoch [17][380/3520] lr: 5.000e-03, eta: 2 days, 17:49:59, time: 1.957, data_time: 0.051, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5760, loss_cls: 2.9725, loss: 2.9725, grad_norm: 8.0114 2020-09-18 20:33:48,725 - mmaction - INFO - Epoch [17][400/3520] lr: 5.000e-03, eta: 2 days, 17:49:16, time: 1.904, data_time: 0.006, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5781, loss_cls: 2.9979, loss: 2.9979, grad_norm: 8.0805 2020-09-18 20:34:27,111 - mmaction - INFO - Epoch [17][420/3520] lr: 5.000e-03, eta: 2 days, 17:48:33, time: 1.919, data_time: 0.546, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5937, loss_cls: 2.9307, loss: 2.9307, grad_norm: 8.0243 2020-09-18 20:35:05,647 - mmaction - INFO - Epoch [17][440/3520] lr: 5.000e-03, eta: 2 days, 17:47:51, time: 1.927, data_time: 0.521, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5719, loss_cls: 3.0026, loss: 3.0026, grad_norm: 8.1217 2020-09-18 20:35:44,660 - mmaction - INFO - Epoch [17][460/3520] lr: 5.000e-03, eta: 2 days, 17:47:10, time: 1.948, data_time: 0.028, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5646, loss_cls: 3.0837, loss: 3.0837, grad_norm: 7.9892 2020-09-18 20:36:24,935 - mmaction - INFO - Epoch [17][480/3520] lr: 5.000e-03, eta: 2 days, 17:46:31, time: 2.016, data_time: 0.953, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5833, loss_cls: 2.9546, loss: 2.9546, grad_norm: 7.9565 2020-09-18 20:37:02,838 - mmaction - INFO - Epoch [17][500/3520] lr: 5.000e-03, eta: 2 days, 17:45:48, time: 1.890, data_time: 0.342, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5729, loss_cls: 3.0528, loss: 3.0528, grad_norm: 7.9616 2020-09-18 20:37:42,110 - mmaction - INFO - Epoch [17][520/3520] lr: 5.000e-03, eta: 2 days, 17:45:07, time: 1.966, data_time: 0.052, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5729, loss_cls: 3.0409, loss: 3.0409, grad_norm: 7.9641 2020-09-18 20:38:21,000 - mmaction - INFO - Epoch [17][540/3520] lr: 5.000e-03, eta: 2 days, 17:44:25, time: 1.944, data_time: 0.029, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5667, loss_cls: 3.0029, loss: 3.0029, grad_norm: 8.0446 2020-09-18 20:38:59,290 - mmaction - INFO - Epoch [17][560/3520] lr: 5.000e-03, eta: 2 days, 17:43:43, time: 1.917, data_time: 0.218, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5719, loss_cls: 3.0501, loss: 3.0501, grad_norm: 7.7407 2020-09-18 20:39:41,736 - mmaction - INFO - Epoch [17][580/3520] lr: 5.000e-03, eta: 2 days, 17:43:09, time: 2.121, data_time: 0.027, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5719, loss_cls: 3.0019, loss: 3.0019, grad_norm: 7.9455 2020-09-18 20:40:21,339 - mmaction - INFO - Epoch [17][600/3520] lr: 5.000e-03, eta: 2 days, 17:42:29, time: 1.981, data_time: 0.062, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5875, loss_cls: 2.9718, loss: 2.9718, grad_norm: 8.1833 2020-09-18 20:40:59,796 - mmaction - INFO - Epoch [17][620/3520] lr: 5.000e-03, eta: 2 days, 17:41:46, time: 1.919, data_time: 0.308, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5510, loss_cls: 3.0824, loss: 3.0824, grad_norm: 7.9938 2020-09-18 20:41:39,604 - mmaction - INFO - Epoch [17][640/3520] lr: 5.000e-03, eta: 2 days, 17:41:07, time: 1.996, data_time: 1.089, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5719, loss_cls: 3.0514, loss: 3.0514, grad_norm: 7.9745 2020-09-18 20:42:20,219 - mmaction - INFO - Epoch [17][660/3520] lr: 5.000e-03, eta: 2 days, 17:40:29, time: 2.029, data_time: 0.244, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5729, loss_cls: 3.0806, loss: 3.0806, grad_norm: 8.1157 2020-09-18 20:42:58,110 - mmaction - INFO - Epoch [17][680/3520] lr: 5.000e-03, eta: 2 days, 17:39:45, time: 1.896, data_time: 0.564, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5698, loss_cls: 3.0414, loss: 3.0414, grad_norm: 8.0770 2020-09-18 20:43:37,104 - mmaction - INFO - Epoch [17][700/3520] lr: 5.000e-03, eta: 2 days, 17:39:04, time: 1.950, data_time: 0.002, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5292, loss_cls: 3.2273, loss: 3.2273, grad_norm: 7.9496 2020-09-18 20:44:15,960 - mmaction - INFO - Epoch [17][720/3520] lr: 5.000e-03, eta: 2 days, 17:38:23, time: 1.941, data_time: 0.067, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5677, loss_cls: 3.0759, loss: 3.0759, grad_norm: 7.6237 2020-09-18 20:44:55,175 - mmaction - INFO - Epoch [17][740/3520] lr: 5.000e-03, eta: 2 days, 17:37:42, time: 1.962, data_time: 0.390, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5812, loss_cls: 2.9293, loss: 2.9293, grad_norm: 7.7488 2020-09-18 20:45:36,249 - mmaction - INFO - Epoch [17][760/3520] lr: 5.000e-03, eta: 2 days, 17:37:05, time: 2.052, data_time: 0.184, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5490, loss_cls: 3.0676, loss: 3.0676, grad_norm: 7.8183 2020-09-18 20:46:14,469 - mmaction - INFO - Epoch [17][780/3520] lr: 5.000e-03, eta: 2 days, 17:36:22, time: 1.910, data_time: 0.172, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5677, loss_cls: 3.1082, loss: 3.1082, grad_norm: 8.0062 2020-09-18 20:46:55,557 - mmaction - INFO - Epoch [17][800/3520] lr: 5.000e-03, eta: 2 days, 17:35:45, time: 2.054, data_time: 0.475, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5552, loss_cls: 3.0734, loss: 3.0734, grad_norm: 8.0572 2020-09-18 20:47:33,912 - mmaction - INFO - Epoch [17][820/3520] lr: 5.000e-03, eta: 2 days, 17:35:03, time: 1.921, data_time: 0.521, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5542, loss_cls: 3.0845, loss: 3.0845, grad_norm: 8.2232 2020-09-18 20:48:13,026 - mmaction - INFO - Epoch [17][840/3520] lr: 5.000e-03, eta: 2 days, 17:34:21, time: 1.953, data_time: 0.165, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5375, loss_cls: 3.1340, loss: 3.1340, grad_norm: 8.0623 2020-09-18 20:48:52,770 - mmaction - INFO - Epoch [17][860/3520] lr: 5.000e-03, eta: 2 days, 17:33:42, time: 1.990, data_time: 0.049, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5635, loss_cls: 3.1382, loss: 3.1382, grad_norm: 8.0023 2020-09-18 20:49:31,505 - mmaction - INFO - Epoch [17][880/3520] lr: 5.000e-03, eta: 2 days, 17:33:00, time: 1.937, data_time: 0.072, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5375, loss_cls: 3.1624, loss: 3.1624, grad_norm: 7.9640 2020-09-18 20:50:10,263 - mmaction - INFO - Epoch [17][900/3520] lr: 5.000e-03, eta: 2 days, 17:32:18, time: 1.937, data_time: 0.189, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5760, loss_cls: 2.9921, loss: 2.9921, grad_norm: 7.8880 2020-09-18 20:50:48,768 - mmaction - INFO - Epoch [17][920/3520] lr: 5.000e-03, eta: 2 days, 17:31:36, time: 1.924, data_time: 0.006, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5531, loss_cls: 3.0857, loss: 3.0857, grad_norm: 7.9839 2020-09-18 20:51:28,490 - mmaction - INFO - Epoch [17][940/3520] lr: 5.000e-03, eta: 2 days, 17:30:56, time: 1.987, data_time: 0.447, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5437, loss_cls: 3.1655, loss: 3.1655, grad_norm: 8.0089 2020-09-18 20:52:06,958 - mmaction - INFO - Epoch [17][960/3520] lr: 5.000e-03, eta: 2 days, 17:30:14, time: 1.922, data_time: 0.105, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5938, loss_cls: 2.9735, loss: 2.9735, grad_norm: 7.8411 2020-09-18 20:52:48,621 - mmaction - INFO - Epoch [17][980/3520] lr: 5.000e-03, eta: 2 days, 17:29:38, time: 2.084, data_time: 0.086, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5521, loss_cls: 3.1473, loss: 3.1473, grad_norm: 8.1391 2020-09-18 20:53:29,326 - mmaction - INFO - Epoch [17][1000/3520] lr: 5.000e-03, eta: 2 days, 17:29:01, time: 2.038, data_time: 0.778, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5490, loss_cls: 3.1429, loss: 3.1429, grad_norm: 8.5410 2020-09-18 20:54:06,001 - mmaction - INFO - Epoch [17][1020/3520] lr: 5.000e-03, eta: 2 days, 17:28:14, time: 1.830, data_time: 0.456, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5823, loss_cls: 3.0544, loss: 3.0544, grad_norm: 7.8241 2020-09-18 20:54:44,814 - mmaction - INFO - Epoch [17][1040/3520] lr: 5.000e-03, eta: 2 days, 17:27:32, time: 1.925, data_time: 0.007, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5708, loss_cls: 3.0462, loss: 3.0462, grad_norm: 7.7906 2020-09-18 20:55:23,715 - mmaction - INFO - Epoch [17][1060/3520] lr: 5.000e-03, eta: 2 days, 17:26:51, time: 1.964, data_time: 0.486, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5802, loss_cls: 3.0129, loss: 3.0129, grad_norm: 8.1027 2020-09-18 20:56:02,260 - mmaction - INFO - Epoch [17][1080/3520] lr: 5.000e-03, eta: 2 days, 17:26:09, time: 1.927, data_time: 0.361, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5458, loss_cls: 3.1466, loss: 3.1466, grad_norm: 8.3006 2020-09-18 20:56:42,202 - mmaction - INFO - Epoch [17][1100/3520] lr: 5.000e-03, eta: 2 days, 17:25:30, time: 1.995, data_time: 0.755, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5479, loss_cls: 3.0992, loss: 3.0992, grad_norm: 7.9762 2020-09-18 20:57:20,692 - mmaction - INFO - Epoch [17][1120/3520] lr: 5.000e-03, eta: 2 days, 17:24:47, time: 1.921, data_time: 0.102, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5719, loss_cls: 3.0367, loss: 3.0367, grad_norm: 7.9946 2020-09-18 20:57:59,788 - mmaction - INFO - Epoch [17][1140/3520] lr: 5.000e-03, eta: 2 days, 17:24:07, time: 1.957, data_time: 0.256, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5885, loss_cls: 3.0118, loss: 3.0118, grad_norm: 8.1638 2020-09-18 20:58:38,271 - mmaction - INFO - Epoch [17][1160/3520] lr: 5.000e-03, eta: 2 days, 17:23:24, time: 1.927, data_time: 0.228, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5688, loss_cls: 3.0012, loss: 3.0012, grad_norm: 7.8188 2020-09-18 20:59:17,852 - mmaction - INFO - Epoch [17][1180/3520] lr: 5.000e-03, eta: 2 days, 17:22:44, time: 1.977, data_time: 0.249, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5479, loss_cls: 3.1428, loss: 3.1428, grad_norm: 8.0523 2020-09-18 20:59:56,950 - mmaction - INFO - Epoch [17][1200/3520] lr: 5.000e-03, eta: 2 days, 17:22:03, time: 1.958, data_time: 0.436, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5417, loss_cls: 3.0980, loss: 3.0980, grad_norm: 8.1142 2020-09-18 21:00:43,942 - mmaction - INFO - Epoch [17][1220/3520] lr: 5.000e-03, eta: 2 days, 17:21:38, time: 2.324, data_time: 0.057, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5760, loss_cls: 3.0210, loss: 3.0210, grad_norm: 7.6947 2020-09-18 21:01:21,733 - mmaction - INFO - Epoch [17][1240/3520] lr: 5.000e-03, eta: 2 days, 17:20:55, time: 1.915, data_time: 0.115, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.1291, loss: 3.1291, grad_norm: 8.2128 2020-09-18 21:01:59,625 - mmaction - INFO - Epoch [17][1260/3520] lr: 5.000e-03, eta: 2 days, 17:20:11, time: 1.894, data_time: 0.015, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5656, loss_cls: 3.0195, loss: 3.0195, grad_norm: 7.9848 2020-09-18 21:02:41,064 - mmaction - INFO - Epoch [17][1280/3520] lr: 5.000e-03, eta: 2 days, 17:19:35, time: 2.073, data_time: 0.005, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5469, loss_cls: 3.1133, loss: 3.1133, grad_norm: 7.9097 2020-09-18 21:03:18,550 - mmaction - INFO - Epoch [17][1300/3520] lr: 5.000e-03, eta: 2 days, 17:18:51, time: 1.872, data_time: 0.486, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5583, loss_cls: 3.1256, loss: 3.1256, grad_norm: 8.1423 2020-09-18 21:03:58,008 - mmaction - INFO - Epoch [17][1320/3520] lr: 5.000e-03, eta: 2 days, 17:18:11, time: 1.973, data_time: 0.225, memory: 8337, top1_acc: 0.2667, top5_acc: 0.5448, loss_cls: 3.2122, loss: 3.2122, grad_norm: 8.3630 2020-09-18 21:04:36,281 - mmaction - INFO - Epoch [17][1340/3520] lr: 5.000e-03, eta: 2 days, 17:17:28, time: 1.913, data_time: 0.281, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5563, loss_cls: 3.1103, loss: 3.1103, grad_norm: 7.9493 2020-09-18 21:05:18,003 - mmaction - INFO - Epoch [17][1360/3520] lr: 5.000e-03, eta: 2 days, 17:16:52, time: 2.088, data_time: 0.260, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5417, loss_cls: 3.1676, loss: 3.1676, grad_norm: 7.8727 2020-09-18 21:05:57,348 - mmaction - INFO - Epoch [17][1380/3520] lr: 5.000e-03, eta: 2 days, 17:16:12, time: 1.965, data_time: 0.392, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5531, loss_cls: 3.1158, loss: 3.1158, grad_norm: 8.1113 2020-09-18 21:06:37,709 - mmaction - INFO - Epoch [17][1400/3520] lr: 5.000e-03, eta: 2 days, 17:15:33, time: 2.021, data_time: 0.995, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5740, loss_cls: 2.9845, loss: 2.9845, grad_norm: 7.8989 2020-09-18 21:07:16,006 - mmaction - INFO - Epoch [17][1420/3520] lr: 5.000e-03, eta: 2 days, 17:14:51, time: 1.913, data_time: 0.281, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5417, loss_cls: 3.1464, loss: 3.1464, grad_norm: 7.9684 2020-09-18 21:07:55,191 - mmaction - INFO - Epoch [17][1440/3520] lr: 5.000e-03, eta: 2 days, 17:14:10, time: 1.960, data_time: 1.334, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5885, loss_cls: 2.9589, loss: 2.9589, grad_norm: 7.9738 2020-09-18 21:08:34,745 - mmaction - INFO - Epoch [17][1460/3520] lr: 5.000e-03, eta: 2 days, 17:13:30, time: 1.976, data_time: 0.182, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5635, loss_cls: 3.0541, loss: 3.0541, grad_norm: 7.9604 2020-09-18 21:09:13,996 - mmaction - INFO - Epoch [17][1480/3520] lr: 5.000e-03, eta: 2 days, 17:12:49, time: 1.964, data_time: 0.325, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5750, loss_cls: 3.0492, loss: 3.0492, grad_norm: 8.0667 2020-09-18 21:09:53,165 - mmaction - INFO - Epoch [17][1500/3520] lr: 5.000e-03, eta: 2 days, 17:12:08, time: 1.956, data_time: 0.521, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5656, loss_cls: 3.0745, loss: 3.0745, grad_norm: 7.8001 2020-09-18 21:10:34,488 - mmaction - INFO - Epoch [17][1520/3520] lr: 5.000e-03, eta: 2 days, 17:11:32, time: 2.069, data_time: 0.642, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5781, loss_cls: 2.9934, loss: 2.9934, grad_norm: 8.0056 2020-09-18 21:11:14,817 - mmaction - INFO - Epoch [17][1540/3520] lr: 5.000e-03, eta: 2 days, 17:10:53, time: 2.017, data_time: 0.194, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5740, loss_cls: 3.0570, loss: 3.0570, grad_norm: 8.0186 2020-09-18 21:11:53,436 - mmaction - INFO - Epoch [17][1560/3520] lr: 5.000e-03, eta: 2 days, 17:10:11, time: 1.931, data_time: 0.514, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5698, loss_cls: 3.0063, loss: 3.0063, grad_norm: 7.9377 2020-09-18 21:12:30,742 - mmaction - INFO - Epoch [17][1580/3520] lr: 5.000e-03, eta: 2 days, 17:09:26, time: 1.860, data_time: 0.222, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5677, loss_cls: 3.0864, loss: 3.0864, grad_norm: 8.0467 2020-09-18 21:13:08,588 - mmaction - INFO - Epoch [17][1600/3520] lr: 5.000e-03, eta: 2 days, 17:08:43, time: 1.895, data_time: 0.008, memory: 8337, top1_acc: 0.3458, top5_acc: 0.5948, loss_cls: 2.9246, loss: 2.9246, grad_norm: 7.7700 2020-09-18 21:13:48,559 - mmaction - INFO - Epoch [17][1620/3520] lr: 5.000e-03, eta: 2 days, 17:08:04, time: 2.001, data_time: 0.231, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5385, loss_cls: 3.1257, loss: 3.1257, grad_norm: 7.9915 2020-09-18 21:14:27,941 - mmaction - INFO - Epoch [17][1640/3520] lr: 5.000e-03, eta: 2 days, 17:07:23, time: 1.967, data_time: 0.408, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5687, loss_cls: 3.0613, loss: 3.0613, grad_norm: 8.0765 2020-09-18 21:15:06,271 - mmaction - INFO - Epoch [17][1660/3520] lr: 5.000e-03, eta: 2 days, 17:06:41, time: 1.919, data_time: 0.037, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5719, loss_cls: 3.0681, loss: 3.0681, grad_norm: 7.9054 2020-09-18 21:15:46,216 - mmaction - INFO - Epoch [17][1680/3520] lr: 5.000e-03, eta: 2 days, 17:06:01, time: 1.994, data_time: 0.011, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5844, loss_cls: 3.0082, loss: 3.0082, grad_norm: 8.0403 2020-09-18 21:16:26,442 - mmaction - INFO - Epoch [17][1700/3520] lr: 5.000e-03, eta: 2 days, 17:05:23, time: 2.014, data_time: 0.085, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5760, loss_cls: 3.0390, loss: 3.0390, grad_norm: 7.9837 2020-09-18 21:17:05,003 - mmaction - INFO - Epoch [17][1720/3520] lr: 5.000e-03, eta: 2 days, 17:04:41, time: 1.929, data_time: 0.123, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5500, loss_cls: 3.1333, loss: 3.1333, grad_norm: 7.9637 2020-09-18 21:17:42,907 - mmaction - INFO - Epoch [17][1740/3520] lr: 5.000e-03, eta: 2 days, 17:03:57, time: 1.896, data_time: 0.181, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5312, loss_cls: 3.1600, loss: 3.1600, grad_norm: 8.0070 2020-09-18 21:18:22,587 - mmaction - INFO - Epoch [17][1760/3520] lr: 5.000e-03, eta: 2 days, 17:03:17, time: 1.980, data_time: 0.104, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5708, loss_cls: 3.0760, loss: 3.0760, grad_norm: 8.0619 2020-09-18 21:19:00,116 - mmaction - INFO - Epoch [17][1780/3520] lr: 5.000e-03, eta: 2 days, 17:02:33, time: 1.880, data_time: 0.567, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5750, loss_cls: 3.0389, loss: 3.0389, grad_norm: 7.7936 2020-09-18 21:19:40,058 - mmaction - INFO - Epoch [17][1800/3520] lr: 5.000e-03, eta: 2 days, 17:01:54, time: 1.994, data_time: 0.228, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5573, loss_cls: 3.0798, loss: 3.0798, grad_norm: 8.0197 2020-09-18 21:20:19,573 - mmaction - INFO - Epoch [17][1820/3520] lr: 5.000e-03, eta: 2 days, 17:01:14, time: 1.979, data_time: 0.183, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5625, loss_cls: 3.1575, loss: 3.1575, grad_norm: 8.1430 2020-09-18 21:20:59,787 - mmaction - INFO - Epoch [17][1840/3520] lr: 5.000e-03, eta: 2 days, 17:00:35, time: 2.011, data_time: 0.634, memory: 8337, top1_acc: 0.2500, top5_acc: 0.5344, loss_cls: 3.2213, loss: 3.2213, grad_norm: 8.3983 2020-09-18 21:21:39,847 - mmaction - INFO - Epoch [17][1860/3520] lr: 5.000e-03, eta: 2 days, 16:59:56, time: 1.999, data_time: 0.072, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5396, loss_cls: 3.1145, loss: 3.1145, grad_norm: 7.7765 2020-09-18 21:22:19,689 - mmaction - INFO - Epoch [17][1880/3520] lr: 5.000e-03, eta: 2 days, 16:59:17, time: 1.992, data_time: 0.027, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5229, loss_cls: 3.1717, loss: 3.1717, grad_norm: 7.9171 2020-09-18 21:22:58,691 - mmaction - INFO - Epoch [17][1900/3520] lr: 5.000e-03, eta: 2 days, 16:58:35, time: 1.949, data_time: 0.331, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5604, loss_cls: 3.0692, loss: 3.0692, grad_norm: 7.8902 2020-09-18 21:23:38,965 - mmaction - INFO - Epoch [17][1920/3520] lr: 5.000e-03, eta: 2 days, 16:57:57, time: 2.014, data_time: 0.850, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5542, loss_cls: 3.1304, loss: 3.1304, grad_norm: 7.9718 2020-09-18 21:24:16,408 - mmaction - INFO - Epoch [17][1940/3520] lr: 5.000e-03, eta: 2 days, 16:57:12, time: 1.867, data_time: 0.044, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5698, loss_cls: 3.0151, loss: 3.0151, grad_norm: 7.9186 2020-09-18 21:24:52,690 - mmaction - INFO - Epoch [17][1960/3520] lr: 5.000e-03, eta: 2 days, 16:56:26, time: 1.818, data_time: 0.586, memory: 8337, top1_acc: 0.2573, top5_acc: 0.5250, loss_cls: 3.2795, loss: 3.2795, grad_norm: 8.1845 2020-09-18 21:25:34,401 - mmaction - INFO - Epoch [17][1980/3520] lr: 5.000e-03, eta: 2 days, 16:55:50, time: 2.088, data_time: 0.205, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5740, loss_cls: 3.0307, loss: 3.0307, grad_norm: 8.1861 2020-09-18 21:26:11,731 - mmaction - INFO - Epoch [17][2000/3520] lr: 5.000e-03, eta: 2 days, 16:55:06, time: 1.866, data_time: 0.159, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5323, loss_cls: 3.1360, loss: 3.1360, grad_norm: 7.9891 2020-09-18 21:26:50,248 - mmaction - INFO - Epoch [17][2020/3520] lr: 5.000e-03, eta: 2 days, 16:54:24, time: 1.928, data_time: 0.009, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5604, loss_cls: 3.0941, loss: 3.0941, grad_norm: 7.8932 2020-09-18 21:27:27,793 - mmaction - INFO - Epoch [17][2040/3520] lr: 5.000e-03, eta: 2 days, 16:53:40, time: 1.879, data_time: 1.001, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5552, loss_cls: 3.0766, loss: 3.0766, grad_norm: 7.9234 2020-09-18 21:28:06,303 - mmaction - INFO - Epoch [17][2060/3520] lr: 5.000e-03, eta: 2 days, 16:52:57, time: 1.922, data_time: 0.610, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5615, loss_cls: 3.0782, loss: 3.0782, grad_norm: 8.1332 2020-09-18 21:28:47,794 - mmaction - INFO - Epoch [17][2080/3520] lr: 5.000e-03, eta: 2 days, 16:52:21, time: 2.077, data_time: 0.775, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5344, loss_cls: 3.1723, loss: 3.1723, grad_norm: 8.2630 2020-09-18 21:29:28,035 - mmaction - INFO - Epoch [17][2100/3520] lr: 5.000e-03, eta: 2 days, 16:51:42, time: 2.007, data_time: 1.362, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5833, loss_cls: 2.9657, loss: 2.9657, grad_norm: 8.1190 2020-09-18 21:30:06,746 - mmaction - INFO - Epoch [17][2120/3520] lr: 5.000e-03, eta: 2 days, 16:51:01, time: 1.940, data_time: 0.457, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5927, loss_cls: 3.0057, loss: 3.0057, grad_norm: 7.9282 2020-09-18 21:30:46,855 - mmaction - INFO - Epoch [17][2140/3520] lr: 5.000e-03, eta: 2 days, 16:50:22, time: 2.006, data_time: 1.037, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5781, loss_cls: 3.0483, loss: 3.0483, grad_norm: 7.9939 2020-09-18 21:31:24,928 - mmaction - INFO - Epoch [17][2160/3520] lr: 5.000e-03, eta: 2 days, 16:49:39, time: 1.903, data_time: 0.266, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5344, loss_cls: 3.1544, loss: 3.1544, grad_norm: 7.9191 2020-09-18 21:32:04,973 - mmaction - INFO - Epoch [17][2180/3520] lr: 5.000e-03, eta: 2 days, 16:49:00, time: 2.003, data_time: 0.459, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5760, loss_cls: 3.0935, loss: 3.0935, grad_norm: 8.2680 2020-09-18 21:32:44,405 - mmaction - INFO - Epoch [17][2200/3520] lr: 5.000e-03, eta: 2 days, 16:48:19, time: 1.970, data_time: 0.132, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5542, loss_cls: 3.0930, loss: 3.0930, grad_norm: 8.4441 2020-09-18 21:33:24,278 - mmaction - INFO - Epoch [17][2220/3520] lr: 5.000e-03, eta: 2 days, 16:47:40, time: 1.993, data_time: 0.076, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5615, loss_cls: 3.0681, loss: 3.0681, grad_norm: 8.1303 2020-09-18 21:34:02,513 - mmaction - INFO - Epoch [17][2240/3520] lr: 5.000e-03, eta: 2 days, 16:46:57, time: 1.915, data_time: 0.544, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5573, loss_cls: 3.0438, loss: 3.0438, grad_norm: 7.9727 2020-09-18 21:34:41,517 - mmaction - INFO - Epoch [17][2260/3520] lr: 5.000e-03, eta: 2 days, 16:46:16, time: 1.947, data_time: 0.047, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5427, loss_cls: 3.1428, loss: 3.1428, grad_norm: 8.2884 2020-09-18 21:35:19,939 - mmaction - INFO - Epoch [17][2280/3520] lr: 5.000e-03, eta: 2 days, 16:45:34, time: 1.924, data_time: 0.009, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5677, loss_cls: 3.0782, loss: 3.0782, grad_norm: 7.8714 2020-09-18 21:36:00,485 - mmaction - INFO - Epoch [17][2300/3520] lr: 5.000e-03, eta: 2 days, 16:44:56, time: 2.024, data_time: 0.075, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5531, loss_cls: 3.1777, loss: 3.1777, grad_norm: 8.0806 2020-09-18 21:36:39,528 - mmaction - INFO - Epoch [17][2320/3520] lr: 5.000e-03, eta: 2 days, 16:44:15, time: 1.952, data_time: 0.418, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5656, loss_cls: 3.0931, loss: 3.0931, grad_norm: 8.1504 2020-09-18 21:37:19,391 - mmaction - INFO - Epoch [17][2340/3520] lr: 5.000e-03, eta: 2 days, 16:43:35, time: 1.993, data_time: 0.698, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5698, loss_cls: 3.0045, loss: 3.0045, grad_norm: 8.0170 2020-09-18 21:37:57,527 - mmaction - INFO - Epoch [17][2360/3520] lr: 5.000e-03, eta: 2 days, 16:42:53, time: 1.909, data_time: 0.308, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5708, loss_cls: 3.0313, loss: 3.0313, grad_norm: 7.9465 2020-09-18 21:38:35,949 - mmaction - INFO - Epoch [17][2380/3520] lr: 5.000e-03, eta: 2 days, 16:42:10, time: 1.918, data_time: 0.051, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5677, loss_cls: 3.0650, loss: 3.0650, grad_norm: 7.9926 2020-09-18 21:39:16,156 - mmaction - INFO - Epoch [17][2400/3520] lr: 5.000e-03, eta: 2 days, 16:41:32, time: 2.014, data_time: 0.802, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5823, loss_cls: 2.9843, loss: 2.9843, grad_norm: 7.7676 2020-09-18 21:39:55,044 - mmaction - INFO - Epoch [17][2420/3520] lr: 5.000e-03, eta: 2 days, 16:40:50, time: 1.943, data_time: 0.966, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5792, loss_cls: 3.0028, loss: 3.0028, grad_norm: 7.8173 2020-09-18 21:40:35,116 - mmaction - INFO - Epoch [17][2440/3520] lr: 5.000e-03, eta: 2 days, 16:40:11, time: 2.005, data_time: 0.632, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5552, loss_cls: 3.0543, loss: 3.0543, grad_norm: 7.9877 2020-09-18 21:41:12,813 - mmaction - INFO - Epoch [17][2460/3520] lr: 5.000e-03, eta: 2 days, 16:39:27, time: 1.885, data_time: 0.271, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5469, loss_cls: 3.0302, loss: 3.0302, grad_norm: 7.9206 2020-09-18 21:41:52,338 - mmaction - INFO - Epoch [17][2480/3520] lr: 5.000e-03, eta: 2 days, 16:38:47, time: 1.975, data_time: 0.091, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5500, loss_cls: 3.0924, loss: 3.0924, grad_norm: 8.3121 2020-09-18 21:42:32,509 - mmaction - INFO - Epoch [17][2500/3520] lr: 5.000e-03, eta: 2 days, 16:38:08, time: 2.008, data_time: 0.130, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5396, loss_cls: 3.1262, loss: 3.1262, grad_norm: 8.3808 2020-09-18 21:43:09,690 - mmaction - INFO - Epoch [17][2520/3520] lr: 5.000e-03, eta: 2 days, 16:37:24, time: 1.856, data_time: 0.076, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5552, loss_cls: 3.0800, loss: 3.0800, grad_norm: 8.1704 2020-09-18 21:43:47,842 - mmaction - INFO - Epoch [17][2540/3520] lr: 5.000e-03, eta: 2 days, 16:36:41, time: 1.908, data_time: 0.073, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5615, loss_cls: 3.1065, loss: 3.1065, grad_norm: 8.3333 2020-09-18 21:44:28,500 - mmaction - INFO - Epoch [17][2560/3520] lr: 5.000e-03, eta: 2 days, 16:36:03, time: 2.034, data_time: 0.468, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5510, loss_cls: 3.1345, loss: 3.1345, grad_norm: 8.1353 2020-09-18 21:45:09,001 - mmaction - INFO - Epoch [17][2580/3520] lr: 5.000e-03, eta: 2 days, 16:35:25, time: 2.022, data_time: 0.676, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5573, loss_cls: 3.0999, loss: 3.0999, grad_norm: 7.8657 2020-09-18 21:45:47,073 - mmaction - INFO - Epoch [17][2600/3520] lr: 5.000e-03, eta: 2 days, 16:34:42, time: 1.906, data_time: 0.457, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5677, loss_cls: 2.9937, loss: 2.9937, grad_norm: 7.8342 2020-09-18 21:46:26,885 - mmaction - INFO - Epoch [17][2620/3520] lr: 5.000e-03, eta: 2 days, 16:34:02, time: 1.994, data_time: 1.131, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5667, loss_cls: 3.0717, loss: 3.0717, grad_norm: 8.0577 2020-09-18 21:47:06,035 - mmaction - INFO - Epoch [17][2640/3520] lr: 5.000e-03, eta: 2 days, 16:33:21, time: 1.954, data_time: 0.166, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5594, loss_cls: 3.0928, loss: 3.0928, grad_norm: 8.0713 2020-09-18 21:47:44,731 - mmaction - INFO - Epoch [17][2660/3520] lr: 5.000e-03, eta: 2 days, 16:32:40, time: 1.940, data_time: 0.028, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5458, loss_cls: 3.1525, loss: 3.1525, grad_norm: 8.0908 2020-09-18 21:48:24,591 - mmaction - INFO - Epoch [17][2680/3520] lr: 5.000e-03, eta: 2 days, 16:32:00, time: 1.989, data_time: 0.504, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5583, loss_cls: 3.1029, loss: 3.1029, grad_norm: 7.7905 2020-09-18 21:49:03,361 - mmaction - INFO - Epoch [17][2700/3520] lr: 5.000e-03, eta: 2 days, 16:31:19, time: 1.942, data_time: 0.228, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5323, loss_cls: 3.1416, loss: 3.1416, grad_norm: 8.0397 2020-09-18 21:49:43,263 - mmaction - INFO - Epoch [17][2720/3520] lr: 5.000e-03, eta: 2 days, 16:30:40, time: 1.994, data_time: 0.436, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5885, loss_cls: 2.9542, loss: 2.9542, grad_norm: 7.7436 2020-09-18 21:50:22,219 - mmaction - INFO - Epoch [17][2740/3520] lr: 5.000e-03, eta: 2 days, 16:29:58, time: 1.947, data_time: 0.391, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5365, loss_cls: 3.1021, loss: 3.1021, grad_norm: 7.9897 2020-09-18 21:51:04,148 - mmaction - INFO - Epoch [17][2760/3520] lr: 5.000e-03, eta: 2 days, 16:29:23, time: 2.096, data_time: 0.077, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5302, loss_cls: 3.1090, loss: 3.1090, grad_norm: 7.8757 2020-09-18 21:51:43,107 - mmaction - INFO - Epoch [17][2780/3520] lr: 5.000e-03, eta: 2 days, 16:28:42, time: 1.950, data_time: 0.006, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5594, loss_cls: 3.0682, loss: 3.0682, grad_norm: 7.9167 2020-09-18 21:52:22,197 - mmaction - INFO - Epoch [17][2800/3520] lr: 5.000e-03, eta: 2 days, 16:28:01, time: 1.955, data_time: 0.553, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5656, loss_cls: 3.0124, loss: 3.0124, grad_norm: 8.1309 2020-09-18 21:53:00,146 - mmaction - INFO - Epoch [17][2820/3520] lr: 5.000e-03, eta: 2 days, 16:27:18, time: 1.896, data_time: 0.112, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5833, loss_cls: 3.0738, loss: 3.0738, grad_norm: 8.2808 2020-09-18 21:53:39,289 - mmaction - INFO - Epoch [17][2840/3520] lr: 5.000e-03, eta: 2 days, 16:26:37, time: 1.959, data_time: 0.070, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5771, loss_cls: 2.9537, loss: 2.9537, grad_norm: 8.0536 2020-09-18 21:54:20,326 - mmaction - INFO - Epoch [17][2860/3520] lr: 5.000e-03, eta: 2 days, 16:26:00, time: 2.052, data_time: 0.828, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5667, loss_cls: 3.1084, loss: 3.1084, grad_norm: 8.2948 2020-09-18 21:54:59,373 - mmaction - INFO - Epoch [17][2880/3520] lr: 5.000e-03, eta: 2 days, 16:25:19, time: 1.950, data_time: 0.756, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5625, loss_cls: 3.0129, loss: 3.0129, grad_norm: 7.9874 2020-09-18 21:55:37,882 - mmaction - INFO - Epoch [17][2900/3520] lr: 5.000e-03, eta: 2 days, 16:24:37, time: 1.928, data_time: 0.008, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5667, loss_cls: 3.0450, loss: 3.0450, grad_norm: 8.1085 2020-09-18 21:56:15,867 - mmaction - INFO - Epoch [17][2920/3520] lr: 5.000e-03, eta: 2 days, 16:23:53, time: 1.896, data_time: 0.328, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5760, loss_cls: 3.0957, loss: 3.0957, grad_norm: 8.5992 2020-09-18 21:56:55,070 - mmaction - INFO - Epoch [17][2940/3520] lr: 5.000e-03, eta: 2 days, 16:23:13, time: 1.963, data_time: 1.095, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5510, loss_cls: 3.1369, loss: 3.1369, grad_norm: 8.0432 2020-09-18 21:57:34,627 - mmaction - INFO - Epoch [17][2960/3520] lr: 5.000e-03, eta: 2 days, 16:22:33, time: 1.975, data_time: 1.345, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5385, loss_cls: 3.1559, loss: 3.1559, grad_norm: 8.2058 2020-09-18 21:58:15,415 - mmaction - INFO - Epoch [17][2980/3520] lr: 5.000e-03, eta: 2 days, 16:21:55, time: 2.043, data_time: 0.168, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5750, loss_cls: 3.0367, loss: 3.0367, grad_norm: 7.8516 2020-09-18 21:58:52,820 - mmaction - INFO - Epoch [17][3000/3520] lr: 5.000e-03, eta: 2 days, 16:21:11, time: 1.865, data_time: 0.005, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5552, loss_cls: 3.0930, loss: 3.0930, grad_norm: 7.7448 2020-09-18 21:59:32,884 - mmaction - INFO - Epoch [17][3020/3520] lr: 5.000e-03, eta: 2 days, 16:20:32, time: 2.007, data_time: 0.505, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5479, loss_cls: 3.1662, loss: 3.1662, grad_norm: 8.2001 2020-09-18 22:00:21,249 - mmaction - INFO - Epoch [17][3040/3520] lr: 5.000e-03, eta: 2 days, 16:20:08, time: 2.400, data_time: 0.680, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5490, loss_cls: 3.1159, loss: 3.1159, grad_norm: 7.9108 2020-09-18 22:00:59,288 - mmaction - INFO - Epoch [17][3060/3520] lr: 5.000e-03, eta: 2 days, 16:19:26, time: 1.921, data_time: 0.795, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5729, loss_cls: 3.0515, loss: 3.0515, grad_norm: 8.4166 2020-09-18 22:01:38,244 - mmaction - INFO - Epoch [17][3080/3520] lr: 5.000e-03, eta: 2 days, 16:18:44, time: 1.929, data_time: 0.028, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5479, loss_cls: 3.0408, loss: 3.0408, grad_norm: 8.0358 2020-09-18 22:02:16,034 - mmaction - INFO - Epoch [17][3100/3520] lr: 5.000e-03, eta: 2 days, 16:18:02, time: 1.908, data_time: 0.034, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5656, loss_cls: 3.0340, loss: 3.0340, grad_norm: 8.1642 2020-09-18 22:02:56,607 - mmaction - INFO - Epoch [17][3120/3520] lr: 5.000e-03, eta: 2 days, 16:17:23, time: 2.026, data_time: 0.112, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5823, loss_cls: 2.9793, loss: 2.9793, grad_norm: 7.9931 2020-09-18 22:03:36,420 - mmaction - INFO - Epoch [17][3140/3520] lr: 5.000e-03, eta: 2 days, 16:16:44, time: 1.992, data_time: 0.989, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5740, loss_cls: 2.9906, loss: 2.9906, grad_norm: 8.0014 2020-09-18 22:04:14,498 - mmaction - INFO - Epoch [17][3160/3520] lr: 5.000e-03, eta: 2 days, 16:16:01, time: 1.903, data_time: 1.250, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5677, loss_cls: 3.0438, loss: 3.0438, grad_norm: 7.8331 2020-09-18 22:04:53,346 - mmaction - INFO - Epoch [17][3180/3520] lr: 5.000e-03, eta: 2 days, 16:15:20, time: 1.944, data_time: 0.288, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5802, loss_cls: 3.0589, loss: 3.0589, grad_norm: 7.9401 2020-09-18 22:05:32,992 - mmaction - INFO - Epoch [17][3200/3520] lr: 5.000e-03, eta: 2 days, 16:14:40, time: 1.980, data_time: 1.172, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5271, loss_cls: 3.1634, loss: 3.1634, grad_norm: 8.0115 2020-09-18 22:06:12,301 - mmaction - INFO - Epoch [17][3220/3520] lr: 5.000e-03, eta: 2 days, 16:13:59, time: 1.968, data_time: 0.674, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5500, loss_cls: 3.1290, loss: 3.1290, grad_norm: 8.0930 2020-09-18 22:06:50,585 - mmaction - INFO - Epoch [17][3240/3520] lr: 5.000e-03, eta: 2 days, 16:13:17, time: 1.913, data_time: 0.038, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5604, loss_cls: 3.0769, loss: 3.0769, grad_norm: 7.9409 2020-09-18 22:07:27,075 - mmaction - INFO - Epoch [17][3260/3520] lr: 5.000e-03, eta: 2 days, 16:12:31, time: 1.825, data_time: 0.215, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5990, loss_cls: 2.9304, loss: 2.9304, grad_norm: 7.9824 2020-09-18 22:08:05,465 - mmaction - INFO - Epoch [17][3280/3520] lr: 5.000e-03, eta: 2 days, 16:11:49, time: 1.919, data_time: 0.594, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5688, loss_cls: 3.0715, loss: 3.0715, grad_norm: 7.9207 2020-09-18 22:08:44,459 - mmaction - INFO - Epoch [17][3300/3520] lr: 5.000e-03, eta: 2 days, 16:11:07, time: 1.950, data_time: 0.682, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5521, loss_cls: 3.1099, loss: 3.1099, grad_norm: 8.1936 2020-09-18 22:09:23,568 - mmaction - INFO - Epoch [17][3320/3520] lr: 5.000e-03, eta: 2 days, 16:10:27, time: 1.956, data_time: 0.081, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5604, loss_cls: 3.0956, loss: 3.0956, grad_norm: 8.0525 2020-09-18 22:10:03,399 - mmaction - INFO - Epoch [17][3340/3520] lr: 5.000e-03, eta: 2 days, 16:09:47, time: 1.990, data_time: 0.006, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5188, loss_cls: 3.1911, loss: 3.1911, grad_norm: 8.0098 2020-09-18 22:10:43,414 - mmaction - INFO - Epoch [17][3360/3520] lr: 5.000e-03, eta: 2 days, 16:09:08, time: 2.000, data_time: 0.663, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5854, loss_cls: 3.0064, loss: 3.0064, grad_norm: 7.9441 2020-09-18 22:11:22,795 - mmaction - INFO - Epoch [17][3380/3520] lr: 5.000e-03, eta: 2 days, 16:08:28, time: 1.970, data_time: 1.158, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5531, loss_cls: 3.1197, loss: 3.1197, grad_norm: 8.2407 2020-09-18 22:12:01,214 - mmaction - INFO - Epoch [17][3400/3520] lr: 5.000e-03, eta: 2 days, 16:07:45, time: 1.921, data_time: 0.109, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5469, loss_cls: 3.1574, loss: 3.1574, grad_norm: 7.8829 2020-09-18 22:12:40,544 - mmaction - INFO - Epoch [17][3420/3520] lr: 5.000e-03, eta: 2 days, 16:07:05, time: 1.967, data_time: 0.436, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5417, loss_cls: 3.1110, loss: 3.1110, grad_norm: 7.9846 2020-09-18 22:13:19,545 - mmaction - INFO - Epoch [17][3440/3520] lr: 5.000e-03, eta: 2 days, 16:06:24, time: 1.950, data_time: 1.207, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5417, loss_cls: 3.1659, loss: 3.1659, grad_norm: 8.3610 2020-09-18 22:13:59,617 - mmaction - INFO - Epoch [17][3460/3520] lr: 5.000e-03, eta: 2 days, 16:05:45, time: 2.002, data_time: 0.811, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5917, loss_cls: 3.0157, loss: 3.0157, grad_norm: 7.8005 2020-09-18 22:14:39,029 - mmaction - INFO - Epoch [17][3480/3520] lr: 5.000e-03, eta: 2 days, 16:05:05, time: 1.972, data_time: 1.158, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5812, loss_cls: 2.9977, loss: 2.9977, grad_norm: 7.7701 2020-09-18 22:15:19,292 - mmaction - INFO - Epoch [17][3500/3520] lr: 5.000e-03, eta: 2 days, 16:04:26, time: 2.010, data_time: 1.336, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5792, loss_cls: 2.9522, loss: 2.9522, grad_norm: 7.8341 2020-09-18 22:15:54,095 - mmaction - INFO - Epoch [17][3520/3520] lr: 5.000e-03, eta: 2 days, 16:03:37, time: 1.744, data_time: 0.643, memory: 8337, top1_acc: 0.3098, top5_acc: 0.5815, loss_cls: 3.0031, loss: 3.0031, grad_norm: 7.9463 2020-09-18 22:16:16,635 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-18 22:18:52,427 - mmaction - INFO - Epoch [18][20/3520] lr: 5.000e-03, eta: 2 days, 16:06:41, time: 7.747, data_time: 5.746, memory: 8337, top1_acc: 0.3250, top5_acc: 0.6104, loss_cls: 2.9336, loss: 2.9336, grad_norm: 7.9175 2020-09-18 22:19:31,009 - mmaction - INFO - Epoch [18][40/3520] lr: 5.000e-03, eta: 2 days, 16:05:59, time: 1.938, data_time: 0.042, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5667, loss_cls: 2.9978, loss: 2.9978, grad_norm: 7.8178 2020-09-18 22:20:10,667 - mmaction - INFO - Epoch [18][60/3520] lr: 5.000e-03, eta: 2 days, 16:05:19, time: 1.978, data_time: 0.178, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5823, loss_cls: 2.9803, loss: 2.9803, grad_norm: 8.2521 2020-09-18 22:20:49,911 - mmaction - INFO - Epoch [18][80/3520] lr: 5.000e-03, eta: 2 days, 16:04:38, time: 1.970, data_time: 0.193, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5990, loss_cls: 2.9087, loss: 2.9087, grad_norm: 7.9531 2020-09-18 22:21:27,775 - mmaction - INFO - Epoch [18][100/3520] lr: 5.000e-03, eta: 2 days, 16:03:55, time: 1.893, data_time: 0.050, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5990, loss_cls: 2.9454, loss: 2.9454, grad_norm: 7.9829 2020-09-18 22:22:05,401 - mmaction - INFO - Epoch [18][120/3520] lr: 5.000e-03, eta: 2 days, 16:03:11, time: 1.878, data_time: 0.168, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5813, loss_cls: 3.0137, loss: 3.0137, grad_norm: 8.1697 2020-09-18 22:22:45,418 - mmaction - INFO - Epoch [18][140/3520] lr: 5.000e-03, eta: 2 days, 16:02:32, time: 2.000, data_time: 0.436, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5438, loss_cls: 3.1538, loss: 3.1538, grad_norm: 8.0169 2020-09-18 22:23:24,069 - mmaction - INFO - Epoch [18][160/3520] lr: 5.000e-03, eta: 2 days, 16:01:50, time: 1.935, data_time: 0.057, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5750, loss_cls: 3.0111, loss: 3.0111, grad_norm: 8.3935 2020-09-18 22:24:02,197 - mmaction - INFO - Epoch [18][180/3520] lr: 5.000e-03, eta: 2 days, 16:01:07, time: 1.907, data_time: 0.006, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5813, loss_cls: 2.9554, loss: 2.9554, grad_norm: 7.9786 2020-09-18 22:24:41,428 - mmaction - INFO - Epoch [18][200/3520] lr: 5.000e-03, eta: 2 days, 16:00:27, time: 1.962, data_time: 0.093, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5635, loss_cls: 3.0885, loss: 3.0885, grad_norm: 7.8422 2020-09-18 22:25:22,000 - mmaction - INFO - Epoch [18][220/3520] lr: 5.000e-03, eta: 2 days, 15:59:48, time: 2.010, data_time: 0.128, memory: 8337, top1_acc: 0.3292, top5_acc: 0.5896, loss_cls: 2.8974, loss: 2.8974, grad_norm: 7.6902 2020-09-18 22:26:00,518 - mmaction - INFO - Epoch [18][240/3520] lr: 5.000e-03, eta: 2 days, 15:59:06, time: 1.944, data_time: 0.590, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5698, loss_cls: 3.0189, loss: 3.0189, grad_norm: 7.9861 2020-09-18 22:26:41,092 - mmaction - INFO - Epoch [18][260/3520] lr: 5.000e-03, eta: 2 days, 15:58:28, time: 2.025, data_time: 0.086, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5760, loss_cls: 3.0543, loss: 3.0543, grad_norm: 8.0811 2020-09-18 22:27:19,145 - mmaction - INFO - Epoch [18][280/3520] lr: 5.000e-03, eta: 2 days, 15:57:45, time: 1.907, data_time: 0.009, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5906, loss_cls: 2.9388, loss: 2.9388, grad_norm: 8.2074 2020-09-18 22:27:59,743 - mmaction - INFO - Epoch [18][300/3520] lr: 5.000e-03, eta: 2 days, 15:57:07, time: 2.027, data_time: 0.337, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5802, loss_cls: 3.0131, loss: 3.0131, grad_norm: 8.1195 2020-09-18 22:28:37,993 - mmaction - INFO - Epoch [18][320/3520] lr: 5.000e-03, eta: 2 days, 15:56:24, time: 1.916, data_time: 0.255, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5490, loss_cls: 3.0956, loss: 3.0956, grad_norm: 7.9550 2020-09-18 22:29:16,296 - mmaction - INFO - Epoch [18][340/3520] lr: 5.000e-03, eta: 2 days, 15:55:42, time: 1.912, data_time: 0.016, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5625, loss_cls: 3.0303, loss: 3.0303, grad_norm: 8.0454 2020-09-18 22:29:58,598 - mmaction - INFO - Epoch [18][360/3520] lr: 5.000e-03, eta: 2 days, 15:55:07, time: 2.116, data_time: 0.267, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5875, loss_cls: 3.0300, loss: 3.0300, grad_norm: 8.1934 2020-09-18 22:30:38,062 - mmaction - INFO - Epoch [18][380/3520] lr: 5.000e-03, eta: 2 days, 15:54:27, time: 1.967, data_time: 0.080, memory: 8337, top1_acc: 0.3302, top5_acc: 0.5583, loss_cls: 3.0128, loss: 3.0128, grad_norm: 8.1665 2020-09-18 22:31:15,345 - mmaction - INFO - Epoch [18][400/3520] lr: 5.000e-03, eta: 2 days, 15:53:42, time: 1.871, data_time: 0.079, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5500, loss_cls: 3.0819, loss: 3.0819, grad_norm: 8.1720 2020-09-18 22:31:55,861 - mmaction - INFO - Epoch [18][420/3520] lr: 5.000e-03, eta: 2 days, 15:53:04, time: 2.025, data_time: 0.207, memory: 8337, top1_acc: 0.3187, top5_acc: 0.6063, loss_cls: 2.9184, loss: 2.9184, grad_norm: 7.9376 2020-09-18 22:32:35,135 - mmaction - INFO - Epoch [18][440/3520] lr: 5.000e-03, eta: 2 days, 15:52:23, time: 1.962, data_time: 0.008, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5563, loss_cls: 3.0826, loss: 3.0826, grad_norm: 8.2470 2020-09-18 22:33:13,348 - mmaction - INFO - Epoch [18][460/3520] lr: 5.000e-03, eta: 2 days, 15:51:41, time: 1.913, data_time: 0.296, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5698, loss_cls: 3.0113, loss: 3.0113, grad_norm: 7.9395 2020-09-18 22:33:52,719 - mmaction - INFO - Epoch [18][480/3520] lr: 5.000e-03, eta: 2 days, 15:51:00, time: 1.968, data_time: 0.065, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5781, loss_cls: 3.0006, loss: 3.0006, grad_norm: 7.8502 2020-09-18 22:34:33,127 - mmaction - INFO - Epoch [18][500/3520] lr: 5.000e-03, eta: 2 days, 15:50:22, time: 2.021, data_time: 0.078, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5354, loss_cls: 3.1081, loss: 3.1081, grad_norm: 8.0076 2020-09-18 22:35:10,268 - mmaction - INFO - Epoch [18][520/3520] lr: 5.000e-03, eta: 2 days, 15:49:37, time: 1.855, data_time: 0.438, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5667, loss_cls: 3.0306, loss: 3.0306, grad_norm: 8.0864 2020-09-18 22:35:50,834 - mmaction - INFO - Epoch [18][540/3520] lr: 5.000e-03, eta: 2 days, 15:48:59, time: 2.030, data_time: 0.683, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5750, loss_cls: 3.0017, loss: 3.0017, grad_norm: 8.1045 2020-09-18 22:36:31,109 - mmaction - INFO - Epoch [18][560/3520] lr: 5.000e-03, eta: 2 days, 15:48:20, time: 2.014, data_time: 0.004, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5667, loss_cls: 3.0682, loss: 3.0682, grad_norm: 7.7488 2020-09-18 22:37:10,765 - mmaction - INFO - Epoch [18][580/3520] lr: 5.000e-03, eta: 2 days, 15:47:40, time: 1.980, data_time: 0.127, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.0720, loss: 3.0720, grad_norm: 8.2072 2020-09-18 22:37:47,545 - mmaction - INFO - Epoch [18][600/3520] lr: 5.000e-03, eta: 2 days, 15:46:55, time: 1.842, data_time: 0.349, memory: 8337, top1_acc: 0.3302, top5_acc: 0.5948, loss_cls: 2.9565, loss: 2.9565, grad_norm: 8.5527 2020-09-18 22:38:27,406 - mmaction - INFO - Epoch [18][620/3520] lr: 5.000e-03, eta: 2 days, 15:46:15, time: 1.994, data_time: 0.491, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5510, loss_cls: 3.1702, loss: 3.1702, grad_norm: 8.3779 2020-09-18 22:39:06,053 - mmaction - INFO - Epoch [18][640/3520] lr: 5.000e-03, eta: 2 days, 15:45:33, time: 1.928, data_time: 0.006, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5427, loss_cls: 3.1006, loss: 3.1006, grad_norm: 8.1125 2020-09-18 22:39:44,789 - mmaction - INFO - Epoch [18][660/3520] lr: 5.000e-03, eta: 2 days, 15:44:52, time: 1.938, data_time: 0.066, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5469, loss_cls: 3.1074, loss: 3.1074, grad_norm: 8.1030 2020-09-18 22:40:25,467 - mmaction - INFO - Epoch [18][680/3520] lr: 5.000e-03, eta: 2 days, 15:44:14, time: 2.029, data_time: 0.552, memory: 8337, top1_acc: 0.3208, top5_acc: 0.6031, loss_cls: 2.9834, loss: 2.9834, grad_norm: 8.1202 2020-09-18 22:41:05,173 - mmaction - INFO - Epoch [18][700/3520] lr: 5.000e-03, eta: 2 days, 15:43:34, time: 1.993, data_time: 0.013, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5677, loss_cls: 3.0553, loss: 3.0553, grad_norm: 8.0528 2020-09-18 22:41:45,476 - mmaction - INFO - Epoch [18][720/3520] lr: 5.000e-03, eta: 2 days, 15:42:56, time: 2.016, data_time: 0.046, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5813, loss_cls: 2.9931, loss: 2.9931, grad_norm: 7.9392 2020-09-18 22:42:23,879 - mmaction - INFO - Epoch [18][740/3520] lr: 5.000e-03, eta: 2 days, 15:42:13, time: 1.920, data_time: 0.205, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5792, loss_cls: 2.9913, loss: 2.9913, grad_norm: 8.1116 2020-09-18 22:43:03,495 - mmaction - INFO - Epoch [18][760/3520] lr: 5.000e-03, eta: 2 days, 15:41:33, time: 1.981, data_time: 0.175, memory: 8337, top1_acc: 0.3187, top5_acc: 0.5875, loss_cls: 2.9801, loss: 2.9801, grad_norm: 8.0881 2020-09-18 22:43:43,669 - mmaction - INFO - Epoch [18][780/3520] lr: 5.000e-03, eta: 2 days, 15:40:54, time: 2.006, data_time: 0.061, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5823, loss_cls: 2.9644, loss: 2.9644, grad_norm: 8.2529 2020-09-18 22:44:22,781 - mmaction - INFO - Epoch [18][800/3520] lr: 5.000e-03, eta: 2 days, 15:40:13, time: 1.957, data_time: 0.006, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5813, loss_cls: 3.0617, loss: 3.0617, grad_norm: 7.9429 2020-09-18 22:45:01,078 - mmaction - INFO - Epoch [18][820/3520] lr: 5.000e-03, eta: 2 days, 15:39:31, time: 1.914, data_time: 0.014, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5563, loss_cls: 3.0414, loss: 3.0414, grad_norm: 8.0702 2020-09-18 22:45:40,907 - mmaction - INFO - Epoch [18][840/3520] lr: 5.000e-03, eta: 2 days, 15:38:51, time: 1.994, data_time: 0.262, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5438, loss_cls: 3.0939, loss: 3.0939, grad_norm: 8.1181 2020-09-18 22:46:20,940 - mmaction - INFO - Epoch [18][860/3520] lr: 5.000e-03, eta: 2 days, 15:38:12, time: 1.998, data_time: 0.006, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5583, loss_cls: 3.1207, loss: 3.1207, grad_norm: 8.1768 2020-09-18 22:46:59,217 - mmaction - INFO - Epoch [18][880/3520] lr: 5.000e-03, eta: 2 days, 15:37:30, time: 1.917, data_time: 0.869, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5729, loss_cls: 3.0221, loss: 3.0221, grad_norm: 7.8793 2020-09-18 22:47:37,779 - mmaction - INFO - Epoch [18][900/3520] lr: 5.000e-03, eta: 2 days, 15:36:48, time: 1.928, data_time: 0.065, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5656, loss_cls: 3.0188, loss: 3.0188, grad_norm: 8.2468 2020-09-18 22:48:16,487 - mmaction - INFO - Epoch [18][920/3520] lr: 5.000e-03, eta: 2 days, 15:36:06, time: 1.936, data_time: 0.021, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5552, loss_cls: 3.0840, loss: 3.0840, grad_norm: 8.0982 2020-09-18 22:48:55,521 - mmaction - INFO - Epoch [18][940/3520] lr: 5.000e-03, eta: 2 days, 15:35:25, time: 1.949, data_time: 0.268, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5510, loss_cls: 3.0844, loss: 3.0844, grad_norm: 8.1160 2020-09-18 22:49:34,058 - mmaction - INFO - Epoch [18][960/3520] lr: 5.000e-03, eta: 2 days, 15:34:43, time: 1.930, data_time: 0.009, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5438, loss_cls: 3.0676, loss: 3.0676, grad_norm: 8.2121 2020-09-18 22:50:12,181 - mmaction - INFO - Epoch [18][980/3520] lr: 5.000e-03, eta: 2 days, 15:34:00, time: 1.906, data_time: 0.007, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5771, loss_cls: 2.9920, loss: 2.9920, grad_norm: 8.0114 2020-09-18 22:50:53,666 - mmaction - INFO - Epoch [18][1000/3520] lr: 5.000e-03, eta: 2 days, 15:33:24, time: 2.070, data_time: 0.121, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5844, loss_cls: 3.0002, loss: 3.0002, grad_norm: 8.0538 2020-09-18 22:51:31,440 - mmaction - INFO - Epoch [18][1020/3520] lr: 5.000e-03, eta: 2 days, 15:32:40, time: 1.889, data_time: 1.048, memory: 8337, top1_acc: 0.3333, top5_acc: 0.5771, loss_cls: 2.9814, loss: 2.9814, grad_norm: 8.0545 2020-09-18 22:52:12,419 - mmaction - INFO - Epoch [18][1040/3520] lr: 5.000e-03, eta: 2 days, 15:32:03, time: 2.053, data_time: 0.545, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5583, loss_cls: 3.1113, loss: 3.1113, grad_norm: 8.2851 2020-09-18 22:52:50,868 - mmaction - INFO - Epoch [18][1060/3520] lr: 5.000e-03, eta: 2 days, 15:31:21, time: 1.922, data_time: 0.437, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5760, loss_cls: 2.9582, loss: 2.9582, grad_norm: 7.8350 2020-09-18 22:53:30,776 - mmaction - INFO - Epoch [18][1080/3520] lr: 5.000e-03, eta: 2 days, 15:30:41, time: 1.996, data_time: 0.249, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5615, loss_cls: 3.0841, loss: 3.0841, grad_norm: 8.1138 2020-09-18 22:54:11,677 - mmaction - INFO - Epoch [18][1100/3520] lr: 5.000e-03, eta: 2 days, 15:30:04, time: 2.042, data_time: 1.030, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5594, loss_cls: 3.0504, loss: 3.0504, grad_norm: 8.0432 2020-09-18 22:54:49,897 - mmaction - INFO - Epoch [18][1120/3520] lr: 5.000e-03, eta: 2 days, 15:29:21, time: 1.915, data_time: 0.400, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5688, loss_cls: 3.0584, loss: 3.0584, grad_norm: 8.1565 2020-09-18 22:55:31,772 - mmaction - INFO - Epoch [18][1140/3520] lr: 5.000e-03, eta: 2 days, 15:28:45, time: 2.088, data_time: 1.082, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5740, loss_cls: 3.0608, loss: 3.0608, grad_norm: 8.0957 2020-09-18 22:56:09,713 - mmaction - INFO - Epoch [18][1160/3520] lr: 5.000e-03, eta: 2 days, 15:28:02, time: 1.902, data_time: 1.033, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5240, loss_cls: 3.1824, loss: 3.1824, grad_norm: 8.1947 2020-09-18 22:56:50,673 - mmaction - INFO - Epoch [18][1180/3520] lr: 5.000e-03, eta: 2 days, 15:27:25, time: 2.043, data_time: 0.186, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5594, loss_cls: 3.1104, loss: 3.1104, grad_norm: 8.2130 2020-09-18 22:57:29,866 - mmaction - INFO - Epoch [18][1200/3520] lr: 5.000e-03, eta: 2 days, 15:26:44, time: 1.963, data_time: 0.007, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5906, loss_cls: 3.0036, loss: 3.0036, grad_norm: 8.0447 2020-09-18 22:58:07,950 - mmaction - INFO - Epoch [18][1220/3520] lr: 5.000e-03, eta: 2 days, 15:26:01, time: 1.903, data_time: 0.078, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5333, loss_cls: 3.1732, loss: 3.1732, grad_norm: 7.9745 2020-09-18 22:58:45,426 - mmaction - INFO - Epoch [18][1240/3520] lr: 5.000e-03, eta: 2 days, 15:25:17, time: 1.876, data_time: 0.067, memory: 8337, top1_acc: 0.3177, top5_acc: 0.6021, loss_cls: 2.9220, loss: 2.9220, grad_norm: 7.8235 2020-09-18 22:59:25,271 - mmaction - INFO - Epoch [18][1260/3520] lr: 5.000e-03, eta: 2 days, 15:24:38, time: 1.990, data_time: 0.582, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5792, loss_cls: 3.0196, loss: 3.0196, grad_norm: 8.1695 2020-09-18 23:00:12,409 - mmaction - INFO - Epoch [18][1280/3520] lr: 5.000e-03, eta: 2 days, 15:24:11, time: 2.342, data_time: 0.029, memory: 8337, top1_acc: 0.2708, top5_acc: 0.5646, loss_cls: 3.1028, loss: 3.1028, grad_norm: 8.0176 2020-09-18 23:00:52,650 - mmaction - INFO - Epoch [18][1300/3520] lr: 5.000e-03, eta: 2 days, 15:23:33, time: 2.029, data_time: 1.003, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5958, loss_cls: 2.9749, loss: 2.9749, grad_norm: 8.0323 2020-09-18 23:01:32,901 - mmaction - INFO - Epoch [18][1320/3520] lr: 5.000e-03, eta: 2 days, 15:22:54, time: 2.012, data_time: 0.535, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5552, loss_cls: 3.1023, loss: 3.1023, grad_norm: 8.3687 2020-09-18 23:02:12,487 - mmaction - INFO - Epoch [18][1340/3520] lr: 5.000e-03, eta: 2 days, 15:22:14, time: 1.975, data_time: 0.046, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5625, loss_cls: 3.0545, loss: 3.0545, grad_norm: 7.5184 2020-09-18 23:02:52,397 - mmaction - INFO - Epoch [18][1360/3520] lr: 5.000e-03, eta: 2 days, 15:21:35, time: 1.997, data_time: 0.071, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5552, loss_cls: 3.0769, loss: 3.0769, grad_norm: 8.0453 2020-09-18 23:03:31,728 - mmaction - INFO - Epoch [18][1380/3520] lr: 5.000e-03, eta: 2 days, 15:20:54, time: 1.966, data_time: 0.055, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5833, loss_cls: 2.9557, loss: 2.9557, grad_norm: 8.0540 2020-09-18 23:04:12,919 - mmaction - INFO - Epoch [18][1400/3520] lr: 5.000e-03, eta: 2 days, 15:20:17, time: 2.063, data_time: 0.225, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5458, loss_cls: 3.1663, loss: 3.1663, grad_norm: 8.2192 2020-09-18 23:04:52,606 - mmaction - INFO - Epoch [18][1420/3520] lr: 5.000e-03, eta: 2 days, 15:19:38, time: 1.983, data_time: 0.006, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5781, loss_cls: 2.9740, loss: 2.9740, grad_norm: 8.1854 2020-09-18 23:05:30,344 - mmaction - INFO - Epoch [18][1440/3520] lr: 5.000e-03, eta: 2 days, 15:18:54, time: 1.886, data_time: 0.009, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5667, loss_cls: 3.0671, loss: 3.0671, grad_norm: 8.0673 2020-09-18 23:06:09,125 - mmaction - INFO - Epoch [18][1460/3520] lr: 5.000e-03, eta: 2 days, 15:18:12, time: 1.930, data_time: 0.006, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5615, loss_cls: 3.0331, loss: 3.0331, grad_norm: 8.1473 2020-09-18 23:06:46,709 - mmaction - INFO - Epoch [18][1480/3520] lr: 5.000e-03, eta: 2 days, 15:17:29, time: 1.888, data_time: 0.127, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5625, loss_cls: 3.0384, loss: 3.0384, grad_norm: 8.0298 2020-09-18 23:07:25,140 - mmaction - INFO - Epoch [18][1500/3520] lr: 5.000e-03, eta: 2 days, 15:16:47, time: 1.919, data_time: 0.006, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5583, loss_cls: 3.0027, loss: 3.0027, grad_norm: 8.2241 2020-09-18 23:08:05,001 - mmaction - INFO - Epoch [18][1520/3520] lr: 5.000e-03, eta: 2 days, 15:16:07, time: 1.993, data_time: 0.072, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5865, loss_cls: 2.9544, loss: 2.9544, grad_norm: 7.8903 2020-09-18 23:08:42,477 - mmaction - INFO - Epoch [18][1540/3520] lr: 5.000e-03, eta: 2 days, 15:15:23, time: 1.874, data_time: 0.009, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5708, loss_cls: 3.0348, loss: 3.0348, grad_norm: 8.1525 2020-09-18 23:09:20,710 - mmaction - INFO - Epoch [18][1560/3520] lr: 5.000e-03, eta: 2 days, 15:14:41, time: 1.911, data_time: 0.137, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5625, loss_cls: 3.0453, loss: 3.0453, grad_norm: 7.9207 2020-09-18 23:10:00,349 - mmaction - INFO - Epoch [18][1580/3520] lr: 5.000e-03, eta: 2 days, 15:14:01, time: 1.985, data_time: 0.557, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5615, loss_cls: 3.0639, loss: 3.0639, grad_norm: 8.1720 2020-09-18 23:10:38,175 - mmaction - INFO - Epoch [18][1600/3520] lr: 5.000e-03, eta: 2 days, 15:13:17, time: 1.893, data_time: 0.070, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5844, loss_cls: 3.0243, loss: 3.0243, grad_norm: 7.8627 2020-09-18 23:11:18,414 - mmaction - INFO - Epoch [18][1620/3520] lr: 5.000e-03, eta: 2 days, 15:12:39, time: 2.011, data_time: 0.765, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5635, loss_cls: 3.0676, loss: 3.0676, grad_norm: 8.1140 2020-09-18 23:11:56,572 - mmaction - INFO - Epoch [18][1640/3520] lr: 5.000e-03, eta: 2 days, 15:11:56, time: 1.909, data_time: 0.073, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5875, loss_cls: 2.9909, loss: 2.9909, grad_norm: 7.8779 2020-09-18 23:12:36,669 - mmaction - INFO - Epoch [18][1660/3520] lr: 5.000e-03, eta: 2 days, 15:11:17, time: 2.000, data_time: 0.016, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5865, loss_cls: 2.9848, loss: 2.9848, grad_norm: 8.4048 2020-09-18 23:13:14,869 - mmaction - INFO - Epoch [18][1680/3520] lr: 5.000e-03, eta: 2 days, 15:10:34, time: 1.914, data_time: 0.167, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5740, loss_cls: 3.0544, loss: 3.0544, grad_norm: 8.0042 2020-09-18 23:13:51,259 - mmaction - INFO - Epoch [18][1700/3520] lr: 5.000e-03, eta: 2 days, 15:09:48, time: 1.820, data_time: 0.145, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5760, loss_cls: 3.0140, loss: 3.0140, grad_norm: 7.8952 2020-09-18 23:14:30,332 - mmaction - INFO - Epoch [18][1720/3520] lr: 5.000e-03, eta: 2 days, 15:09:07, time: 1.952, data_time: 0.691, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5281, loss_cls: 3.1155, loss: 3.1155, grad_norm: 8.0158 2020-09-18 23:15:09,965 - mmaction - INFO - Epoch [18][1740/3520] lr: 5.000e-03, eta: 2 days, 15:08:27, time: 1.982, data_time: 0.129, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5719, loss_cls: 3.0404, loss: 3.0404, grad_norm: 7.9824 2020-09-18 23:15:48,752 - mmaction - INFO - Epoch [18][1760/3520] lr: 5.000e-03, eta: 2 days, 15:07:46, time: 1.934, data_time: 0.391, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5542, loss_cls: 3.0391, loss: 3.0391, grad_norm: 7.9837 2020-09-18 23:16:27,973 - mmaction - INFO - Epoch [18][1780/3520] lr: 5.000e-03, eta: 2 days, 15:07:05, time: 1.968, data_time: 0.124, memory: 8337, top1_acc: 0.2813, top5_acc: 0.5573, loss_cls: 3.1276, loss: 3.1276, grad_norm: 8.1498 2020-09-18 23:17:07,192 - mmaction - INFO - Epoch [18][1800/3520] lr: 5.000e-03, eta: 2 days, 15:06:25, time: 1.960, data_time: 0.349, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5448, loss_cls: 3.1229, loss: 3.1229, grad_norm: 8.2603 2020-09-18 23:17:47,998 - mmaction - INFO - Epoch [18][1820/3520] lr: 5.000e-03, eta: 2 days, 15:05:47, time: 2.042, data_time: 0.997, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5865, loss_cls: 3.0280, loss: 3.0280, grad_norm: 8.1534 2020-09-18 23:18:25,447 - mmaction - INFO - Epoch [18][1840/3520] lr: 5.000e-03, eta: 2 days, 15:05:03, time: 1.869, data_time: 0.286, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5583, loss_cls: 3.0828, loss: 3.0828, grad_norm: 7.8133 2020-09-18 23:19:05,872 - mmaction - INFO - Epoch [18][1860/3520] lr: 5.000e-03, eta: 2 days, 15:04:25, time: 2.024, data_time: 0.081, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5979, loss_cls: 2.9007, loss: 2.9007, grad_norm: 7.8317 2020-09-18 23:19:43,344 - mmaction - INFO - Epoch [18][1880/3520] lr: 5.000e-03, eta: 2 days, 15:03:41, time: 1.873, data_time: 0.081, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5854, loss_cls: 2.9972, loss: 2.9972, grad_norm: 8.0509 2020-09-18 23:20:23,948 - mmaction - INFO - Epoch [18][1900/3520] lr: 5.000e-03, eta: 2 days, 15:03:02, time: 2.025, data_time: 0.090, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5573, loss_cls: 3.0403, loss: 3.0403, grad_norm: 8.1361 2020-09-18 23:21:02,461 - mmaction - INFO - Epoch [18][1920/3520] lr: 5.000e-03, eta: 2 days, 15:02:20, time: 1.923, data_time: 0.024, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5813, loss_cls: 3.0166, loss: 3.0166, grad_norm: 8.0917 2020-09-18 23:21:42,935 - mmaction - INFO - Epoch [18][1940/3520] lr: 5.000e-03, eta: 2 days, 15:01:42, time: 2.031, data_time: 0.010, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5573, loss_cls: 3.0351, loss: 3.0351, grad_norm: 8.3078 2020-09-18 23:22:20,945 - mmaction - INFO - Epoch [18][1960/3520] lr: 5.000e-03, eta: 2 days, 15:00:59, time: 1.900, data_time: 0.665, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5729, loss_cls: 3.0460, loss: 3.0460, grad_norm: 8.0698 2020-09-18 23:23:02,063 - mmaction - INFO - Epoch [18][1980/3520] lr: 5.000e-03, eta: 2 days, 15:00:22, time: 2.055, data_time: 0.351, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5781, loss_cls: 2.9882, loss: 2.9882, grad_norm: 7.8600 2020-09-18 23:23:39,592 - mmaction - INFO - Epoch [18][2000/3520] lr: 5.000e-03, eta: 2 days, 14:59:38, time: 1.877, data_time: 0.602, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5510, loss_cls: 3.0836, loss: 3.0836, grad_norm: 8.1127 2020-09-18 23:24:19,774 - mmaction - INFO - Epoch [18][2020/3520] lr: 5.000e-03, eta: 2 days, 14:58:59, time: 2.008, data_time: 0.135, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5583, loss_cls: 3.0945, loss: 3.0945, grad_norm: 8.2273 2020-09-18 23:24:58,346 - mmaction - INFO - Epoch [18][2040/3520] lr: 5.000e-03, eta: 2 days, 14:58:18, time: 1.929, data_time: 0.007, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5771, loss_cls: 2.9943, loss: 2.9943, grad_norm: 8.0591 2020-09-18 23:25:37,962 - mmaction - INFO - Epoch [18][2060/3520] lr: 5.000e-03, eta: 2 days, 14:57:38, time: 1.982, data_time: 0.330, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5437, loss_cls: 3.0760, loss: 3.0760, grad_norm: 8.3104 2020-09-18 23:26:16,840 - mmaction - INFO - Epoch [18][2080/3520] lr: 5.000e-03, eta: 2 days, 14:56:56, time: 1.943, data_time: 0.045, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5365, loss_cls: 3.1901, loss: 3.1901, grad_norm: 8.1223 2020-09-18 23:26:55,773 - mmaction - INFO - Epoch [18][2100/3520] lr: 5.000e-03, eta: 2 days, 14:56:15, time: 1.946, data_time: 0.268, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5771, loss_cls: 3.0655, loss: 3.0655, grad_norm: 8.0329 2020-09-18 23:27:34,062 - mmaction - INFO - Epoch [18][2120/3520] lr: 5.000e-03, eta: 2 days, 14:55:33, time: 1.915, data_time: 0.007, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5844, loss_cls: 3.0226, loss: 3.0226, grad_norm: 8.2712 2020-09-18 23:28:13,899 - mmaction - INFO - Epoch [18][2140/3520] lr: 5.000e-03, eta: 2 days, 14:54:53, time: 1.992, data_time: 0.425, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5510, loss_cls: 3.0952, loss: 3.0952, grad_norm: 8.2255 2020-09-18 23:28:51,495 - mmaction - INFO - Epoch [18][2160/3520] lr: 5.000e-03, eta: 2 days, 14:54:10, time: 1.879, data_time: 0.013, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5750, loss_cls: 3.0644, loss: 3.0644, grad_norm: 8.0100 2020-09-18 23:29:29,722 - mmaction - INFO - Epoch [18][2180/3520] lr: 5.000e-03, eta: 2 days, 14:53:27, time: 1.911, data_time: 0.061, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5677, loss_cls: 3.0799, loss: 3.0799, grad_norm: 8.0399 2020-09-18 23:30:08,452 - mmaction - INFO - Epoch [18][2200/3520] lr: 5.000e-03, eta: 2 days, 14:52:45, time: 1.934, data_time: 0.114, memory: 8337, top1_acc: 0.3354, top5_acc: 0.5802, loss_cls: 2.9466, loss: 2.9466, grad_norm: 8.0300 2020-09-18 23:30:48,037 - mmaction - INFO - Epoch [18][2220/3520] lr: 5.000e-03, eta: 2 days, 14:52:05, time: 1.981, data_time: 0.047, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5771, loss_cls: 2.9467, loss: 2.9467, grad_norm: 8.0168 2020-09-18 23:31:25,935 - mmaction - INFO - Epoch [18][2240/3520] lr: 5.000e-03, eta: 2 days, 14:51:22, time: 1.893, data_time: 0.566, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5677, loss_cls: 3.0190, loss: 3.0190, grad_norm: 8.1252 2020-09-18 23:32:04,520 - mmaction - INFO - Epoch [18][2260/3520] lr: 5.000e-03, eta: 2 days, 14:50:41, time: 1.932, data_time: 0.467, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5385, loss_cls: 3.1915, loss: 3.1915, grad_norm: 8.2070 2020-09-18 23:32:43,125 - mmaction - INFO - Epoch [18][2280/3520] lr: 5.000e-03, eta: 2 days, 14:49:59, time: 1.927, data_time: 0.010, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5448, loss_cls: 3.0933, loss: 3.0933, grad_norm: 8.3574 2020-09-18 23:33:24,953 - mmaction - INFO - Epoch [18][2300/3520] lr: 5.000e-03, eta: 2 days, 14:49:23, time: 2.093, data_time: 0.077, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5687, loss_cls: 3.0915, loss: 3.0915, grad_norm: 8.1144 2020-09-18 23:34:04,071 - mmaction - INFO - Epoch [18][2320/3520] lr: 5.000e-03, eta: 2 days, 14:48:42, time: 1.951, data_time: 0.039, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5635, loss_cls: 3.0843, loss: 3.0843, grad_norm: 8.1913 2020-09-18 23:34:43,275 - mmaction - INFO - Epoch [18][2340/3520] lr: 5.000e-03, eta: 2 days, 14:48:01, time: 1.965, data_time: 0.072, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5677, loss_cls: 3.0493, loss: 3.0493, grad_norm: 7.9345 2020-09-18 23:35:20,254 - mmaction - INFO - Epoch [18][2360/3520] lr: 5.000e-03, eta: 2 days, 14:47:16, time: 1.845, data_time: 0.213, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5802, loss_cls: 2.9939, loss: 2.9939, grad_norm: 7.8407 2020-09-18 23:36:00,105 - mmaction - INFO - Epoch [18][2380/3520] lr: 5.000e-03, eta: 2 days, 14:46:37, time: 1.997, data_time: 0.276, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5333, loss_cls: 3.1681, loss: 3.1681, grad_norm: 8.2091 2020-09-18 23:36:38,020 - mmaction - INFO - Epoch [18][2400/3520] lr: 5.000e-03, eta: 2 days, 14:45:54, time: 1.893, data_time: 0.085, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5958, loss_cls: 2.9956, loss: 2.9956, grad_norm: 8.0188 2020-09-18 23:37:15,661 - mmaction - INFO - Epoch [18][2420/3520] lr: 5.000e-03, eta: 2 days, 14:45:11, time: 1.885, data_time: 0.028, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5760, loss_cls: 3.0259, loss: 3.0259, grad_norm: 8.1582 2020-09-18 23:37:55,108 - mmaction - INFO - Epoch [18][2440/3520] lr: 5.000e-03, eta: 2 days, 14:44:30, time: 1.970, data_time: 0.007, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5417, loss_cls: 3.0664, loss: 3.0664, grad_norm: 7.8937 2020-09-18 23:38:33,366 - mmaction - INFO - Epoch [18][2460/3520] lr: 5.000e-03, eta: 2 days, 14:43:48, time: 1.916, data_time: 0.024, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5500, loss_cls: 3.1158, loss: 3.1158, grad_norm: 8.0956 2020-09-18 23:39:11,700 - mmaction - INFO - Epoch [18][2480/3520] lr: 5.000e-03, eta: 2 days, 14:43:06, time: 1.916, data_time: 0.166, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5271, loss_cls: 3.2727, loss: 3.2727, grad_norm: 8.2320 2020-09-18 23:39:52,075 - mmaction - INFO - Epoch [18][2500/3520] lr: 5.000e-03, eta: 2 days, 14:42:27, time: 2.019, data_time: 0.836, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5510, loss_cls: 3.1107, loss: 3.1107, grad_norm: 8.1801 2020-09-18 23:40:31,701 - mmaction - INFO - Epoch [18][2520/3520] lr: 5.000e-03, eta: 2 days, 14:41:47, time: 1.981, data_time: 0.071, memory: 8337, top1_acc: 0.3104, top5_acc: 0.6062, loss_cls: 2.9302, loss: 2.9302, grad_norm: 7.8806 2020-09-18 23:41:09,970 - mmaction - INFO - Epoch [18][2540/3520] lr: 5.000e-03, eta: 2 days, 14:41:05, time: 1.912, data_time: 0.092, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5792, loss_cls: 3.0158, loss: 3.0158, grad_norm: 8.0671 2020-09-18 23:41:50,029 - mmaction - INFO - Epoch [18][2560/3520] lr: 5.000e-03, eta: 2 days, 14:40:26, time: 2.004, data_time: 0.268, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5865, loss_cls: 2.9917, loss: 2.9917, grad_norm: 8.2347 2020-09-18 23:42:29,988 - mmaction - INFO - Epoch [18][2580/3520] lr: 5.000e-03, eta: 2 days, 14:39:46, time: 1.996, data_time: 0.360, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5604, loss_cls: 3.0678, loss: 3.0678, grad_norm: 7.8802 2020-09-18 23:43:08,211 - mmaction - INFO - Epoch [18][2600/3520] lr: 5.000e-03, eta: 2 days, 14:39:04, time: 1.910, data_time: 0.029, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5865, loss_cls: 3.0311, loss: 3.0311, grad_norm: 7.9445 2020-09-18 23:43:47,612 - mmaction - INFO - Epoch [18][2620/3520] lr: 5.000e-03, eta: 2 days, 14:38:24, time: 1.972, data_time: 0.006, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5302, loss_cls: 3.1729, loss: 3.1729, grad_norm: 8.2929 2020-09-18 23:44:24,897 - mmaction - INFO - Epoch [18][2640/3520] lr: 5.000e-03, eta: 2 days, 14:37:39, time: 1.860, data_time: 0.373, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5490, loss_cls: 3.0154, loss: 3.0154, grad_norm: 7.9651 2020-09-18 23:45:03,185 - mmaction - INFO - Epoch [18][2660/3520] lr: 5.000e-03, eta: 2 days, 14:36:57, time: 1.919, data_time: 0.061, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5781, loss_cls: 3.0543, loss: 3.0543, grad_norm: 8.1725 2020-09-18 23:45:41,745 - mmaction - INFO - Epoch [18][2680/3520] lr: 5.000e-03, eta: 2 days, 14:36:15, time: 1.925, data_time: 0.280, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5729, loss_cls: 3.0002, loss: 3.0002, grad_norm: 8.0815 2020-09-18 23:46:21,624 - mmaction - INFO - Epoch [18][2700/3520] lr: 5.000e-03, eta: 2 days, 14:35:36, time: 1.997, data_time: 0.246, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5698, loss_cls: 3.0756, loss: 3.0756, grad_norm: 8.1879 2020-09-18 23:47:00,558 - mmaction - INFO - Epoch [18][2720/3520] lr: 5.000e-03, eta: 2 days, 14:34:55, time: 1.946, data_time: 0.018, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5854, loss_cls: 3.0027, loss: 3.0027, grad_norm: 8.1467 2020-09-18 23:47:37,650 - mmaction - INFO - Epoch [18][2740/3520] lr: 5.000e-03, eta: 2 days, 14:34:10, time: 1.856, data_time: 0.152, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5865, loss_cls: 2.9805, loss: 2.9805, grad_norm: 8.1121 2020-09-18 23:48:16,441 - mmaction - INFO - Epoch [18][2760/3520] lr: 5.000e-03, eta: 2 days, 14:33:29, time: 1.937, data_time: 0.627, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5375, loss_cls: 3.1451, loss: 3.1451, grad_norm: 8.1131 2020-09-18 23:48:55,370 - mmaction - INFO - Epoch [18][2780/3520] lr: 5.000e-03, eta: 2 days, 14:32:48, time: 1.949, data_time: 0.036, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5479, loss_cls: 3.0899, loss: 3.0899, grad_norm: 8.0707 2020-09-18 23:49:33,330 - mmaction - INFO - Epoch [18][2800/3520] lr: 5.000e-03, eta: 2 days, 14:32:05, time: 1.895, data_time: 0.038, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5438, loss_cls: 3.1713, loss: 3.1713, grad_norm: 7.9326 2020-09-18 23:50:13,771 - mmaction - INFO - Epoch [18][2820/3520] lr: 5.000e-03, eta: 2 days, 14:31:26, time: 2.025, data_time: 0.085, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5510, loss_cls: 3.1379, loss: 3.1379, grad_norm: 8.2111 2020-09-18 23:50:51,767 - mmaction - INFO - Epoch [18][2840/3520] lr: 5.000e-03, eta: 2 days, 14:30:43, time: 1.892, data_time: 0.007, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5771, loss_cls: 3.0118, loss: 3.0118, grad_norm: 7.9045 2020-09-18 23:51:29,877 - mmaction - INFO - Epoch [18][2860/3520] lr: 5.000e-03, eta: 2 days, 14:30:01, time: 1.913, data_time: 0.076, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5750, loss_cls: 3.0645, loss: 3.0645, grad_norm: 7.9469 2020-09-18 23:52:08,358 - mmaction - INFO - Epoch [18][2880/3520] lr: 5.000e-03, eta: 2 days, 14:29:19, time: 1.921, data_time: 0.021, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5792, loss_cls: 3.0924, loss: 3.0924, grad_norm: 7.9970 2020-09-18 23:52:48,459 - mmaction - INFO - Epoch [18][2900/3520] lr: 5.000e-03, eta: 2 days, 14:28:40, time: 2.009, data_time: 0.006, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5292, loss_cls: 3.2083, loss: 3.2083, grad_norm: 7.9244 2020-09-18 23:53:27,240 - mmaction - INFO - Epoch [18][2920/3520] lr: 5.000e-03, eta: 2 days, 14:27:59, time: 1.938, data_time: 0.803, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5802, loss_cls: 3.0803, loss: 3.0803, grad_norm: 8.1995 2020-09-18 23:54:05,907 - mmaction - INFO - Epoch [18][2940/3520] lr: 5.000e-03, eta: 2 days, 14:27:17, time: 1.933, data_time: 0.056, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5479, loss_cls: 3.1211, loss: 3.1211, grad_norm: 7.9882 2020-09-18 23:54:45,307 - mmaction - INFO - Epoch [18][2960/3520] lr: 5.000e-03, eta: 2 days, 14:26:37, time: 1.968, data_time: 0.321, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5750, loss_cls: 3.0018, loss: 3.0018, grad_norm: 7.8736 2020-09-18 23:55:23,092 - mmaction - INFO - Epoch [18][2980/3520] lr: 5.000e-03, eta: 2 days, 14:25:53, time: 1.889, data_time: 0.282, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5448, loss_cls: 3.0741, loss: 3.0741, grad_norm: 7.9002 2020-09-18 23:56:03,318 - mmaction - INFO - Epoch [18][3000/3520] lr: 5.000e-03, eta: 2 days, 14:25:15, time: 2.013, data_time: 1.300, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5958, loss_cls: 2.9574, loss: 2.9574, grad_norm: 8.1512 2020-09-18 23:56:41,505 - mmaction - INFO - Epoch [18][3020/3520] lr: 5.000e-03, eta: 2 days, 14:24:32, time: 1.911, data_time: 0.455, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5615, loss_cls: 3.0458, loss: 3.0458, grad_norm: 7.9775 2020-09-18 23:57:21,488 - mmaction - INFO - Epoch [18][3040/3520] lr: 5.000e-03, eta: 2 days, 14:23:53, time: 1.995, data_time: 0.082, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5740, loss_cls: 2.9881, loss: 2.9881, grad_norm: 7.9601 2020-09-18 23:58:00,152 - mmaction - INFO - Epoch [18][3060/3520] lr: 5.000e-03, eta: 2 days, 14:23:11, time: 1.937, data_time: 0.366, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5625, loss_cls: 3.0637, loss: 3.0637, grad_norm: 8.1231 2020-09-18 23:58:38,311 - mmaction - INFO - Epoch [18][3080/3520] lr: 5.000e-03, eta: 2 days, 14:22:29, time: 1.905, data_time: 0.092, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5760, loss_cls: 3.0430, loss: 3.0430, grad_norm: 7.9527 2020-09-18 23:59:18,969 - mmaction - INFO - Epoch [18][3100/3520] lr: 5.000e-03, eta: 2 days, 14:21:51, time: 2.035, data_time: 0.046, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5708, loss_cls: 3.0497, loss: 3.0497, grad_norm: 8.1128 2020-09-18 23:59:58,142 - mmaction - INFO - Epoch [18][3120/3520] lr: 5.000e-03, eta: 2 days, 14:21:10, time: 1.957, data_time: 0.995, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5896, loss_cls: 3.0328, loss: 3.0328, grad_norm: 7.8533 2020-09-19 00:00:40,624 - mmaction - INFO - Epoch [18][3140/3520] lr: 5.000e-03, eta: 2 days, 14:20:35, time: 2.105, data_time: 0.266, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5687, loss_cls: 3.0290, loss: 3.0290, grad_norm: 7.8678 2020-09-19 00:01:18,489 - mmaction - INFO - Epoch [18][3160/3520] lr: 5.000e-03, eta: 2 days, 14:19:52, time: 1.915, data_time: 0.052, memory: 8337, top1_acc: 0.2750, top5_acc: 0.5594, loss_cls: 3.1129, loss: 3.1129, grad_norm: 7.9604 2020-09-19 00:01:57,405 - mmaction - INFO - Epoch [18][3180/3520] lr: 5.000e-03, eta: 2 days, 14:19:11, time: 1.942, data_time: 0.008, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5552, loss_cls: 3.1320, loss: 3.1320, grad_norm: 7.8948 2020-09-19 00:02:37,883 - mmaction - INFO - Epoch [18][3200/3520] lr: 5.000e-03, eta: 2 days, 14:18:33, time: 2.027, data_time: 0.249, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5708, loss_cls: 3.0557, loss: 3.0557, grad_norm: 7.9852 2020-09-19 00:03:15,452 - mmaction - INFO - Epoch [18][3220/3520] lr: 5.000e-03, eta: 2 days, 14:17:49, time: 1.880, data_time: 0.006, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5573, loss_cls: 3.0611, loss: 3.0611, grad_norm: 7.8848 2020-09-19 00:03:55,825 - mmaction - INFO - Epoch [18][3240/3520] lr: 5.000e-03, eta: 2 days, 14:17:11, time: 2.018, data_time: 0.140, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5594, loss_cls: 3.0516, loss: 3.0516, grad_norm: 7.8890 2020-09-19 00:04:32,358 - mmaction - INFO - Epoch [18][3260/3520] lr: 5.000e-03, eta: 2 days, 14:16:25, time: 1.827, data_time: 0.090, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5948, loss_cls: 2.9858, loss: 2.9858, grad_norm: 7.9791 2020-09-19 00:05:11,765 - mmaction - INFO - Epoch [18][3280/3520] lr: 5.000e-03, eta: 2 days, 14:15:45, time: 1.967, data_time: 0.437, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5438, loss_cls: 3.0654, loss: 3.0654, grad_norm: 8.1963 2020-09-19 00:05:50,650 - mmaction - INFO - Epoch [18][3300/3520] lr: 5.000e-03, eta: 2 days, 14:15:04, time: 1.946, data_time: 0.202, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5521, loss_cls: 3.0793, loss: 3.0793, grad_norm: 7.9740 2020-09-19 00:06:30,412 - mmaction - INFO - Epoch [18][3320/3520] lr: 5.000e-03, eta: 2 days, 14:14:24, time: 1.990, data_time: 0.049, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5365, loss_cls: 3.1778, loss: 3.1778, grad_norm: 8.2120 2020-09-19 00:07:08,523 - mmaction - INFO - Epoch [18][3340/3520] lr: 5.000e-03, eta: 2 days, 14:13:42, time: 1.905, data_time: 0.048, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5729, loss_cls: 3.0175, loss: 3.0175, grad_norm: 8.0323 2020-09-19 00:07:49,011 - mmaction - INFO - Epoch [18][3360/3520] lr: 5.000e-03, eta: 2 days, 14:13:03, time: 2.015, data_time: 0.449, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5740, loss_cls: 3.0029, loss: 3.0029, grad_norm: 7.9455 2020-09-19 00:08:29,286 - mmaction - INFO - Epoch [18][3380/3520] lr: 5.000e-03, eta: 2 days, 14:12:25, time: 2.021, data_time: 0.521, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5969, loss_cls: 3.0306, loss: 3.0306, grad_norm: 7.9217 2020-09-19 00:09:05,435 - mmaction - INFO - Epoch [18][3400/3520] lr: 5.000e-03, eta: 2 days, 14:11:39, time: 1.810, data_time: 0.031, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5604, loss_cls: 3.0461, loss: 3.0461, grad_norm: 7.5943 2020-09-19 00:09:44,653 - mmaction - INFO - Epoch [18][3420/3520] lr: 5.000e-03, eta: 2 days, 14:10:58, time: 1.959, data_time: 0.130, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5250, loss_cls: 3.2145, loss: 3.2145, grad_norm: 8.0970 2020-09-19 00:10:24,304 - mmaction - INFO - Epoch [18][3440/3520] lr: 5.000e-03, eta: 2 days, 14:10:18, time: 1.982, data_time: 0.005, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5688, loss_cls: 3.0486, loss: 3.0486, grad_norm: 7.9749 2020-09-19 00:11:02,781 - mmaction - INFO - Epoch [18][3460/3520] lr: 5.000e-03, eta: 2 days, 14:09:36, time: 1.923, data_time: 0.386, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5646, loss_cls: 3.0842, loss: 3.0842, grad_norm: 8.2437 2020-09-19 00:11:42,831 - mmaction - INFO - Epoch [18][3480/3520] lr: 5.000e-03, eta: 2 days, 14:08:57, time: 2.006, data_time: 0.006, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5385, loss_cls: 3.1437, loss: 3.1437, grad_norm: 8.1758 2020-09-19 00:12:21,061 - mmaction - INFO - Epoch [18][3500/3520] lr: 5.000e-03, eta: 2 days, 14:08:15, time: 1.910, data_time: 0.022, memory: 8337, top1_acc: 0.2729, top5_acc: 0.5458, loss_cls: 3.1669, loss: 3.1669, grad_norm: 8.2592 2020-09-19 00:12:57,354 - mmaction - INFO - Epoch [18][3520/3520] lr: 5.000e-03, eta: 2 days, 14:07:29, time: 1.817, data_time: 0.346, memory: 8337, top1_acc: 0.2826, top5_acc: 0.5391, loss_cls: 3.1460, loss: 3.1460, grad_norm: 7.9289 2020-09-19 00:13:18,842 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-19 00:29:45,460 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 00:29:46,097 - mmaction - INFO - top1_acc 0.2036 top5_acc 0.4601 2020-09-19 00:29:46,098 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 00:29:46,374 - mmaction - INFO - mean_acc 0.1428 2020-09-19 00:29:46,374 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2020-09-19 00:29:46,393 - mmaction - INFO - Epoch(val) [18][3520] top1_acc: 0.2036, top5_acc: 0.4601, mean_class_accuracy: 0.1428 2020-09-19 00:32:23,801 - mmaction - INFO - Epoch [19][20/3520] lr: 5.000e-03, eta: 2 days, 14:10:18, time: 7.857, data_time: 5.793, memory: 8337, top1_acc: 0.3312, top5_acc: 0.5875, loss_cls: 2.9291, loss: 2.9291, grad_norm: 7.7910 2020-09-19 00:33:03,486 - mmaction - INFO - Epoch [19][40/3520] lr: 5.000e-03, eta: 2 days, 14:09:38, time: 1.994, data_time: 0.020, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5740, loss_cls: 2.9738, loss: 2.9738, grad_norm: 7.7284 2020-09-19 00:33:44,842 - mmaction - INFO - Epoch [19][60/3520] lr: 5.000e-03, eta: 2 days, 14:09:02, time: 2.068, data_time: 0.006, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5719, loss_cls: 2.9814, loss: 2.9814, grad_norm: 7.9744 2020-09-19 00:34:24,833 - mmaction - INFO - Epoch [19][80/3520] lr: 5.000e-03, eta: 2 days, 14:08:22, time: 2.001, data_time: 0.075, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5854, loss_cls: 2.9752, loss: 2.9752, grad_norm: 7.9098 2020-09-19 00:35:05,238 - mmaction - INFO - Epoch [19][100/3520] lr: 5.000e-03, eta: 2 days, 14:07:44, time: 2.017, data_time: 0.025, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5677, loss_cls: 3.0499, loss: 3.0499, grad_norm: 8.1858 2020-09-19 00:35:44,055 - mmaction - INFO - Epoch [19][120/3520] lr: 5.000e-03, eta: 2 days, 14:07:02, time: 1.942, data_time: 0.168, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5500, loss_cls: 3.1362, loss: 3.1362, grad_norm: 8.2260 2020-09-19 00:36:21,922 - mmaction - INFO - Epoch [19][140/3520] lr: 5.000e-03, eta: 2 days, 14:06:19, time: 1.893, data_time: 0.274, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5719, loss_cls: 3.0687, loss: 3.0687, grad_norm: 7.9337 2020-09-19 00:37:03,985 - mmaction - INFO - Epoch [19][160/3520] lr: 5.000e-03, eta: 2 days, 14:05:43, time: 2.087, data_time: 0.356, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5875, loss_cls: 2.9691, loss: 2.9691, grad_norm: 8.1181 2020-09-19 00:37:43,117 - mmaction - INFO - Epoch [19][180/3520] lr: 5.000e-03, eta: 2 days, 14:05:03, time: 1.975, data_time: 0.569, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5688, loss_cls: 3.0113, loss: 3.0113, grad_norm: 8.1094 2020-09-19 00:38:23,196 - mmaction - INFO - Epoch [19][200/3520] lr: 5.000e-03, eta: 2 days, 14:04:24, time: 2.004, data_time: 0.193, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5646, loss_cls: 3.0128, loss: 3.0128, grad_norm: 8.3579 2020-09-19 00:39:01,861 - mmaction - INFO - Epoch [19][220/3520] lr: 5.000e-03, eta: 2 days, 14:03:42, time: 1.932, data_time: 0.165, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5802, loss_cls: 3.0276, loss: 3.0276, grad_norm: 7.9378 2020-09-19 00:39:42,344 - mmaction - INFO - Epoch [19][240/3520] lr: 5.000e-03, eta: 2 days, 14:03:03, time: 2.023, data_time: 0.006, memory: 8337, top1_acc: 0.2740, top5_acc: 0.5698, loss_cls: 3.1854, loss: 3.1854, grad_norm: 8.3025 2020-09-19 00:40:21,462 - mmaction - INFO - Epoch [19][260/3520] lr: 5.000e-03, eta: 2 days, 14:02:23, time: 1.954, data_time: 0.007, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5729, loss_cls: 2.9955, loss: 2.9955, grad_norm: 7.8009 2020-09-19 00:41:00,142 - mmaction - INFO - Epoch [19][280/3520] lr: 5.000e-03, eta: 2 days, 14:01:41, time: 1.935, data_time: 0.277, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5844, loss_cls: 2.9393, loss: 2.9393, grad_norm: 7.6768 2020-09-19 00:41:39,347 - mmaction - INFO - Epoch [19][300/3520] lr: 5.000e-03, eta: 2 days, 14:01:00, time: 1.963, data_time: 0.215, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5865, loss_cls: 2.9892, loss: 2.9892, grad_norm: 7.9346 2020-09-19 00:42:19,759 - mmaction - INFO - Epoch [19][320/3520] lr: 5.000e-03, eta: 2 days, 14:00:22, time: 2.020, data_time: 0.122, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5771, loss_cls: 2.9484, loss: 2.9484, grad_norm: 8.1093 2020-09-19 00:42:59,008 - mmaction - INFO - Epoch [19][340/3520] lr: 5.000e-03, eta: 2 days, 13:59:41, time: 1.962, data_time: 0.038, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5698, loss_cls: 3.0300, loss: 3.0300, grad_norm: 8.0922 2020-09-19 00:43:38,831 - mmaction - INFO - Epoch [19][360/3520] lr: 5.000e-03, eta: 2 days, 13:59:01, time: 1.990, data_time: 0.898, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5875, loss_cls: 2.9691, loss: 2.9691, grad_norm: 7.8350 2020-09-19 00:44:17,811 - mmaction - INFO - Epoch [19][380/3520] lr: 5.000e-03, eta: 2 days, 13:58:20, time: 1.948, data_time: 0.155, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5854, loss_cls: 3.0115, loss: 3.0115, grad_norm: 8.2444 2020-09-19 00:44:55,085 - mmaction - INFO - Epoch [19][400/3520] lr: 5.000e-03, eta: 2 days, 13:57:36, time: 1.865, data_time: 0.011, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5865, loss_cls: 3.0003, loss: 3.0003, grad_norm: 8.0745 2020-09-19 00:45:35,635 - mmaction - INFO - Epoch [19][420/3520] lr: 5.000e-03, eta: 2 days, 13:56:58, time: 2.030, data_time: 0.745, memory: 8337, top1_acc: 0.3083, top5_acc: 0.6104, loss_cls: 2.9154, loss: 2.9154, grad_norm: 7.9925 2020-09-19 00:46:15,260 - mmaction - INFO - Epoch [19][440/3520] lr: 5.000e-03, eta: 2 days, 13:56:18, time: 1.978, data_time: 0.053, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5927, loss_cls: 2.9823, loss: 2.9823, grad_norm: 8.0156 2020-09-19 00:46:54,821 - mmaction - INFO - Epoch [19][460/3520] lr: 5.000e-03, eta: 2 days, 13:55:38, time: 1.981, data_time: 0.546, memory: 8337, top1_acc: 0.2833, top5_acc: 0.5688, loss_cls: 3.0593, loss: 3.0593, grad_norm: 8.1205 2020-09-19 00:47:35,781 - mmaction - INFO - Epoch [19][480/3520] lr: 5.000e-03, eta: 2 days, 13:55:00, time: 2.046, data_time: 0.455, memory: 8337, top1_acc: 0.3073, top5_acc: 0.6000, loss_cls: 2.8959, loss: 2.8959, grad_norm: 7.8578 2020-09-19 00:48:14,778 - mmaction - INFO - Epoch [19][500/3520] lr: 5.000e-03, eta: 2 days, 13:54:19, time: 1.951, data_time: 0.226, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5740, loss_cls: 3.0664, loss: 3.0664, grad_norm: 8.2532 2020-09-19 00:48:54,178 - mmaction - INFO - Epoch [19][520/3520] lr: 5.000e-03, eta: 2 days, 13:53:39, time: 1.966, data_time: 0.412, memory: 8337, top1_acc: 0.3354, top5_acc: 0.5833, loss_cls: 2.9171, loss: 2.9171, grad_norm: 8.0345 2020-09-19 00:49:34,798 - mmaction - INFO - Epoch [19][540/3520] lr: 5.000e-03, eta: 2 days, 13:53:01, time: 2.035, data_time: 0.176, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5781, loss_cls: 3.0500, loss: 3.0500, grad_norm: 7.9550 2020-09-19 00:50:12,960 - mmaction - INFO - Epoch [19][560/3520] lr: 5.000e-03, eta: 2 days, 13:52:18, time: 1.904, data_time: 0.565, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5542, loss_cls: 3.1388, loss: 3.1388, grad_norm: 8.3285 2020-09-19 00:50:51,471 - mmaction - INFO - Epoch [19][580/3520] lr: 5.000e-03, eta: 2 days, 13:51:36, time: 1.929, data_time: 0.124, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5625, loss_cls: 3.0628, loss: 3.0628, grad_norm: 8.4322 2020-09-19 00:51:30,514 - mmaction - INFO - Epoch [19][600/3520] lr: 5.000e-03, eta: 2 days, 13:50:55, time: 1.954, data_time: 0.094, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5802, loss_cls: 3.0078, loss: 3.0078, grad_norm: 8.0263 2020-09-19 00:52:10,441 - mmaction - INFO - Epoch [19][620/3520] lr: 5.000e-03, eta: 2 days, 13:50:16, time: 1.997, data_time: 0.330, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5677, loss_cls: 3.0770, loss: 3.0770, grad_norm: 8.1807 2020-09-19 00:52:50,193 - mmaction - INFO - Epoch [19][640/3520] lr: 5.000e-03, eta: 2 days, 13:49:36, time: 1.983, data_time: 0.513, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5938, loss_cls: 3.0279, loss: 3.0279, grad_norm: 8.0876 2020-09-19 00:53:28,841 - mmaction - INFO - Epoch [19][660/3520] lr: 5.000e-03, eta: 2 days, 13:48:54, time: 1.935, data_time: 0.012, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5646, loss_cls: 3.0241, loss: 3.0241, grad_norm: 8.0144 2020-09-19 00:54:08,722 - mmaction - INFO - Epoch [19][680/3520] lr: 5.000e-03, eta: 2 days, 13:48:15, time: 1.993, data_time: 0.406, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5677, loss_cls: 3.0493, loss: 3.0493, grad_norm: 7.9511 2020-09-19 00:54:47,144 - mmaction - INFO - Epoch [19][700/3520] lr: 5.000e-03, eta: 2 days, 13:47:33, time: 1.923, data_time: 0.108, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5865, loss_cls: 2.9595, loss: 2.9595, grad_norm: 7.8772 2020-09-19 00:55:27,232 - mmaction - INFO - Epoch [19][720/3520] lr: 5.000e-03, eta: 2 days, 13:46:54, time: 2.005, data_time: 0.094, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5646, loss_cls: 3.0500, loss: 3.0500, grad_norm: 8.2738 2020-09-19 00:56:06,326 - mmaction - INFO - Epoch [19][740/3520] lr: 5.000e-03, eta: 2 days, 13:46:13, time: 1.955, data_time: 0.918, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5427, loss_cls: 3.1117, loss: 3.1117, grad_norm: 8.0072 2020-09-19 00:56:45,616 - mmaction - INFO - Epoch [19][760/3520] lr: 5.000e-03, eta: 2 days, 13:45:32, time: 1.961, data_time: 1.041, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5896, loss_cls: 3.0146, loss: 3.0146, grad_norm: 8.2485 2020-09-19 00:57:25,798 - mmaction - INFO - Epoch [19][780/3520] lr: 5.000e-03, eta: 2 days, 13:44:53, time: 2.012, data_time: 1.362, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5740, loss_cls: 3.0476, loss: 3.0476, grad_norm: 7.9965 2020-09-19 00:58:04,851 - mmaction - INFO - Epoch [19][800/3520] lr: 5.000e-03, eta: 2 days, 13:44:12, time: 1.949, data_time: 1.101, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5656, loss_cls: 3.1060, loss: 3.1060, grad_norm: 8.0793 2020-09-19 00:58:43,607 - mmaction - INFO - Epoch [19][820/3520] lr: 5.000e-03, eta: 2 days, 13:43:31, time: 1.940, data_time: 0.516, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5875, loss_cls: 2.9642, loss: 2.9642, grad_norm: 8.0358 2020-09-19 00:59:22,411 - mmaction - INFO - Epoch [19][840/3520] lr: 5.000e-03, eta: 2 days, 13:42:49, time: 1.941, data_time: 0.008, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5479, loss_cls: 3.1085, loss: 3.1085, grad_norm: 8.3605 2020-09-19 01:00:01,087 - mmaction - INFO - Epoch [19][860/3520] lr: 5.000e-03, eta: 2 days, 13:42:08, time: 1.926, data_time: 0.551, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5615, loss_cls: 3.0690, loss: 3.0690, grad_norm: 8.5107 2020-09-19 01:00:48,844 - mmaction - INFO - Epoch [19][880/3520] lr: 5.000e-03, eta: 2 days, 13:41:42, time: 2.380, data_time: 0.129, memory: 8337, top1_acc: 0.3302, top5_acc: 0.6260, loss_cls: 2.8854, loss: 2.8854, grad_norm: 8.0567 2020-09-19 01:01:27,094 - mmaction - INFO - Epoch [19][900/3520] lr: 5.000e-03, eta: 2 days, 13:41:00, time: 1.928, data_time: 1.024, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5625, loss_cls: 3.0367, loss: 3.0367, grad_norm: 8.2230 2020-09-19 01:02:05,677 - mmaction - INFO - Epoch [19][920/3520] lr: 5.000e-03, eta: 2 days, 13:40:18, time: 1.929, data_time: 0.003, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5594, loss_cls: 3.0961, loss: 3.0961, grad_norm: 8.3794 2020-09-19 01:02:45,079 - mmaction - INFO - Epoch [19][940/3520] lr: 5.000e-03, eta: 2 days, 13:39:38, time: 1.971, data_time: 0.038, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5688, loss_cls: 3.0700, loss: 3.0700, grad_norm: 8.4343 2020-09-19 01:03:25,851 - mmaction - INFO - Epoch [19][960/3520] lr: 5.000e-03, eta: 2 days, 13:39:00, time: 2.038, data_time: 0.555, memory: 8337, top1_acc: 0.2687, top5_acc: 0.5573, loss_cls: 3.1141, loss: 3.1141, grad_norm: 8.0091 2020-09-19 01:04:02,222 - mmaction - INFO - Epoch [19][980/3520] lr: 5.000e-03, eta: 2 days, 13:38:14, time: 1.820, data_time: 0.004, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5573, loss_cls: 3.0487, loss: 3.0487, grad_norm: 8.4193 2020-09-19 01:04:40,433 - mmaction - INFO - Epoch [19][1000/3520] lr: 5.000e-03, eta: 2 days, 13:37:32, time: 1.908, data_time: 0.308, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5667, loss_cls: 2.9862, loss: 2.9862, grad_norm: 8.0381 2020-09-19 01:05:20,374 - mmaction - INFO - Epoch [19][1020/3520] lr: 5.000e-03, eta: 2 days, 13:36:52, time: 1.999, data_time: 0.271, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5687, loss_cls: 3.0405, loss: 3.0405, grad_norm: 7.8612 2020-09-19 01:05:58,782 - mmaction - INFO - Epoch [19][1040/3520] lr: 5.000e-03, eta: 2 days, 13:36:10, time: 1.921, data_time: 0.025, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5875, loss_cls: 2.9515, loss: 2.9515, grad_norm: 7.9335 2020-09-19 01:06:39,129 - mmaction - INFO - Epoch [19][1060/3520] lr: 5.000e-03, eta: 2 days, 13:35:32, time: 2.017, data_time: 0.319, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5281, loss_cls: 3.1122, loss: 3.1122, grad_norm: 7.9221 2020-09-19 01:07:19,036 - mmaction - INFO - Epoch [19][1080/3520] lr: 5.000e-03, eta: 2 days, 13:34:52, time: 1.992, data_time: 0.007, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5771, loss_cls: 3.0530, loss: 3.0530, grad_norm: 8.0875 2020-09-19 01:07:56,753 - mmaction - INFO - Epoch [19][1100/3520] lr: 5.000e-03, eta: 2 days, 13:34:09, time: 1.888, data_time: 0.060, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5365, loss_cls: 3.1433, loss: 3.1433, grad_norm: 8.5393 2020-09-19 01:08:37,374 - mmaction - INFO - Epoch [19][1120/3520] lr: 5.000e-03, eta: 2 days, 13:33:31, time: 2.032, data_time: 1.284, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5698, loss_cls: 3.0448, loss: 3.0448, grad_norm: 8.1193 2020-09-19 01:09:15,933 - mmaction - INFO - Epoch [19][1140/3520] lr: 5.000e-03, eta: 2 days, 13:32:49, time: 1.929, data_time: 1.101, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5917, loss_cls: 2.9700, loss: 2.9700, grad_norm: 7.8114 2020-09-19 01:09:55,703 - mmaction - INFO - Epoch [19][1160/3520] lr: 5.000e-03, eta: 2 days, 13:32:09, time: 1.987, data_time: 0.634, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5604, loss_cls: 3.0881, loss: 3.0881, grad_norm: 7.9957 2020-09-19 01:10:35,788 - mmaction - INFO - Epoch [19][1180/3520] lr: 5.000e-03, eta: 2 days, 13:31:30, time: 2.004, data_time: 0.004, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5719, loss_cls: 3.0816, loss: 3.0816, grad_norm: 8.2736 2020-09-19 01:11:16,991 - mmaction - INFO - Epoch [19][1200/3520] lr: 5.000e-03, eta: 2 days, 13:30:53, time: 2.060, data_time: 0.395, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5823, loss_cls: 2.9961, loss: 2.9961, grad_norm: 8.1428 2020-09-19 01:11:54,996 - mmaction - INFO - Epoch [19][1220/3520] lr: 5.000e-03, eta: 2 days, 13:30:10, time: 1.901, data_time: 0.951, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5833, loss_cls: 2.9611, loss: 2.9611, grad_norm: 8.1134 2020-09-19 01:12:33,974 - mmaction - INFO - Epoch [19][1240/3520] lr: 5.000e-03, eta: 2 days, 13:29:29, time: 1.946, data_time: 0.021, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5740, loss_cls: 3.0283, loss: 3.0283, grad_norm: 8.1666 2020-09-19 01:13:12,761 - mmaction - INFO - Epoch [19][1260/3520] lr: 5.000e-03, eta: 2 days, 13:28:47, time: 1.941, data_time: 0.025, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5740, loss_cls: 2.9907, loss: 2.9907, grad_norm: 8.1079 2020-09-19 01:13:50,314 - mmaction - INFO - Epoch [19][1280/3520] lr: 5.000e-03, eta: 2 days, 13:28:04, time: 1.877, data_time: 0.127, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5375, loss_cls: 3.0447, loss: 3.0447, grad_norm: 8.6150 2020-09-19 01:14:30,380 - mmaction - INFO - Epoch [19][1300/3520] lr: 5.000e-03, eta: 2 days, 13:27:25, time: 2.005, data_time: 0.088, memory: 8337, top1_acc: 0.3292, top5_acc: 0.5792, loss_cls: 2.9901, loss: 2.9901, grad_norm: 8.1539 2020-09-19 01:15:09,457 - mmaction - INFO - Epoch [19][1320/3520] lr: 5.000e-03, eta: 2 days, 13:26:44, time: 1.951, data_time: 0.287, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5635, loss_cls: 3.0326, loss: 3.0326, grad_norm: 8.2114 2020-09-19 01:15:48,453 - mmaction - INFO - Epoch [19][1340/3520] lr: 5.000e-03, eta: 2 days, 13:26:03, time: 1.952, data_time: 0.550, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5823, loss_cls: 2.9214, loss: 2.9214, grad_norm: 8.1233 2020-09-19 01:16:28,034 - mmaction - INFO - Epoch [19][1360/3520] lr: 5.000e-03, eta: 2 days, 13:25:23, time: 1.979, data_time: 0.154, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5719, loss_cls: 3.0383, loss: 3.0383, grad_norm: 8.0124 2020-09-19 01:17:07,838 - mmaction - INFO - Epoch [19][1380/3520] lr: 5.000e-03, eta: 2 days, 13:24:43, time: 1.991, data_time: 0.129, memory: 8337, top1_acc: 0.3302, top5_acc: 0.5719, loss_cls: 2.9714, loss: 2.9714, grad_norm: 7.7845 2020-09-19 01:17:47,057 - mmaction - INFO - Epoch [19][1400/3520] lr: 5.000e-03, eta: 2 days, 13:24:02, time: 1.958, data_time: 0.025, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5833, loss_cls: 2.9763, loss: 2.9763, grad_norm: 8.1054 2020-09-19 01:18:26,232 - mmaction - INFO - Epoch [19][1420/3520] lr: 5.000e-03, eta: 2 days, 13:23:22, time: 1.962, data_time: 0.376, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5781, loss_cls: 2.9943, loss: 2.9943, grad_norm: 7.7986 2020-09-19 01:19:05,982 - mmaction - INFO - Epoch [19][1440/3520] lr: 5.000e-03, eta: 2 days, 13:22:42, time: 1.988, data_time: 0.142, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5552, loss_cls: 3.0952, loss: 3.0952, grad_norm: 8.3058 2020-09-19 01:19:44,481 - mmaction - INFO - Epoch [19][1460/3520] lr: 5.000e-03, eta: 2 days, 13:22:00, time: 1.925, data_time: 0.634, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5844, loss_cls: 2.9707, loss: 2.9707, grad_norm: 7.8784 2020-09-19 01:20:25,030 - mmaction - INFO - Epoch [19][1480/3520] lr: 5.000e-03, eta: 2 days, 13:21:22, time: 2.026, data_time: 0.108, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5583, loss_cls: 3.1116, loss: 3.1116, grad_norm: 8.0526 2020-09-19 01:21:02,813 - mmaction - INFO - Epoch [19][1500/3520] lr: 5.000e-03, eta: 2 days, 13:20:39, time: 1.890, data_time: 0.306, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5823, loss_cls: 2.9839, loss: 2.9839, grad_norm: 7.8500 2020-09-19 01:21:42,636 - mmaction - INFO - Epoch [19][1520/3520] lr: 5.000e-03, eta: 2 days, 13:19:59, time: 1.992, data_time: 0.372, memory: 8337, top1_acc: 0.3062, top5_acc: 0.5927, loss_cls: 2.9832, loss: 2.9832, grad_norm: 8.0699 2020-09-19 01:22:22,725 - mmaction - INFO - Epoch [19][1540/3520] lr: 5.000e-03, eta: 2 days, 13:19:20, time: 1.999, data_time: 0.289, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5823, loss_cls: 2.9714, loss: 2.9714, grad_norm: 7.9884 2020-09-19 01:23:02,583 - mmaction - INFO - Epoch [19][1560/3520] lr: 5.000e-03, eta: 2 days, 13:18:40, time: 1.998, data_time: 0.624, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5760, loss_cls: 3.0484, loss: 3.0484, grad_norm: 8.3237 2020-09-19 01:23:41,979 - mmaction - INFO - Epoch [19][1580/3520] lr: 5.000e-03, eta: 2 days, 13:18:00, time: 1.971, data_time: 0.307, memory: 8337, top1_acc: 0.3281, top5_acc: 0.6208, loss_cls: 2.8834, loss: 2.8834, grad_norm: 8.2132 2020-09-19 01:24:19,935 - mmaction - INFO - Epoch [19][1600/3520] lr: 5.000e-03, eta: 2 days, 13:17:17, time: 1.896, data_time: 0.551, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5469, loss_cls: 3.0795, loss: 3.0795, grad_norm: 8.2292 2020-09-19 01:25:00,022 - mmaction - INFO - Epoch [19][1620/3520] lr: 5.000e-03, eta: 2 days, 13:16:38, time: 2.002, data_time: 0.655, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5812, loss_cls: 2.9720, loss: 2.9720, grad_norm: 8.0658 2020-09-19 01:25:38,181 - mmaction - INFO - Epoch [19][1640/3520] lr: 5.000e-03, eta: 2 days, 13:15:56, time: 1.911, data_time: 0.279, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5542, loss_cls: 3.0657, loss: 3.0657, grad_norm: 8.1054 2020-09-19 01:26:18,109 - mmaction - INFO - Epoch [19][1660/3520] lr: 5.000e-03, eta: 2 days, 13:15:16, time: 1.994, data_time: 0.844, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5646, loss_cls: 3.0751, loss: 3.0751, grad_norm: 8.0164 2020-09-19 01:26:57,815 - mmaction - INFO - Epoch [19][1680/3520] lr: 5.000e-03, eta: 2 days, 13:14:37, time: 1.987, data_time: 0.527, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5646, loss_cls: 3.0175, loss: 3.0175, grad_norm: 8.1102 2020-09-19 01:27:37,343 - mmaction - INFO - Epoch [19][1700/3520] lr: 5.000e-03, eta: 2 days, 13:13:56, time: 1.977, data_time: 0.059, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5781, loss_cls: 2.9688, loss: 2.9688, grad_norm: 7.8622 2020-09-19 01:28:15,241 - mmaction - INFO - Epoch [19][1720/3520] lr: 5.000e-03, eta: 2 days, 13:13:14, time: 1.895, data_time: 0.482, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5271, loss_cls: 3.1914, loss: 3.1914, grad_norm: 8.2231 2020-09-19 01:28:51,542 - mmaction - INFO - Epoch [19][1740/3520] lr: 5.000e-03, eta: 2 days, 13:12:28, time: 1.812, data_time: 0.142, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5906, loss_cls: 2.9383, loss: 2.9383, grad_norm: 7.9831 2020-09-19 01:29:31,546 - mmaction - INFO - Epoch [19][1760/3520] lr: 5.000e-03, eta: 2 days, 13:11:49, time: 2.004, data_time: 0.006, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5958, loss_cls: 2.9288, loss: 2.9288, grad_norm: 8.2630 2020-09-19 01:30:10,125 - mmaction - INFO - Epoch [19][1780/3520] lr: 5.000e-03, eta: 2 days, 13:11:07, time: 1.925, data_time: 0.038, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5760, loss_cls: 2.9673, loss: 2.9673, grad_norm: 8.1865 2020-09-19 01:30:51,957 - mmaction - INFO - Epoch [19][1800/3520] lr: 5.000e-03, eta: 2 days, 13:10:31, time: 2.094, data_time: 0.294, memory: 8337, top1_acc: 0.2646, top5_acc: 0.5500, loss_cls: 3.1538, loss: 3.1538, grad_norm: 8.2475 2020-09-19 01:31:31,199 - mmaction - INFO - Epoch [19][1820/3520] lr: 5.000e-03, eta: 2 days, 13:09:50, time: 1.961, data_time: 0.369, memory: 8337, top1_acc: 0.3052, top5_acc: 0.6010, loss_cls: 3.0308, loss: 3.0308, grad_norm: 8.1090 2020-09-19 01:32:11,395 - mmaction - INFO - Epoch [19][1840/3520] lr: 5.000e-03, eta: 2 days, 13:09:11, time: 2.011, data_time: 1.393, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5687, loss_cls: 3.0222, loss: 3.0222, grad_norm: 7.9100 2020-09-19 01:32:53,349 - mmaction - INFO - Epoch [19][1860/3520] lr: 5.000e-03, eta: 2 days, 13:08:35, time: 2.099, data_time: 0.930, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5833, loss_cls: 2.9633, loss: 2.9633, grad_norm: 8.0916 2020-09-19 01:33:31,924 - mmaction - INFO - Epoch [19][1880/3520] lr: 5.000e-03, eta: 2 days, 13:07:54, time: 1.928, data_time: 0.006, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5625, loss_cls: 3.0398, loss: 3.0398, grad_norm: 8.1051 2020-09-19 01:34:11,007 - mmaction - INFO - Epoch [19][1900/3520] lr: 5.000e-03, eta: 2 days, 13:07:13, time: 1.955, data_time: 0.006, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5615, loss_cls: 3.0276, loss: 3.0276, grad_norm: 8.0068 2020-09-19 01:34:50,004 - mmaction - INFO - Epoch [19][1920/3520] lr: 5.000e-03, eta: 2 days, 13:06:32, time: 1.947, data_time: 0.005, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5490, loss_cls: 3.0860, loss: 3.0860, grad_norm: 8.3028 2020-09-19 01:35:30,791 - mmaction - INFO - Epoch [19][1940/3520] lr: 5.000e-03, eta: 2 days, 13:05:54, time: 2.041, data_time: 0.044, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5625, loss_cls: 3.0974, loss: 3.0974, grad_norm: 8.2195 2020-09-19 01:36:11,496 - mmaction - INFO - Epoch [19][1960/3520] lr: 5.000e-03, eta: 2 days, 13:05:16, time: 2.034, data_time: 0.023, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5729, loss_cls: 3.0259, loss: 3.0259, grad_norm: 8.0974 2020-09-19 01:36:49,815 - mmaction - INFO - Epoch [19][1980/3520] lr: 5.000e-03, eta: 2 days, 13:04:34, time: 1.916, data_time: 0.021, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5823, loss_cls: 3.0283, loss: 3.0283, grad_norm: 8.1550 2020-09-19 01:37:28,635 - mmaction - INFO - Epoch [19][2000/3520] lr: 5.000e-03, eta: 2 days, 13:03:52, time: 1.941, data_time: 0.090, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5667, loss_cls: 3.0209, loss: 3.0209, grad_norm: 8.0358 2020-09-19 01:38:08,238 - mmaction - INFO - Epoch [19][2020/3520] lr: 5.000e-03, eta: 2 days, 13:03:12, time: 1.980, data_time: 0.105, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5656, loss_cls: 3.0209, loss: 3.0209, grad_norm: 8.0641 2020-09-19 01:38:46,404 - mmaction - INFO - Epoch [19][2040/3520] lr: 5.000e-03, eta: 2 days, 13:02:30, time: 1.908, data_time: 0.083, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5698, loss_cls: 3.0205, loss: 3.0205, grad_norm: 8.1522 2020-09-19 01:39:26,698 - mmaction - INFO - Epoch [19][2060/3520] lr: 5.000e-03, eta: 2 days, 13:01:51, time: 2.014, data_time: 0.934, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5906, loss_cls: 2.9873, loss: 2.9873, grad_norm: 7.9113 2020-09-19 01:40:05,549 - mmaction - INFO - Epoch [19][2080/3520] lr: 5.000e-03, eta: 2 days, 13:01:10, time: 1.943, data_time: 0.073, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5646, loss_cls: 3.1247, loss: 3.1247, grad_norm: 8.0606 2020-09-19 01:40:47,493 - mmaction - INFO - Epoch [19][2100/3520] lr: 5.000e-03, eta: 2 days, 13:00:34, time: 2.097, data_time: 0.880, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5646, loss_cls: 3.0181, loss: 3.0181, grad_norm: 8.1834 2020-09-19 01:41:28,174 - mmaction - INFO - Epoch [19][2120/3520] lr: 5.000e-03, eta: 2 days, 12:59:56, time: 2.032, data_time: 0.665, memory: 8337, top1_acc: 0.3240, top5_acc: 0.6104, loss_cls: 2.9205, loss: 2.9205, grad_norm: 8.3527 2020-09-19 01:42:08,368 - mmaction - INFO - Epoch [19][2140/3520] lr: 5.000e-03, eta: 2 days, 12:59:17, time: 2.013, data_time: 0.055, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5719, loss_cls: 3.0275, loss: 3.0275, grad_norm: 8.0093 2020-09-19 01:42:46,779 - mmaction - INFO - Epoch [19][2160/3520] lr: 5.000e-03, eta: 2 days, 12:58:35, time: 1.921, data_time: 0.486, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5854, loss_cls: 3.0011, loss: 3.0011, grad_norm: 8.0164 2020-09-19 01:43:27,574 - mmaction - INFO - Epoch [19][2180/3520] lr: 5.000e-03, eta: 2 days, 12:57:57, time: 2.040, data_time: 0.009, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5604, loss_cls: 3.0857, loss: 3.0857, grad_norm: 8.1807 2020-09-19 01:44:06,740 - mmaction - INFO - Epoch [19][2200/3520] lr: 5.000e-03, eta: 2 days, 12:57:16, time: 1.958, data_time: 0.013, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5333, loss_cls: 3.1587, loss: 3.1587, grad_norm: 7.9160 2020-09-19 01:44:47,277 - mmaction - INFO - Epoch [19][2220/3520] lr: 5.000e-03, eta: 2 days, 12:56:38, time: 2.026, data_time: 0.063, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5729, loss_cls: 3.0389, loss: 3.0389, grad_norm: 8.1030 2020-09-19 01:45:25,950 - mmaction - INFO - Epoch [19][2240/3520] lr: 5.000e-03, eta: 2 days, 12:55:56, time: 1.935, data_time: 0.165, memory: 8337, top1_acc: 0.3229, top5_acc: 0.6083, loss_cls: 2.9270, loss: 2.9270, grad_norm: 7.7260 2020-09-19 01:46:03,885 - mmaction - INFO - Epoch [19][2260/3520] lr: 5.000e-03, eta: 2 days, 12:55:13, time: 1.897, data_time: 0.156, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5854, loss_cls: 2.9763, loss: 2.9763, grad_norm: 7.9407 2020-09-19 01:46:44,127 - mmaction - INFO - Epoch [19][2280/3520] lr: 5.000e-03, eta: 2 days, 12:54:34, time: 2.012, data_time: 0.004, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5896, loss_cls: 2.9558, loss: 2.9558, grad_norm: 8.1114 2020-09-19 01:47:24,110 - mmaction - INFO - Epoch [19][2300/3520] lr: 5.000e-03, eta: 2 days, 12:53:55, time: 1.999, data_time: 0.985, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5677, loss_cls: 3.0832, loss: 3.0832, grad_norm: 8.0038 2020-09-19 01:48:03,366 - mmaction - INFO - Epoch [19][2320/3520] lr: 5.000e-03, eta: 2 days, 12:53:15, time: 1.962, data_time: 0.186, memory: 8337, top1_acc: 0.2635, top5_acc: 0.5542, loss_cls: 3.1410, loss: 3.1410, grad_norm: 8.1810 2020-09-19 01:48:43,510 - mmaction - INFO - Epoch [19][2340/3520] lr: 5.000e-03, eta: 2 days, 12:52:35, time: 2.007, data_time: 0.300, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5687, loss_cls: 3.0212, loss: 3.0212, grad_norm: 8.4119 2020-09-19 01:49:23,335 - mmaction - INFO - Epoch [19][2360/3520] lr: 5.000e-03, eta: 2 days, 12:51:56, time: 1.993, data_time: 0.407, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5792, loss_cls: 2.9969, loss: 2.9969, grad_norm: 8.4851 2020-09-19 01:50:01,578 - mmaction - INFO - Epoch [19][2380/3520] lr: 5.000e-03, eta: 2 days, 12:51:14, time: 1.912, data_time: 0.894, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5510, loss_cls: 3.0736, loss: 3.0736, grad_norm: 8.2280 2020-09-19 01:50:42,212 - mmaction - INFO - Epoch [19][2400/3520] lr: 5.000e-03, eta: 2 days, 12:50:35, time: 2.031, data_time: 0.867, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5833, loss_cls: 3.0157, loss: 3.0157, grad_norm: 8.2199 2020-09-19 01:51:22,535 - mmaction - INFO - Epoch [19][2420/3520] lr: 5.000e-03, eta: 2 days, 12:49:57, time: 2.016, data_time: 0.465, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5417, loss_cls: 3.1343, loss: 3.1343, grad_norm: 8.3266 2020-09-19 01:52:00,284 - mmaction - INFO - Epoch [19][2440/3520] lr: 5.000e-03, eta: 2 days, 12:49:14, time: 1.888, data_time: 0.078, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5646, loss_cls: 2.9808, loss: 2.9808, grad_norm: 8.0591 2020-09-19 01:52:41,992 - mmaction - INFO - Epoch [19][2460/3520] lr: 5.000e-03, eta: 2 days, 12:48:37, time: 2.080, data_time: 0.476, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5865, loss_cls: 2.9780, loss: 2.9780, grad_norm: 8.2045 2020-09-19 01:53:21,377 - mmaction - INFO - Epoch [19][2480/3520] lr: 5.000e-03, eta: 2 days, 12:47:57, time: 1.971, data_time: 0.216, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5667, loss_cls: 3.0395, loss: 3.0395, grad_norm: 7.9994 2020-09-19 01:54:00,292 - mmaction - INFO - Epoch [19][2500/3520] lr: 5.000e-03, eta: 2 days, 12:47:16, time: 1.949, data_time: 0.289, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5583, loss_cls: 3.0798, loss: 3.0798, grad_norm: 8.5044 2020-09-19 01:54:39,483 - mmaction - INFO - Epoch [19][2520/3520] lr: 5.000e-03, eta: 2 days, 12:46:35, time: 1.959, data_time: 0.022, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5667, loss_cls: 3.0352, loss: 3.0352, grad_norm: 8.0680 2020-09-19 01:55:19,678 - mmaction - INFO - Epoch [19][2540/3520] lr: 5.000e-03, eta: 2 days, 12:45:56, time: 2.010, data_time: 0.072, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5490, loss_cls: 3.1006, loss: 3.1006, grad_norm: 8.5846 2020-09-19 01:55:59,912 - mmaction - INFO - Epoch [19][2560/3520] lr: 5.000e-03, eta: 2 days, 12:45:17, time: 2.012, data_time: 0.459, memory: 8337, top1_acc: 0.3281, top5_acc: 0.6104, loss_cls: 2.8904, loss: 2.8904, grad_norm: 8.0695 2020-09-19 01:56:40,149 - mmaction - INFO - Epoch [19][2580/3520] lr: 5.000e-03, eta: 2 days, 12:44:38, time: 2.011, data_time: 0.201, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5729, loss_cls: 3.0424, loss: 3.0424, grad_norm: 8.0893 2020-09-19 01:57:17,906 - mmaction - INFO - Epoch [19][2600/3520] lr: 5.000e-03, eta: 2 days, 12:43:55, time: 1.889, data_time: 0.459, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5844, loss_cls: 2.9733, loss: 2.9733, grad_norm: 8.2879 2020-09-19 01:57:57,784 - mmaction - INFO - Epoch [19][2620/3520] lr: 5.000e-03, eta: 2 days, 12:43:16, time: 1.994, data_time: 0.289, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5708, loss_cls: 3.0106, loss: 3.0106, grad_norm: 8.1528 2020-09-19 01:58:36,277 - mmaction - INFO - Epoch [19][2640/3520] lr: 5.000e-03, eta: 2 days, 12:42:34, time: 1.922, data_time: 0.343, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5594, loss_cls: 3.0465, loss: 3.0465, grad_norm: 8.2544 2020-09-19 01:59:16,143 - mmaction - INFO - Epoch [19][2660/3520] lr: 5.000e-03, eta: 2 days, 12:41:54, time: 1.996, data_time: 0.008, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5583, loss_cls: 2.9857, loss: 2.9857, grad_norm: 8.0879 2020-09-19 01:59:54,672 - mmaction - INFO - Epoch [19][2680/3520] lr: 5.000e-03, eta: 2 days, 12:41:13, time: 1.927, data_time: 0.017, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5677, loss_cls: 3.0277, loss: 3.0277, grad_norm: 7.8682 2020-09-19 02:00:41,560 - mmaction - INFO - Epoch [19][2700/3520] lr: 5.000e-03, eta: 2 days, 12:40:44, time: 2.325, data_time: 0.718, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5823, loss_cls: 3.0492, loss: 3.0492, grad_norm: 8.1261 2020-09-19 02:01:21,952 - mmaction - INFO - Epoch [19][2720/3520] lr: 5.000e-03, eta: 2 days, 12:40:06, time: 2.038, data_time: 0.072, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5615, loss_cls: 3.0188, loss: 3.0188, grad_norm: 8.1087 2020-09-19 02:02:01,258 - mmaction - INFO - Epoch [19][2740/3520] lr: 5.000e-03, eta: 2 days, 12:39:26, time: 1.965, data_time: 0.010, memory: 8337, top1_acc: 0.3417, top5_acc: 0.5802, loss_cls: 3.0168, loss: 3.0168, grad_norm: 8.0833 2020-09-19 02:02:42,228 - mmaction - INFO - Epoch [19][2760/3520] lr: 5.000e-03, eta: 2 days, 12:38:48, time: 2.046, data_time: 0.118, memory: 8337, top1_acc: 0.2760, top5_acc: 0.5594, loss_cls: 3.1161, loss: 3.1161, grad_norm: 8.0823 2020-09-19 02:03:19,866 - mmaction - INFO - Epoch [19][2780/3520] lr: 5.000e-03, eta: 2 days, 12:38:05, time: 1.881, data_time: 0.013, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5719, loss_cls: 3.0207, loss: 3.0207, grad_norm: 7.9298 2020-09-19 02:03:59,244 - mmaction - INFO - Epoch [19][2800/3520] lr: 5.000e-03, eta: 2 days, 12:37:24, time: 1.972, data_time: 0.008, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5583, loss_cls: 3.0872, loss: 3.0872, grad_norm: 8.0676 2020-09-19 02:04:38,979 - mmaction - INFO - Epoch [19][2820/3520] lr: 5.000e-03, eta: 2 days, 12:36:45, time: 1.984, data_time: 0.032, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5865, loss_cls: 2.9506, loss: 2.9506, grad_norm: 8.0565 2020-09-19 02:05:17,919 - mmaction - INFO - Epoch [19][2840/3520] lr: 5.000e-03, eta: 2 days, 12:36:04, time: 1.948, data_time: 0.007, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5490, loss_cls: 3.0813, loss: 3.0813, grad_norm: 7.9786 2020-09-19 02:05:55,738 - mmaction - INFO - Epoch [19][2860/3520] lr: 5.000e-03, eta: 2 days, 12:35:21, time: 1.893, data_time: 0.020, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5781, loss_cls: 3.0188, loss: 3.0188, grad_norm: 8.0863 2020-09-19 02:06:37,670 - mmaction - INFO - Epoch [19][2880/3520] lr: 5.000e-03, eta: 2 days, 12:34:45, time: 2.098, data_time: 0.035, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5594, loss_cls: 3.0761, loss: 3.0761, grad_norm: 8.0872 2020-09-19 02:07:16,292 - mmaction - INFO - Epoch [19][2900/3520] lr: 5.000e-03, eta: 2 days, 12:34:03, time: 1.927, data_time: 0.681, memory: 8337, top1_acc: 0.3302, top5_acc: 0.5844, loss_cls: 2.9376, loss: 2.9376, grad_norm: 8.0643 2020-09-19 02:07:56,290 - mmaction - INFO - Epoch [19][2920/3520] lr: 5.000e-03, eta: 2 days, 12:33:24, time: 1.999, data_time: 0.350, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5750, loss_cls: 3.0417, loss: 3.0417, grad_norm: 8.0656 2020-09-19 02:08:34,236 - mmaction - INFO - Epoch [19][2940/3520] lr: 5.000e-03, eta: 2 days, 12:32:41, time: 1.899, data_time: 0.257, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5698, loss_cls: 3.0647, loss: 3.0647, grad_norm: 8.0023 2020-09-19 02:09:14,824 - mmaction - INFO - Epoch [19][2960/3520] lr: 5.000e-03, eta: 2 days, 12:32:03, time: 2.032, data_time: 0.329, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5656, loss_cls: 3.0988, loss: 3.0988, grad_norm: 8.1268 2020-09-19 02:09:55,017 - mmaction - INFO - Epoch [19][2980/3520] lr: 5.000e-03, eta: 2 days, 12:31:24, time: 2.007, data_time: 1.324, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5615, loss_cls: 3.0104, loss: 3.0104, grad_norm: 8.0831 2020-09-19 02:10:34,554 - mmaction - INFO - Epoch [19][3000/3520] lr: 5.000e-03, eta: 2 days, 12:30:44, time: 1.979, data_time: 0.277, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5698, loss_cls: 3.0415, loss: 3.0415, grad_norm: 8.1802 2020-09-19 02:11:14,565 - mmaction - INFO - Epoch [19][3020/3520] lr: 5.000e-03, eta: 2 days, 12:30:04, time: 1.997, data_time: 0.007, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5625, loss_cls: 3.0432, loss: 3.0432, grad_norm: 7.9489 2020-09-19 02:11:52,784 - mmaction - INFO - Epoch [19][3040/3520] lr: 5.000e-03, eta: 2 days, 12:29:22, time: 1.914, data_time: 0.009, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5677, loss_cls: 2.9861, loss: 2.9861, grad_norm: 8.1204 2020-09-19 02:12:32,560 - mmaction - INFO - Epoch [19][3060/3520] lr: 5.000e-03, eta: 2 days, 12:28:42, time: 1.988, data_time: 1.181, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5646, loss_cls: 3.1113, loss: 3.1113, grad_norm: 8.1250 2020-09-19 02:13:12,932 - mmaction - INFO - Epoch [19][3080/3520] lr: 5.000e-03, eta: 2 days, 12:28:04, time: 2.018, data_time: 0.531, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5583, loss_cls: 3.0973, loss: 3.0973, grad_norm: 8.0651 2020-09-19 02:13:51,379 - mmaction - INFO - Epoch [19][3100/3520] lr: 5.000e-03, eta: 2 days, 12:27:22, time: 1.924, data_time: 0.060, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5687, loss_cls: 3.0264, loss: 3.0264, grad_norm: 7.9346 2020-09-19 02:14:30,625 - mmaction - INFO - Epoch [19][3120/3520] lr: 5.000e-03, eta: 2 days, 12:26:41, time: 1.961, data_time: 0.031, memory: 8337, top1_acc: 0.2937, top5_acc: 0.5802, loss_cls: 3.0386, loss: 3.0386, grad_norm: 7.9688 2020-09-19 02:15:09,526 - mmaction - INFO - Epoch [19][3140/3520] lr: 5.000e-03, eta: 2 days, 12:26:00, time: 1.946, data_time: 0.051, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5458, loss_cls: 3.1185, loss: 3.1185, grad_norm: 8.4070 2020-09-19 02:15:50,155 - mmaction - INFO - Epoch [19][3160/3520] lr: 5.000e-03, eta: 2 days, 12:25:22, time: 2.030, data_time: 1.275, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5833, loss_cls: 3.0005, loss: 3.0005, grad_norm: 8.0054 2020-09-19 02:16:29,602 - mmaction - INFO - Epoch [19][3180/3520] lr: 5.000e-03, eta: 2 days, 12:24:42, time: 1.973, data_time: 0.673, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5656, loss_cls: 3.0615, loss: 3.0615, grad_norm: 8.0340 2020-09-19 02:17:09,115 - mmaction - INFO - Epoch [19][3200/3520] lr: 5.000e-03, eta: 2 days, 12:24:02, time: 1.977, data_time: 0.004, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5500, loss_cls: 3.1729, loss: 3.1729, grad_norm: 8.4064 2020-09-19 02:17:47,932 - mmaction - INFO - Epoch [19][3220/3520] lr: 5.000e-03, eta: 2 days, 12:23:20, time: 1.937, data_time: 0.004, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.0626, loss: 3.0626, grad_norm: 7.9647 2020-09-19 02:18:26,514 - mmaction - INFO - Epoch [19][3240/3520] lr: 5.000e-03, eta: 2 days, 12:22:39, time: 1.933, data_time: 0.276, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5615, loss_cls: 3.0490, loss: 3.0490, grad_norm: 8.0621 2020-09-19 02:19:07,430 - mmaction - INFO - Epoch [19][3260/3520] lr: 5.000e-03, eta: 2 days, 12:22:01, time: 2.046, data_time: 0.091, memory: 8337, top1_acc: 0.2865, top5_acc: 0.5812, loss_cls: 2.9716, loss: 2.9716, grad_norm: 8.1778 2020-09-19 02:19:45,321 - mmaction - INFO - Epoch [19][3280/3520] lr: 5.000e-03, eta: 2 days, 12:21:18, time: 1.892, data_time: 0.003, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5667, loss_cls: 3.0736, loss: 3.0736, grad_norm: 8.1435 2020-09-19 02:20:24,075 - mmaction - INFO - Epoch [19][3300/3520] lr: 5.000e-03, eta: 2 days, 12:20:37, time: 1.937, data_time: 0.484, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5396, loss_cls: 3.1297, loss: 3.1297, grad_norm: 8.1336 2020-09-19 02:21:02,887 - mmaction - INFO - Epoch [19][3320/3520] lr: 5.000e-03, eta: 2 days, 12:19:56, time: 1.944, data_time: 0.630, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5719, loss_cls: 3.0410, loss: 3.0410, grad_norm: 8.2156 2020-09-19 02:21:42,447 - mmaction - INFO - Epoch [19][3340/3520] lr: 5.000e-03, eta: 2 days, 12:19:16, time: 1.977, data_time: 0.348, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5802, loss_cls: 3.0409, loss: 3.0409, grad_norm: 8.1637 2020-09-19 02:22:22,412 - mmaction - INFO - Epoch [19][3360/3520] lr: 5.000e-03, eta: 2 days, 12:18:36, time: 1.997, data_time: 0.095, memory: 8337, top1_acc: 0.2719, top5_acc: 0.5479, loss_cls: 3.1508, loss: 3.1508, grad_norm: 8.2703 2020-09-19 02:23:02,839 - mmaction - INFO - Epoch [19][3380/3520] lr: 5.000e-03, eta: 2 days, 12:17:57, time: 2.017, data_time: 0.123, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5927, loss_cls: 2.9444, loss: 2.9444, grad_norm: 8.0048 2020-09-19 02:23:43,956 - mmaction - INFO - Epoch [19][3400/3520] lr: 5.000e-03, eta: 2 days, 12:17:20, time: 2.057, data_time: 0.917, memory: 8337, top1_acc: 0.3250, top5_acc: 0.5802, loss_cls: 2.9748, loss: 2.9748, grad_norm: 8.0428 2020-09-19 02:24:24,182 - mmaction - INFO - Epoch [19][3420/3520] lr: 5.000e-03, eta: 2 days, 12:16:41, time: 2.014, data_time: 0.370, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5604, loss_cls: 3.0929, loss: 3.0929, grad_norm: 8.5549 2020-09-19 02:25:03,217 - mmaction - INFO - Epoch [19][3440/3520] lr: 5.000e-03, eta: 2 days, 12:16:00, time: 1.947, data_time: 0.213, memory: 8337, top1_acc: 0.2875, top5_acc: 0.5729, loss_cls: 3.0130, loss: 3.0130, grad_norm: 8.4105 2020-09-19 02:25:42,071 - mmaction - INFO - Epoch [19][3460/3520] lr: 5.000e-03, eta: 2 days, 12:15:19, time: 1.946, data_time: 0.169, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5729, loss_cls: 2.9809, loss: 2.9809, grad_norm: 7.9359 2020-09-19 02:26:21,234 - mmaction - INFO - Epoch [19][3480/3520] lr: 5.000e-03, eta: 2 days, 12:14:38, time: 1.961, data_time: 1.253, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5875, loss_cls: 2.9112, loss: 2.9112, grad_norm: 7.8734 2020-09-19 02:27:01,669 - mmaction - INFO - Epoch [19][3500/3520] lr: 5.000e-03, eta: 2 days, 12:14:00, time: 2.021, data_time: 0.490, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5740, loss_cls: 3.0153, loss: 3.0153, grad_norm: 7.9220 2020-09-19 02:27:37,066 - mmaction - INFO - Epoch [19][3520/3520] lr: 5.000e-03, eta: 2 days, 12:13:13, time: 1.770, data_time: 0.272, memory: 8337, top1_acc: 0.3152, top5_acc: 0.5641, loss_cls: 3.0307, loss: 3.0307, grad_norm: 8.0325 2020-09-19 02:28:00,647 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-19 02:30:40,307 - mmaction - INFO - Epoch [20][20/3520] lr: 5.000e-03, eta: 2 days, 12:15:47, time: 7.936, data_time: 5.892, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5844, loss_cls: 2.9693, loss: 2.9693, grad_norm: 7.9272 2020-09-19 02:31:20,519 - mmaction - INFO - Epoch [20][40/3520] lr: 5.000e-03, eta: 2 days, 12:15:09, time: 2.022, data_time: 1.038, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5698, loss_cls: 2.9972, loss: 2.9972, grad_norm: 8.0547 2020-09-19 02:31:59,244 - mmaction - INFO - Epoch [20][60/3520] lr: 5.000e-03, eta: 2 days, 12:14:27, time: 1.940, data_time: 1.323, memory: 8337, top1_acc: 0.3344, top5_acc: 0.5854, loss_cls: 2.9473, loss: 2.9473, grad_norm: 7.9019 2020-09-19 02:32:40,985 - mmaction - INFO - Epoch [20][80/3520] lr: 5.000e-03, eta: 2 days, 12:13:51, time: 2.085, data_time: 0.523, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5771, loss_cls: 2.9738, loss: 2.9738, grad_norm: 7.8567 2020-09-19 02:33:20,333 - mmaction - INFO - Epoch [20][100/3520] lr: 5.000e-03, eta: 2 days, 12:13:10, time: 1.968, data_time: 0.205, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5646, loss_cls: 3.0064, loss: 3.0064, grad_norm: 8.1235 2020-09-19 02:33:58,403 - mmaction - INFO - Epoch [20][120/3520] lr: 5.000e-03, eta: 2 days, 12:12:28, time: 1.904, data_time: 0.424, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5719, loss_cls: 2.9823, loss: 2.9823, grad_norm: 7.9695 2020-09-19 02:34:37,100 - mmaction - INFO - Epoch [20][140/3520] lr: 5.000e-03, eta: 2 days, 12:11:46, time: 1.932, data_time: 0.006, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5646, loss_cls: 2.9501, loss: 2.9501, grad_norm: 7.9100 2020-09-19 02:35:16,057 - mmaction - INFO - Epoch [20][160/3520] lr: 5.000e-03, eta: 2 days, 12:11:05, time: 1.950, data_time: 0.088, memory: 8337, top1_acc: 0.3344, top5_acc: 0.6135, loss_cls: 2.8892, loss: 2.8892, grad_norm: 7.9168 2020-09-19 02:35:56,356 - mmaction - INFO - Epoch [20][180/3520] lr: 5.000e-03, eta: 2 days, 12:10:26, time: 2.009, data_time: 0.006, memory: 8337, top1_acc: 0.3312, top5_acc: 0.5771, loss_cls: 3.0410, loss: 3.0410, grad_norm: 8.2443 2020-09-19 02:36:34,915 - mmaction - INFO - Epoch [20][200/3520] lr: 5.000e-03, eta: 2 days, 12:09:44, time: 1.934, data_time: 0.337, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5656, loss_cls: 3.0120, loss: 3.0120, grad_norm: 8.3308 2020-09-19 02:37:14,013 - mmaction - INFO - Epoch [20][220/3520] lr: 5.000e-03, eta: 2 days, 12:09:04, time: 1.953, data_time: 0.411, memory: 8337, top1_acc: 0.3208, top5_acc: 0.6010, loss_cls: 2.9472, loss: 2.9472, grad_norm: 8.2395 2020-09-19 02:37:53,917 - mmaction - INFO - Epoch [20][240/3520] lr: 5.000e-03, eta: 2 days, 12:08:24, time: 1.995, data_time: 0.005, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5615, loss_cls: 3.0038, loss: 3.0038, grad_norm: 8.0908 2020-09-19 02:38:32,870 - mmaction - INFO - Epoch [20][260/3520] lr: 5.000e-03, eta: 2 days, 12:07:43, time: 1.949, data_time: 0.008, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5844, loss_cls: 2.9574, loss: 2.9574, grad_norm: 7.9530 2020-09-19 02:39:09,183 - mmaction - INFO - Epoch [20][280/3520] lr: 5.000e-03, eta: 2 days, 12:06:58, time: 1.815, data_time: 0.011, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5437, loss_cls: 3.0970, loss: 3.0970, grad_norm: 7.9216 2020-09-19 02:39:48,663 - mmaction - INFO - Epoch [20][300/3520] lr: 5.000e-03, eta: 2 days, 12:06:17, time: 1.969, data_time: 0.067, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5813, loss_cls: 2.9791, loss: 2.9791, grad_norm: 7.9077 2020-09-19 02:40:29,173 - mmaction - INFO - Epoch [20][320/3520] lr: 5.000e-03, eta: 2 days, 12:05:39, time: 2.028, data_time: 0.527, memory: 8337, top1_acc: 0.3396, top5_acc: 0.6083, loss_cls: 2.9149, loss: 2.9149, grad_norm: 8.0781 2020-09-19 02:41:09,107 - mmaction - INFO - Epoch [20][340/3520] lr: 5.000e-03, eta: 2 days, 12:04:59, time: 1.996, data_time: 0.093, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5667, loss_cls: 3.0639, loss: 3.0639, grad_norm: 8.4042 2020-09-19 02:41:48,057 - mmaction - INFO - Epoch [20][360/3520] lr: 5.000e-03, eta: 2 days, 12:04:18, time: 1.949, data_time: 0.029, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5656, loss_cls: 2.9941, loss: 2.9941, grad_norm: 8.2810 2020-09-19 02:42:26,628 - mmaction - INFO - Epoch [20][380/3520] lr: 5.000e-03, eta: 2 days, 12:03:36, time: 1.930, data_time: 0.192, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5688, loss_cls: 3.0403, loss: 3.0403, grad_norm: 7.9576 2020-09-19 02:43:05,704 - mmaction - INFO - Epoch [20][400/3520] lr: 5.000e-03, eta: 2 days, 12:02:56, time: 1.953, data_time: 0.081, memory: 8337, top1_acc: 0.3292, top5_acc: 0.5677, loss_cls: 2.9886, loss: 2.9886, grad_norm: 8.0625 2020-09-19 02:43:45,054 - mmaction - INFO - Epoch [20][420/3520] lr: 5.000e-03, eta: 2 days, 12:02:15, time: 1.964, data_time: 0.585, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5625, loss_cls: 3.1013, loss: 3.1013, grad_norm: 8.0649 2020-09-19 02:44:22,972 - mmaction - INFO - Epoch [20][440/3520] lr: 5.000e-03, eta: 2 days, 12:01:32, time: 1.900, data_time: 0.143, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5781, loss_cls: 2.9772, loss: 2.9772, grad_norm: 8.0070 2020-09-19 02:45:03,657 - mmaction - INFO - Epoch [20][460/3520] lr: 5.000e-03, eta: 2 days, 12:00:54, time: 2.033, data_time: 0.161, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5875, loss_cls: 2.9488, loss: 2.9488, grad_norm: 7.9400 2020-09-19 02:45:41,788 - mmaction - INFO - Epoch [20][480/3520] lr: 5.000e-03, eta: 2 days, 12:00:12, time: 1.909, data_time: 0.065, memory: 8337, top1_acc: 0.3125, top5_acc: 0.5823, loss_cls: 3.0410, loss: 3.0410, grad_norm: 8.2526 2020-09-19 02:46:20,736 - mmaction - INFO - Epoch [20][500/3520] lr: 5.000e-03, eta: 2 days, 11:59:31, time: 1.947, data_time: 0.087, memory: 8337, top1_acc: 0.3354, top5_acc: 0.5906, loss_cls: 2.9157, loss: 2.9157, grad_norm: 7.9227 2020-09-19 02:46:59,702 - mmaction - INFO - Epoch [20][520/3520] lr: 5.000e-03, eta: 2 days, 11:58:49, time: 1.945, data_time: 0.124, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5854, loss_cls: 2.9776, loss: 2.9776, grad_norm: 8.4197 2020-09-19 02:47:37,644 - mmaction - INFO - Epoch [20][540/3520] lr: 5.000e-03, eta: 2 days, 11:58:07, time: 1.901, data_time: 0.106, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5917, loss_cls: 2.9524, loss: 2.9524, grad_norm: 8.3065 2020-09-19 02:48:15,987 - mmaction - INFO - Epoch [20][560/3520] lr: 5.000e-03, eta: 2 days, 11:57:25, time: 1.914, data_time: 0.810, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5844, loss_cls: 2.9693, loss: 2.9693, grad_norm: 8.0587 2020-09-19 02:48:56,283 - mmaction - INFO - Epoch [20][580/3520] lr: 5.000e-03, eta: 2 days, 11:56:46, time: 2.017, data_time: 0.180, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5604, loss_cls: 3.0552, loss: 3.0552, grad_norm: 8.1919 2020-09-19 02:49:34,775 - mmaction - INFO - Epoch [20][600/3520] lr: 5.000e-03, eta: 2 days, 11:56:04, time: 1.924, data_time: 0.033, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5833, loss_cls: 3.0373, loss: 3.0373, grad_norm: 8.2634 2020-09-19 02:50:12,966 - mmaction - INFO - Epoch [20][620/3520] lr: 5.000e-03, eta: 2 days, 11:55:22, time: 1.910, data_time: 0.170, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5792, loss_cls: 2.9872, loss: 2.9872, grad_norm: 8.1382 2020-09-19 02:50:49,780 - mmaction - INFO - Epoch [20][640/3520] lr: 5.000e-03, eta: 2 days, 11:54:37, time: 1.838, data_time: 0.079, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5792, loss_cls: 3.0322, loss: 3.0322, grad_norm: 8.4320 2020-09-19 02:51:30,610 - mmaction - INFO - Epoch [20][660/3520] lr: 5.000e-03, eta: 2 days, 11:53:59, time: 2.045, data_time: 1.178, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5927, loss_cls: 2.9304, loss: 2.9304, grad_norm: 7.9210 2020-09-19 02:52:10,331 - mmaction - INFO - Epoch [20][680/3520] lr: 5.000e-03, eta: 2 days, 11:53:19, time: 1.987, data_time: 0.619, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5573, loss_cls: 3.0979, loss: 3.0979, grad_norm: 8.2541 2020-09-19 02:52:49,746 - mmaction - INFO - Epoch [20][700/3520] lr: 5.000e-03, eta: 2 days, 11:52:39, time: 1.970, data_time: 0.439, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5802, loss_cls: 3.0392, loss: 3.0392, grad_norm: 8.2707 2020-09-19 02:53:28,439 - mmaction - INFO - Epoch [20][720/3520] lr: 5.000e-03, eta: 2 days, 11:51:58, time: 1.934, data_time: 0.050, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5729, loss_cls: 3.0313, loss: 3.0313, grad_norm: 8.2167 2020-09-19 02:54:07,512 - mmaction - INFO - Epoch [20][740/3520] lr: 5.000e-03, eta: 2 days, 11:51:17, time: 1.953, data_time: 0.012, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5552, loss_cls: 3.0300, loss: 3.0300, grad_norm: 8.3029 2020-09-19 02:54:45,353 - mmaction - INFO - Epoch [20][760/3520] lr: 5.000e-03, eta: 2 days, 11:50:34, time: 1.893, data_time: 0.130, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5635, loss_cls: 3.0280, loss: 3.0280, grad_norm: 8.1051 2020-09-19 02:55:22,621 - mmaction - INFO - Epoch [20][780/3520] lr: 5.000e-03, eta: 2 days, 11:49:50, time: 1.863, data_time: 0.654, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5833, loss_cls: 2.9864, loss: 2.9864, grad_norm: 8.2466 2020-09-19 02:56:03,582 - mmaction - INFO - Epoch [20][800/3520] lr: 5.000e-03, eta: 2 days, 11:49:12, time: 2.049, data_time: 0.905, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5375, loss_cls: 3.0832, loss: 3.0832, grad_norm: 8.0836 2020-09-19 02:56:40,276 - mmaction - INFO - Epoch [20][820/3520] lr: 5.000e-03, eta: 2 days, 11:48:28, time: 1.833, data_time: 0.329, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5740, loss_cls: 3.0377, loss: 3.0377, grad_norm: 7.9126 2020-09-19 02:57:20,546 - mmaction - INFO - Epoch [20][840/3520] lr: 5.000e-03, eta: 2 days, 11:47:49, time: 2.013, data_time: 0.201, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5760, loss_cls: 2.9791, loss: 2.9791, grad_norm: 8.1500 2020-09-19 02:57:58,792 - mmaction - INFO - Epoch [20][860/3520] lr: 5.000e-03, eta: 2 days, 11:47:06, time: 1.915, data_time: 0.161, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5677, loss_cls: 3.0454, loss: 3.0454, grad_norm: 8.1737 2020-09-19 02:58:38,127 - mmaction - INFO - Epoch [20][880/3520] lr: 5.000e-03, eta: 2 days, 11:46:26, time: 1.964, data_time: 0.324, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5615, loss_cls: 3.0520, loss: 3.0520, grad_norm: 7.9817 2020-09-19 02:59:16,462 - mmaction - INFO - Epoch [20][900/3520] lr: 5.000e-03, eta: 2 days, 11:45:44, time: 1.920, data_time: 0.311, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5583, loss_cls: 3.1019, loss: 3.1019, grad_norm: 8.2043 2020-09-19 02:59:54,976 - mmaction - INFO - Epoch [20][920/3520] lr: 5.000e-03, eta: 2 days, 11:45:02, time: 1.921, data_time: 0.762, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5521, loss_cls: 3.0541, loss: 3.0541, grad_norm: 8.2402 2020-09-19 03:00:37,180 - mmaction - INFO - Epoch [20][940/3520] lr: 5.000e-03, eta: 2 days, 11:44:26, time: 2.097, data_time: 0.172, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5802, loss_cls: 2.9697, loss: 2.9697, grad_norm: 8.2573 2020-09-19 03:01:15,279 - mmaction - INFO - Epoch [20][960/3520] lr: 5.000e-03, eta: 2 days, 11:43:44, time: 1.919, data_time: 0.210, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5729, loss_cls: 3.0174, loss: 3.0174, grad_norm: 8.0767 2020-09-19 03:01:53,963 - mmaction - INFO - Epoch [20][980/3520] lr: 5.000e-03, eta: 2 days, 11:43:02, time: 1.937, data_time: 0.007, memory: 8337, top1_acc: 0.2990, top5_acc: 0.5656, loss_cls: 3.0474, loss: 3.0474, grad_norm: 8.1166 2020-09-19 03:02:33,809 - mmaction - INFO - Epoch [20][1000/3520] lr: 5.000e-03, eta: 2 days, 11:42:23, time: 1.988, data_time: 0.004, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5667, loss_cls: 3.0292, loss: 3.0292, grad_norm: 8.0002 2020-09-19 03:03:12,592 - mmaction - INFO - Epoch [20][1020/3520] lr: 5.000e-03, eta: 2 days, 11:41:41, time: 1.941, data_time: 0.011, memory: 8337, top1_acc: 0.3271, top5_acc: 0.6083, loss_cls: 2.9286, loss: 2.9286, grad_norm: 7.8307 2020-09-19 03:03:51,633 - mmaction - INFO - Epoch [20][1040/3520] lr: 5.000e-03, eta: 2 days, 11:41:01, time: 1.953, data_time: 0.321, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5615, loss_cls: 3.0499, loss: 3.0499, grad_norm: 8.1181 2020-09-19 03:04:30,078 - mmaction - INFO - Epoch [20][1060/3520] lr: 5.000e-03, eta: 2 days, 11:40:19, time: 1.923, data_time: 0.240, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5698, loss_cls: 3.0579, loss: 3.0579, grad_norm: 8.3188 2020-09-19 03:05:09,663 - mmaction - INFO - Epoch [20][1080/3520] lr: 5.000e-03, eta: 2 days, 11:39:39, time: 1.973, data_time: 0.027, memory: 8337, top1_acc: 0.3156, top5_acc: 0.6000, loss_cls: 2.9320, loss: 2.9320, grad_norm: 8.1217 2020-09-19 03:05:47,937 - mmaction - INFO - Epoch [20][1100/3520] lr: 5.000e-03, eta: 2 days, 11:38:57, time: 1.919, data_time: 0.292, memory: 8337, top1_acc: 0.3271, top5_acc: 0.5792, loss_cls: 3.0594, loss: 3.0594, grad_norm: 8.4803 2020-09-19 03:06:26,579 - mmaction - INFO - Epoch [20][1120/3520] lr: 5.000e-03, eta: 2 days, 11:38:15, time: 1.932, data_time: 0.022, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5646, loss_cls: 3.0646, loss: 3.0646, grad_norm: 8.3040 2020-09-19 03:07:02,978 - mmaction - INFO - Epoch [20][1140/3520] lr: 5.000e-03, eta: 2 days, 11:37:30, time: 1.820, data_time: 0.033, memory: 8337, top1_acc: 0.2823, top5_acc: 0.5573, loss_cls: 3.1380, loss: 3.1380, grad_norm: 8.2686 2020-09-19 03:07:42,984 - mmaction - INFO - Epoch [20][1160/3520] lr: 5.000e-03, eta: 2 days, 11:36:51, time: 1.998, data_time: 0.019, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5865, loss_cls: 3.0318, loss: 3.0318, grad_norm: 7.9894 2020-09-19 03:08:21,659 - mmaction - INFO - Epoch [20][1180/3520] lr: 5.000e-03, eta: 2 days, 11:36:09, time: 1.936, data_time: 0.019, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5729, loss_cls: 2.9968, loss: 2.9968, grad_norm: 8.0766 2020-09-19 03:09:00,464 - mmaction - INFO - Epoch [20][1200/3520] lr: 5.000e-03, eta: 2 days, 11:35:28, time: 1.937, data_time: 0.091, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5708, loss_cls: 3.0091, loss: 3.0091, grad_norm: 7.9106 2020-09-19 03:09:37,293 - mmaction - INFO - Epoch [20][1220/3520] lr: 5.000e-03, eta: 2 days, 11:34:43, time: 1.845, data_time: 0.519, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5844, loss_cls: 2.9895, loss: 2.9895, grad_norm: 8.0745 2020-09-19 03:10:18,246 - mmaction - INFO - Epoch [20][1240/3520] lr: 5.000e-03, eta: 2 days, 11:34:06, time: 2.045, data_time: 0.273, memory: 8337, top1_acc: 0.3396, top5_acc: 0.5833, loss_cls: 2.9578, loss: 2.9578, grad_norm: 8.3795 2020-09-19 03:10:55,628 - mmaction - INFO - Epoch [20][1260/3520] lr: 5.000e-03, eta: 2 days, 11:33:22, time: 1.871, data_time: 0.103, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5625, loss_cls: 3.1063, loss: 3.1063, grad_norm: 8.0080 2020-09-19 03:11:35,556 - mmaction - INFO - Epoch [20][1280/3520] lr: 5.000e-03, eta: 2 days, 11:32:43, time: 1.997, data_time: 0.012, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5708, loss_cls: 3.0489, loss: 3.0489, grad_norm: 8.0683 2020-09-19 03:12:14,075 - mmaction - INFO - Epoch [20][1300/3520] lr: 5.000e-03, eta: 2 days, 11:32:01, time: 1.923, data_time: 0.036, memory: 8337, top1_acc: 0.2802, top5_acc: 0.5469, loss_cls: 3.1445, loss: 3.1445, grad_norm: 8.1556 2020-09-19 03:12:53,278 - mmaction - INFO - Epoch [20][1320/3520] lr: 5.000e-03, eta: 2 days, 11:31:20, time: 1.963, data_time: 0.009, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5885, loss_cls: 3.0077, loss: 3.0077, grad_norm: 8.3958 2020-09-19 03:13:34,004 - mmaction - INFO - Epoch [20][1340/3520] lr: 5.000e-03, eta: 2 days, 11:30:42, time: 2.037, data_time: 0.050, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5615, loss_cls: 3.0145, loss: 3.0145, grad_norm: 8.1036 2020-09-19 03:14:12,913 - mmaction - INFO - Epoch [20][1360/3520] lr: 5.000e-03, eta: 2 days, 11:30:01, time: 1.943, data_time: 0.115, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5583, loss_cls: 3.0920, loss: 3.0920, grad_norm: 8.3799 2020-09-19 03:14:52,894 - mmaction - INFO - Epoch [20][1380/3520] lr: 5.000e-03, eta: 2 days, 11:29:22, time: 2.001, data_time: 0.525, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5885, loss_cls: 2.9245, loss: 2.9245, grad_norm: 8.0909 2020-09-19 03:15:33,500 - mmaction - INFO - Epoch [20][1400/3520] lr: 5.000e-03, eta: 2 days, 11:28:43, time: 2.028, data_time: 0.189, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5688, loss_cls: 2.9904, loss: 2.9904, grad_norm: 8.0539 2020-09-19 03:16:12,097 - mmaction - INFO - Epoch [20][1420/3520] lr: 5.000e-03, eta: 2 days, 11:28:02, time: 1.932, data_time: 0.244, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5594, loss_cls: 3.0432, loss: 3.0432, grad_norm: 8.2427 2020-09-19 03:16:50,175 - mmaction - INFO - Epoch [20][1440/3520] lr: 5.000e-03, eta: 2 days, 11:27:19, time: 1.904, data_time: 0.077, memory: 8337, top1_acc: 0.3146, top5_acc: 0.5729, loss_cls: 3.0196, loss: 3.0196, grad_norm: 8.1494 2020-09-19 03:17:30,387 - mmaction - INFO - Epoch [20][1460/3520] lr: 5.000e-03, eta: 2 days, 11:26:40, time: 2.008, data_time: 0.160, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5708, loss_cls: 3.0371, loss: 3.0371, grad_norm: 8.2632 2020-09-19 03:18:09,227 - mmaction - INFO - Epoch [20][1480/3520] lr: 5.000e-03, eta: 2 days, 11:25:59, time: 1.944, data_time: 0.009, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5677, loss_cls: 3.0379, loss: 3.0379, grad_norm: 7.9886 2020-09-19 03:18:48,422 - mmaction - INFO - Epoch [20][1500/3520] lr: 5.000e-03, eta: 2 days, 11:25:18, time: 1.960, data_time: 0.244, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5740, loss_cls: 3.0135, loss: 3.0135, grad_norm: 7.9811 2020-09-19 03:19:26,339 - mmaction - INFO - Epoch [20][1520/3520] lr: 5.000e-03, eta: 2 days, 11:24:36, time: 1.896, data_time: 0.031, memory: 8337, top1_acc: 0.2906, top5_acc: 0.5688, loss_cls: 3.0854, loss: 3.0854, grad_norm: 8.0653 2020-09-19 03:20:06,317 - mmaction - INFO - Epoch [20][1540/3520] lr: 5.000e-03, eta: 2 days, 11:23:56, time: 1.999, data_time: 0.700, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5844, loss_cls: 2.9952, loss: 2.9952, grad_norm: 8.2024 2020-09-19 03:20:47,766 - mmaction - INFO - Epoch [20][1560/3520] lr: 5.000e-03, eta: 2 days, 11:23:19, time: 2.070, data_time: 0.118, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5927, loss_cls: 2.9381, loss: 2.9381, grad_norm: 8.1538 2020-09-19 03:21:25,602 - mmaction - INFO - Epoch [20][1580/3520] lr: 5.000e-03, eta: 2 days, 11:22:36, time: 1.895, data_time: 0.243, memory: 8337, top1_acc: 0.3219, top5_acc: 0.6031, loss_cls: 2.9522, loss: 2.9522, grad_norm: 8.1109 2020-09-19 03:22:04,446 - mmaction - INFO - Epoch [20][1600/3520] lr: 5.000e-03, eta: 2 days, 11:21:55, time: 1.940, data_time: 0.002, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5792, loss_cls: 2.9829, loss: 2.9829, grad_norm: 8.0300 2020-09-19 03:22:43,135 - mmaction - INFO - Epoch [20][1620/3520] lr: 5.000e-03, eta: 2 days, 11:21:14, time: 1.934, data_time: 0.019, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5688, loss_cls: 3.0532, loss: 3.0532, grad_norm: 7.8481 2020-09-19 03:23:22,324 - mmaction - INFO - Epoch [20][1640/3520] lr: 5.000e-03, eta: 2 days, 11:20:33, time: 1.961, data_time: 0.004, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5969, loss_cls: 2.9888, loss: 2.9888, grad_norm: 8.0776 2020-09-19 03:24:02,513 - mmaction - INFO - Epoch [20][1660/3520] lr: 5.000e-03, eta: 2 days, 11:19:54, time: 2.008, data_time: 0.100, memory: 8337, top1_acc: 0.3292, top5_acc: 0.5896, loss_cls: 2.9796, loss: 2.9796, grad_norm: 7.8507 2020-09-19 03:24:39,520 - mmaction - INFO - Epoch [20][1680/3520] lr: 5.000e-03, eta: 2 days, 11:19:10, time: 1.852, data_time: 0.221, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5792, loss_cls: 3.0248, loss: 3.0248, grad_norm: 8.1022 2020-09-19 03:25:17,910 - mmaction - INFO - Epoch [20][1700/3520] lr: 5.000e-03, eta: 2 days, 11:18:28, time: 1.920, data_time: 0.011, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5854, loss_cls: 2.9930, loss: 2.9930, grad_norm: 8.2158 2020-09-19 03:25:58,136 - mmaction - INFO - Epoch [20][1720/3520] lr: 5.000e-03, eta: 2 days, 11:17:49, time: 2.011, data_time: 0.038, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5771, loss_cls: 3.0684, loss: 3.0684, grad_norm: 8.2140 2020-09-19 03:26:37,163 - mmaction - INFO - Epoch [20][1740/3520] lr: 5.000e-03, eta: 2 days, 11:17:08, time: 1.948, data_time: 0.052, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5688, loss_cls: 3.0642, loss: 3.0642, grad_norm: 8.2831 2020-09-19 03:27:15,535 - mmaction - INFO - Epoch [20][1760/3520] lr: 5.000e-03, eta: 2 days, 11:16:26, time: 1.920, data_time: 0.045, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5885, loss_cls: 2.9973, loss: 2.9973, grad_norm: 8.3935 2020-09-19 03:27:54,038 - mmaction - INFO - Epoch [20][1780/3520] lr: 5.000e-03, eta: 2 days, 11:15:45, time: 1.926, data_time: 0.193, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5677, loss_cls: 3.0413, loss: 3.0413, grad_norm: 8.4830 2020-09-19 03:28:33,145 - mmaction - INFO - Epoch [20][1800/3520] lr: 5.000e-03, eta: 2 days, 11:15:04, time: 1.956, data_time: 0.143, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5656, loss_cls: 3.0548, loss: 3.0548, grad_norm: 8.2800 2020-09-19 03:29:11,765 - mmaction - INFO - Epoch [20][1820/3520] lr: 5.000e-03, eta: 2 days, 11:14:22, time: 1.930, data_time: 0.513, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5448, loss_cls: 3.1475, loss: 3.1475, grad_norm: 8.0408 2020-09-19 03:29:51,267 - mmaction - INFO - Epoch [20][1840/3520] lr: 5.000e-03, eta: 2 days, 11:13:42, time: 1.975, data_time: 0.445, memory: 8337, top1_acc: 0.2844, top5_acc: 0.5583, loss_cls: 3.1020, loss: 3.1020, grad_norm: 8.0352 2020-09-19 03:30:33,165 - mmaction - INFO - Epoch [20][1860/3520] lr: 5.000e-03, eta: 2 days, 11:13:05, time: 2.063, data_time: 0.329, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5677, loss_cls: 3.0746, loss: 3.0746, grad_norm: 8.1554 2020-09-19 03:31:08,868 - mmaction - INFO - Epoch [20][1880/3520] lr: 5.000e-03, eta: 2 days, 11:12:20, time: 1.818, data_time: 0.637, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5667, loss_cls: 3.0106, loss: 3.0106, grad_norm: 8.0729 2020-09-19 03:31:47,681 - mmaction - INFO - Epoch [20][1900/3520] lr: 5.000e-03, eta: 2 days, 11:11:38, time: 1.937, data_time: 0.153, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5771, loss_cls: 3.0541, loss: 3.0541, grad_norm: 8.1127 2020-09-19 03:32:27,459 - mmaction - INFO - Epoch [20][1920/3520] lr: 5.000e-03, eta: 2 days, 11:10:59, time: 1.992, data_time: 0.009, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5813, loss_cls: 2.9586, loss: 2.9586, grad_norm: 8.2072 2020-09-19 03:33:05,985 - mmaction - INFO - Epoch [20][1940/3520] lr: 5.000e-03, eta: 2 days, 11:10:17, time: 1.923, data_time: 1.074, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5625, loss_cls: 3.0721, loss: 3.0721, grad_norm: 8.0856 2020-09-19 03:33:46,115 - mmaction - INFO - Epoch [20][1960/3520] lr: 5.000e-03, eta: 2 days, 11:09:38, time: 2.010, data_time: 0.128, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5865, loss_cls: 2.9867, loss: 2.9867, grad_norm: 7.9589 2020-09-19 03:34:27,415 - mmaction - INFO - Epoch [20][1980/3520] lr: 5.000e-03, eta: 2 days, 11:09:01, time: 2.065, data_time: 0.196, memory: 8337, top1_acc: 0.2885, top5_acc: 0.5458, loss_cls: 3.1162, loss: 3.1162, grad_norm: 8.0730 2020-09-19 03:35:04,930 - mmaction - INFO - Epoch [20][2000/3520] lr: 5.000e-03, eta: 2 days, 11:08:17, time: 1.874, data_time: 0.006, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5479, loss_cls: 3.0924, loss: 3.0924, grad_norm: 8.2831 2020-09-19 03:35:45,578 - mmaction - INFO - Epoch [20][2020/3520] lr: 5.000e-03, eta: 2 days, 11:07:39, time: 2.035, data_time: 0.806, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5573, loss_cls: 3.1010, loss: 3.1010, grad_norm: 7.9743 2020-09-19 03:36:25,984 - mmaction - INFO - Epoch [20][2040/3520] lr: 5.000e-03, eta: 2 days, 11:07:00, time: 2.020, data_time: 0.005, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5688, loss_cls: 3.0650, loss: 3.0650, grad_norm: 8.0754 2020-09-19 03:37:04,139 - mmaction - INFO - Epoch [20][2060/3520] lr: 5.000e-03, eta: 2 days, 11:06:18, time: 1.908, data_time: 0.215, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5792, loss_cls: 2.9534, loss: 2.9534, grad_norm: 7.6954 2020-09-19 03:37:43,993 - mmaction - INFO - Epoch [20][2080/3520] lr: 5.000e-03, eta: 2 days, 11:05:39, time: 1.993, data_time: 0.039, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5698, loss_cls: 3.0241, loss: 3.0241, grad_norm: 8.2008 2020-09-19 03:38:21,452 - mmaction - INFO - Epoch [20][2100/3520] lr: 5.000e-03, eta: 2 days, 11:04:55, time: 1.873, data_time: 0.110, memory: 8337, top1_acc: 0.3198, top5_acc: 0.6000, loss_cls: 2.9181, loss: 2.9181, grad_norm: 8.0640 2020-09-19 03:39:00,648 - mmaction - INFO - Epoch [20][2120/3520] lr: 5.000e-03, eta: 2 days, 11:04:15, time: 1.957, data_time: 0.200, memory: 8337, top1_acc: 0.3042, top5_acc: 0.5490, loss_cls: 3.1519, loss: 3.1519, grad_norm: 8.2504 2020-09-19 03:39:40,672 - mmaction - INFO - Epoch [20][2140/3520] lr: 5.000e-03, eta: 2 days, 11:03:35, time: 2.005, data_time: 0.853, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5802, loss_cls: 2.9936, loss: 2.9936, grad_norm: 8.0915 2020-09-19 03:40:20,105 - mmaction - INFO - Epoch [20][2160/3520] lr: 5.000e-03, eta: 2 days, 11:02:55, time: 1.971, data_time: 0.144, memory: 8337, top1_acc: 0.3188, top5_acc: 0.5729, loss_cls: 3.0207, loss: 3.0207, grad_norm: 7.9223 2020-09-19 03:40:59,302 - mmaction - INFO - Epoch [20][2180/3520] lr: 5.000e-03, eta: 2 days, 11:02:14, time: 1.959, data_time: 0.424, memory: 8337, top1_acc: 0.2948, top5_acc: 0.5708, loss_cls: 2.9964, loss: 2.9964, grad_norm: 8.1428 2020-09-19 03:41:37,525 - mmaction - INFO - Epoch [20][2200/3520] lr: 5.000e-03, eta: 2 days, 11:01:32, time: 1.910, data_time: 0.328, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5646, loss_cls: 3.0095, loss: 3.0095, grad_norm: 8.5382 2020-09-19 03:42:17,695 - mmaction - INFO - Epoch [20][2220/3520] lr: 5.000e-03, eta: 2 days, 11:00:53, time: 2.009, data_time: 0.546, memory: 8337, top1_acc: 0.2927, top5_acc: 0.5354, loss_cls: 3.0740, loss: 3.0740, grad_norm: 8.0844 2020-09-19 03:42:57,148 - mmaction - INFO - Epoch [20][2240/3520] lr: 5.000e-03, eta: 2 days, 11:00:13, time: 1.973, data_time: 0.631, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5969, loss_cls: 2.9962, loss: 2.9962, grad_norm: 8.0798 2020-09-19 03:43:37,035 - mmaction - INFO - Epoch [20][2260/3520] lr: 5.000e-03, eta: 2 days, 10:59:34, time: 1.995, data_time: 0.540, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5948, loss_cls: 2.9337, loss: 2.9337, grad_norm: 8.0176 2020-09-19 03:44:17,690 - mmaction - INFO - Epoch [20][2280/3520] lr: 5.000e-03, eta: 2 days, 10:58:55, time: 2.032, data_time: 0.735, memory: 8337, top1_acc: 0.3344, top5_acc: 0.5646, loss_cls: 2.9574, loss: 2.9574, grad_norm: 7.8041 2020-09-19 03:44:55,740 - mmaction - INFO - Epoch [20][2300/3520] lr: 5.000e-03, eta: 2 days, 10:58:13, time: 1.900, data_time: 0.007, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5896, loss_cls: 2.9636, loss: 2.9636, grad_norm: 7.9766 2020-09-19 03:45:34,724 - mmaction - INFO - Epoch [20][2320/3520] lr: 5.000e-03, eta: 2 days, 10:57:32, time: 1.951, data_time: 0.037, memory: 8337, top1_acc: 0.2812, top5_acc: 0.5510, loss_cls: 3.0824, loss: 3.0824, grad_norm: 8.3359 2020-09-19 03:46:12,381 - mmaction - INFO - Epoch [20][2340/3520] lr: 5.000e-03, eta: 2 days, 10:56:49, time: 1.881, data_time: 0.205, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5604, loss_cls: 3.0264, loss: 3.0264, grad_norm: 8.0974 2020-09-19 03:46:52,681 - mmaction - INFO - Epoch [20][2360/3520] lr: 5.000e-03, eta: 2 days, 10:56:10, time: 2.017, data_time: 0.798, memory: 8337, top1_acc: 0.3417, top5_acc: 0.6073, loss_cls: 2.8711, loss: 2.8711, grad_norm: 7.9352 2020-09-19 03:47:32,959 - mmaction - INFO - Epoch [20][2380/3520] lr: 5.000e-03, eta: 2 days, 10:55:31, time: 2.011, data_time: 0.403, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5667, loss_cls: 3.0492, loss: 3.0492, grad_norm: 8.2233 2020-09-19 03:48:12,078 - mmaction - INFO - Epoch [20][2400/3520] lr: 5.000e-03, eta: 2 days, 10:54:50, time: 1.959, data_time: 0.762, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5865, loss_cls: 2.9550, loss: 2.9550, grad_norm: 8.0930 2020-09-19 03:48:51,417 - mmaction - INFO - Epoch [20][2420/3520] lr: 5.000e-03, eta: 2 days, 10:54:10, time: 1.967, data_time: 0.263, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5833, loss_cls: 2.9502, loss: 2.9502, grad_norm: 8.2099 2020-09-19 03:49:32,563 - mmaction - INFO - Epoch [20][2440/3520] lr: 5.000e-03, eta: 2 days, 10:53:32, time: 2.057, data_time: 1.077, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5792, loss_cls: 3.0187, loss: 3.0187, grad_norm: 8.0719 2020-09-19 03:50:12,082 - mmaction - INFO - Epoch [20][2460/3520] lr: 5.000e-03, eta: 2 days, 10:52:52, time: 1.974, data_time: 1.237, memory: 8337, top1_acc: 0.3281, top5_acc: 0.6021, loss_cls: 2.9218, loss: 2.9218, grad_norm: 7.7327 2020-09-19 03:50:52,767 - mmaction - INFO - Epoch [20][2480/3520] lr: 5.000e-03, eta: 2 days, 10:52:14, time: 2.037, data_time: 0.156, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5313, loss_cls: 3.0959, loss: 3.0959, grad_norm: 8.2812 2020-09-19 03:51:33,286 - mmaction - INFO - Epoch [20][2500/3520] lr: 5.000e-03, eta: 2 days, 10:51:35, time: 2.025, data_time: 0.619, memory: 8337, top1_acc: 0.3062, top5_acc: 0.5875, loss_cls: 3.0007, loss: 3.0007, grad_norm: 8.1506 2020-09-19 03:52:11,057 - mmaction - INFO - Epoch [20][2520/3520] lr: 5.000e-03, eta: 2 days, 10:50:53, time: 1.890, data_time: 0.448, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5781, loss_cls: 3.0151, loss: 3.0151, grad_norm: 8.4364 2020-09-19 03:52:51,822 - mmaction - INFO - Epoch [20][2540/3520] lr: 5.000e-03, eta: 2 days, 10:50:14, time: 2.039, data_time: 0.899, memory: 8337, top1_acc: 0.3000, top5_acc: 0.5823, loss_cls: 2.9618, loss: 2.9618, grad_norm: 7.9666 2020-09-19 03:53:31,171 - mmaction - INFO - Epoch [20][2560/3520] lr: 5.000e-03, eta: 2 days, 10:49:34, time: 1.964, data_time: 0.156, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5698, loss_cls: 3.0139, loss: 3.0139, grad_norm: 8.1729 2020-09-19 03:54:09,523 - mmaction - INFO - Epoch [20][2580/3520] lr: 5.000e-03, eta: 2 days, 10:48:52, time: 1.922, data_time: 0.040, memory: 8337, top1_acc: 0.2792, top5_acc: 0.5583, loss_cls: 3.1006, loss: 3.1006, grad_norm: 8.1491 2020-09-19 03:54:48,241 - mmaction - INFO - Epoch [20][2600/3520] lr: 5.000e-03, eta: 2 days, 10:48:11, time: 1.935, data_time: 0.038, memory: 8337, top1_acc: 0.3104, top5_acc: 0.5594, loss_cls: 3.0895, loss: 3.0895, grad_norm: 8.2195 2020-09-19 03:55:26,234 - mmaction - INFO - Epoch [20][2620/3520] lr: 5.000e-03, eta: 2 days, 10:47:28, time: 1.899, data_time: 0.061, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5469, loss_cls: 3.0999, loss: 3.0999, grad_norm: 8.3206 2020-09-19 03:56:05,965 - mmaction - INFO - Epoch [20][2640/3520] lr: 5.000e-03, eta: 2 days, 10:46:49, time: 1.988, data_time: 0.006, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5448, loss_cls: 3.1406, loss: 3.1406, grad_norm: 8.4929 2020-09-19 03:56:45,767 - mmaction - INFO - Epoch [20][2660/3520] lr: 5.000e-03, eta: 2 days, 10:46:09, time: 1.989, data_time: 0.009, memory: 8337, top1_acc: 0.2938, top5_acc: 0.5542, loss_cls: 3.0664, loss: 3.0664, grad_norm: 8.2379 2020-09-19 03:57:26,046 - mmaction - INFO - Epoch [20][2680/3520] lr: 5.000e-03, eta: 2 days, 10:45:30, time: 2.011, data_time: 0.006, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5698, loss_cls: 3.0418, loss: 3.0418, grad_norm: 8.3990 2020-09-19 03:58:03,873 - mmaction - INFO - Epoch [20][2700/3520] lr: 5.000e-03, eta: 2 days, 10:44:47, time: 1.895, data_time: 0.122, memory: 8337, top1_acc: 0.3063, top5_acc: 0.5833, loss_cls: 3.0209, loss: 3.0209, grad_norm: 8.2282 2020-09-19 03:58:43,086 - mmaction - INFO - Epoch [20][2720/3520] lr: 5.000e-03, eta: 2 days, 10:44:07, time: 1.959, data_time: 0.095, memory: 8337, top1_acc: 0.2698, top5_acc: 0.5438, loss_cls: 3.2096, loss: 3.2096, grad_norm: 8.1264 2020-09-19 03:59:23,185 - mmaction - INFO - Epoch [20][2740/3520] lr: 5.000e-03, eta: 2 days, 10:43:28, time: 2.006, data_time: 0.198, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5979, loss_cls: 2.9945, loss: 2.9945, grad_norm: 7.9106 2020-09-19 04:00:09,672 - mmaction - INFO - Epoch [20][2760/3520] lr: 5.000e-03, eta: 2 days, 10:42:58, time: 2.304, data_time: 0.201, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5802, loss_cls: 3.0284, loss: 3.0284, grad_norm: 7.9598 2020-09-19 04:00:49,091 - mmaction - INFO - Epoch [20][2780/3520] lr: 5.000e-03, eta: 2 days, 10:42:18, time: 1.992, data_time: 0.195, memory: 8337, top1_acc: 0.3260, top5_acc: 0.5604, loss_cls: 2.9912, loss: 2.9912, grad_norm: 8.0708 2020-09-19 04:01:28,161 - mmaction - INFO - Epoch [20][2800/3520] lr: 5.000e-03, eta: 2 days, 10:41:37, time: 1.950, data_time: 0.051, memory: 8337, top1_acc: 0.3281, top5_acc: 0.5760, loss_cls: 2.9510, loss: 2.9510, grad_norm: 8.1829 2020-09-19 04:02:06,582 - mmaction - INFO - Epoch [20][2820/3520] lr: 5.000e-03, eta: 2 days, 10:40:55, time: 1.924, data_time: 0.049, memory: 8337, top1_acc: 0.2958, top5_acc: 0.5719, loss_cls: 3.0024, loss: 3.0024, grad_norm: 8.3153 2020-09-19 04:02:45,802 - mmaction - INFO - Epoch [20][2840/3520] lr: 5.000e-03, eta: 2 days, 10:40:15, time: 1.957, data_time: 0.391, memory: 8337, top1_acc: 0.3323, top5_acc: 0.5750, loss_cls: 3.0024, loss: 3.0024, grad_norm: 8.1187 2020-09-19 04:03:26,845 - mmaction - INFO - Epoch [20][2860/3520] lr: 5.000e-03, eta: 2 days, 10:39:37, time: 2.051, data_time: 0.093, memory: 8337, top1_acc: 0.3354, top5_acc: 0.5917, loss_cls: 2.9200, loss: 2.9200, grad_norm: 8.0326 2020-09-19 04:04:05,893 - mmaction - INFO - Epoch [20][2880/3520] lr: 5.000e-03, eta: 2 days, 10:38:56, time: 1.958, data_time: 0.770, memory: 8337, top1_acc: 0.3094, top5_acc: 0.5958, loss_cls: 2.9613, loss: 2.9613, grad_norm: 7.9307 2020-09-19 04:04:44,386 - mmaction - INFO - Epoch [20][2900/3520] lr: 5.000e-03, eta: 2 days, 10:38:15, time: 1.923, data_time: 0.128, memory: 8337, top1_acc: 0.3198, top5_acc: 0.5833, loss_cls: 2.9611, loss: 2.9611, grad_norm: 7.9441 2020-09-19 04:05:23,642 - mmaction - INFO - Epoch [20][2920/3520] lr: 5.000e-03, eta: 2 days, 10:37:34, time: 1.964, data_time: 0.210, memory: 8337, top1_acc: 0.2781, top5_acc: 0.5729, loss_cls: 3.0237, loss: 3.0237, grad_norm: 7.8995 2020-09-19 04:06:01,854 - mmaction - INFO - Epoch [20][2940/3520] lr: 5.000e-03, eta: 2 days, 10:36:52, time: 1.911, data_time: 0.218, memory: 8337, top1_acc: 0.3396, top5_acc: 0.5854, loss_cls: 2.9562, loss: 2.9562, grad_norm: 8.0113 2020-09-19 04:06:40,850 - mmaction - INFO - Epoch [20][2960/3520] lr: 5.000e-03, eta: 2 days, 10:36:11, time: 1.949, data_time: 0.048, memory: 8337, top1_acc: 0.3208, top5_acc: 0.5635, loss_cls: 3.0154, loss: 3.0154, grad_norm: 7.9868 2020-09-19 04:07:19,964 - mmaction - INFO - Epoch [20][2980/3520] lr: 5.000e-03, eta: 2 days, 10:35:30, time: 1.956, data_time: 0.043, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5656, loss_cls: 3.0084, loss: 3.0084, grad_norm: 8.1435 2020-09-19 04:08:00,563 - mmaction - INFO - Epoch [20][3000/3520] lr: 5.000e-03, eta: 2 days, 10:34:52, time: 2.031, data_time: 0.069, memory: 8337, top1_acc: 0.3240, top5_acc: 0.5635, loss_cls: 3.0011, loss: 3.0011, grad_norm: 7.9360 2020-09-19 04:08:40,677 - mmaction - INFO - Epoch [20][3020/3520] lr: 5.000e-03, eta: 2 days, 10:34:13, time: 2.003, data_time: 0.053, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5760, loss_cls: 3.0381, loss: 3.0381, grad_norm: 8.2846 2020-09-19 04:09:20,370 - mmaction - INFO - Epoch [20][3040/3520] lr: 5.000e-03, eta: 2 days, 10:33:33, time: 1.987, data_time: 0.008, memory: 8337, top1_acc: 0.3021, top5_acc: 0.5760, loss_cls: 3.0730, loss: 3.0730, grad_norm: 8.1937 2020-09-19 04:10:01,805 - mmaction - INFO - Epoch [20][3060/3520] lr: 5.000e-03, eta: 2 days, 10:32:56, time: 2.072, data_time: 0.307, memory: 8337, top1_acc: 0.2917, top5_acc: 0.5667, loss_cls: 3.1020, loss: 3.1020, grad_norm: 7.9646 2020-09-19 04:10:38,367 - mmaction - INFO - Epoch [20][3080/3520] lr: 5.000e-03, eta: 2 days, 10:32:11, time: 1.827, data_time: 0.122, memory: 8337, top1_acc: 0.2896, top5_acc: 0.5687, loss_cls: 3.0303, loss: 3.0303, grad_norm: 7.9256 2020-09-19 04:11:18,857 - mmaction - INFO - Epoch [20][3100/3520] lr: 5.000e-03, eta: 2 days, 10:31:33, time: 2.025, data_time: 0.502, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5792, loss_cls: 3.0042, loss: 3.0042, grad_norm: 8.2050 2020-09-19 04:11:58,360 - mmaction - INFO - Epoch [20][3120/3520] lr: 5.000e-03, eta: 2 days, 10:30:52, time: 1.976, data_time: 0.478, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5854, loss_cls: 3.0081, loss: 3.0081, grad_norm: 8.2160 2020-09-19 04:12:38,528 - mmaction - INFO - Epoch [20][3140/3520] lr: 5.000e-03, eta: 2 days, 10:30:13, time: 2.006, data_time: 0.018, memory: 8337, top1_acc: 0.3167, top5_acc: 0.5885, loss_cls: 2.9446, loss: 2.9446, grad_norm: 8.1851 2020-09-19 04:13:18,623 - mmaction - INFO - Epoch [20][3160/3520] lr: 5.000e-03, eta: 2 days, 10:29:34, time: 2.006, data_time: 0.193, memory: 8337, top1_acc: 0.2969, top5_acc: 0.5719, loss_cls: 2.9588, loss: 2.9588, grad_norm: 8.1032 2020-09-19 04:13:59,039 - mmaction - INFO - Epoch [20][3180/3520] lr: 5.000e-03, eta: 2 days, 10:28:55, time: 2.019, data_time: 0.924, memory: 8337, top1_acc: 0.3313, top5_acc: 0.5750, loss_cls: 2.9916, loss: 2.9916, grad_norm: 8.1915 2020-09-19 04:14:38,778 - mmaction - INFO - Epoch [20][3200/3520] lr: 5.000e-03, eta: 2 days, 10:28:16, time: 1.987, data_time: 0.300, memory: 8337, top1_acc: 0.3229, top5_acc: 0.5865, loss_cls: 2.9351, loss: 2.9351, grad_norm: 8.0062 2020-09-19 04:15:18,396 - mmaction - INFO - Epoch [20][3220/3520] lr: 5.000e-03, eta: 2 days, 10:27:36, time: 1.979, data_time: 0.461, memory: 8337, top1_acc: 0.2979, top5_acc: 0.5698, loss_cls: 3.0729, loss: 3.0729, grad_norm: 8.2947 2020-09-19 04:15:57,127 - mmaction - INFO - Epoch [20][3240/3520] lr: 5.000e-03, eta: 2 days, 10:26:54, time: 1.941, data_time: 0.744, memory: 8337, top1_acc: 0.3083, top5_acc: 0.5833, loss_cls: 2.9432, loss: 2.9432, grad_norm: 8.1228 2020-09-19 04:16:37,712 - mmaction - INFO - Epoch [20][3260/3520] lr: 5.000e-03, eta: 2 days, 10:26:16, time: 2.030, data_time: 0.131, memory: 8337, top1_acc: 0.3052, top5_acc: 0.5677, loss_cls: 3.0499, loss: 3.0499, grad_norm: 8.2006 2020-09-19 04:17:16,725 - mmaction - INFO - Epoch [20][3280/3520] lr: 5.000e-03, eta: 2 days, 10:25:35, time: 1.949, data_time: 0.055, memory: 8337, top1_acc: 0.3406, top5_acc: 0.5896, loss_cls: 2.9584, loss: 2.9584, grad_norm: 8.0938 2020-09-19 04:17:55,264 - mmaction - INFO - Epoch [20][3300/3520] lr: 5.000e-03, eta: 2 days, 10:24:53, time: 1.925, data_time: 0.007, memory: 8337, top1_acc: 0.3073, top5_acc: 0.5750, loss_cls: 3.0274, loss: 3.0274, grad_norm: 8.2740 2020-09-19 04:18:34,090 - mmaction - INFO - Epoch [20][3320/3520] lr: 5.000e-03, eta: 2 days, 10:24:12, time: 1.943, data_time: 0.165, memory: 8337, top1_acc: 0.2771, top5_acc: 0.5510, loss_cls: 3.0721, loss: 3.0721, grad_norm: 8.1712 2020-09-19 04:19:12,948 - mmaction - INFO - Epoch [20][3340/3520] lr: 5.000e-03, eta: 2 days, 10:23:31, time: 1.940, data_time: 0.435, memory: 8337, top1_acc: 0.3031, top5_acc: 0.5427, loss_cls: 3.1425, loss: 3.1425, grad_norm: 8.0642 2020-09-19 04:19:52,845 - mmaction - INFO - Epoch [20][3360/3520] lr: 5.000e-03, eta: 2 days, 10:22:52, time: 1.999, data_time: 0.171, memory: 8337, top1_acc: 0.3115, top5_acc: 0.5531, loss_cls: 3.0654, loss: 3.0654, grad_norm: 7.9723 2020-09-19 04:20:31,644 - mmaction - INFO - Epoch [20][3380/3520] lr: 5.000e-03, eta: 2 days, 10:22:11, time: 1.937, data_time: 0.764, memory: 8337, top1_acc: 0.2854, top5_acc: 0.5333, loss_cls: 3.1618, loss: 3.1618, grad_norm: 8.4594 2020-09-19 04:21:11,632 - mmaction - INFO - Epoch [20][3400/3520] lr: 5.000e-03, eta: 2 days, 10:21:31, time: 1.999, data_time: 1.297, memory: 8337, top1_acc: 0.3219, top5_acc: 0.5740, loss_cls: 2.9947, loss: 2.9947, grad_norm: 8.0918 2020-09-19 04:21:50,707 - mmaction - INFO - Epoch [20][3420/3520] lr: 5.000e-03, eta: 2 days, 10:20:50, time: 1.954, data_time: 0.312, memory: 8337, top1_acc: 0.3135, top5_acc: 0.5917, loss_cls: 2.9871, loss: 2.9871, grad_norm: 7.8986 2020-09-19 04:22:31,680 - mmaction - INFO - Epoch [20][3440/3520] lr: 5.000e-03, eta: 2 days, 10:20:13, time: 2.050, data_time: 0.010, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5781, loss_cls: 2.9927, loss: 2.9927, grad_norm: 8.0040 2020-09-19 04:23:10,093 - mmaction - INFO - Epoch [20][3460/3520] lr: 5.000e-03, eta: 2 days, 10:19:31, time: 1.922, data_time: 0.191, memory: 8337, top1_acc: 0.3156, top5_acc: 0.5719, loss_cls: 2.9788, loss: 2.9788, grad_norm: 7.7129 2020-09-19 04:23:48,240 - mmaction - INFO - Epoch [20][3480/3520] lr: 5.000e-03, eta: 2 days, 10:18:49, time: 1.908, data_time: 0.380, memory: 8337, top1_acc: 0.3010, top5_acc: 0.5844, loss_cls: 3.0130, loss: 3.0130, grad_norm: 8.1415 2020-09-19 04:24:27,164 - mmaction - INFO - Epoch [20][3500/3520] lr: 5.000e-03, eta: 2 days, 10:18:08, time: 1.944, data_time: 0.218, memory: 8337, top1_acc: 0.3313, top5_acc: 0.5990, loss_cls: 2.8903, loss: 2.8903, grad_norm: 8.0089 2020-09-19 04:25:05,111 - mmaction - INFO - Epoch [20][3520/3520] lr: 5.000e-03, eta: 2 days, 10:17:25, time: 1.897, data_time: 0.522, memory: 8337, top1_acc: 0.3293, top5_acc: 0.5804, loss_cls: 3.0247, loss: 3.0247, grad_norm: 7.9748 2020-09-19 04:25:25,061 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-19 04:41:27,204 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 04:41:27,807 - mmaction - INFO - top1_acc 0.2030 top5_acc 0.4490 2020-09-19 04:41:27,807 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 04:41:28,037 - mmaction - INFO - mean_acc 0.1458 2020-09-19 04:41:28,056 - mmaction - INFO - Epoch(val) [20][3520] top1_acc: 0.2030, top5_acc: 0.4490, mean_class_accuracy: 0.1458 2020-09-19 04:43:52,602 - mmaction - INFO - Epoch [21][20/3520] lr: 5.000e-04, eta: 2 days, 10:19:22, time: 7.211, data_time: 5.929, memory: 8337, top1_acc: 0.3177, top5_acc: 0.5917, loss_cls: 2.9438, loss: 2.9438, grad_norm: 7.9949 2020-09-19 04:44:32,442 - mmaction - INFO - Epoch [21][40/3520] lr: 5.000e-04, eta: 2 days, 10:18:43, time: 2.002, data_time: 0.907, memory: 8337, top1_acc: 0.3281, top5_acc: 0.6083, loss_cls: 2.9048, loss: 2.9048, grad_norm: 7.8931 2020-09-19 04:45:11,093 - mmaction - INFO - Epoch [21][60/3520] lr: 5.000e-04, eta: 2 days, 10:18:01, time: 1.922, data_time: 0.163, memory: 8337, top1_acc: 0.3344, top5_acc: 0.6062, loss_cls: 2.9159, loss: 2.9159, grad_norm: 7.9095 2020-09-19 04:45:50,114 - mmaction - INFO - Epoch [21][80/3520] lr: 5.000e-04, eta: 2 days, 10:17:20, time: 1.961, data_time: 0.178, memory: 8337, top1_acc: 0.3760, top5_acc: 0.6302, loss_cls: 2.7597, loss: 2.7597, grad_norm: 7.6284 2020-09-19 04:46:27,911 - mmaction - INFO - Epoch [21][100/3520] lr: 5.000e-04, eta: 2 days, 10:16:38, time: 1.893, data_time: 0.248, memory: 8337, top1_acc: 0.3490, top5_acc: 0.6063, loss_cls: 2.8516, loss: 2.8516, grad_norm: 7.7097 2020-09-19 04:47:06,707 - mmaction - INFO - Epoch [21][120/3520] lr: 5.000e-04, eta: 2 days, 10:15:56, time: 1.937, data_time: 0.004, memory: 8337, top1_acc: 0.3385, top5_acc: 0.6083, loss_cls: 2.8236, loss: 2.8236, grad_norm: 7.6497 2020-09-19 04:47:45,237 - mmaction - INFO - Epoch [21][140/3520] lr: 5.000e-04, eta: 2 days, 10:15:15, time: 1.928, data_time: 0.100, memory: 8337, top1_acc: 0.3667, top5_acc: 0.6375, loss_cls: 2.7124, loss: 2.7124, grad_norm: 7.6394 2020-09-19 04:48:23,114 - mmaction - INFO - Epoch [21][160/3520] lr: 5.000e-04, eta: 2 days, 10:14:32, time: 1.889, data_time: 0.080, memory: 8337, top1_acc: 0.3667, top5_acc: 0.6354, loss_cls: 2.7490, loss: 2.7490, grad_norm: 7.5494 2020-09-19 04:49:02,528 - mmaction - INFO - Epoch [21][180/3520] lr: 5.000e-04, eta: 2 days, 10:13:52, time: 1.975, data_time: 0.017, memory: 8337, top1_acc: 0.3542, top5_acc: 0.6260, loss_cls: 2.7291, loss: 2.7291, grad_norm: 7.5027 2020-09-19 04:49:41,069 - mmaction - INFO - Epoch [21][200/3520] lr: 5.000e-04, eta: 2 days, 10:13:10, time: 1.927, data_time: 0.004, memory: 8337, top1_acc: 0.3469, top5_acc: 0.6437, loss_cls: 2.7431, loss: 2.7431, grad_norm: 7.5428 2020-09-19 04:50:20,548 - mmaction - INFO - Epoch [21][220/3520] lr: 5.000e-04, eta: 2 days, 10:12:30, time: 1.973, data_time: 0.039, memory: 8337, top1_acc: 0.3563, top5_acc: 0.6323, loss_cls: 2.7764, loss: 2.7764, grad_norm: 7.6064 2020-09-19 04:51:00,075 - mmaction - INFO - Epoch [21][240/3520] lr: 5.000e-04, eta: 2 days, 10:11:50, time: 1.975, data_time: 0.011, memory: 8337, top1_acc: 0.3510, top5_acc: 0.6458, loss_cls: 2.7021, loss: 2.7021, grad_norm: 7.7326 2020-09-19 04:51:39,603 - mmaction - INFO - Epoch [21][260/3520] lr: 5.000e-04, eta: 2 days, 10:11:10, time: 1.978, data_time: 0.007, memory: 8337, top1_acc: 0.3469, top5_acc: 0.6281, loss_cls: 2.7592, loss: 2.7592, grad_norm: 7.6048 2020-09-19 04:52:17,850 - mmaction - INFO - Epoch [21][280/3520] lr: 5.000e-04, eta: 2 days, 10:10:28, time: 1.910, data_time: 0.400, memory: 8337, top1_acc: 0.3510, top5_acc: 0.6063, loss_cls: 2.8577, loss: 2.8577, grad_norm: 7.6530 2020-09-19 04:52:57,195 - mmaction - INFO - Epoch [21][300/3520] lr: 5.000e-04, eta: 2 days, 10:09:47, time: 1.966, data_time: 0.436, memory: 8337, top1_acc: 0.3573, top5_acc: 0.6271, loss_cls: 2.7620, loss: 2.7620, grad_norm: 7.5919 2020-09-19 04:53:35,642 - mmaction - INFO - Epoch [21][320/3520] lr: 5.000e-04, eta: 2 days, 10:09:06, time: 1.926, data_time: 0.620, memory: 8337, top1_acc: 0.3448, top5_acc: 0.6271, loss_cls: 2.8362, loss: 2.8362, grad_norm: 7.6553 2020-09-19 04:54:15,473 - mmaction - INFO - Epoch [21][340/3520] lr: 5.000e-04, eta: 2 days, 10:08:26, time: 1.992, data_time: 0.420, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6344, loss_cls: 2.7284, loss: 2.7284, grad_norm: 7.4193 2020-09-19 04:54:54,860 - mmaction - INFO - Epoch [21][360/3520] lr: 5.000e-04, eta: 2 days, 10:07:46, time: 1.970, data_time: 1.074, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6333, loss_cls: 2.6814, loss: 2.6814, grad_norm: 7.5273 2020-09-19 04:55:34,287 - mmaction - INFO - Epoch [21][380/3520] lr: 5.000e-04, eta: 2 days, 10:07:05, time: 1.968, data_time: 0.977, memory: 8337, top1_acc: 0.3688, top5_acc: 0.6469, loss_cls: 2.7264, loss: 2.7264, grad_norm: 7.5107 2020-09-19 04:56:13,196 - mmaction - INFO - Epoch [21][400/3520] lr: 5.000e-04, eta: 2 days, 10:06:24, time: 1.949, data_time: 0.155, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6542, loss_cls: 2.6805, loss: 2.6805, grad_norm: 7.4373 2020-09-19 04:56:52,011 - mmaction - INFO - Epoch [21][420/3520] lr: 5.000e-04, eta: 2 days, 10:05:43, time: 1.936, data_time: 0.005, memory: 8337, top1_acc: 0.3688, top5_acc: 0.6594, loss_cls: 2.6351, loss: 2.6351, grad_norm: 7.6671 2020-09-19 04:57:30,968 - mmaction - INFO - Epoch [21][440/3520] lr: 5.000e-04, eta: 2 days, 10:05:02, time: 1.953, data_time: 0.050, memory: 8337, top1_acc: 0.3490, top5_acc: 0.6375, loss_cls: 2.7468, loss: 2.7468, grad_norm: 7.6534 2020-09-19 04:58:10,268 - mmaction - INFO - Epoch [21][460/3520] lr: 5.000e-04, eta: 2 days, 10:04:22, time: 1.962, data_time: 0.254, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6490, loss_cls: 2.6717, loss: 2.6717, grad_norm: 7.6182 2020-09-19 04:58:50,351 - mmaction - INFO - Epoch [21][480/3520] lr: 5.000e-04, eta: 2 days, 10:03:42, time: 2.003, data_time: 0.995, memory: 8337, top1_acc: 0.3500, top5_acc: 0.6177, loss_cls: 2.7713, loss: 2.7713, grad_norm: 7.6668 2020-09-19 04:59:28,227 - mmaction - INFO - Epoch [21][500/3520] lr: 5.000e-04, eta: 2 days, 10:03:00, time: 1.896, data_time: 0.027, memory: 8337, top1_acc: 0.3760, top5_acc: 0.6354, loss_cls: 2.7026, loss: 2.7026, grad_norm: 7.6006 2020-09-19 05:00:12,324 - mmaction - INFO - Epoch [21][520/3520] lr: 5.000e-04, eta: 2 days, 10:02:26, time: 2.190, data_time: 0.007, memory: 8337, top1_acc: 0.3719, top5_acc: 0.6417, loss_cls: 2.7008, loss: 2.7008, grad_norm: 7.6851 2020-09-19 05:00:52,342 - mmaction - INFO - Epoch [21][540/3520] lr: 5.000e-04, eta: 2 days, 10:01:47, time: 2.017, data_time: 0.033, memory: 8337, top1_acc: 0.3615, top5_acc: 0.6177, loss_cls: 2.7141, loss: 2.7141, grad_norm: 7.6606 2020-09-19 05:01:33,742 - mmaction - INFO - Epoch [21][560/3520] lr: 5.000e-04, eta: 2 days, 10:01:10, time: 2.067, data_time: 0.158, memory: 8337, top1_acc: 0.3656, top5_acc: 0.6625, loss_cls: 2.6821, loss: 2.6821, grad_norm: 7.6029 2020-09-19 05:02:11,712 - mmaction - INFO - Epoch [21][580/3520] lr: 5.000e-04, eta: 2 days, 10:00:27, time: 1.901, data_time: 0.012, memory: 8337, top1_acc: 0.3531, top5_acc: 0.6250, loss_cls: 2.7863, loss: 2.7863, grad_norm: 7.6131 2020-09-19 05:02:52,749 - mmaction - INFO - Epoch [21][600/3520] lr: 5.000e-04, eta: 2 days, 9:59:49, time: 2.053, data_time: 0.060, memory: 8337, top1_acc: 0.3615, top5_acc: 0.6229, loss_cls: 2.7600, loss: 2.7600, grad_norm: 7.5992 2020-09-19 05:03:30,976 - mmaction - INFO - Epoch [21][620/3520] lr: 5.000e-04, eta: 2 days, 9:59:07, time: 1.909, data_time: 0.248, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6625, loss_cls: 2.6233, loss: 2.6233, grad_norm: 7.5545 2020-09-19 05:04:09,812 - mmaction - INFO - Epoch [21][640/3520] lr: 5.000e-04, eta: 2 days, 9:58:26, time: 1.944, data_time: 0.048, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6344, loss_cls: 2.7236, loss: 2.7236, grad_norm: 7.7393 2020-09-19 05:04:48,572 - mmaction - INFO - Epoch [21][660/3520] lr: 5.000e-04, eta: 2 days, 9:57:45, time: 1.937, data_time: 0.302, memory: 8337, top1_acc: 0.3625, top5_acc: 0.6490, loss_cls: 2.6872, loss: 2.6872, grad_norm: 7.5926 2020-09-19 05:05:27,602 - mmaction - INFO - Epoch [21][680/3520] lr: 5.000e-04, eta: 2 days, 9:57:04, time: 1.952, data_time: 1.298, memory: 8337, top1_acc: 0.3813, top5_acc: 0.6198, loss_cls: 2.7084, loss: 2.7084, grad_norm: 7.5752 2020-09-19 05:06:08,389 - mmaction - INFO - Epoch [21][700/3520] lr: 5.000e-04, eta: 2 days, 9:56:26, time: 2.036, data_time: 0.291, memory: 8337, top1_acc: 0.3667, top5_acc: 0.6396, loss_cls: 2.6803, loss: 2.6803, grad_norm: 7.8110 2020-09-19 05:06:46,380 - mmaction - INFO - Epoch [21][720/3520] lr: 5.000e-04, eta: 2 days, 9:55:43, time: 1.903, data_time: 0.226, memory: 8337, top1_acc: 0.3250, top5_acc: 0.6198, loss_cls: 2.7969, loss: 2.7969, grad_norm: 7.7657 2020-09-19 05:07:26,420 - mmaction - INFO - Epoch [21][740/3520] lr: 5.000e-04, eta: 2 days, 9:55:04, time: 2.001, data_time: 0.020, memory: 8337, top1_acc: 0.3677, top5_acc: 0.6552, loss_cls: 2.6741, loss: 2.6741, grad_norm: 7.5929 2020-09-19 05:08:06,122 - mmaction - INFO - Epoch [21][760/3520] lr: 5.000e-04, eta: 2 days, 9:54:24, time: 1.986, data_time: 0.010, memory: 8337, top1_acc: 0.3458, top5_acc: 0.6281, loss_cls: 2.7411, loss: 2.7411, grad_norm: 7.6582 2020-09-19 05:08:44,471 - mmaction - INFO - Epoch [21][780/3520] lr: 5.000e-04, eta: 2 days, 9:53:42, time: 1.915, data_time: 0.534, memory: 8337, top1_acc: 0.3813, top5_acc: 0.6698, loss_cls: 2.6553, loss: 2.6553, grad_norm: 7.6224 2020-09-19 05:09:22,287 - mmaction - INFO - Epoch [21][800/3520] lr: 5.000e-04, eta: 2 days, 9:53:00, time: 1.894, data_time: 0.007, memory: 8337, top1_acc: 0.3677, top5_acc: 0.6250, loss_cls: 2.6832, loss: 2.6832, grad_norm: 7.6498 2020-09-19 05:09:59,474 - mmaction - INFO - Epoch [21][820/3520] lr: 5.000e-04, eta: 2 days, 9:52:16, time: 1.856, data_time: 0.196, memory: 8337, top1_acc: 0.3677, top5_acc: 0.6365, loss_cls: 2.6543, loss: 2.6543, grad_norm: 7.5050 2020-09-19 05:10:38,501 - mmaction - INFO - Epoch [21][840/3520] lr: 5.000e-04, eta: 2 days, 9:51:35, time: 1.954, data_time: 0.010, memory: 8337, top1_acc: 0.3583, top5_acc: 0.6615, loss_cls: 2.6549, loss: 2.6549, grad_norm: 7.5544 2020-09-19 05:11:18,726 - mmaction - INFO - Epoch [21][860/3520] lr: 5.000e-04, eta: 2 days, 9:50:56, time: 2.011, data_time: 0.249, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6240, loss_cls: 2.7417, loss: 2.7417, grad_norm: 7.6217 2020-09-19 05:11:58,177 - mmaction - INFO - Epoch [21][880/3520] lr: 5.000e-04, eta: 2 days, 9:50:16, time: 1.971, data_time: 0.027, memory: 8337, top1_acc: 0.3479, top5_acc: 0.6396, loss_cls: 2.7012, loss: 2.7012, grad_norm: 7.6852 2020-09-19 05:12:38,486 - mmaction - INFO - Epoch [21][900/3520] lr: 5.000e-04, eta: 2 days, 9:49:37, time: 2.017, data_time: 0.044, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6437, loss_cls: 2.6032, loss: 2.6032, grad_norm: 7.7016 2020-09-19 05:13:17,769 - mmaction - INFO - Epoch [21][920/3520] lr: 5.000e-04, eta: 2 days, 9:48:57, time: 1.964, data_time: 0.049, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6354, loss_cls: 2.6503, loss: 2.6503, grad_norm: 7.6614 2020-09-19 05:13:57,090 - mmaction - INFO - Epoch [21][940/3520] lr: 5.000e-04, eta: 2 days, 9:48:16, time: 1.962, data_time: 0.486, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6406, loss_cls: 2.6296, loss: 2.6296, grad_norm: 7.8578 2020-09-19 05:14:37,391 - mmaction - INFO - Epoch [21][960/3520] lr: 5.000e-04, eta: 2 days, 9:47:37, time: 2.018, data_time: 0.025, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6552, loss_cls: 2.5917, loss: 2.5917, grad_norm: 7.6789 2020-09-19 05:15:15,009 - mmaction - INFO - Epoch [21][980/3520] lr: 5.000e-04, eta: 2 days, 9:46:54, time: 1.880, data_time: 0.025, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6656, loss_cls: 2.6530, loss: 2.6530, grad_norm: 7.7336 2020-09-19 05:15:56,122 - mmaction - INFO - Epoch [21][1000/3520] lr: 5.000e-04, eta: 2 days, 9:46:16, time: 2.057, data_time: 0.036, memory: 8337, top1_acc: 0.3479, top5_acc: 0.6302, loss_cls: 2.7265, loss: 2.7265, grad_norm: 7.8065 2020-09-19 05:16:36,838 - mmaction - INFO - Epoch [21][1020/3520] lr: 5.000e-04, eta: 2 days, 9:45:38, time: 2.034, data_time: 0.146, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6427, loss_cls: 2.6379, loss: 2.6379, grad_norm: 7.8060 2020-09-19 05:17:16,752 - mmaction - INFO - Epoch [21][1040/3520] lr: 5.000e-04, eta: 2 days, 9:44:58, time: 1.998, data_time: 0.058, memory: 8337, top1_acc: 0.3406, top5_acc: 0.6417, loss_cls: 2.7199, loss: 2.7199, grad_norm: 8.0188 2020-09-19 05:17:56,119 - mmaction - INFO - Epoch [21][1060/3520] lr: 5.000e-04, eta: 2 days, 9:44:18, time: 1.967, data_time: 0.006, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6573, loss_cls: 2.5853, loss: 2.5853, grad_norm: 7.4978 2020-09-19 05:18:35,558 - mmaction - INFO - Epoch [21][1080/3520] lr: 5.000e-04, eta: 2 days, 9:43:38, time: 1.974, data_time: 0.161, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6406, loss_cls: 2.6113, loss: 2.6113, grad_norm: 7.7894 2020-09-19 05:19:15,050 - mmaction - INFO - Epoch [21][1100/3520] lr: 5.000e-04, eta: 2 days, 9:42:58, time: 1.974, data_time: 0.968, memory: 8337, top1_acc: 0.3719, top5_acc: 0.6646, loss_cls: 2.6252, loss: 2.6252, grad_norm: 7.7221 2020-09-19 05:19:55,531 - mmaction - INFO - Epoch [21][1120/3520] lr: 5.000e-04, eta: 2 days, 9:42:19, time: 2.024, data_time: 0.733, memory: 8337, top1_acc: 0.3688, top5_acc: 0.6406, loss_cls: 2.6786, loss: 2.6786, grad_norm: 7.8250 2020-09-19 05:20:35,140 - mmaction - INFO - Epoch [21][1140/3520] lr: 5.000e-04, eta: 2 days, 9:41:39, time: 1.981, data_time: 0.286, memory: 8337, top1_acc: 0.3760, top5_acc: 0.6406, loss_cls: 2.6943, loss: 2.6943, grad_norm: 8.0238 2020-09-19 05:21:15,462 - mmaction - INFO - Epoch [21][1160/3520] lr: 5.000e-04, eta: 2 days, 9:41:00, time: 2.017, data_time: 0.444, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6479, loss_cls: 2.6601, loss: 2.6601, grad_norm: 7.8763 2020-09-19 05:21:55,269 - mmaction - INFO - Epoch [21][1180/3520] lr: 5.000e-04, eta: 2 days, 9:40:20, time: 1.990, data_time: 0.007, memory: 8337, top1_acc: 0.3573, top5_acc: 0.6615, loss_cls: 2.6178, loss: 2.6178, grad_norm: 7.6228 2020-09-19 05:22:34,996 - mmaction - INFO - Epoch [21][1200/3520] lr: 5.000e-04, eta: 2 days, 9:39:40, time: 1.981, data_time: 0.005, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6427, loss_cls: 2.6653, loss: 2.6653, grad_norm: 7.9052 2020-09-19 05:23:12,060 - mmaction - INFO - Epoch [21][1220/3520] lr: 5.000e-04, eta: 2 days, 9:38:57, time: 1.859, data_time: 0.067, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6438, loss_cls: 2.5613, loss: 2.5613, grad_norm: 7.6790 2020-09-19 05:23:52,627 - mmaction - INFO - Epoch [21][1240/3520] lr: 5.000e-04, eta: 2 days, 9:38:18, time: 2.023, data_time: 0.149, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6719, loss_cls: 2.5498, loss: 2.5498, grad_norm: 7.5987 2020-09-19 05:24:31,842 - mmaction - INFO - Epoch [21][1260/3520] lr: 5.000e-04, eta: 2 days, 9:37:38, time: 1.967, data_time: 0.064, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6729, loss_cls: 2.6164, loss: 2.6164, grad_norm: 7.5542 2020-09-19 05:25:11,485 - mmaction - INFO - Epoch [21][1280/3520] lr: 5.000e-04, eta: 2 days, 9:36:58, time: 1.980, data_time: 0.012, memory: 8337, top1_acc: 0.3552, top5_acc: 0.6552, loss_cls: 2.6607, loss: 2.6607, grad_norm: 7.9132 2020-09-19 05:25:48,241 - mmaction - INFO - Epoch [21][1300/3520] lr: 5.000e-04, eta: 2 days, 9:36:14, time: 1.841, data_time: 0.068, memory: 8337, top1_acc: 0.3667, top5_acc: 0.6542, loss_cls: 2.6712, loss: 2.6712, grad_norm: 7.8966 2020-09-19 05:26:29,254 - mmaction - INFO - Epoch [21][1320/3520] lr: 5.000e-04, eta: 2 days, 9:35:36, time: 2.049, data_time: 0.353, memory: 8337, top1_acc: 0.3500, top5_acc: 0.6521, loss_cls: 2.6712, loss: 2.6712, grad_norm: 7.9708 2020-09-19 05:27:08,809 - mmaction - INFO - Epoch [21][1340/3520] lr: 5.000e-04, eta: 2 days, 9:34:55, time: 1.979, data_time: 0.715, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.5997, loss: 2.5997, grad_norm: 7.7798 2020-09-19 05:27:47,335 - mmaction - INFO - Epoch [21][1360/3520] lr: 5.000e-04, eta: 2 days, 9:34:14, time: 1.923, data_time: 0.119, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6708, loss_cls: 2.5269, loss: 2.5269, grad_norm: 7.6318 2020-09-19 05:28:26,580 - mmaction - INFO - Epoch [21][1380/3520] lr: 5.000e-04, eta: 2 days, 9:33:33, time: 1.965, data_time: 0.007, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6458, loss_cls: 2.6820, loss: 2.6820, grad_norm: 7.9072 2020-09-19 05:29:06,079 - mmaction - INFO - Epoch [21][1400/3520] lr: 5.000e-04, eta: 2 days, 9:32:53, time: 1.973, data_time: 1.189, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6750, loss_cls: 2.5846, loss: 2.5846, grad_norm: 7.8395 2020-09-19 05:29:47,122 - mmaction - INFO - Epoch [21][1420/3520] lr: 5.000e-04, eta: 2 days, 9:32:15, time: 2.054, data_time: 1.237, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6531, loss_cls: 2.5723, loss: 2.5723, grad_norm: 7.5879 2020-09-19 05:30:26,732 - mmaction - INFO - Epoch [21][1440/3520] lr: 5.000e-04, eta: 2 days, 9:31:35, time: 1.979, data_time: 0.481, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6500, loss_cls: 2.6359, loss: 2.6359, grad_norm: 7.8500 2020-09-19 05:31:04,755 - mmaction - INFO - Epoch [21][1460/3520] lr: 5.000e-04, eta: 2 days, 9:30:53, time: 1.902, data_time: 0.355, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6250, loss_cls: 2.7018, loss: 2.7018, grad_norm: 7.8310 2020-09-19 05:31:44,460 - mmaction - INFO - Epoch [21][1480/3520] lr: 5.000e-04, eta: 2 days, 9:30:13, time: 1.983, data_time: 0.477, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.6081, loss: 2.6081, grad_norm: 7.7209 2020-09-19 05:32:23,140 - mmaction - INFO - Epoch [21][1500/3520] lr: 5.000e-04, eta: 2 days, 9:29:32, time: 1.937, data_time: 1.037, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6510, loss_cls: 2.6377, loss: 2.6377, grad_norm: 7.8264 2020-09-19 05:33:04,030 - mmaction - INFO - Epoch [21][1520/3520] lr: 5.000e-04, eta: 2 days, 9:28:54, time: 2.040, data_time: 0.187, memory: 8337, top1_acc: 0.3802, top5_acc: 0.6479, loss_cls: 2.6267, loss: 2.6267, grad_norm: 7.8698 2020-09-19 05:33:42,389 - mmaction - INFO - Epoch [21][1540/3520] lr: 5.000e-04, eta: 2 days, 9:28:12, time: 1.922, data_time: 0.014, memory: 8337, top1_acc: 0.3719, top5_acc: 0.6594, loss_cls: 2.6655, loss: 2.6655, grad_norm: 8.0164 2020-09-19 05:34:21,576 - mmaction - INFO - Epoch [21][1560/3520] lr: 5.000e-04, eta: 2 days, 9:27:31, time: 1.956, data_time: 0.400, memory: 8337, top1_acc: 0.3813, top5_acc: 0.6479, loss_cls: 2.5918, loss: 2.5918, grad_norm: 7.7943 2020-09-19 05:35:02,403 - mmaction - INFO - Epoch [21][1580/3520] lr: 5.000e-04, eta: 2 days, 9:26:53, time: 2.029, data_time: 1.340, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6510, loss_cls: 2.6114, loss: 2.6114, grad_norm: 7.8881 2020-09-19 05:35:41,399 - mmaction - INFO - Epoch [21][1600/3520] lr: 5.000e-04, eta: 2 days, 9:26:12, time: 1.965, data_time: 0.115, memory: 8337, top1_acc: 0.3542, top5_acc: 0.6385, loss_cls: 2.6643, loss: 2.6643, grad_norm: 8.0214 2020-09-19 05:36:20,489 - mmaction - INFO - Epoch [21][1620/3520] lr: 5.000e-04, eta: 2 days, 9:25:32, time: 1.955, data_time: 0.034, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6656, loss_cls: 2.5253, loss: 2.5253, grad_norm: 7.8010 2020-09-19 05:36:59,673 - mmaction - INFO - Epoch [21][1640/3520] lr: 5.000e-04, eta: 2 days, 9:24:51, time: 1.954, data_time: 0.450, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6687, loss_cls: 2.6079, loss: 2.6079, grad_norm: 7.9038 2020-09-19 05:37:38,278 - mmaction - INFO - Epoch [21][1660/3520] lr: 5.000e-04, eta: 2 days, 9:24:09, time: 1.936, data_time: 0.185, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6573, loss_cls: 2.6159, loss: 2.6159, grad_norm: 7.9807 2020-09-19 05:38:16,998 - mmaction - INFO - Epoch [21][1680/3520] lr: 5.000e-04, eta: 2 days, 9:23:28, time: 1.932, data_time: 0.356, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6781, loss_cls: 2.5972, loss: 2.5972, grad_norm: 7.9814 2020-09-19 05:38:56,156 - mmaction - INFO - Epoch [21][1700/3520] lr: 5.000e-04, eta: 2 days, 9:22:47, time: 1.957, data_time: 0.163, memory: 8337, top1_acc: 0.3698, top5_acc: 0.6490, loss_cls: 2.6306, loss: 2.6306, grad_norm: 8.0476 2020-09-19 05:39:34,649 - mmaction - INFO - Epoch [21][1720/3520] lr: 5.000e-04, eta: 2 days, 9:22:06, time: 1.928, data_time: 1.123, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6667, loss_cls: 2.5488, loss: 2.5488, grad_norm: 7.6624 2020-09-19 05:40:14,381 - mmaction - INFO - Epoch [21][1740/3520] lr: 5.000e-04, eta: 2 days, 9:21:26, time: 1.986, data_time: 0.738, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6865, loss_cls: 2.4905, loss: 2.4905, grad_norm: 7.9134 2020-09-19 05:40:53,046 - mmaction - INFO - Epoch [21][1760/3520] lr: 5.000e-04, eta: 2 days, 9:20:45, time: 1.929, data_time: 0.393, memory: 8337, top1_acc: 0.3656, top5_acc: 0.6354, loss_cls: 2.6335, loss: 2.6335, grad_norm: 7.9820 2020-09-19 05:41:33,618 - mmaction - INFO - Epoch [21][1780/3520] lr: 5.000e-04, eta: 2 days, 9:20:06, time: 2.031, data_time: 0.010, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6667, loss_cls: 2.5298, loss: 2.5298, grad_norm: 7.6122 2020-09-19 05:42:12,156 - mmaction - INFO - Epoch [21][1800/3520] lr: 5.000e-04, eta: 2 days, 9:19:25, time: 1.929, data_time: 0.553, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6490, loss_cls: 2.5666, loss: 2.5666, grad_norm: 7.6318 2020-09-19 05:42:51,601 - mmaction - INFO - Epoch [21][1820/3520] lr: 5.000e-04, eta: 2 days, 9:18:44, time: 1.972, data_time: 0.188, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6562, loss_cls: 2.6151, loss: 2.6151, grad_norm: 7.8636 2020-09-19 05:43:30,853 - mmaction - INFO - Epoch [21][1840/3520] lr: 5.000e-04, eta: 2 days, 9:18:04, time: 1.962, data_time: 0.029, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6427, loss_cls: 2.6708, loss: 2.6708, grad_norm: 8.1548 2020-09-19 05:44:08,951 - mmaction - INFO - Epoch [21][1860/3520] lr: 5.000e-04, eta: 2 days, 9:17:22, time: 1.905, data_time: 0.010, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6812, loss_cls: 2.5518, loss: 2.5518, grad_norm: 7.7366 2020-09-19 05:44:49,430 - mmaction - INFO - Epoch [21][1880/3520] lr: 5.000e-04, eta: 2 days, 9:16:43, time: 2.022, data_time: 1.088, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6615, loss_cls: 2.5690, loss: 2.5690, grad_norm: 7.9656 2020-09-19 05:45:28,698 - mmaction - INFO - Epoch [21][1900/3520] lr: 5.000e-04, eta: 2 days, 9:16:03, time: 1.966, data_time: 0.646, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6917, loss_cls: 2.5171, loss: 2.5171, grad_norm: 7.7657 2020-09-19 05:46:09,801 - mmaction - INFO - Epoch [21][1920/3520] lr: 5.000e-04, eta: 2 days, 9:15:25, time: 2.052, data_time: 0.027, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6510, loss_cls: 2.6348, loss: 2.6348, grad_norm: 8.0773 2020-09-19 05:46:50,647 - mmaction - INFO - Epoch [21][1940/3520] lr: 5.000e-04, eta: 2 days, 9:14:47, time: 2.044, data_time: 0.199, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6740, loss_cls: 2.5551, loss: 2.5551, grad_norm: 7.8832 2020-09-19 05:47:30,160 - mmaction - INFO - Epoch [21][1960/3520] lr: 5.000e-04, eta: 2 days, 9:14:06, time: 1.973, data_time: 1.062, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6271, loss_cls: 2.6329, loss: 2.6329, grad_norm: 7.9797 2020-09-19 05:48:08,470 - mmaction - INFO - Epoch [21][1980/3520] lr: 5.000e-04, eta: 2 days, 9:13:25, time: 1.919, data_time: 0.844, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6927, loss_cls: 2.4624, loss: 2.4624, grad_norm: 7.7523 2020-09-19 05:48:47,883 - mmaction - INFO - Epoch [21][2000/3520] lr: 5.000e-04, eta: 2 days, 9:12:44, time: 1.971, data_time: 0.189, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6510, loss_cls: 2.5955, loss: 2.5955, grad_norm: 7.9647 2020-09-19 05:49:24,762 - mmaction - INFO - Epoch [21][2020/3520] lr: 5.000e-04, eta: 2 days, 9:12:00, time: 1.842, data_time: 0.154, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6469, loss_cls: 2.6182, loss: 2.6182, grad_norm: 8.1426 2020-09-19 05:50:04,132 - mmaction - INFO - Epoch [21][2040/3520] lr: 5.000e-04, eta: 2 days, 9:11:20, time: 1.969, data_time: 0.225, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6802, loss_cls: 2.4757, loss: 2.4757, grad_norm: 7.8187 2020-09-19 05:50:43,488 - mmaction - INFO - Epoch [21][2060/3520] lr: 5.000e-04, eta: 2 days, 9:10:40, time: 1.969, data_time: 0.105, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6375, loss_cls: 2.6813, loss: 2.6813, grad_norm: 8.1374 2020-09-19 05:51:22,899 - mmaction - INFO - Epoch [21][2080/3520] lr: 5.000e-04, eta: 2 days, 9:10:00, time: 1.971, data_time: 0.226, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6729, loss_cls: 2.5847, loss: 2.5847, grad_norm: 7.9992 2020-09-19 05:52:02,387 - mmaction - INFO - Epoch [21][2100/3520] lr: 5.000e-04, eta: 2 days, 9:09:19, time: 1.973, data_time: 0.144, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6646, loss_cls: 2.6008, loss: 2.6008, grad_norm: 7.9699 2020-09-19 05:52:39,666 - mmaction - INFO - Epoch [21][2120/3520] lr: 5.000e-04, eta: 2 days, 9:08:36, time: 1.860, data_time: 0.147, memory: 8337, top1_acc: 0.3406, top5_acc: 0.6146, loss_cls: 2.7233, loss: 2.7233, grad_norm: 8.2468 2020-09-19 05:53:18,985 - mmaction - INFO - Epoch [21][2140/3520] lr: 5.000e-04, eta: 2 days, 9:07:56, time: 1.969, data_time: 0.094, memory: 8337, top1_acc: 0.3635, top5_acc: 0.6438, loss_cls: 2.6550, loss: 2.6550, grad_norm: 7.9960 2020-09-19 05:53:58,017 - mmaction - INFO - Epoch [21][2160/3520] lr: 5.000e-04, eta: 2 days, 9:07:15, time: 1.954, data_time: 0.429, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6604, loss_cls: 2.5756, loss: 2.5756, grad_norm: 8.1395 2020-09-19 05:54:37,448 - mmaction - INFO - Epoch [21][2180/3520] lr: 5.000e-04, eta: 2 days, 9:06:35, time: 1.968, data_time: 0.248, memory: 8337, top1_acc: 0.3677, top5_acc: 0.6490, loss_cls: 2.5891, loss: 2.5891, grad_norm: 7.9062 2020-09-19 05:55:17,642 - mmaction - INFO - Epoch [21][2200/3520] lr: 5.000e-04, eta: 2 days, 9:05:56, time: 2.012, data_time: 0.241, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6781, loss_cls: 2.5153, loss: 2.5153, grad_norm: 7.9255 2020-09-19 05:55:56,708 - mmaction - INFO - Epoch [21][2220/3520] lr: 5.000e-04, eta: 2 days, 9:05:15, time: 1.953, data_time: 0.032, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6740, loss_cls: 2.5364, loss: 2.5364, grad_norm: 7.9360 2020-09-19 05:56:35,155 - mmaction - INFO - Epoch [21][2240/3520] lr: 5.000e-04, eta: 2 days, 9:04:33, time: 1.922, data_time: 0.035, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6615, loss_cls: 2.5445, loss: 2.5445, grad_norm: 8.0488 2020-09-19 05:57:14,532 - mmaction - INFO - Epoch [21][2260/3520] lr: 5.000e-04, eta: 2 days, 9:03:53, time: 1.965, data_time: 0.036, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6479, loss_cls: 2.5952, loss: 2.5952, grad_norm: 7.9092 2020-09-19 05:57:54,819 - mmaction - INFO - Epoch [21][2280/3520] lr: 5.000e-04, eta: 2 days, 9:03:14, time: 2.019, data_time: 0.123, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6677, loss_cls: 2.5569, loss: 2.5569, grad_norm: 8.1533 2020-09-19 05:58:34,878 - mmaction - INFO - Epoch [21][2300/3520] lr: 5.000e-04, eta: 2 days, 9:02:34, time: 2.000, data_time: 0.172, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6625, loss_cls: 2.5439, loss: 2.5439, grad_norm: 8.1499 2020-09-19 05:59:14,162 - mmaction - INFO - Epoch [21][2320/3520] lr: 5.000e-04, eta: 2 days, 9:01:54, time: 1.966, data_time: 0.138, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6531, loss_cls: 2.5934, loss: 2.5934, grad_norm: 7.9532 2020-09-19 05:59:51,553 - mmaction - INFO - Epoch [21][2340/3520] lr: 5.000e-04, eta: 2 days, 9:01:11, time: 1.870, data_time: 0.193, memory: 8337, top1_acc: 0.3635, top5_acc: 0.6271, loss_cls: 2.7051, loss: 2.7051, grad_norm: 7.9344 2020-09-19 06:00:40,367 - mmaction - INFO - Epoch [21][2360/3520] lr: 5.000e-04, eta: 2 days, 9:00:43, time: 2.419, data_time: 0.266, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6594, loss_cls: 2.5637, loss: 2.5637, grad_norm: 8.0095 2020-09-19 06:01:20,012 - mmaction - INFO - Epoch [21][2380/3520] lr: 5.000e-04, eta: 2 days, 9:00:04, time: 1.997, data_time: 0.038, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6552, loss_cls: 2.5994, loss: 2.5994, grad_norm: 8.1087 2020-09-19 06:01:57,874 - mmaction - INFO - Epoch [21][2400/3520] lr: 5.000e-04, eta: 2 days, 8:59:22, time: 1.897, data_time: 0.205, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6760, loss_cls: 2.5931, loss: 2.5931, grad_norm: 8.2170 2020-09-19 06:02:36,152 - mmaction - INFO - Epoch [21][2420/3520] lr: 5.000e-04, eta: 2 days, 8:58:40, time: 1.915, data_time: 0.059, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6635, loss_cls: 2.5702, loss: 2.5702, grad_norm: 8.0577 2020-09-19 06:03:14,836 - mmaction - INFO - Epoch [21][2440/3520] lr: 5.000e-04, eta: 2 days, 8:57:59, time: 1.936, data_time: 0.628, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6448, loss_cls: 2.6153, loss: 2.6153, grad_norm: 8.0168 2020-09-19 06:03:55,293 - mmaction - INFO - Epoch [21][2460/3520] lr: 5.000e-04, eta: 2 days, 8:57:20, time: 2.023, data_time: 0.015, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6573, loss_cls: 2.6016, loss: 2.6016, grad_norm: 8.0569 2020-09-19 06:04:34,878 - mmaction - INFO - Epoch [21][2480/3520] lr: 5.000e-04, eta: 2 days, 8:56:40, time: 1.976, data_time: 0.018, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6448, loss_cls: 2.6499, loss: 2.6499, grad_norm: 8.1381 2020-09-19 06:05:14,279 - mmaction - INFO - Epoch [21][2500/3520] lr: 5.000e-04, eta: 2 days, 8:55:59, time: 1.971, data_time: 0.657, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6604, loss_cls: 2.5743, loss: 2.5743, grad_norm: 7.8892 2020-09-19 06:05:54,866 - mmaction - INFO - Epoch [21][2520/3520] lr: 5.000e-04, eta: 2 days, 8:55:21, time: 2.032, data_time: 0.035, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6865, loss_cls: 2.5298, loss: 2.5298, grad_norm: 8.0711 2020-09-19 06:06:33,169 - mmaction - INFO - Epoch [21][2540/3520] lr: 5.000e-04, eta: 2 days, 8:54:39, time: 1.915, data_time: 0.492, memory: 8337, top1_acc: 0.3594, top5_acc: 0.6354, loss_cls: 2.7014, loss: 2.7014, grad_norm: 8.0278 2020-09-19 06:07:12,055 - mmaction - INFO - Epoch [21][2560/3520] lr: 5.000e-04, eta: 2 days, 8:53:58, time: 1.945, data_time: 0.173, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6510, loss_cls: 2.6078, loss: 2.6078, grad_norm: 8.0824 2020-09-19 06:07:51,246 - mmaction - INFO - Epoch [21][2580/3520] lr: 5.000e-04, eta: 2 days, 8:53:17, time: 1.956, data_time: 0.554, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6500, loss_cls: 2.6079, loss: 2.6079, grad_norm: 8.2631 2020-09-19 06:08:30,613 - mmaction - INFO - Epoch [21][2600/3520] lr: 5.000e-04, eta: 2 days, 8:52:37, time: 1.970, data_time: 0.269, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6365, loss_cls: 2.6684, loss: 2.6684, grad_norm: 8.1944 2020-09-19 06:09:08,844 - mmaction - INFO - Epoch [21][2620/3520] lr: 5.000e-04, eta: 2 days, 8:51:55, time: 1.912, data_time: 0.283, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6688, loss_cls: 2.5646, loss: 2.5646, grad_norm: 8.2550 2020-09-19 06:09:49,521 - mmaction - INFO - Epoch [21][2640/3520] lr: 5.000e-04, eta: 2 days, 8:51:17, time: 2.036, data_time: 0.017, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6552, loss_cls: 2.5931, loss: 2.5931, grad_norm: 8.1939 2020-09-19 06:10:25,999 - mmaction - INFO - Epoch [21][2660/3520] lr: 5.000e-04, eta: 2 days, 8:50:32, time: 1.822, data_time: 0.111, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6552, loss_cls: 2.6299, loss: 2.6299, grad_norm: 8.1945 2020-09-19 06:11:04,228 - mmaction - INFO - Epoch [21][2680/3520] lr: 5.000e-04, eta: 2 days, 8:49:51, time: 1.913, data_time: 0.736, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6323, loss_cls: 2.6632, loss: 2.6632, grad_norm: 7.9721 2020-09-19 06:11:44,011 - mmaction - INFO - Epoch [21][2700/3520] lr: 5.000e-04, eta: 2 days, 8:49:11, time: 1.988, data_time: 1.063, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6490, loss_cls: 2.5634, loss: 2.5634, grad_norm: 8.0805 2020-09-19 06:12:22,853 - mmaction - INFO - Epoch [21][2720/3520] lr: 5.000e-04, eta: 2 days, 8:48:30, time: 1.939, data_time: 0.081, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6573, loss_cls: 2.6091, loss: 2.6091, grad_norm: 8.0419 2020-09-19 06:13:02,804 - mmaction - INFO - Epoch [21][2740/3520] lr: 5.000e-04, eta: 2 days, 8:47:50, time: 1.999, data_time: 0.689, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6802, loss_cls: 2.5255, loss: 2.5255, grad_norm: 7.9950 2020-09-19 06:13:43,240 - mmaction - INFO - Epoch [21][2760/3520] lr: 5.000e-04, eta: 2 days, 8:47:11, time: 2.022, data_time: 0.008, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6854, loss_cls: 2.5519, loss: 2.5519, grad_norm: 8.2988 2020-09-19 06:14:22,850 - mmaction - INFO - Epoch [21][2780/3520] lr: 5.000e-04, eta: 2 days, 8:46:32, time: 1.982, data_time: 0.410, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6677, loss_cls: 2.5505, loss: 2.5505, grad_norm: 7.9005 2020-09-19 06:15:00,616 - mmaction - INFO - Epoch [21][2800/3520] lr: 5.000e-04, eta: 2 days, 8:45:49, time: 1.884, data_time: 0.666, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6510, loss_cls: 2.5543, loss: 2.5543, grad_norm: 8.0742 2020-09-19 06:15:40,165 - mmaction - INFO - Epoch [21][2820/3520] lr: 5.000e-04, eta: 2 days, 8:45:09, time: 1.982, data_time: 0.073, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6563, loss_cls: 2.6308, loss: 2.6308, grad_norm: 8.3634 2020-09-19 06:16:19,302 - mmaction - INFO - Epoch [21][2840/3520] lr: 5.000e-04, eta: 2 days, 8:44:28, time: 1.954, data_time: 0.020, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6656, loss_cls: 2.5088, loss: 2.5088, grad_norm: 7.9354 2020-09-19 06:16:58,923 - mmaction - INFO - Epoch [21][2860/3520] lr: 5.000e-04, eta: 2 days, 8:43:48, time: 1.982, data_time: 0.921, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6740, loss_cls: 2.5370, loss: 2.5370, grad_norm: 8.1563 2020-09-19 06:17:37,850 - mmaction - INFO - Epoch [21][2880/3520] lr: 5.000e-04, eta: 2 days, 8:43:07, time: 1.945, data_time: 0.901, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6583, loss_cls: 2.5881, loss: 2.5881, grad_norm: 8.0389 2020-09-19 06:18:18,603 - mmaction - INFO - Epoch [21][2900/3520] lr: 5.000e-04, eta: 2 days, 8:42:29, time: 2.040, data_time: 0.504, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6677, loss_cls: 2.5709, loss: 2.5709, grad_norm: 7.9937 2020-09-19 06:18:56,771 - mmaction - INFO - Epoch [21][2920/3520] lr: 5.000e-04, eta: 2 days, 8:41:47, time: 1.909, data_time: 0.849, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6490, loss_cls: 2.6386, loss: 2.6386, grad_norm: 8.3937 2020-09-19 06:19:35,213 - mmaction - INFO - Epoch [21][2940/3520] lr: 5.000e-04, eta: 2 days, 8:41:06, time: 1.922, data_time: 0.526, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6604, loss_cls: 2.6044, loss: 2.6044, grad_norm: 8.2084 2020-09-19 06:20:12,847 - mmaction - INFO - Epoch [21][2960/3520] lr: 5.000e-04, eta: 2 days, 8:40:23, time: 1.878, data_time: 0.140, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6688, loss_cls: 2.6159, loss: 2.6159, grad_norm: 8.1034 2020-09-19 06:20:51,447 - mmaction - INFO - Epoch [21][2980/3520] lr: 5.000e-04, eta: 2 days, 8:39:41, time: 1.933, data_time: 0.116, memory: 8337, top1_acc: 0.3760, top5_acc: 0.6542, loss_cls: 2.6024, loss: 2.6024, grad_norm: 8.1459 2020-09-19 06:21:28,353 - mmaction - INFO - Epoch [21][3000/3520] lr: 5.000e-04, eta: 2 days, 8:38:58, time: 1.845, data_time: 0.006, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6729, loss_cls: 2.5089, loss: 2.5089, grad_norm: 8.0705 2020-09-19 06:22:08,503 - mmaction - INFO - Epoch [21][3020/3520] lr: 5.000e-04, eta: 2 days, 8:38:18, time: 2.007, data_time: 0.017, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6646, loss_cls: 2.5508, loss: 2.5508, grad_norm: 8.2373 2020-09-19 06:22:47,244 - mmaction - INFO - Epoch [21][3040/3520] lr: 5.000e-04, eta: 2 days, 8:37:37, time: 1.936, data_time: 0.725, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6490, loss_cls: 2.6364, loss: 2.6364, grad_norm: 8.3389 2020-09-19 06:23:26,169 - mmaction - INFO - Epoch [21][3060/3520] lr: 5.000e-04, eta: 2 days, 8:36:56, time: 1.944, data_time: 0.771, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 2.5327, loss: 2.5327, grad_norm: 8.2442 2020-09-19 06:24:05,590 - mmaction - INFO - Epoch [21][3080/3520] lr: 5.000e-04, eta: 2 days, 8:36:16, time: 1.975, data_time: 0.705, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6844, loss_cls: 2.4566, loss: 2.4566, grad_norm: 7.7736 2020-09-19 06:24:45,820 - mmaction - INFO - Epoch [21][3100/3520] lr: 5.000e-04, eta: 2 days, 8:35:37, time: 2.010, data_time: 0.006, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6687, loss_cls: 2.5650, loss: 2.5650, grad_norm: 8.1030 2020-09-19 06:25:22,348 - mmaction - INFO - Epoch [21][3120/3520] lr: 5.000e-04, eta: 2 days, 8:34:53, time: 1.829, data_time: 0.200, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6698, loss_cls: 2.5324, loss: 2.5324, grad_norm: 8.2051 2020-09-19 06:26:01,450 - mmaction - INFO - Epoch [21][3140/3520] lr: 5.000e-04, eta: 2 days, 8:34:12, time: 1.951, data_time: 0.368, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6813, loss_cls: 2.5410, loss: 2.5410, grad_norm: 7.9395 2020-09-19 06:26:41,231 - mmaction - INFO - Epoch [21][3160/3520] lr: 5.000e-04, eta: 2 days, 8:33:32, time: 1.993, data_time: 1.149, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6635, loss_cls: 2.5480, loss: 2.5480, grad_norm: 7.9841 2020-09-19 06:27:17,617 - mmaction - INFO - Epoch [21][3180/3520] lr: 5.000e-04, eta: 2 days, 8:32:48, time: 1.816, data_time: 0.052, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6625, loss_cls: 2.5133, loss: 2.5133, grad_norm: 8.1633 2020-09-19 06:27:58,185 - mmaction - INFO - Epoch [21][3200/3520] lr: 5.000e-04, eta: 2 days, 8:32:09, time: 2.032, data_time: 0.416, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6740, loss_cls: 2.5225, loss: 2.5225, grad_norm: 8.2443 2020-09-19 06:28:38,880 - mmaction - INFO - Epoch [21][3220/3520] lr: 5.000e-04, eta: 2 days, 8:31:31, time: 2.035, data_time: 0.033, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6906, loss_cls: 2.4972, loss: 2.4972, grad_norm: 8.1804 2020-09-19 06:29:17,401 - mmaction - INFO - Epoch [21][3240/3520] lr: 5.000e-04, eta: 2 days, 8:30:50, time: 1.926, data_time: 0.279, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6677, loss_cls: 2.5846, loss: 2.5846, grad_norm: 8.4251 2020-09-19 06:29:56,075 - mmaction - INFO - Epoch [21][3260/3520] lr: 5.000e-04, eta: 2 days, 8:30:08, time: 1.933, data_time: 0.064, memory: 8337, top1_acc: 0.3604, top5_acc: 0.6500, loss_cls: 2.6268, loss: 2.6268, grad_norm: 8.1184 2020-09-19 06:30:35,327 - mmaction - INFO - Epoch [21][3280/3520] lr: 5.000e-04, eta: 2 days, 8:29:28, time: 1.964, data_time: 0.363, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6760, loss_cls: 2.5024, loss: 2.5024, grad_norm: 8.1224 2020-09-19 06:31:14,191 - mmaction - INFO - Epoch [21][3300/3520] lr: 5.000e-04, eta: 2 days, 8:28:47, time: 1.940, data_time: 0.015, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6917, loss_cls: 2.4407, loss: 2.4407, grad_norm: 8.1445 2020-09-19 06:31:53,130 - mmaction - INFO - Epoch [21][3320/3520] lr: 5.000e-04, eta: 2 days, 8:28:06, time: 1.950, data_time: 0.085, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6990, loss_cls: 2.4789, loss: 2.4789, grad_norm: 8.2526 2020-09-19 06:32:33,136 - mmaction - INFO - Epoch [21][3340/3520] lr: 5.000e-04, eta: 2 days, 8:27:27, time: 1.998, data_time: 0.107, memory: 8337, top1_acc: 0.3698, top5_acc: 0.6625, loss_cls: 2.6312, loss: 2.6312, grad_norm: 8.1956 2020-09-19 06:33:12,852 - mmaction - INFO - Epoch [21][3360/3520] lr: 5.000e-04, eta: 2 days, 8:26:47, time: 1.984, data_time: 0.483, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6917, loss_cls: 2.5037, loss: 2.5037, grad_norm: 8.2315 2020-09-19 06:33:51,882 - mmaction - INFO - Epoch [21][3380/3520] lr: 5.000e-04, eta: 2 days, 8:26:06, time: 1.955, data_time: 0.460, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6594, loss_cls: 2.5304, loss: 2.5304, grad_norm: 8.2265 2020-09-19 06:34:29,951 - mmaction - INFO - Epoch [21][3400/3520] lr: 5.000e-04, eta: 2 days, 8:25:24, time: 1.900, data_time: 0.539, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6552, loss_cls: 2.5703, loss: 2.5703, grad_norm: 8.1952 2020-09-19 06:35:09,246 - mmaction - INFO - Epoch [21][3420/3520] lr: 5.000e-04, eta: 2 days, 8:24:44, time: 1.966, data_time: 0.595, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6552, loss_cls: 2.5771, loss: 2.5771, grad_norm: 8.1021 2020-09-19 06:35:49,820 - mmaction - INFO - Epoch [21][3440/3520] lr: 5.000e-04, eta: 2 days, 8:24:05, time: 2.028, data_time: 0.431, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6833, loss_cls: 2.5026, loss: 2.5026, grad_norm: 8.0698 2020-09-19 06:36:28,337 - mmaction - INFO - Epoch [21][3460/3520] lr: 5.000e-04, eta: 2 days, 8:23:23, time: 1.928, data_time: 0.071, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6719, loss_cls: 2.5281, loss: 2.5281, grad_norm: 8.4453 2020-09-19 06:37:08,454 - mmaction - INFO - Epoch [21][3480/3520] lr: 5.000e-04, eta: 2 days, 8:22:44, time: 2.006, data_time: 0.684, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6938, loss_cls: 2.5023, loss: 2.5023, grad_norm: 8.0536 2020-09-19 06:37:46,770 - mmaction - INFO - Epoch [21][3500/3520] lr: 5.000e-04, eta: 2 days, 8:22:03, time: 1.916, data_time: 1.294, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6781, loss_cls: 2.5349, loss: 2.5349, grad_norm: 7.9470 2020-09-19 06:38:23,000 - mmaction - INFO - Epoch [21][3520/3520] lr: 5.000e-04, eta: 2 days, 8:21:18, time: 1.809, data_time: 0.375, memory: 8337, top1_acc: 0.4011, top5_acc: 0.6620, loss_cls: 2.5820, loss: 2.5820, grad_norm: 8.0362 2020-09-19 06:38:43,230 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-19 06:41:10,366 - mmaction - INFO - Epoch [22][20/3520] lr: 5.000e-04, eta: 2 days, 8:23:05, time: 7.316, data_time: 5.391, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6885, loss_cls: 2.5013, loss: 2.5013, grad_norm: 8.1231 2020-09-19 06:41:48,794 - mmaction - INFO - Epoch [22][40/3520] lr: 5.000e-04, eta: 2 days, 8:22:24, time: 1.932, data_time: 0.024, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6885, loss_cls: 2.4959, loss: 2.4959, grad_norm: 8.0316 2020-09-19 06:42:27,168 - mmaction - INFO - Epoch [22][60/3520] lr: 5.000e-04, eta: 2 days, 8:21:42, time: 1.920, data_time: 0.336, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6906, loss_cls: 2.5034, loss: 2.5034, grad_norm: 7.9910 2020-09-19 06:43:04,912 - mmaction - INFO - Epoch [22][80/3520] lr: 5.000e-04, eta: 2 days, 8:21:00, time: 1.885, data_time: 0.006, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6812, loss_cls: 2.5204, loss: 2.5204, grad_norm: 8.3100 2020-09-19 06:43:44,874 - mmaction - INFO - Epoch [22][100/3520] lr: 5.000e-04, eta: 2 days, 8:20:20, time: 1.996, data_time: 0.152, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6667, loss_cls: 2.5609, loss: 2.5609, grad_norm: 8.4583 2020-09-19 06:44:23,549 - mmaction - INFO - Epoch [22][120/3520] lr: 5.000e-04, eta: 2 days, 8:19:39, time: 1.935, data_time: 0.030, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6771, loss_cls: 2.5817, loss: 2.5817, grad_norm: 8.1926 2020-09-19 06:45:04,368 - mmaction - INFO - Epoch [22][140/3520] lr: 5.000e-04, eta: 2 days, 8:19:00, time: 2.018, data_time: 0.180, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6646, loss_cls: 2.5657, loss: 2.5657, grad_norm: 8.3214 2020-09-19 06:45:41,773 - mmaction - INFO - Epoch [22][160/3520] lr: 5.000e-04, eta: 2 days, 8:18:17, time: 1.897, data_time: 0.285, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6667, loss_cls: 2.5740, loss: 2.5740, grad_norm: 8.0980 2020-09-19 06:46:22,257 - mmaction - INFO - Epoch [22][180/3520] lr: 5.000e-04, eta: 2 days, 8:17:39, time: 2.021, data_time: 0.223, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6615, loss_cls: 2.5619, loss: 2.5619, grad_norm: 8.1908 2020-09-19 06:47:00,989 - mmaction - INFO - Epoch [22][200/3520] lr: 5.000e-04, eta: 2 days, 8:16:57, time: 1.940, data_time: 0.132, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6781, loss_cls: 2.5127, loss: 2.5127, grad_norm: 8.2192 2020-09-19 06:47:38,898 - mmaction - INFO - Epoch [22][220/3520] lr: 5.000e-04, eta: 2 days, 8:16:15, time: 1.895, data_time: 0.006, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6490, loss_cls: 2.5499, loss: 2.5499, grad_norm: 8.0584 2020-09-19 06:48:18,734 - mmaction - INFO - Epoch [22][240/3520] lr: 5.000e-04, eta: 2 days, 8:15:35, time: 1.992, data_time: 0.087, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6813, loss_cls: 2.4526, loss: 2.4526, grad_norm: 8.0563 2020-09-19 06:48:57,774 - mmaction - INFO - Epoch [22][260/3520] lr: 5.000e-04, eta: 2 days, 8:14:55, time: 1.950, data_time: 0.074, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6698, loss_cls: 2.5362, loss: 2.5362, grad_norm: 8.0358 2020-09-19 06:49:36,741 - mmaction - INFO - Epoch [22][280/3520] lr: 5.000e-04, eta: 2 days, 8:14:14, time: 1.949, data_time: 0.069, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6500, loss_cls: 2.6162, loss: 2.6162, grad_norm: 8.6146 2020-09-19 06:50:15,608 - mmaction - INFO - Epoch [22][300/3520] lr: 5.000e-04, eta: 2 days, 8:13:33, time: 1.941, data_time: 0.509, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6646, loss_cls: 2.5634, loss: 2.5634, grad_norm: 8.0619 2020-09-19 06:50:55,642 - mmaction - INFO - Epoch [22][320/3520] lr: 5.000e-04, eta: 2 days, 8:12:53, time: 2.003, data_time: 0.144, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6948, loss_cls: 2.4682, loss: 2.4682, grad_norm: 8.1909 2020-09-19 06:51:35,483 - mmaction - INFO - Epoch [22][340/3520] lr: 5.000e-04, eta: 2 days, 8:12:13, time: 1.989, data_time: 0.159, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6615, loss_cls: 2.5367, loss: 2.5367, grad_norm: 8.3373 2020-09-19 06:52:14,661 - mmaction - INFO - Epoch [22][360/3520] lr: 5.000e-04, eta: 2 days, 8:11:33, time: 1.963, data_time: 0.075, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6677, loss_cls: 2.5653, loss: 2.5653, grad_norm: 8.4080 2020-09-19 06:52:54,816 - mmaction - INFO - Epoch [22][380/3520] lr: 5.000e-04, eta: 2 days, 8:10:54, time: 2.007, data_time: 0.005, memory: 8337, top1_acc: 0.3625, top5_acc: 0.6729, loss_cls: 2.6299, loss: 2.6299, grad_norm: 8.4524 2020-09-19 06:53:33,443 - mmaction - INFO - Epoch [22][400/3520] lr: 5.000e-04, eta: 2 days, 8:10:12, time: 1.932, data_time: 0.007, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6708, loss_cls: 2.5183, loss: 2.5183, grad_norm: 8.2397 2020-09-19 06:54:11,370 - mmaction - INFO - Epoch [22][420/3520] lr: 5.000e-04, eta: 2 days, 8:09:30, time: 1.895, data_time: 0.012, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6573, loss_cls: 2.5542, loss: 2.5542, grad_norm: 8.2091 2020-09-19 06:54:50,847 - mmaction - INFO - Epoch [22][440/3520] lr: 5.000e-04, eta: 2 days, 8:08:50, time: 1.976, data_time: 0.134, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6760, loss_cls: 2.5362, loss: 2.5362, grad_norm: 8.2139 2020-09-19 06:55:30,233 - mmaction - INFO - Epoch [22][460/3520] lr: 5.000e-04, eta: 2 days, 8:08:09, time: 1.966, data_time: 0.083, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6917, loss_cls: 2.4652, loss: 2.4652, grad_norm: 8.2465 2020-09-19 06:56:09,262 - mmaction - INFO - Epoch [22][480/3520] lr: 5.000e-04, eta: 2 days, 8:07:29, time: 1.953, data_time: 0.035, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6531, loss_cls: 2.6190, loss: 2.6190, grad_norm: 8.4879 2020-09-19 06:56:47,529 - mmaction - INFO - Epoch [22][500/3520] lr: 5.000e-04, eta: 2 days, 8:06:47, time: 1.910, data_time: 0.005, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6771, loss_cls: 2.4969, loss: 2.4969, grad_norm: 8.3964 2020-09-19 06:57:26,476 - mmaction - INFO - Epoch [22][520/3520] lr: 5.000e-04, eta: 2 days, 8:06:06, time: 1.950, data_time: 0.016, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6833, loss_cls: 2.4900, loss: 2.4900, grad_norm: 8.1685 2020-09-19 06:58:05,517 - mmaction - INFO - Epoch [22][540/3520] lr: 5.000e-04, eta: 2 days, 8:05:25, time: 1.950, data_time: 0.371, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6635, loss_cls: 2.5122, loss: 2.5122, grad_norm: 8.2693 2020-09-19 06:58:43,520 - mmaction - INFO - Epoch [22][560/3520] lr: 5.000e-04, eta: 2 days, 8:04:43, time: 1.902, data_time: 0.031, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6729, loss_cls: 2.5507, loss: 2.5507, grad_norm: 8.3092 2020-09-19 06:59:23,225 - mmaction - INFO - Epoch [22][580/3520] lr: 5.000e-04, eta: 2 days, 8:04:03, time: 1.980, data_time: 0.102, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6948, loss_cls: 2.4546, loss: 2.4546, grad_norm: 7.9970 2020-09-19 07:00:00,628 - mmaction - INFO - Epoch [22][600/3520] lr: 5.000e-04, eta: 2 days, 8:03:20, time: 1.876, data_time: 0.245, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6708, loss_cls: 2.5221, loss: 2.5221, grad_norm: 8.3349 2020-09-19 07:00:46,208 - mmaction - INFO - Epoch [22][620/3520] lr: 5.000e-04, eta: 2 days, 8:02:48, time: 2.254, data_time: 0.616, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6542, loss_cls: 2.6078, loss: 2.6078, grad_norm: 8.2341 2020-09-19 07:01:25,199 - mmaction - INFO - Epoch [22][640/3520] lr: 5.000e-04, eta: 2 days, 8:02:07, time: 1.973, data_time: 0.542, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6729, loss_cls: 2.5501, loss: 2.5501, grad_norm: 7.9797 2020-09-19 07:02:04,408 - mmaction - INFO - Epoch [22][660/3520] lr: 5.000e-04, eta: 2 days, 8:01:27, time: 1.956, data_time: 0.243, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6760, loss_cls: 2.5760, loss: 2.5760, grad_norm: 8.3302 2020-09-19 07:02:43,320 - mmaction - INFO - Epoch [22][680/3520] lr: 5.000e-04, eta: 2 days, 8:00:46, time: 1.948, data_time: 0.086, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6823, loss_cls: 2.4863, loss: 2.4863, grad_norm: 8.3114 2020-09-19 07:03:22,455 - mmaction - INFO - Epoch [22][700/3520] lr: 5.000e-04, eta: 2 days, 8:00:05, time: 1.959, data_time: 0.023, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5144, loss: 2.5144, grad_norm: 8.2745 2020-09-19 07:04:00,044 - mmaction - INFO - Epoch [22][720/3520] lr: 5.000e-04, eta: 2 days, 7:59:23, time: 1.879, data_time: 0.066, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6438, loss_cls: 2.6543, loss: 2.6543, grad_norm: 8.5793 2020-09-19 07:04:39,062 - mmaction - INFO - Epoch [22][740/3520] lr: 5.000e-04, eta: 2 days, 7:58:42, time: 1.949, data_time: 0.254, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6792, loss_cls: 2.5084, loss: 2.5084, grad_norm: 8.3993 2020-09-19 07:05:19,326 - mmaction - INFO - Epoch [22][760/3520] lr: 5.000e-04, eta: 2 days, 7:58:03, time: 2.010, data_time: 0.971, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6844, loss_cls: 2.5217, loss: 2.5217, grad_norm: 8.2745 2020-09-19 07:05:59,078 - mmaction - INFO - Epoch [22][780/3520] lr: 5.000e-04, eta: 2 days, 7:57:23, time: 1.992, data_time: 0.394, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6698, loss_cls: 2.5096, loss: 2.5096, grad_norm: 8.4369 2020-09-19 07:06:39,045 - mmaction - INFO - Epoch [22][800/3520] lr: 5.000e-04, eta: 2 days, 7:56:43, time: 2.000, data_time: 1.180, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6500, loss_cls: 2.6163, loss: 2.6163, grad_norm: 8.5534 2020-09-19 07:07:17,467 - mmaction - INFO - Epoch [22][820/3520] lr: 5.000e-04, eta: 2 days, 7:56:02, time: 1.918, data_time: 0.980, memory: 8337, top1_acc: 0.3875, top5_acc: 0.6823, loss_cls: 2.4857, loss: 2.4857, grad_norm: 8.2773 2020-09-19 07:07:55,364 - mmaction - INFO - Epoch [22][840/3520] lr: 5.000e-04, eta: 2 days, 7:55:20, time: 1.898, data_time: 0.127, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6937, loss_cls: 2.4455, loss: 2.4455, grad_norm: 8.1697 2020-09-19 07:08:34,508 - mmaction - INFO - Epoch [22][860/3520] lr: 5.000e-04, eta: 2 days, 7:54:39, time: 1.957, data_time: 0.006, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5578, loss: 2.5578, grad_norm: 8.1245 2020-09-19 07:09:13,464 - mmaction - INFO - Epoch [22][880/3520] lr: 5.000e-04, eta: 2 days, 7:53:58, time: 1.948, data_time: 0.341, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6667, loss_cls: 2.5275, loss: 2.5275, grad_norm: 8.4607 2020-09-19 07:09:51,707 - mmaction - INFO - Epoch [22][900/3520] lr: 5.000e-04, eta: 2 days, 7:53:16, time: 1.909, data_time: 0.007, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6854, loss_cls: 2.5310, loss: 2.5310, grad_norm: 8.2983 2020-09-19 07:10:30,610 - mmaction - INFO - Epoch [22][920/3520] lr: 5.000e-04, eta: 2 days, 7:52:35, time: 1.948, data_time: 0.642, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6500, loss_cls: 2.6361, loss: 2.6361, grad_norm: 8.7488 2020-09-19 07:11:09,322 - mmaction - INFO - Epoch [22][940/3520] lr: 5.000e-04, eta: 2 days, 7:51:54, time: 1.932, data_time: 0.337, memory: 8337, top1_acc: 0.3552, top5_acc: 0.6604, loss_cls: 2.6117, loss: 2.6117, grad_norm: 8.5247 2020-09-19 07:11:48,117 - mmaction - INFO - Epoch [22][960/3520] lr: 5.000e-04, eta: 2 days, 7:51:13, time: 1.941, data_time: 0.279, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7156, loss_cls: 2.4244, loss: 2.4244, grad_norm: 8.4793 2020-09-19 07:12:28,193 - mmaction - INFO - Epoch [22][980/3520] lr: 5.000e-04, eta: 2 days, 7:50:34, time: 2.003, data_time: 0.478, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6760, loss_cls: 2.5164, loss: 2.5164, grad_norm: 8.3092 2020-09-19 07:13:07,217 - mmaction - INFO - Epoch [22][1000/3520] lr: 5.000e-04, eta: 2 days, 7:49:53, time: 1.955, data_time: 0.558, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6937, loss_cls: 2.5125, loss: 2.5125, grad_norm: 8.4040 2020-09-19 07:13:46,596 - mmaction - INFO - Epoch [22][1020/3520] lr: 5.000e-04, eta: 2 days, 7:49:12, time: 1.968, data_time: 0.459, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6875, loss_cls: 2.5400, loss: 2.5400, grad_norm: 8.2962 2020-09-19 07:14:27,102 - mmaction - INFO - Epoch [22][1040/3520] lr: 5.000e-04, eta: 2 days, 7:48:34, time: 2.026, data_time: 0.138, memory: 8337, top1_acc: 0.3646, top5_acc: 0.6406, loss_cls: 2.6276, loss: 2.6276, grad_norm: 8.5626 2020-09-19 07:15:06,125 - mmaction - INFO - Epoch [22][1060/3520] lr: 5.000e-04, eta: 2 days, 7:47:53, time: 1.950, data_time: 0.366, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6792, loss_cls: 2.4882, loss: 2.4882, grad_norm: 8.1503 2020-09-19 07:15:44,173 - mmaction - INFO - Epoch [22][1080/3520] lr: 5.000e-04, eta: 2 days, 7:47:11, time: 1.903, data_time: 0.541, memory: 8337, top1_acc: 0.3760, top5_acc: 0.6385, loss_cls: 2.6100, loss: 2.6100, grad_norm: 8.6579 2020-09-19 07:16:21,140 - mmaction - INFO - Epoch [22][1100/3520] lr: 5.000e-04, eta: 2 days, 7:46:27, time: 1.850, data_time: 0.015, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6521, loss_cls: 2.5958, loss: 2.5958, grad_norm: 8.3799 2020-09-19 07:16:58,830 - mmaction - INFO - Epoch [22][1120/3520] lr: 5.000e-04, eta: 2 days, 7:45:45, time: 1.884, data_time: 0.006, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6792, loss_cls: 2.5712, loss: 2.5712, grad_norm: 8.6989 2020-09-19 07:17:37,644 - mmaction - INFO - Epoch [22][1140/3520] lr: 5.000e-04, eta: 2 days, 7:45:04, time: 1.941, data_time: 0.081, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6740, loss_cls: 2.5160, loss: 2.5160, grad_norm: 8.3461 2020-09-19 07:18:17,615 - mmaction - INFO - Epoch [22][1160/3520] lr: 5.000e-04, eta: 2 days, 7:44:24, time: 1.999, data_time: 0.790, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6885, loss_cls: 2.4654, loss: 2.4654, grad_norm: 8.3064 2020-09-19 07:18:56,145 - mmaction - INFO - Epoch [22][1180/3520] lr: 5.000e-04, eta: 2 days, 7:43:43, time: 1.925, data_time: 0.059, memory: 8337, top1_acc: 0.3740, top5_acc: 0.6448, loss_cls: 2.5993, loss: 2.5993, grad_norm: 8.3795 2020-09-19 07:19:35,836 - mmaction - INFO - Epoch [22][1200/3520] lr: 5.000e-04, eta: 2 days, 7:43:03, time: 1.986, data_time: 0.008, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6708, loss_cls: 2.5010, loss: 2.5010, grad_norm: 8.5983 2020-09-19 07:20:14,691 - mmaction - INFO - Epoch [22][1220/3520] lr: 5.000e-04, eta: 2 days, 7:42:22, time: 1.937, data_time: 0.930, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6885, loss_cls: 2.5229, loss: 2.5229, grad_norm: 8.2345 2020-09-19 07:20:54,729 - mmaction - INFO - Epoch [22][1240/3520] lr: 5.000e-04, eta: 2 days, 7:41:43, time: 2.008, data_time: 0.546, memory: 8337, top1_acc: 0.4135, top5_acc: 0.7031, loss_cls: 2.4079, loss: 2.4079, grad_norm: 8.2028 2020-09-19 07:21:33,975 - mmaction - INFO - Epoch [22][1260/3520] lr: 5.000e-04, eta: 2 days, 7:41:02, time: 1.963, data_time: 0.016, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6802, loss_cls: 2.4744, loss: 2.4744, grad_norm: 8.3565 2020-09-19 07:22:12,325 - mmaction - INFO - Epoch [22][1280/3520] lr: 5.000e-04, eta: 2 days, 7:40:20, time: 1.916, data_time: 0.009, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6927, loss_cls: 2.4257, loss: 2.4257, grad_norm: 8.2792 2020-09-19 07:22:53,190 - mmaction - INFO - Epoch [22][1300/3520] lr: 5.000e-04, eta: 2 days, 7:39:42, time: 2.040, data_time: 0.191, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.4436, loss: 2.4436, grad_norm: 8.2133 2020-09-19 07:23:30,758 - mmaction - INFO - Epoch [22][1320/3520] lr: 5.000e-04, eta: 2 days, 7:38:59, time: 1.882, data_time: 1.043, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6687, loss_cls: 2.5865, loss: 2.5865, grad_norm: 8.4289 2020-09-19 07:24:10,546 - mmaction - INFO - Epoch [22][1340/3520] lr: 5.000e-04, eta: 2 days, 7:38:20, time: 1.990, data_time: 0.552, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6896, loss_cls: 2.4275, loss: 2.4275, grad_norm: 8.2152 2020-09-19 07:24:50,029 - mmaction - INFO - Epoch [22][1360/3520] lr: 5.000e-04, eta: 2 days, 7:37:40, time: 1.974, data_time: 0.115, memory: 8337, top1_acc: 0.3813, top5_acc: 0.6646, loss_cls: 2.5828, loss: 2.5828, grad_norm: 8.1876 2020-09-19 07:25:29,821 - mmaction - INFO - Epoch [22][1380/3520] lr: 5.000e-04, eta: 2 days, 7:37:00, time: 1.989, data_time: 0.945, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7042, loss_cls: 2.4537, loss: 2.4537, grad_norm: 8.3524 2020-09-19 07:26:07,530 - mmaction - INFO - Epoch [22][1400/3520] lr: 5.000e-04, eta: 2 days, 7:36:17, time: 1.886, data_time: 0.006, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7031, loss_cls: 2.4084, loss: 2.4084, grad_norm: 8.2146 2020-09-19 07:26:47,281 - mmaction - INFO - Epoch [22][1420/3520] lr: 5.000e-04, eta: 2 days, 7:35:37, time: 1.985, data_time: 0.248, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6875, loss_cls: 2.4408, loss: 2.4408, grad_norm: 8.0853 2020-09-19 07:27:26,126 - mmaction - INFO - Epoch [22][1440/3520] lr: 5.000e-04, eta: 2 days, 7:34:57, time: 1.946, data_time: 0.112, memory: 8337, top1_acc: 0.3802, top5_acc: 0.6542, loss_cls: 2.6237, loss: 2.6237, grad_norm: 8.6507 2020-09-19 07:28:06,048 - mmaction - INFO - Epoch [22][1460/3520] lr: 5.000e-04, eta: 2 days, 7:34:17, time: 1.993, data_time: 0.391, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6854, loss_cls: 2.4903, loss: 2.4903, grad_norm: 8.2705 2020-09-19 07:28:44,179 - mmaction - INFO - Epoch [22][1480/3520] lr: 5.000e-04, eta: 2 days, 7:33:35, time: 1.909, data_time: 0.602, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6458, loss_cls: 2.6609, loss: 2.6609, grad_norm: 8.3351 2020-09-19 07:29:23,716 - mmaction - INFO - Epoch [22][1500/3520] lr: 5.000e-04, eta: 2 days, 7:32:55, time: 1.975, data_time: 1.281, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6937, loss_cls: 2.4689, loss: 2.4689, grad_norm: 8.3714 2020-09-19 07:30:03,149 - mmaction - INFO - Epoch [22][1520/3520] lr: 5.000e-04, eta: 2 days, 7:32:15, time: 1.973, data_time: 0.503, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6813, loss_cls: 2.5576, loss: 2.5576, grad_norm: 8.6095 2020-09-19 07:30:40,595 - mmaction - INFO - Epoch [22][1540/3520] lr: 5.000e-04, eta: 2 days, 7:31:32, time: 1.872, data_time: 0.565, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6573, loss_cls: 2.6040, loss: 2.6040, grad_norm: 8.5661 2020-09-19 07:31:19,751 - mmaction - INFO - Epoch [22][1560/3520] lr: 5.000e-04, eta: 2 days, 7:30:51, time: 1.960, data_time: 0.066, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6781, loss_cls: 2.5017, loss: 2.5017, grad_norm: 8.3988 2020-09-19 07:31:57,733 - mmaction - INFO - Epoch [22][1580/3520] lr: 5.000e-04, eta: 2 days, 7:30:09, time: 1.893, data_time: 0.007, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6990, loss_cls: 2.4563, loss: 2.4563, grad_norm: 8.3583 2020-09-19 07:32:36,592 - mmaction - INFO - Epoch [22][1600/3520] lr: 5.000e-04, eta: 2 days, 7:29:28, time: 1.946, data_time: 0.011, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6708, loss_cls: 2.5474, loss: 2.5474, grad_norm: 8.4233 2020-09-19 07:33:16,264 - mmaction - INFO - Epoch [22][1620/3520] lr: 5.000e-04, eta: 2 days, 7:28:48, time: 1.984, data_time: 0.136, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 2.3988, loss: 2.3988, grad_norm: 8.1636 2020-09-19 07:33:53,808 - mmaction - INFO - Epoch [22][1640/3520] lr: 5.000e-04, eta: 2 days, 7:28:06, time: 1.879, data_time: 0.005, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6677, loss_cls: 2.5419, loss: 2.5419, grad_norm: 8.5555 2020-09-19 07:34:31,753 - mmaction - INFO - Epoch [22][1660/3520] lr: 5.000e-04, eta: 2 days, 7:27:23, time: 1.894, data_time: 0.211, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6396, loss_cls: 2.5755, loss: 2.5755, grad_norm: 8.4690 2020-09-19 07:35:11,109 - mmaction - INFO - Epoch [22][1680/3520] lr: 5.000e-04, eta: 2 days, 7:26:43, time: 1.970, data_time: 0.118, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6625, loss_cls: 2.5301, loss: 2.5301, grad_norm: 8.4905 2020-09-19 07:35:50,454 - mmaction - INFO - Epoch [22][1700/3520] lr: 5.000e-04, eta: 2 days, 7:26:03, time: 1.968, data_time: 0.283, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6875, loss_cls: 2.4545, loss: 2.4545, grad_norm: 8.2378 2020-09-19 07:36:28,437 - mmaction - INFO - Epoch [22][1720/3520] lr: 5.000e-04, eta: 2 days, 7:25:21, time: 1.898, data_time: 0.021, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6781, loss_cls: 2.5153, loss: 2.5153, grad_norm: 8.4060 2020-09-19 07:37:08,623 - mmaction - INFO - Epoch [22][1740/3520] lr: 5.000e-04, eta: 2 days, 7:24:42, time: 2.011, data_time: 0.025, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6490, loss_cls: 2.6162, loss: 2.6162, grad_norm: 8.6025 2020-09-19 07:37:45,080 - mmaction - INFO - Epoch [22][1760/3520] lr: 5.000e-04, eta: 2 days, 7:23:57, time: 1.823, data_time: 0.062, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6802, loss_cls: 2.5127, loss: 2.5127, grad_norm: 8.5036 2020-09-19 07:38:23,938 - mmaction - INFO - Epoch [22][1780/3520] lr: 5.000e-04, eta: 2 days, 7:23:16, time: 1.940, data_time: 0.170, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6677, loss_cls: 2.5401, loss: 2.5401, grad_norm: 8.4793 2020-09-19 07:39:02,738 - mmaction - INFO - Epoch [22][1800/3520] lr: 5.000e-04, eta: 2 days, 7:22:35, time: 1.941, data_time: 0.051, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6604, loss_cls: 2.5482, loss: 2.5482, grad_norm: 8.4520 2020-09-19 07:39:41,316 - mmaction - INFO - Epoch [22][1820/3520] lr: 5.000e-04, eta: 2 days, 7:21:54, time: 1.929, data_time: 0.680, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6656, loss_cls: 2.5486, loss: 2.5486, grad_norm: 8.3732 2020-09-19 07:40:19,794 - mmaction - INFO - Epoch [22][1840/3520] lr: 5.000e-04, eta: 2 days, 7:21:13, time: 1.926, data_time: 0.124, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6927, loss_cls: 2.4624, loss: 2.4624, grad_norm: 8.5007 2020-09-19 07:40:57,797 - mmaction - INFO - Epoch [22][1860/3520] lr: 5.000e-04, eta: 2 days, 7:20:31, time: 1.899, data_time: 0.126, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6656, loss_cls: 2.5536, loss: 2.5536, grad_norm: 8.5358 2020-09-19 07:41:37,140 - mmaction - INFO - Epoch [22][1880/3520] lr: 5.000e-04, eta: 2 days, 7:19:50, time: 1.968, data_time: 0.012, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6688, loss_cls: 2.5023, loss: 2.5023, grad_norm: 8.6577 2020-09-19 07:42:15,869 - mmaction - INFO - Epoch [22][1900/3520] lr: 5.000e-04, eta: 2 days, 7:19:09, time: 1.936, data_time: 0.182, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6667, loss_cls: 2.5036, loss: 2.5036, grad_norm: 8.6597 2020-09-19 07:42:53,456 - mmaction - INFO - Epoch [22][1920/3520] lr: 5.000e-04, eta: 2 days, 7:18:26, time: 1.876, data_time: 0.034, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6583, loss_cls: 2.5634, loss: 2.5634, grad_norm: 8.5191 2020-09-19 07:43:32,138 - mmaction - INFO - Epoch [22][1940/3520] lr: 5.000e-04, eta: 2 days, 7:17:45, time: 1.938, data_time: 0.052, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6542, loss_cls: 2.6078, loss: 2.6078, grad_norm: 8.8115 2020-09-19 07:44:11,942 - mmaction - INFO - Epoch [22][1960/3520] lr: 5.000e-04, eta: 2 days, 7:17:06, time: 1.989, data_time: 0.769, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6823, loss_cls: 2.4938, loss: 2.4938, grad_norm: 8.3293 2020-09-19 07:44:48,720 - mmaction - INFO - Epoch [22][1980/3520] lr: 5.000e-04, eta: 2 days, 7:16:22, time: 1.835, data_time: 0.007, memory: 8337, top1_acc: 0.4052, top5_acc: 0.7000, loss_cls: 2.4730, loss: 2.4730, grad_norm: 8.5525 2020-09-19 07:45:29,397 - mmaction - INFO - Epoch [22][2000/3520] lr: 5.000e-04, eta: 2 days, 7:15:43, time: 2.038, data_time: 1.090, memory: 8337, top1_acc: 0.3937, top5_acc: 0.6594, loss_cls: 2.5206, loss: 2.5206, grad_norm: 8.6343 2020-09-19 07:46:09,176 - mmaction - INFO - Epoch [22][2020/3520] lr: 5.000e-04, eta: 2 days, 7:15:04, time: 1.987, data_time: 0.206, memory: 8337, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.5686, loss: 2.5686, grad_norm: 8.5669 2020-09-19 07:46:45,592 - mmaction - INFO - Epoch [22][2040/3520] lr: 5.000e-04, eta: 2 days, 7:14:19, time: 1.822, data_time: 0.244, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7062, loss_cls: 2.4656, loss: 2.4656, grad_norm: 8.4337 2020-09-19 07:47:26,230 - mmaction - INFO - Epoch [22][2060/3520] lr: 5.000e-04, eta: 2 days, 7:13:41, time: 2.029, data_time: 0.097, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6729, loss_cls: 2.5375, loss: 2.5375, grad_norm: 8.5595 2020-09-19 07:48:03,449 - mmaction - INFO - Epoch [22][2080/3520] lr: 5.000e-04, eta: 2 days, 7:12:58, time: 1.864, data_time: 0.104, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6854, loss_cls: 2.4679, loss: 2.4679, grad_norm: 8.5015 2020-09-19 07:48:42,731 - mmaction - INFO - Epoch [22][2100/3520] lr: 5.000e-04, eta: 2 days, 7:12:17, time: 1.962, data_time: 0.007, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6719, loss_cls: 2.5017, loss: 2.5017, grad_norm: 8.5944 2020-09-19 07:49:22,298 - mmaction - INFO - Epoch [22][2120/3520] lr: 5.000e-04, eta: 2 days, 7:11:37, time: 1.980, data_time: 0.196, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6823, loss_cls: 2.4880, loss: 2.4880, grad_norm: 8.5119 2020-09-19 07:50:00,756 - mmaction - INFO - Epoch [22][2140/3520] lr: 5.000e-04, eta: 2 days, 7:10:56, time: 1.922, data_time: 0.006, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6656, loss_cls: 2.5118, loss: 2.5118, grad_norm: 8.5658 2020-09-19 07:50:40,835 - mmaction - INFO - Epoch [22][2160/3520] lr: 5.000e-04, eta: 2 days, 7:10:17, time: 2.006, data_time: 0.564, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7083, loss_cls: 2.4124, loss: 2.4124, grad_norm: 8.4113 2020-09-19 07:51:18,929 - mmaction - INFO - Epoch [22][2180/3520] lr: 5.000e-04, eta: 2 days, 7:09:35, time: 1.902, data_time: 0.097, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6833, loss_cls: 2.5406, loss: 2.5406, grad_norm: 8.5703 2020-09-19 07:51:56,022 - mmaction - INFO - Epoch [22][2200/3520] lr: 5.000e-04, eta: 2 days, 7:08:51, time: 1.856, data_time: 0.088, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6688, loss_cls: 2.5118, loss: 2.5118, grad_norm: 8.4549 2020-09-19 07:52:34,097 - mmaction - INFO - Epoch [22][2220/3520] lr: 5.000e-04, eta: 2 days, 7:08:09, time: 1.904, data_time: 0.088, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6865, loss_cls: 2.4294, loss: 2.4294, grad_norm: 8.1829 2020-09-19 07:53:12,428 - mmaction - INFO - Epoch [22][2240/3520] lr: 5.000e-04, eta: 2 days, 7:07:28, time: 1.913, data_time: 0.009, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6979, loss_cls: 2.4356, loss: 2.4356, grad_norm: 8.3944 2020-09-19 07:53:50,568 - mmaction - INFO - Epoch [22][2260/3520] lr: 5.000e-04, eta: 2 days, 7:06:46, time: 1.909, data_time: 0.022, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6844, loss_cls: 2.5308, loss: 2.5308, grad_norm: 8.9759 2020-09-19 07:54:29,345 - mmaction - INFO - Epoch [22][2280/3520] lr: 5.000e-04, eta: 2 days, 7:06:05, time: 1.937, data_time: 0.039, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6635, loss_cls: 2.6062, loss: 2.6062, grad_norm: 8.5165 2020-09-19 07:55:07,674 - mmaction - INFO - Epoch [22][2300/3520] lr: 5.000e-04, eta: 2 days, 7:05:23, time: 1.919, data_time: 0.007, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6979, loss_cls: 2.4125, loss: 2.4125, grad_norm: 8.3301 2020-09-19 07:55:45,100 - mmaction - INFO - Epoch [22][2320/3520] lr: 5.000e-04, eta: 2 days, 7:04:40, time: 1.869, data_time: 0.255, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6906, loss_cls: 2.4920, loss: 2.4920, grad_norm: 8.6354 2020-09-19 07:56:23,293 - mmaction - INFO - Epoch [22][2340/3520] lr: 5.000e-04, eta: 2 days, 7:03:59, time: 1.911, data_time: 0.079, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6906, loss_cls: 2.4548, loss: 2.4548, grad_norm: 8.2423 2020-09-19 07:57:01,841 - mmaction - INFO - Epoch [22][2360/3520] lr: 5.000e-04, eta: 2 days, 7:03:17, time: 1.925, data_time: 0.622, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6823, loss_cls: 2.5109, loss: 2.5109, grad_norm: 8.3959 2020-09-19 07:57:40,233 - mmaction - INFO - Epoch [22][2380/3520] lr: 5.000e-04, eta: 2 days, 7:02:36, time: 1.923, data_time: 0.051, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6646, loss_cls: 2.5592, loss: 2.5592, grad_norm: 8.7680 2020-09-19 07:58:19,102 - mmaction - INFO - Epoch [22][2400/3520] lr: 5.000e-04, eta: 2 days, 7:01:55, time: 1.940, data_time: 0.189, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6729, loss_cls: 2.5046, loss: 2.5046, grad_norm: 8.4391 2020-09-19 07:58:57,582 - mmaction - INFO - Epoch [22][2420/3520] lr: 5.000e-04, eta: 2 days, 7:01:14, time: 1.927, data_time: 0.008, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6927, loss_cls: 2.4863, loss: 2.4863, grad_norm: 8.7641 2020-09-19 07:59:37,090 - mmaction - INFO - Epoch [22][2440/3520] lr: 5.000e-04, eta: 2 days, 7:00:33, time: 1.973, data_time: 0.312, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6740, loss_cls: 2.5184, loss: 2.5184, grad_norm: 8.6372 2020-09-19 08:00:18,474 - mmaction - INFO - Epoch [22][2460/3520] lr: 5.000e-04, eta: 2 days, 6:59:55, time: 2.053, data_time: 0.169, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6802, loss_cls: 2.4942, loss: 2.4942, grad_norm: 8.5671 2020-09-19 08:00:56,159 - mmaction - INFO - Epoch [22][2480/3520] lr: 5.000e-04, eta: 2 days, 6:59:13, time: 1.899, data_time: 0.031, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6792, loss_cls: 2.4688, loss: 2.4688, grad_norm: 8.3592 2020-09-19 08:01:33,935 - mmaction - INFO - Epoch [22][2500/3520] lr: 5.000e-04, eta: 2 days, 6:58:31, time: 1.889, data_time: 0.030, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6500, loss_cls: 2.5986, loss: 2.5986, grad_norm: 8.8122 2020-09-19 08:02:13,552 - mmaction - INFO - Epoch [22][2520/3520] lr: 5.000e-04, eta: 2 days, 6:57:51, time: 1.982, data_time: 0.416, memory: 8337, top1_acc: 0.3729, top5_acc: 0.6635, loss_cls: 2.5850, loss: 2.5850, grad_norm: 8.4990 2020-09-19 08:02:51,496 - mmaction - INFO - Epoch [22][2540/3520] lr: 5.000e-04, eta: 2 days, 6:57:09, time: 1.900, data_time: 0.008, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6844, loss_cls: 2.5040, loss: 2.5040, grad_norm: 8.5103 2020-09-19 08:03:31,267 - mmaction - INFO - Epoch [22][2560/3520] lr: 5.000e-04, eta: 2 days, 6:56:29, time: 1.985, data_time: 0.031, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6937, loss_cls: 2.5212, loss: 2.5212, grad_norm: 8.6613 2020-09-19 08:04:09,451 - mmaction - INFO - Epoch [22][2580/3520] lr: 5.000e-04, eta: 2 days, 6:55:48, time: 1.913, data_time: 0.027, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6760, loss_cls: 2.4997, loss: 2.4997, grad_norm: 8.4701 2020-09-19 08:04:48,042 - mmaction - INFO - Epoch [22][2600/3520] lr: 5.000e-04, eta: 2 days, 6:55:06, time: 1.930, data_time: 0.325, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6708, loss_cls: 2.5113, loss: 2.5113, grad_norm: 8.8372 2020-09-19 08:05:26,420 - mmaction - INFO - Epoch [22][2620/3520] lr: 5.000e-04, eta: 2 days, 6:54:25, time: 1.916, data_time: 0.077, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6490, loss_cls: 2.5640, loss: 2.5640, grad_norm: 8.5618 2020-09-19 08:06:06,103 - mmaction - INFO - Epoch [22][2640/3520] lr: 5.000e-04, eta: 2 days, 6:53:45, time: 1.987, data_time: 0.140, memory: 8337, top1_acc: 0.3708, top5_acc: 0.6760, loss_cls: 2.5506, loss: 2.5506, grad_norm: 8.7968 2020-09-19 08:06:43,905 - mmaction - INFO - Epoch [22][2660/3520] lr: 5.000e-04, eta: 2 days, 6:53:03, time: 1.887, data_time: 0.469, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6833, loss_cls: 2.4819, loss: 2.4819, grad_norm: 8.7991 2020-09-19 08:07:22,855 - mmaction - INFO - Epoch [22][2680/3520] lr: 5.000e-04, eta: 2 days, 6:52:22, time: 1.948, data_time: 0.007, memory: 8337, top1_acc: 0.4063, top5_acc: 0.7042, loss_cls: 2.4233, loss: 2.4233, grad_norm: 8.3995 2020-09-19 08:08:00,644 - mmaction - INFO - Epoch [22][2700/3520] lr: 5.000e-04, eta: 2 days, 6:51:40, time: 1.888, data_time: 0.074, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6688, loss_cls: 2.5504, loss: 2.5504, grad_norm: 8.5563 2020-09-19 08:08:38,965 - mmaction - INFO - Epoch [22][2720/3520] lr: 5.000e-04, eta: 2 days, 6:50:58, time: 1.919, data_time: 0.105, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6750, loss_cls: 2.4697, loss: 2.4697, grad_norm: 8.4851 2020-09-19 08:09:18,044 - mmaction - INFO - Epoch [22][2740/3520] lr: 5.000e-04, eta: 2 days, 6:50:17, time: 1.950, data_time: 0.006, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6531, loss_cls: 2.5225, loss: 2.5225, grad_norm: 8.7348 2020-09-19 08:09:54,742 - mmaction - INFO - Epoch [22][2760/3520] lr: 5.000e-04, eta: 2 days, 6:49:34, time: 1.838, data_time: 0.055, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6906, loss_cls: 2.4686, loss: 2.4686, grad_norm: 8.4529 2020-09-19 08:10:35,037 - mmaction - INFO - Epoch [22][2780/3520] lr: 5.000e-04, eta: 2 days, 6:48:55, time: 2.016, data_time: 0.111, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6635, loss_cls: 2.5349, loss: 2.5349, grad_norm: 8.5492 2020-09-19 08:11:13,277 - mmaction - INFO - Epoch [22][2800/3520] lr: 5.000e-04, eta: 2 days, 6:48:13, time: 1.912, data_time: 0.234, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6823, loss_cls: 2.4675, loss: 2.4675, grad_norm: 8.4935 2020-09-19 08:11:50,972 - mmaction - INFO - Epoch [22][2820/3520] lr: 5.000e-04, eta: 2 days, 6:47:31, time: 1.885, data_time: 0.293, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6688, loss_cls: 2.5281, loss: 2.5281, grad_norm: 8.7558 2020-09-19 08:12:30,523 - mmaction - INFO - Epoch [22][2840/3520] lr: 5.000e-04, eta: 2 days, 6:46:51, time: 1.978, data_time: 0.129, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6937, loss_cls: 2.4047, loss: 2.4047, grad_norm: 8.5794 2020-09-19 08:13:09,172 - mmaction - INFO - Epoch [22][2860/3520] lr: 5.000e-04, eta: 2 days, 6:46:09, time: 1.930, data_time: 0.478, memory: 8337, top1_acc: 0.3542, top5_acc: 0.6615, loss_cls: 2.6147, loss: 2.6147, grad_norm: 8.8158 2020-09-19 08:13:47,871 - mmaction - INFO - Epoch [22][2880/3520] lr: 5.000e-04, eta: 2 days, 6:45:28, time: 1.937, data_time: 0.455, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6646, loss_cls: 2.5244, loss: 2.5244, grad_norm: 8.5377 2020-09-19 08:14:25,909 - mmaction - INFO - Epoch [22][2900/3520] lr: 5.000e-04, eta: 2 days, 6:44:46, time: 1.900, data_time: 0.068, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6969, loss_cls: 2.4342, loss: 2.4342, grad_norm: 8.5770 2020-09-19 08:15:04,345 - mmaction - INFO - Epoch [22][2920/3520] lr: 5.000e-04, eta: 2 days, 6:44:05, time: 1.924, data_time: 0.242, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6656, loss_cls: 2.5406, loss: 2.5406, grad_norm: 8.8037 2020-09-19 08:15:44,068 - mmaction - INFO - Epoch [22][2940/3520] lr: 5.000e-04, eta: 2 days, 6:43:25, time: 1.983, data_time: 0.293, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6990, loss_cls: 2.4723, loss: 2.4723, grad_norm: 8.5381 2020-09-19 08:16:23,195 - mmaction - INFO - Epoch [22][2960/3520] lr: 5.000e-04, eta: 2 days, 6:42:45, time: 1.959, data_time: 0.083, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6615, loss_cls: 2.5305, loss: 2.5305, grad_norm: 8.8874 2020-09-19 08:17:01,016 - mmaction - INFO - Epoch [22][2980/3520] lr: 5.000e-04, eta: 2 days, 6:42:02, time: 1.889, data_time: 0.023, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6854, loss_cls: 2.4558, loss: 2.4558, grad_norm: 8.6441 2020-09-19 08:17:38,127 - mmaction - INFO - Epoch [22][3000/3520] lr: 5.000e-04, eta: 2 days, 6:41:19, time: 1.858, data_time: 0.066, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6885, loss_cls: 2.5192, loss: 2.5192, grad_norm: 9.0589 2020-09-19 08:18:16,461 - mmaction - INFO - Epoch [22][3020/3520] lr: 5.000e-04, eta: 2 days, 6:40:38, time: 1.914, data_time: 0.085, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6802, loss_cls: 2.4748, loss: 2.4748, grad_norm: 8.7023 2020-09-19 08:18:55,465 - mmaction - INFO - Epoch [22][3040/3520] lr: 5.000e-04, eta: 2 days, 6:39:57, time: 1.952, data_time: 0.009, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6531, loss_cls: 2.6177, loss: 2.6177, grad_norm: 9.0307 2020-09-19 08:19:34,585 - mmaction - INFO - Epoch [22][3060/3520] lr: 5.000e-04, eta: 2 days, 6:39:17, time: 1.955, data_time: 0.381, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6740, loss_cls: 2.5111, loss: 2.5111, grad_norm: 8.9336 2020-09-19 08:20:13,295 - mmaction - INFO - Epoch [22][3080/3520] lr: 5.000e-04, eta: 2 days, 6:38:35, time: 1.936, data_time: 0.630, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6854, loss_cls: 2.4756, loss: 2.4756, grad_norm: 8.6799 2020-09-19 08:20:52,515 - mmaction - INFO - Epoch [22][3100/3520] lr: 5.000e-04, eta: 2 days, 6:37:55, time: 1.959, data_time: 0.112, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7104, loss_cls: 2.4030, loss: 2.4030, grad_norm: 8.7435 2020-09-19 08:21:29,625 - mmaction - INFO - Epoch [22][3120/3520] lr: 5.000e-04, eta: 2 days, 6:37:12, time: 1.858, data_time: 0.547, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6792, loss_cls: 2.5241, loss: 2.5241, grad_norm: 8.7138 2020-09-19 08:22:10,917 - mmaction - INFO - Epoch [22][3140/3520] lr: 5.000e-04, eta: 2 days, 6:36:34, time: 2.065, data_time: 0.661, memory: 8337, top1_acc: 0.4437, top5_acc: 0.6792, loss_cls: 2.4748, loss: 2.4748, grad_norm: 8.6921 2020-09-19 08:22:49,497 - mmaction - INFO - Epoch [22][3160/3520] lr: 5.000e-04, eta: 2 days, 6:35:53, time: 1.926, data_time: 0.137, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6781, loss_cls: 2.4470, loss: 2.4470, grad_norm: 8.6719 2020-09-19 08:23:26,305 - mmaction - INFO - Epoch [22][3180/3520] lr: 5.000e-04, eta: 2 days, 6:35:10, time: 1.844, data_time: 0.093, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6625, loss_cls: 2.5207, loss: 2.5207, grad_norm: 8.5227 2020-09-19 08:24:04,051 - mmaction - INFO - Epoch [22][3200/3520] lr: 5.000e-04, eta: 2 days, 6:34:27, time: 1.886, data_time: 0.388, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6698, loss_cls: 2.4664, loss: 2.4664, grad_norm: 8.7517 2020-09-19 08:24:44,358 - mmaction - INFO - Epoch [22][3220/3520] lr: 5.000e-04, eta: 2 days, 6:33:48, time: 2.015, data_time: 0.013, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6865, loss_cls: 2.4336, loss: 2.4336, grad_norm: 8.7330 2020-09-19 08:25:20,880 - mmaction - INFO - Epoch [22][3240/3520] lr: 5.000e-04, eta: 2 days, 6:33:04, time: 1.826, data_time: 0.008, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6865, loss_cls: 2.4521, loss: 2.4521, grad_norm: 8.7262 2020-09-19 08:25:59,675 - mmaction - INFO - Epoch [22][3260/3520] lr: 5.000e-04, eta: 2 days, 6:32:23, time: 1.942, data_time: 0.032, memory: 8337, top1_acc: 0.4115, top5_acc: 0.7031, loss_cls: 2.4033, loss: 2.4033, grad_norm: 8.3496 2020-09-19 08:26:37,930 - mmaction - INFO - Epoch [22][3280/3520] lr: 5.000e-04, eta: 2 days, 6:31:42, time: 1.910, data_time: 0.052, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7010, loss_cls: 2.4507, loss: 2.4507, grad_norm: 8.8105 2020-09-19 08:27:17,569 - mmaction - INFO - Epoch [22][3300/3520] lr: 5.000e-04, eta: 2 days, 6:31:02, time: 1.984, data_time: 0.392, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6990, loss_cls: 2.4516, loss: 2.4516, grad_norm: 8.4923 2020-09-19 08:27:55,179 - mmaction - INFO - Epoch [22][3320/3520] lr: 5.000e-04, eta: 2 days, 6:30:19, time: 1.879, data_time: 0.575, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6854, loss_cls: 2.5037, loss: 2.5037, grad_norm: 8.5010 2020-09-19 08:28:32,357 - mmaction - INFO - Epoch [22][3340/3520] lr: 5.000e-04, eta: 2 days, 6:29:36, time: 1.861, data_time: 0.060, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6823, loss_cls: 2.4805, loss: 2.4805, grad_norm: 8.6782 2020-09-19 08:29:09,987 - mmaction - INFO - Epoch [22][3360/3520] lr: 5.000e-04, eta: 2 days, 6:28:54, time: 1.878, data_time: 0.053, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6823, loss_cls: 2.4335, loss: 2.4335, grad_norm: 8.5409 2020-09-19 08:29:45,895 - mmaction - INFO - Epoch [22][3380/3520] lr: 5.000e-04, eta: 2 days, 6:28:09, time: 1.800, data_time: 0.007, memory: 8337, top1_acc: 0.3844, top5_acc: 0.6615, loss_cls: 2.6221, loss: 2.6221, grad_norm: 8.6569 2020-09-19 08:30:24,639 - mmaction - INFO - Epoch [22][3400/3520] lr: 5.000e-04, eta: 2 days, 6:27:28, time: 1.934, data_time: 0.958, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6792, loss_cls: 2.4688, loss: 2.4688, grad_norm: 8.7129 2020-09-19 08:31:03,672 - mmaction - INFO - Epoch [22][3420/3520] lr: 5.000e-04, eta: 2 days, 6:26:48, time: 1.955, data_time: 0.251, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6719, loss_cls: 2.5376, loss: 2.5376, grad_norm: 8.4989 2020-09-19 08:31:41,797 - mmaction - INFO - Epoch [22][3440/3520] lr: 5.000e-04, eta: 2 days, 6:26:06, time: 1.904, data_time: 0.783, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6885, loss_cls: 2.4437, loss: 2.4437, grad_norm: 8.5812 2020-09-19 08:32:19,676 - mmaction - INFO - Epoch [22][3460/3520] lr: 5.000e-04, eta: 2 days, 6:25:24, time: 1.888, data_time: 0.054, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6667, loss_cls: 2.5290, loss: 2.5290, grad_norm: 8.6854 2020-09-19 08:32:59,931 - mmaction - INFO - Epoch [22][3480/3520] lr: 5.000e-04, eta: 2 days, 6:24:45, time: 2.022, data_time: 0.505, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6687, loss_cls: 2.5071, loss: 2.5071, grad_norm: 8.5700 2020-09-19 08:33:39,259 - mmaction - INFO - Epoch [22][3500/3520] lr: 5.000e-04, eta: 2 days, 6:24:05, time: 1.964, data_time: 0.010, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6792, loss_cls: 2.4800, loss: 2.4800, grad_norm: 8.5855 2020-09-19 08:34:15,309 - mmaction - INFO - Epoch [22][3520/3520] lr: 5.000e-04, eta: 2 days, 6:23:20, time: 1.805, data_time: 0.620, memory: 8337, top1_acc: 0.3967, top5_acc: 0.6554, loss_cls: 2.4984, loss: 2.4984, grad_norm: 8.5423 2020-09-19 08:34:32,503 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-19 08:50:36,255 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 08:50:36,879 - mmaction - INFO - top1_acc 0.2624 top5_acc 0.5418 2020-09-19 08:50:36,879 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 08:50:37,055 - mmaction - INFO - mean_acc 0.1943 2020-09-19 08:50:37,056 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2020-09-19 08:50:37,075 - mmaction - INFO - Epoch(val) [22][3520] top1_acc: 0.2624, top5_acc: 0.5418, mean_class_accuracy: 0.1943 2020-09-19 08:52:54,777 - mmaction - INFO - Epoch [23][20/3520] lr: 5.000e-04, eta: 2 days, 6:24:44, time: 6.864, data_time: 5.114, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6875, loss_cls: 2.4327, loss: 2.4327, grad_norm: 8.6048 2020-09-19 08:53:34,229 - mmaction - INFO - Epoch [23][40/3520] lr: 5.000e-04, eta: 2 days, 6:24:05, time: 1.992, data_time: 0.887, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6771, loss_cls: 2.4885, loss: 2.4885, grad_norm: 8.6851 2020-09-19 08:54:11,331 - mmaction - INFO - Epoch [23][60/3520] lr: 5.000e-04, eta: 2 days, 6:23:22, time: 1.856, data_time: 0.011, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6875, loss_cls: 2.4523, loss: 2.4523, grad_norm: 8.5019 2020-09-19 08:54:51,947 - mmaction - INFO - Epoch [23][80/3520] lr: 5.000e-04, eta: 2 days, 6:22:43, time: 2.029, data_time: 0.757, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6927, loss_cls: 2.3795, loss: 2.3795, grad_norm: 8.6055 2020-09-19 08:55:28,851 - mmaction - INFO - Epoch [23][100/3520] lr: 5.000e-04, eta: 2 days, 6:22:00, time: 1.846, data_time: 0.313, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6865, loss_cls: 2.4224, loss: 2.4224, grad_norm: 8.6484 2020-09-19 08:56:09,446 - mmaction - INFO - Epoch [23][120/3520] lr: 5.000e-04, eta: 2 days, 6:21:21, time: 2.030, data_time: 0.023, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6740, loss_cls: 2.4972, loss: 2.4972, grad_norm: 8.5237 2020-09-19 08:56:47,601 - mmaction - INFO - Epoch [23][140/3520] lr: 5.000e-04, eta: 2 days, 6:20:39, time: 1.907, data_time: 0.063, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7042, loss_cls: 2.4256, loss: 2.4256, grad_norm: 8.7935 2020-09-19 08:57:26,632 - mmaction - INFO - Epoch [23][160/3520] lr: 5.000e-04, eta: 2 days, 6:19:59, time: 1.952, data_time: 0.007, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.5383, loss: 2.5383, grad_norm: 8.7227 2020-09-19 08:58:06,115 - mmaction - INFO - Epoch [23][180/3520] lr: 5.000e-04, eta: 2 days, 6:19:18, time: 1.974, data_time: 0.402, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6823, loss_cls: 2.4614, loss: 2.4614, grad_norm: 8.7250 2020-09-19 08:58:44,345 - mmaction - INFO - Epoch [23][200/3520] lr: 5.000e-04, eta: 2 days, 6:18:37, time: 1.911, data_time: 0.032, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6854, loss_cls: 2.4319, loss: 2.4319, grad_norm: 8.4928 2020-09-19 08:59:23,695 - mmaction - INFO - Epoch [23][220/3520] lr: 5.000e-04, eta: 2 days, 6:17:56, time: 1.967, data_time: 0.006, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6885, loss_cls: 2.5075, loss: 2.5075, grad_norm: 8.8926 2020-09-19 09:00:00,931 - mmaction - INFO - Epoch [23][240/3520] lr: 5.000e-04, eta: 2 days, 6:17:13, time: 1.850, data_time: 0.079, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6740, loss_cls: 2.4817, loss: 2.4817, grad_norm: 8.6811 2020-09-19 09:00:43,612 - mmaction - INFO - Epoch [23][260/3520] lr: 5.000e-04, eta: 2 days, 6:16:37, time: 2.130, data_time: 0.328, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7187, loss_cls: 2.3779, loss: 2.3779, grad_norm: 8.7427 2020-09-19 09:01:21,607 - mmaction - INFO - Epoch [23][280/3520] lr: 5.000e-04, eta: 2 days, 6:15:55, time: 1.914, data_time: 0.348, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6958, loss_cls: 2.4533, loss: 2.4533, grad_norm: 8.5060 2020-09-19 09:01:59,324 - mmaction - INFO - Epoch [23][300/3520] lr: 5.000e-04, eta: 2 days, 6:15:13, time: 1.887, data_time: 0.013, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6615, loss_cls: 2.5142, loss: 2.5142, grad_norm: 8.8835 2020-09-19 09:02:40,708 - mmaction - INFO - Epoch [23][320/3520] lr: 5.000e-04, eta: 2 days, 6:14:35, time: 2.069, data_time: 0.055, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6896, loss_cls: 2.4148, loss: 2.4148, grad_norm: 8.9027 2020-09-19 09:03:18,063 - mmaction - INFO - Epoch [23][340/3520] lr: 5.000e-04, eta: 2 days, 6:13:53, time: 1.869, data_time: 0.026, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6490, loss_cls: 2.5244, loss: 2.5244, grad_norm: 8.6192 2020-09-19 09:03:56,565 - mmaction - INFO - Epoch [23][360/3520] lr: 5.000e-04, eta: 2 days, 6:13:11, time: 1.925, data_time: 0.053, memory: 8337, top1_acc: 0.4500, top5_acc: 0.6969, loss_cls: 2.3471, loss: 2.3471, grad_norm: 8.3141 2020-09-19 09:04:37,525 - mmaction - INFO - Epoch [23][380/3520] lr: 5.000e-04, eta: 2 days, 6:12:33, time: 2.047, data_time: 0.021, memory: 8337, top1_acc: 0.3750, top5_acc: 0.6646, loss_cls: 2.6081, loss: 2.6081, grad_norm: 8.9723 2020-09-19 09:05:14,596 - mmaction - INFO - Epoch [23][400/3520] lr: 5.000e-04, eta: 2 days, 6:11:50, time: 1.853, data_time: 0.254, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6906, loss_cls: 2.4221, loss: 2.4221, grad_norm: 8.7159 2020-09-19 09:05:54,393 - mmaction - INFO - Epoch [23][420/3520] lr: 5.000e-04, eta: 2 days, 6:11:10, time: 1.989, data_time: 1.365, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6969, loss_cls: 2.4545, loss: 2.4545, grad_norm: 8.6309 2020-09-19 09:06:32,878 - mmaction - INFO - Epoch [23][440/3520] lr: 5.000e-04, eta: 2 days, 6:10:29, time: 1.925, data_time: 0.827, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6865, loss_cls: 2.5035, loss: 2.5035, grad_norm: 8.4845 2020-09-19 09:07:11,113 - mmaction - INFO - Epoch [23][460/3520] lr: 5.000e-04, eta: 2 days, 6:09:47, time: 1.911, data_time: 0.073, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6781, loss_cls: 2.4791, loss: 2.4791, grad_norm: 8.7665 2020-09-19 09:07:51,737 - mmaction - INFO - Epoch [23][480/3520] lr: 5.000e-04, eta: 2 days, 6:09:08, time: 2.026, data_time: 0.288, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6802, loss_cls: 2.4151, loss: 2.4151, grad_norm: 8.4713 2020-09-19 09:08:30,731 - mmaction - INFO - Epoch [23][500/3520] lr: 5.000e-04, eta: 2 days, 6:08:28, time: 1.955, data_time: 0.148, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6833, loss_cls: 2.4874, loss: 2.4874, grad_norm: 8.6565 2020-09-19 09:09:07,942 - mmaction - INFO - Epoch [23][520/3520] lr: 5.000e-04, eta: 2 days, 6:07:45, time: 1.860, data_time: 0.355, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6656, loss_cls: 2.4980, loss: 2.4980, grad_norm: 8.7936 2020-09-19 09:09:47,018 - mmaction - INFO - Epoch [23][540/3520] lr: 5.000e-04, eta: 2 days, 6:07:04, time: 1.953, data_time: 0.004, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6990, loss_cls: 2.3757, loss: 2.3757, grad_norm: 8.5512 2020-09-19 09:10:23,550 - mmaction - INFO - Epoch [23][560/3520] lr: 5.000e-04, eta: 2 days, 6:06:20, time: 1.823, data_time: 0.169, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6865, loss_cls: 2.4076, loss: 2.4076, grad_norm: 8.6399 2020-09-19 09:11:01,612 - mmaction - INFO - Epoch [23][580/3520] lr: 5.000e-04, eta: 2 days, 6:05:39, time: 1.906, data_time: 0.028, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6667, loss_cls: 2.5247, loss: 2.5247, grad_norm: 8.6399 2020-09-19 09:11:40,601 - mmaction - INFO - Epoch [23][600/3520] lr: 5.000e-04, eta: 2 days, 6:04:58, time: 1.950, data_time: 0.006, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6896, loss_cls: 2.5128, loss: 2.5128, grad_norm: 8.6103 2020-09-19 09:12:19,735 - mmaction - INFO - Epoch [23][620/3520] lr: 5.000e-04, eta: 2 days, 6:04:17, time: 1.952, data_time: 0.160, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6865, loss_cls: 2.4955, loss: 2.4955, grad_norm: 8.9023 2020-09-19 09:12:59,247 - mmaction - INFO - Epoch [23][640/3520] lr: 5.000e-04, eta: 2 days, 6:03:37, time: 1.980, data_time: 0.183, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6823, loss_cls: 2.4410, loss: 2.4410, grad_norm: 8.6953 2020-09-19 09:13:38,771 - mmaction - INFO - Epoch [23][660/3520] lr: 5.000e-04, eta: 2 days, 6:02:57, time: 1.977, data_time: 0.003, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6698, loss_cls: 2.5146, loss: 2.5146, grad_norm: 8.5451 2020-09-19 09:14:16,331 - mmaction - INFO - Epoch [23][680/3520] lr: 5.000e-04, eta: 2 days, 6:02:15, time: 1.878, data_time: 0.264, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6771, loss_cls: 2.4411, loss: 2.4411, grad_norm: 8.5911 2020-09-19 09:14:56,486 - mmaction - INFO - Epoch [23][700/3520] lr: 5.000e-04, eta: 2 days, 6:01:36, time: 2.006, data_time: 0.105, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6740, loss_cls: 2.5007, loss: 2.5007, grad_norm: 8.7050 2020-09-19 09:15:36,700 - mmaction - INFO - Epoch [23][720/3520] lr: 5.000e-04, eta: 2 days, 6:00:56, time: 2.009, data_time: 0.107, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6719, loss_cls: 2.4354, loss: 2.4354, grad_norm: 8.8919 2020-09-19 09:16:14,659 - mmaction - INFO - Epoch [23][740/3520] lr: 5.000e-04, eta: 2 days, 6:00:14, time: 1.901, data_time: 0.176, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6823, loss_cls: 2.4524, loss: 2.4524, grad_norm: 8.7852 2020-09-19 09:16:52,616 - mmaction - INFO - Epoch [23][760/3520] lr: 5.000e-04, eta: 2 days, 5:59:32, time: 1.898, data_time: 0.216, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.4962, loss: 2.4962, grad_norm: 8.9950 2020-09-19 09:17:31,127 - mmaction - INFO - Epoch [23][780/3520] lr: 5.000e-04, eta: 2 days, 5:58:51, time: 1.926, data_time: 0.181, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6927, loss_cls: 2.4225, loss: 2.4225, grad_norm: 8.6780 2020-09-19 09:18:06,732 - mmaction - INFO - Epoch [23][800/3520] lr: 5.000e-04, eta: 2 days, 5:58:06, time: 1.780, data_time: 0.105, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6719, loss_cls: 2.5060, loss: 2.5060, grad_norm: 8.9870 2020-09-19 09:18:45,915 - mmaction - INFO - Epoch [23][820/3520] lr: 5.000e-04, eta: 2 days, 5:57:26, time: 1.958, data_time: 1.122, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6760, loss_cls: 2.5081, loss: 2.5081, grad_norm: 9.0618 2020-09-19 09:19:23,421 - mmaction - INFO - Epoch [23][840/3520] lr: 5.000e-04, eta: 2 days, 5:56:43, time: 1.875, data_time: 0.005, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6698, loss_cls: 2.4835, loss: 2.4835, grad_norm: 8.5613 2020-09-19 09:20:01,537 - mmaction - INFO - Epoch [23][860/3520] lr: 5.000e-04, eta: 2 days, 5:56:01, time: 1.907, data_time: 0.018, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6917, loss_cls: 2.4144, loss: 2.4144, grad_norm: 8.9009 2020-09-19 09:20:39,310 - mmaction - INFO - Epoch [23][880/3520] lr: 5.000e-04, eta: 2 days, 5:55:19, time: 1.890, data_time: 0.023, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7000, loss_cls: 2.3915, loss: 2.3915, grad_norm: 8.8868 2020-09-19 09:21:17,639 - mmaction - INFO - Epoch [23][900/3520] lr: 5.000e-04, eta: 2 days, 5:54:38, time: 1.913, data_time: 0.112, memory: 8337, top1_acc: 0.3802, top5_acc: 0.6750, loss_cls: 2.5541, loss: 2.5541, grad_norm: 8.8949 2020-09-19 09:21:57,383 - mmaction - INFO - Epoch [23][920/3520] lr: 5.000e-04, eta: 2 days, 5:53:58, time: 1.991, data_time: 0.029, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7010, loss_cls: 2.4209, loss: 2.4209, grad_norm: 8.8303 2020-09-19 09:22:35,938 - mmaction - INFO - Epoch [23][940/3520] lr: 5.000e-04, eta: 2 days, 5:53:17, time: 1.928, data_time: 0.045, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4381, loss: 2.4381, grad_norm: 8.5928 2020-09-19 09:23:15,842 - mmaction - INFO - Epoch [23][960/3520] lr: 5.000e-04, eta: 2 days, 5:52:37, time: 1.994, data_time: 0.012, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6448, loss_cls: 2.5810, loss: 2.5810, grad_norm: 8.6874 2020-09-19 09:23:53,956 - mmaction - INFO - Epoch [23][980/3520] lr: 5.000e-04, eta: 2 days, 5:51:55, time: 1.907, data_time: 0.028, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6781, loss_cls: 2.4654, loss: 2.4654, grad_norm: 8.8121 2020-09-19 09:24:34,179 - mmaction - INFO - Epoch [23][1000/3520] lr: 5.000e-04, eta: 2 days, 5:51:16, time: 2.011, data_time: 0.003, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6781, loss_cls: 2.4092, loss: 2.4092, grad_norm: 8.7377 2020-09-19 09:25:13,816 - mmaction - INFO - Epoch [23][1020/3520] lr: 5.000e-04, eta: 2 days, 5:50:36, time: 1.978, data_time: 0.088, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6844, loss_cls: 2.4680, loss: 2.4680, grad_norm: 8.7840 2020-09-19 09:25:51,090 - mmaction - INFO - Epoch [23][1040/3520] lr: 5.000e-04, eta: 2 days, 5:49:54, time: 1.866, data_time: 0.080, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6927, loss_cls: 2.4092, loss: 2.4092, grad_norm: 8.6633 2020-09-19 09:26:30,322 - mmaction - INFO - Epoch [23][1060/3520] lr: 5.000e-04, eta: 2 days, 5:49:13, time: 1.961, data_time: 0.041, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6802, loss_cls: 2.5067, loss: 2.5067, grad_norm: 8.9070 2020-09-19 09:27:08,432 - mmaction - INFO - Epoch [23][1080/3520] lr: 5.000e-04, eta: 2 days, 5:48:31, time: 1.905, data_time: 0.044, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6781, loss_cls: 2.4959, loss: 2.4959, grad_norm: 8.6435 2020-09-19 09:27:48,022 - mmaction - INFO - Epoch [23][1100/3520] lr: 5.000e-04, eta: 2 days, 5:47:51, time: 1.981, data_time: 0.061, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6823, loss_cls: 2.4554, loss: 2.4554, grad_norm: 8.6843 2020-09-19 09:28:25,890 - mmaction - INFO - Epoch [23][1120/3520] lr: 5.000e-04, eta: 2 days, 5:47:09, time: 1.889, data_time: 0.048, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6802, loss_cls: 2.4963, loss: 2.4963, grad_norm: 9.0840 2020-09-19 09:29:03,410 - mmaction - INFO - Epoch [23][1140/3520] lr: 5.000e-04, eta: 2 days, 5:46:27, time: 1.880, data_time: 0.547, memory: 8337, top1_acc: 0.3833, top5_acc: 0.6687, loss_cls: 2.5243, loss: 2.5243, grad_norm: 8.9341 2020-09-19 09:29:43,226 - mmaction - INFO - Epoch [23][1160/3520] lr: 5.000e-04, eta: 2 days, 5:45:47, time: 1.987, data_time: 0.311, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7094, loss_cls: 2.3856, loss: 2.3856, grad_norm: 8.7424 2020-09-19 09:30:22,634 - mmaction - INFO - Epoch [23][1180/3520] lr: 5.000e-04, eta: 2 days, 5:45:07, time: 1.975, data_time: 0.213, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6813, loss_cls: 2.4532, loss: 2.4532, grad_norm: 8.7256 2020-09-19 09:31:01,971 - mmaction - INFO - Epoch [23][1200/3520] lr: 5.000e-04, eta: 2 days, 5:44:27, time: 1.964, data_time: 0.015, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6625, loss_cls: 2.4616, loss: 2.4616, grad_norm: 8.8571 2020-09-19 09:31:39,173 - mmaction - INFO - Epoch [23][1220/3520] lr: 5.000e-04, eta: 2 days, 5:43:44, time: 1.862, data_time: 0.041, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6667, loss_cls: 2.4643, loss: 2.4643, grad_norm: 8.7713 2020-09-19 09:32:19,373 - mmaction - INFO - Epoch [23][1240/3520] lr: 5.000e-04, eta: 2 days, 5:43:05, time: 2.010, data_time: 0.290, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6687, loss_cls: 2.5443, loss: 2.5443, grad_norm: 9.1117 2020-09-19 09:32:59,286 - mmaction - INFO - Epoch [23][1260/3520] lr: 5.000e-04, eta: 2 days, 5:42:25, time: 1.995, data_time: 0.285, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6635, loss_cls: 2.5515, loss: 2.5515, grad_norm: 9.2895 2020-09-19 09:33:38,307 - mmaction - INFO - Epoch [23][1280/3520] lr: 5.000e-04, eta: 2 days, 5:41:44, time: 1.947, data_time: 0.213, memory: 8337, top1_acc: 0.4396, top5_acc: 0.6750, loss_cls: 2.4491, loss: 2.4491, grad_norm: 8.7783 2020-09-19 09:34:18,067 - mmaction - INFO - Epoch [23][1300/3520] lr: 5.000e-04, eta: 2 days, 5:41:05, time: 1.992, data_time: 0.546, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6823, loss_cls: 2.5100, loss: 2.5100, grad_norm: 8.7919 2020-09-19 09:34:56,153 - mmaction - INFO - Epoch [23][1320/3520] lr: 5.000e-04, eta: 2 days, 5:40:23, time: 1.905, data_time: 0.779, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6938, loss_cls: 2.4009, loss: 2.4009, grad_norm: 8.8276 2020-09-19 09:35:35,405 - mmaction - INFO - Epoch [23][1340/3520] lr: 5.000e-04, eta: 2 days, 5:39:43, time: 1.962, data_time: 0.315, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6500, loss_cls: 2.5272, loss: 2.5272, grad_norm: 9.1041 2020-09-19 09:36:14,313 - mmaction - INFO - Epoch [23][1360/3520] lr: 5.000e-04, eta: 2 days, 5:39:02, time: 1.944, data_time: 0.687, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6500, loss_cls: 2.5642, loss: 2.5642, grad_norm: 9.2948 2020-09-19 09:36:53,672 - mmaction - INFO - Epoch [23][1380/3520] lr: 5.000e-04, eta: 2 days, 5:38:22, time: 1.968, data_time: 0.075, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7010, loss_cls: 2.4309, loss: 2.4309, grad_norm: 8.9819 2020-09-19 09:37:31,983 - mmaction - INFO - Epoch [23][1400/3520] lr: 5.000e-04, eta: 2 days, 5:37:40, time: 1.916, data_time: 0.050, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6854, loss_cls: 2.5183, loss: 2.5183, grad_norm: 8.8432 2020-09-19 09:38:12,274 - mmaction - INFO - Epoch [23][1420/3520] lr: 5.000e-04, eta: 2 days, 5:37:01, time: 2.015, data_time: 0.217, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6740, loss_cls: 2.4853, loss: 2.4853, grad_norm: 8.4546 2020-09-19 09:38:50,314 - mmaction - INFO - Epoch [23][1440/3520] lr: 5.000e-04, eta: 2 days, 5:36:19, time: 1.901, data_time: 0.334, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6958, loss_cls: 2.4328, loss: 2.4328, grad_norm: 8.7710 2020-09-19 09:39:28,536 - mmaction - INFO - Epoch [23][1460/3520] lr: 5.000e-04, eta: 2 days, 5:35:38, time: 1.911, data_time: 0.004, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6906, loss_cls: 2.4003, loss: 2.4003, grad_norm: 8.5238 2020-09-19 09:40:06,312 - mmaction - INFO - Epoch [23][1480/3520] lr: 5.000e-04, eta: 2 days, 5:34:56, time: 1.889, data_time: 0.162, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6719, loss_cls: 2.5300, loss: 2.5300, grad_norm: 8.8727 2020-09-19 09:40:45,467 - mmaction - INFO - Epoch [23][1500/3520] lr: 5.000e-04, eta: 2 days, 5:34:15, time: 1.959, data_time: 0.083, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6833, loss_cls: 2.4799, loss: 2.4799, grad_norm: 8.7842 2020-09-19 09:41:25,548 - mmaction - INFO - Epoch [23][1520/3520] lr: 5.000e-04, eta: 2 days, 5:33:36, time: 2.003, data_time: 0.004, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6802, loss_cls: 2.4426, loss: 2.4426, grad_norm: 8.9190 2020-09-19 09:42:03,250 - mmaction - INFO - Epoch [23][1540/3520] lr: 5.000e-04, eta: 2 days, 5:32:54, time: 1.886, data_time: 0.492, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6906, loss_cls: 2.4519, loss: 2.4519, grad_norm: 8.8821 2020-09-19 09:42:44,199 - mmaction - INFO - Epoch [23][1560/3520] lr: 5.000e-04, eta: 2 days, 5:32:15, time: 2.046, data_time: 0.232, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6719, loss_cls: 2.4876, loss: 2.4876, grad_norm: 8.8269 2020-09-19 09:43:21,849 - mmaction - INFO - Epoch [23][1580/3520] lr: 5.000e-04, eta: 2 days, 5:31:33, time: 1.883, data_time: 0.189, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7135, loss_cls: 2.3605, loss: 2.3605, grad_norm: 8.7247 2020-09-19 09:44:01,248 - mmaction - INFO - Epoch [23][1600/3520] lr: 5.000e-04, eta: 2 days, 5:30:53, time: 1.969, data_time: 0.093, memory: 8337, top1_acc: 0.3865, top5_acc: 0.6833, loss_cls: 2.5223, loss: 2.5223, grad_norm: 9.2249 2020-09-19 09:44:40,305 - mmaction - INFO - Epoch [23][1620/3520] lr: 5.000e-04, eta: 2 days, 5:30:12, time: 1.951, data_time: 0.183, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6781, loss_cls: 2.4978, loss: 2.4978, grad_norm: 9.1089 2020-09-19 09:45:19,762 - mmaction - INFO - Epoch [23][1640/3520] lr: 5.000e-04, eta: 2 days, 5:29:32, time: 1.973, data_time: 0.196, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6656, loss_cls: 2.5333, loss: 2.5333, grad_norm: 8.7499 2020-09-19 09:45:57,440 - mmaction - INFO - Epoch [23][1660/3520] lr: 5.000e-04, eta: 2 days, 5:28:50, time: 1.883, data_time: 0.005, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4988, loss: 2.4988, grad_norm: 8.9662 2020-09-19 09:46:36,188 - mmaction - INFO - Epoch [23][1680/3520] lr: 5.000e-04, eta: 2 days, 5:28:09, time: 1.939, data_time: 0.009, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6771, loss_cls: 2.4761, loss: 2.4761, grad_norm: 8.7203 2020-09-19 09:47:13,069 - mmaction - INFO - Epoch [23][1700/3520] lr: 5.000e-04, eta: 2 days, 5:27:26, time: 1.845, data_time: 0.075, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7010, loss_cls: 2.4056, loss: 2.4056, grad_norm: 8.6792 2020-09-19 09:47:51,551 - mmaction - INFO - Epoch [23][1720/3520] lr: 5.000e-04, eta: 2 days, 5:26:44, time: 1.924, data_time: 0.067, memory: 8337, top1_acc: 0.3938, top5_acc: 0.6760, loss_cls: 2.4664, loss: 2.4664, grad_norm: 9.0919 2020-09-19 09:48:29,863 - mmaction - INFO - Epoch [23][1740/3520] lr: 5.000e-04, eta: 2 days, 5:26:03, time: 1.915, data_time: 0.206, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6896, loss_cls: 2.4422, loss: 2.4422, grad_norm: 8.8993 2020-09-19 09:49:09,795 - mmaction - INFO - Epoch [23][1760/3520] lr: 5.000e-04, eta: 2 days, 5:25:23, time: 1.996, data_time: 0.007, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6719, loss_cls: 2.4661, loss: 2.4661, grad_norm: 9.2473 2020-09-19 09:49:47,978 - mmaction - INFO - Epoch [23][1780/3520] lr: 5.000e-04, eta: 2 days, 5:24:42, time: 1.910, data_time: 0.168, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6979, loss_cls: 2.4067, loss: 2.4067, grad_norm: 9.0136 2020-09-19 09:50:27,336 - mmaction - INFO - Epoch [23][1800/3520] lr: 5.000e-04, eta: 2 days, 5:24:02, time: 1.968, data_time: 0.104, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7021, loss_cls: 2.4198, loss: 2.4198, grad_norm: 9.0229 2020-09-19 09:51:05,672 - mmaction - INFO - Epoch [23][1820/3520] lr: 5.000e-04, eta: 2 days, 5:23:20, time: 1.917, data_time: 0.004, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6865, loss_cls: 2.4237, loss: 2.4237, grad_norm: 8.9665 2020-09-19 09:51:43,448 - mmaction - INFO - Epoch [23][1840/3520] lr: 5.000e-04, eta: 2 days, 5:22:38, time: 1.889, data_time: 0.123, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6760, loss_cls: 2.5686, loss: 2.5686, grad_norm: 9.1895 2020-09-19 09:52:21,424 - mmaction - INFO - Epoch [23][1860/3520] lr: 5.000e-04, eta: 2 days, 5:21:56, time: 1.898, data_time: 0.110, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6760, loss_cls: 2.4775, loss: 2.4775, grad_norm: 8.9788 2020-09-19 09:53:01,722 - mmaction - INFO - Epoch [23][1880/3520] lr: 5.000e-04, eta: 2 days, 5:21:17, time: 2.015, data_time: 0.076, memory: 8337, top1_acc: 0.3969, top5_acc: 0.7208, loss_cls: 2.3839, loss: 2.3839, grad_norm: 8.8660 2020-09-19 09:53:40,693 - mmaction - INFO - Epoch [23][1900/3520] lr: 5.000e-04, eta: 2 days, 5:20:36, time: 1.948, data_time: 0.039, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6896, loss_cls: 2.4113, loss: 2.4113, grad_norm: 8.8652 2020-09-19 09:54:17,701 - mmaction - INFO - Epoch [23][1920/3520] lr: 5.000e-04, eta: 2 days, 5:19:53, time: 1.851, data_time: 0.071, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6833, loss_cls: 2.4785, loss: 2.4785, grad_norm: 8.8751 2020-09-19 09:54:54,953 - mmaction - INFO - Epoch [23][1940/3520] lr: 5.000e-04, eta: 2 days, 5:19:11, time: 1.859, data_time: 0.091, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6750, loss_cls: 2.4920, loss: 2.4920, grad_norm: 9.2140 2020-09-19 09:55:35,593 - mmaction - INFO - Epoch [23][1960/3520] lr: 5.000e-04, eta: 2 days, 5:18:32, time: 2.035, data_time: 0.006, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6729, loss_cls: 2.4977, loss: 2.4977, grad_norm: 9.0592 2020-09-19 09:56:13,544 - mmaction - INFO - Epoch [23][1980/3520] lr: 5.000e-04, eta: 2 days, 5:17:50, time: 1.898, data_time: 0.172, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7115, loss_cls: 2.3371, loss: 2.3371, grad_norm: 8.7179 2020-09-19 09:56:52,426 - mmaction - INFO - Epoch [23][2000/3520] lr: 5.000e-04, eta: 2 days, 5:17:09, time: 1.943, data_time: 0.108, memory: 8337, top1_acc: 0.3927, top5_acc: 0.7000, loss_cls: 2.4515, loss: 2.4515, grad_norm: 9.0156 2020-09-19 09:57:32,074 - mmaction - INFO - Epoch [23][2020/3520] lr: 5.000e-04, eta: 2 days, 5:16:30, time: 1.983, data_time: 0.034, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6740, loss_cls: 2.4998, loss: 2.4998, grad_norm: 9.1304 2020-09-19 09:58:09,647 - mmaction - INFO - Epoch [23][2040/3520] lr: 5.000e-04, eta: 2 days, 5:15:47, time: 1.879, data_time: 0.043, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6781, loss_cls: 2.4821, loss: 2.4821, grad_norm: 9.0387 2020-09-19 09:58:48,217 - mmaction - INFO - Epoch [23][2060/3520] lr: 5.000e-04, eta: 2 days, 5:15:06, time: 1.928, data_time: 0.007, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6760, loss_cls: 2.5001, loss: 2.5001, grad_norm: 8.9166 2020-09-19 09:59:27,398 - mmaction - INFO - Epoch [23][2080/3520] lr: 5.000e-04, eta: 2 days, 5:14:26, time: 1.958, data_time: 0.080, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7063, loss_cls: 2.3872, loss: 2.3872, grad_norm: 8.7609 2020-09-19 10:00:12,187 - mmaction - INFO - Epoch [23][2100/3520] lr: 5.000e-04, eta: 2 days, 5:13:52, time: 2.227, data_time: 0.142, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6885, loss_cls: 2.5044, loss: 2.5044, grad_norm: 9.0612 2020-09-19 10:00:50,183 - mmaction - INFO - Epoch [23][2120/3520] lr: 5.000e-04, eta: 2 days, 5:13:10, time: 1.913, data_time: 0.034, memory: 8337, top1_acc: 0.4396, top5_acc: 0.6708, loss_cls: 2.3822, loss: 2.3822, grad_norm: 8.8786 2020-09-19 10:01:31,798 - mmaction - INFO - Epoch [23][2140/3520] lr: 5.000e-04, eta: 2 days, 5:12:33, time: 2.080, data_time: 0.666, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6854, loss_cls: 2.4769, loss: 2.4769, grad_norm: 9.2115 2020-09-19 10:02:09,776 - mmaction - INFO - Epoch [23][2160/3520] lr: 5.000e-04, eta: 2 days, 5:11:51, time: 1.897, data_time: 0.305, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6719, loss_cls: 2.4749, loss: 2.4749, grad_norm: 8.8056 2020-09-19 10:02:51,434 - mmaction - INFO - Epoch [23][2180/3520] lr: 5.000e-04, eta: 2 days, 5:11:14, time: 2.086, data_time: 0.083, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6667, loss_cls: 2.4802, loss: 2.4802, grad_norm: 9.1973 2020-09-19 10:03:28,737 - mmaction - INFO - Epoch [23][2200/3520] lr: 5.000e-04, eta: 2 days, 5:10:31, time: 1.864, data_time: 0.064, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6760, loss_cls: 2.4592, loss: 2.4592, grad_norm: 9.0304 2020-09-19 10:04:06,712 - mmaction - INFO - Epoch [23][2220/3520] lr: 5.000e-04, eta: 2 days, 5:09:49, time: 1.899, data_time: 0.006, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6979, loss_cls: 2.3819, loss: 2.3819, grad_norm: 8.9839 2020-09-19 10:04:45,691 - mmaction - INFO - Epoch [23][2240/3520] lr: 5.000e-04, eta: 2 days, 5:09:08, time: 1.949, data_time: 0.024, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6885, loss_cls: 2.4477, loss: 2.4477, grad_norm: 8.9353 2020-09-19 10:05:23,491 - mmaction - INFO - Epoch [23][2260/3520] lr: 5.000e-04, eta: 2 days, 5:08:26, time: 1.891, data_time: 0.004, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6865, loss_cls: 2.4485, loss: 2.4485, grad_norm: 9.0841 2020-09-19 10:06:01,882 - mmaction - INFO - Epoch [23][2280/3520] lr: 5.000e-04, eta: 2 days, 5:07:45, time: 1.919, data_time: 0.321, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6760, loss_cls: 2.5025, loss: 2.5025, grad_norm: 8.9196 2020-09-19 10:06:40,189 - mmaction - INFO - Epoch [23][2300/3520] lr: 5.000e-04, eta: 2 days, 5:07:03, time: 1.914, data_time: 0.811, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.4372, loss: 2.4372, grad_norm: 8.9917 2020-09-19 10:07:18,874 - mmaction - INFO - Epoch [23][2320/3520] lr: 5.000e-04, eta: 2 days, 5:06:22, time: 1.936, data_time: 0.050, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6938, loss_cls: 2.4386, loss: 2.4386, grad_norm: 9.1061 2020-09-19 10:07:56,514 - mmaction - INFO - Epoch [23][2340/3520] lr: 5.000e-04, eta: 2 days, 5:05:40, time: 1.882, data_time: 0.022, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6854, loss_cls: 2.4714, loss: 2.4714, grad_norm: 9.2089 2020-09-19 10:08:35,244 - mmaction - INFO - Epoch [23][2360/3520] lr: 5.000e-04, eta: 2 days, 5:04:59, time: 1.937, data_time: 0.005, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7010, loss_cls: 2.4352, loss: 2.4352, grad_norm: 8.9316 2020-09-19 10:09:11,762 - mmaction - INFO - Epoch [23][2380/3520] lr: 5.000e-04, eta: 2 days, 5:04:16, time: 1.826, data_time: 0.003, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6500, loss_cls: 2.5307, loss: 2.5307, grad_norm: 9.1336 2020-09-19 10:09:51,537 - mmaction - INFO - Epoch [23][2400/3520] lr: 5.000e-04, eta: 2 days, 5:03:36, time: 1.988, data_time: 0.064, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6969, loss_cls: 2.4087, loss: 2.4087, grad_norm: 8.8986 2020-09-19 10:10:30,090 - mmaction - INFO - Epoch [23][2420/3520] lr: 5.000e-04, eta: 2 days, 5:02:55, time: 1.929, data_time: 0.003, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6667, loss_cls: 2.4721, loss: 2.4721, grad_norm: 8.9838 2020-09-19 10:11:10,451 - mmaction - INFO - Epoch [23][2440/3520] lr: 5.000e-04, eta: 2 days, 5:02:16, time: 2.017, data_time: 0.093, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6792, loss_cls: 2.5105, loss: 2.5105, grad_norm: 9.0302 2020-09-19 10:11:48,183 - mmaction - INFO - Epoch [23][2460/3520] lr: 5.000e-04, eta: 2 days, 5:01:34, time: 1.887, data_time: 0.020, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6896, loss_cls: 2.4812, loss: 2.4812, grad_norm: 8.9671 2020-09-19 10:12:28,222 - mmaction - INFO - Epoch [23][2480/3520] lr: 5.000e-04, eta: 2 days, 5:00:54, time: 2.002, data_time: 0.069, memory: 8337, top1_acc: 0.3781, top5_acc: 0.6615, loss_cls: 2.5619, loss: 2.5619, grad_norm: 9.3854 2020-09-19 10:13:08,713 - mmaction - INFO - Epoch [23][2500/3520] lr: 5.000e-04, eta: 2 days, 5:00:16, time: 2.023, data_time: 0.520, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6792, loss_cls: 2.4600, loss: 2.4600, grad_norm: 8.8172 2020-09-19 10:13:46,047 - mmaction - INFO - Epoch [23][2520/3520] lr: 5.000e-04, eta: 2 days, 4:59:33, time: 1.868, data_time: 0.075, memory: 8337, top1_acc: 0.3937, top5_acc: 0.6719, loss_cls: 2.4959, loss: 2.4959, grad_norm: 8.9778 2020-09-19 10:14:25,133 - mmaction - INFO - Epoch [23][2540/3520] lr: 5.000e-04, eta: 2 days, 4:58:52, time: 1.954, data_time: 0.007, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6948, loss_cls: 2.4617, loss: 2.4617, grad_norm: 8.8205 2020-09-19 10:15:02,215 - mmaction - INFO - Epoch [23][2560/3520] lr: 5.000e-04, eta: 2 days, 4:58:10, time: 1.854, data_time: 0.111, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6969, loss_cls: 2.4401, loss: 2.4401, grad_norm: 8.9588 2020-09-19 10:15:42,145 - mmaction - INFO - Epoch [23][2580/3520] lr: 5.000e-04, eta: 2 days, 4:57:30, time: 1.996, data_time: 0.021, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7021, loss_cls: 2.3679, loss: 2.3679, grad_norm: 8.6928 2020-09-19 10:16:19,687 - mmaction - INFO - Epoch [23][2600/3520] lr: 5.000e-04, eta: 2 days, 4:56:48, time: 1.877, data_time: 0.013, memory: 8337, top1_acc: 0.3937, top5_acc: 0.6677, loss_cls: 2.5394, loss: 2.5394, grad_norm: 9.1450 2020-09-19 10:16:57,072 - mmaction - INFO - Epoch [23][2620/3520] lr: 5.000e-04, eta: 2 days, 4:56:05, time: 1.869, data_time: 0.038, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.4027, loss: 2.4027, grad_norm: 9.1262 2020-09-19 10:17:35,212 - mmaction - INFO - Epoch [23][2640/3520] lr: 5.000e-04, eta: 2 days, 4:55:24, time: 1.906, data_time: 0.240, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6667, loss_cls: 2.4998, loss: 2.4998, grad_norm: 9.0548 2020-09-19 10:18:13,477 - mmaction - INFO - Epoch [23][2660/3520] lr: 5.000e-04, eta: 2 days, 4:54:42, time: 1.914, data_time: 0.012, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6927, loss_cls: 2.4010, loss: 2.4010, grad_norm: 8.9376 2020-09-19 10:18:51,848 - mmaction - INFO - Epoch [23][2680/3520] lr: 5.000e-04, eta: 2 days, 4:54:01, time: 1.919, data_time: 0.012, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6760, loss_cls: 2.4991, loss: 2.4991, grad_norm: 9.3804 2020-09-19 10:19:33,429 - mmaction - INFO - Epoch [23][2700/3520] lr: 5.000e-04, eta: 2 days, 4:53:23, time: 2.079, data_time: 0.006, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7021, loss_cls: 2.4103, loss: 2.4103, grad_norm: 9.1344 2020-09-19 10:20:10,956 - mmaction - INFO - Epoch [23][2720/3520] lr: 5.000e-04, eta: 2 days, 4:52:41, time: 1.876, data_time: 0.003, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6740, loss_cls: 2.5129, loss: 2.5129, grad_norm: 9.1868 2020-09-19 10:20:49,875 - mmaction - INFO - Epoch [23][2740/3520] lr: 5.000e-04, eta: 2 days, 4:52:00, time: 1.944, data_time: 0.011, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6802, loss_cls: 2.4718, loss: 2.4718, grad_norm: 9.1542 2020-09-19 10:21:26,983 - mmaction - INFO - Epoch [23][2760/3520] lr: 5.000e-04, eta: 2 days, 4:51:17, time: 1.857, data_time: 0.072, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7083, loss_cls: 2.4118, loss: 2.4118, grad_norm: 8.7820 2020-09-19 10:22:05,620 - mmaction - INFO - Epoch [23][2780/3520] lr: 5.000e-04, eta: 2 days, 4:50:36, time: 1.929, data_time: 0.023, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6865, loss_cls: 2.4575, loss: 2.4575, grad_norm: 9.0565 2020-09-19 10:22:46,192 - mmaction - INFO - Epoch [23][2800/3520] lr: 5.000e-04, eta: 2 days, 4:49:58, time: 2.032, data_time: 0.121, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7146, loss_cls: 2.3293, loss: 2.3293, grad_norm: 9.0606 2020-09-19 10:23:23,509 - mmaction - INFO - Epoch [23][2820/3520] lr: 5.000e-04, eta: 2 days, 4:49:15, time: 1.866, data_time: 0.084, memory: 8337, top1_acc: 0.4062, top5_acc: 0.6823, loss_cls: 2.4942, loss: 2.4942, grad_norm: 9.1713 2020-09-19 10:24:03,652 - mmaction - INFO - Epoch [23][2840/3520] lr: 5.000e-04, eta: 2 days, 4:48:36, time: 2.006, data_time: 0.111, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6687, loss_cls: 2.4773, loss: 2.4773, grad_norm: 9.1899 2020-09-19 10:24:41,353 - mmaction - INFO - Epoch [23][2860/3520] lr: 5.000e-04, eta: 2 days, 4:47:54, time: 1.885, data_time: 0.003, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6781, loss_cls: 2.4566, loss: 2.4566, grad_norm: 9.0597 2020-09-19 10:25:19,589 - mmaction - INFO - Epoch [23][2880/3520] lr: 5.000e-04, eta: 2 days, 4:47:12, time: 1.912, data_time: 0.306, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6896, loss_cls: 2.4531, loss: 2.4531, grad_norm: 9.4197 2020-09-19 10:25:58,306 - mmaction - INFO - Epoch [23][2900/3520] lr: 5.000e-04, eta: 2 days, 4:46:31, time: 1.935, data_time: 0.203, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6562, loss_cls: 2.5027, loss: 2.5027, grad_norm: 9.2882 2020-09-19 10:26:36,731 - mmaction - INFO - Epoch [23][2920/3520] lr: 5.000e-04, eta: 2 days, 4:45:50, time: 1.921, data_time: 0.040, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6990, loss_cls: 2.4485, loss: 2.4485, grad_norm: 9.0513 2020-09-19 10:27:16,399 - mmaction - INFO - Epoch [23][2940/3520] lr: 5.000e-04, eta: 2 days, 4:45:10, time: 1.984, data_time: 0.081, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6896, loss_cls: 2.4086, loss: 2.4086, grad_norm: 9.0148 2020-09-19 10:27:55,240 - mmaction - INFO - Epoch [23][2960/3520] lr: 5.000e-04, eta: 2 days, 4:44:29, time: 1.936, data_time: 0.006, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6917, loss_cls: 2.4231, loss: 2.4231, grad_norm: 9.3614 2020-09-19 10:28:32,124 - mmaction - INFO - Epoch [23][2980/3520] lr: 5.000e-04, eta: 2 days, 4:43:46, time: 1.848, data_time: 0.041, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6969, loss_cls: 2.4167, loss: 2.4167, grad_norm: 8.9969 2020-09-19 10:29:10,618 - mmaction - INFO - Epoch [23][3000/3520] lr: 5.000e-04, eta: 2 days, 4:43:05, time: 1.927, data_time: 0.084, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6865, loss_cls: 2.3975, loss: 2.3975, grad_norm: 8.9382 2020-09-19 10:29:49,044 - mmaction - INFO - Epoch [23][3020/3520] lr: 5.000e-04, eta: 2 days, 4:42:24, time: 1.921, data_time: 0.051, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6875, loss_cls: 2.4403, loss: 2.4403, grad_norm: 9.0232 2020-09-19 10:30:29,001 - mmaction - INFO - Epoch [23][3040/3520] lr: 5.000e-04, eta: 2 days, 4:41:44, time: 1.995, data_time: 0.024, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6792, loss_cls: 2.4840, loss: 2.4840, grad_norm: 9.1143 2020-09-19 10:31:07,937 - mmaction - INFO - Epoch [23][3060/3520] lr: 5.000e-04, eta: 2 days, 4:41:04, time: 1.951, data_time: 0.170, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6677, loss_cls: 2.5259, loss: 2.5259, grad_norm: 9.1447 2020-09-19 10:31:47,720 - mmaction - INFO - Epoch [23][3080/3520] lr: 5.000e-04, eta: 2 days, 4:40:24, time: 1.989, data_time: 0.484, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6865, loss_cls: 2.4045, loss: 2.4045, grad_norm: 8.8659 2020-09-19 10:32:26,107 - mmaction - INFO - Epoch [23][3100/3520] lr: 5.000e-04, eta: 2 days, 4:39:43, time: 1.920, data_time: 0.073, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6865, loss_cls: 2.4814, loss: 2.4814, grad_norm: 9.0236 2020-09-19 10:33:06,149 - mmaction - INFO - Epoch [23][3120/3520] lr: 5.000e-04, eta: 2 days, 4:39:03, time: 2.000, data_time: 0.088, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7083, loss_cls: 2.3557, loss: 2.3557, grad_norm: 8.9097 2020-09-19 10:33:43,100 - mmaction - INFO - Epoch [23][3140/3520] lr: 5.000e-04, eta: 2 days, 4:38:21, time: 1.850, data_time: 0.011, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6948, loss_cls: 2.4678, loss: 2.4678, grad_norm: 9.2708 2020-09-19 10:34:21,378 - mmaction - INFO - Epoch [23][3160/3520] lr: 5.000e-04, eta: 2 days, 4:37:39, time: 1.914, data_time: 0.025, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6937, loss_cls: 2.4245, loss: 2.4245, grad_norm: 9.0744 2020-09-19 10:35:00,196 - mmaction - INFO - Epoch [23][3180/3520] lr: 5.000e-04, eta: 2 days, 4:36:58, time: 1.938, data_time: 0.159, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7010, loss_cls: 2.3981, loss: 2.3981, grad_norm: 9.0919 2020-09-19 10:35:38,092 - mmaction - INFO - Epoch [23][3200/3520] lr: 5.000e-04, eta: 2 days, 4:36:16, time: 1.898, data_time: 0.096, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7010, loss_cls: 2.4618, loss: 2.4618, grad_norm: 9.3647 2020-09-19 10:36:16,680 - mmaction - INFO - Epoch [23][3220/3520] lr: 5.000e-04, eta: 2 days, 4:35:35, time: 1.929, data_time: 0.148, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7010, loss_cls: 2.4100, loss: 2.4100, grad_norm: 9.0603 2020-09-19 10:36:56,630 - mmaction - INFO - Epoch [23][3240/3520] lr: 5.000e-04, eta: 2 days, 4:34:56, time: 1.996, data_time: 0.758, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6885, loss_cls: 2.4066, loss: 2.4066, grad_norm: 9.2178 2020-09-19 10:37:35,205 - mmaction - INFO - Epoch [23][3260/3520] lr: 5.000e-04, eta: 2 days, 4:34:15, time: 1.930, data_time: 0.041, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7031, loss_cls: 2.3838, loss: 2.3838, grad_norm: 9.0570 2020-09-19 10:38:13,916 - mmaction - INFO - Epoch [23][3280/3520] lr: 5.000e-04, eta: 2 days, 4:33:34, time: 1.936, data_time: 0.039, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6677, loss_cls: 2.4578, loss: 2.4578, grad_norm: 9.0817 2020-09-19 10:38:53,747 - mmaction - INFO - Epoch [23][3300/3520] lr: 5.000e-04, eta: 2 days, 4:32:54, time: 1.992, data_time: 0.004, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6958, loss_cls: 2.4218, loss: 2.4218, grad_norm: 9.1049 2020-09-19 10:39:31,172 - mmaction - INFO - Epoch [23][3320/3520] lr: 5.000e-04, eta: 2 days, 4:32:12, time: 1.871, data_time: 0.062, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7104, loss_cls: 2.3688, loss: 2.3688, grad_norm: 8.8855 2020-09-19 10:40:10,571 - mmaction - INFO - Epoch [23][3340/3520] lr: 5.000e-04, eta: 2 days, 4:31:32, time: 1.970, data_time: 0.019, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6844, loss_cls: 2.4704, loss: 2.4704, grad_norm: 9.3285 2020-09-19 10:40:49,774 - mmaction - INFO - Epoch [23][3360/3520] lr: 5.000e-04, eta: 2 days, 4:30:52, time: 1.959, data_time: 0.367, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7052, loss_cls: 2.3986, loss: 2.3986, grad_norm: 9.2140 2020-09-19 10:41:29,273 - mmaction - INFO - Epoch [23][3380/3520] lr: 5.000e-04, eta: 2 days, 4:30:12, time: 1.976, data_time: 0.021, memory: 8337, top1_acc: 0.4062, top5_acc: 0.6906, loss_cls: 2.4654, loss: 2.4654, grad_norm: 9.5396 2020-09-19 10:42:06,017 - mmaction - INFO - Epoch [23][3400/3520] lr: 5.000e-04, eta: 2 days, 4:29:28, time: 1.836, data_time: 0.015, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6917, loss_cls: 2.4323, loss: 2.4323, grad_norm: 9.2044 2020-09-19 10:42:44,619 - mmaction - INFO - Epoch [23][3420/3520] lr: 5.000e-04, eta: 2 days, 4:28:47, time: 1.932, data_time: 0.040, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6844, loss_cls: 2.4779, loss: 2.4779, grad_norm: 9.1586 2020-09-19 10:43:22,654 - mmaction - INFO - Epoch [23][3440/3520] lr: 5.000e-04, eta: 2 days, 4:28:06, time: 1.902, data_time: 0.039, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6979, loss_cls: 2.4747, loss: 2.4747, grad_norm: 9.4064 2020-09-19 10:44:01,294 - mmaction - INFO - Epoch [23][3460/3520] lr: 5.000e-04, eta: 2 days, 4:27:25, time: 1.932, data_time: 0.483, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6948, loss_cls: 2.4169, loss: 2.4169, grad_norm: 9.2959 2020-09-19 10:44:41,008 - mmaction - INFO - Epoch [23][3480/3520] lr: 5.000e-04, eta: 2 days, 4:26:45, time: 1.984, data_time: 0.439, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3759, loss: 2.3759, grad_norm: 8.9752 2020-09-19 10:45:20,732 - mmaction - INFO - Epoch [23][3500/3520] lr: 5.000e-04, eta: 2 days, 4:26:05, time: 1.987, data_time: 0.120, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6875, loss_cls: 2.4301, loss: 2.4301, grad_norm: 9.2503 2020-09-19 10:45:55,904 - mmaction - INFO - Epoch [23][3520/3520] lr: 5.000e-04, eta: 2 days, 4:25:20, time: 1.759, data_time: 0.153, memory: 8337, top1_acc: 0.4022, top5_acc: 0.6772, loss_cls: 2.4671, loss: 2.4671, grad_norm: 9.1147 2020-09-19 10:46:14,940 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-19 10:48:35,401 - mmaction - INFO - Epoch [24][20/3520] lr: 5.000e-04, eta: 2 days, 4:26:38, time: 6.981, data_time: 5.252, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7052, loss_cls: 2.3988, loss: 2.3988, grad_norm: 9.2186 2020-09-19 10:49:15,555 - mmaction - INFO - Epoch [24][40/3520] lr: 5.000e-04, eta: 2 days, 4:25:59, time: 2.020, data_time: 0.051, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6948, loss_cls: 2.3940, loss: 2.3940, grad_norm: 9.1673 2020-09-19 10:49:51,703 - mmaction - INFO - Epoch [24][60/3520] lr: 5.000e-04, eta: 2 days, 4:25:15, time: 1.809, data_time: 0.160, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6938, loss_cls: 2.3469, loss: 2.3469, grad_norm: 9.0103 2020-09-19 10:50:31,923 - mmaction - INFO - Epoch [24][80/3520] lr: 5.000e-04, eta: 2 days, 4:24:36, time: 2.008, data_time: 0.105, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6875, loss_cls: 2.3968, loss: 2.3968, grad_norm: 8.9801 2020-09-19 10:51:10,011 - mmaction - INFO - Epoch [24][100/3520] lr: 5.000e-04, eta: 2 days, 4:23:54, time: 1.905, data_time: 0.293, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6990, loss_cls: 2.3879, loss: 2.3879, grad_norm: 9.2387 2020-09-19 10:51:47,557 - mmaction - INFO - Epoch [24][120/3520] lr: 5.000e-04, eta: 2 days, 4:23:12, time: 1.879, data_time: 0.051, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.3682, loss: 2.3682, grad_norm: 8.9623 2020-09-19 10:52:27,028 - mmaction - INFO - Epoch [24][140/3520] lr: 5.000e-04, eta: 2 days, 4:22:32, time: 1.971, data_time: 0.150, memory: 8337, top1_acc: 0.3792, top5_acc: 0.6948, loss_cls: 2.5000, loss: 2.5000, grad_norm: 9.1552 2020-09-19 10:53:04,777 - mmaction - INFO - Epoch [24][160/3520] lr: 5.000e-04, eta: 2 days, 4:21:50, time: 1.890, data_time: 0.036, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6792, loss_cls: 2.5004, loss: 2.5004, grad_norm: 9.2066 2020-09-19 10:53:44,226 - mmaction - INFO - Epoch [24][180/3520] lr: 5.000e-04, eta: 2 days, 4:21:09, time: 1.970, data_time: 0.287, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7042, loss_cls: 2.3364, loss: 2.3364, grad_norm: 8.9429 2020-09-19 10:54:23,861 - mmaction - INFO - Epoch [24][200/3520] lr: 5.000e-04, eta: 2 days, 4:20:30, time: 1.983, data_time: 0.521, memory: 8337, top1_acc: 0.3823, top5_acc: 0.6688, loss_cls: 2.5356, loss: 2.5356, grad_norm: 9.1938 2020-09-19 10:55:03,499 - mmaction - INFO - Epoch [24][220/3520] lr: 5.000e-04, eta: 2 days, 4:19:50, time: 1.982, data_time: 0.551, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6917, loss_cls: 2.3626, loss: 2.3626, grad_norm: 8.9513 2020-09-19 10:55:43,178 - mmaction - INFO - Epoch [24][240/3520] lr: 5.000e-04, eta: 2 days, 4:19:10, time: 1.984, data_time: 0.411, memory: 8337, top1_acc: 0.4427, top5_acc: 0.6927, loss_cls: 2.3664, loss: 2.3664, grad_norm: 9.1072 2020-09-19 10:56:22,499 - mmaction - INFO - Epoch [24][260/3520] lr: 5.000e-04, eta: 2 days, 4:18:30, time: 1.963, data_time: 0.006, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6896, loss_cls: 2.3955, loss: 2.3955, grad_norm: 9.0703 2020-09-19 10:57:02,530 - mmaction - INFO - Epoch [24][280/3520] lr: 5.000e-04, eta: 2 days, 4:17:50, time: 1.999, data_time: 0.198, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6927, loss_cls: 2.4225, loss: 2.4225, grad_norm: 9.4159 2020-09-19 10:57:40,150 - mmaction - INFO - Epoch [24][300/3520] lr: 5.000e-04, eta: 2 days, 4:17:08, time: 1.886, data_time: 0.012, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6854, loss_cls: 2.4214, loss: 2.4214, grad_norm: 9.1555 2020-09-19 10:58:21,717 - mmaction - INFO - Epoch [24][320/3520] lr: 5.000e-04, eta: 2 days, 4:16:31, time: 2.076, data_time: 0.018, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6698, loss_cls: 2.4563, loss: 2.4563, grad_norm: 9.0879 2020-09-19 10:58:59,666 - mmaction - INFO - Epoch [24][340/3520] lr: 5.000e-04, eta: 2 days, 4:15:49, time: 1.898, data_time: 0.318, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6906, loss_cls: 2.4459, loss: 2.4459, grad_norm: 9.3593 2020-09-19 10:59:36,701 - mmaction - INFO - Epoch [24][360/3520] lr: 5.000e-04, eta: 2 days, 4:15:06, time: 1.853, data_time: 0.007, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6812, loss_cls: 2.3778, loss: 2.3778, grad_norm: 9.3304 2020-09-19 11:00:21,356 - mmaction - INFO - Epoch [24][380/3520] lr: 5.000e-04, eta: 2 days, 4:14:31, time: 2.196, data_time: 0.430, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7104, loss_cls: 2.3049, loss: 2.3049, grad_norm: 9.1361 2020-09-19 11:00:59,106 - mmaction - INFO - Epoch [24][400/3520] lr: 5.000e-04, eta: 2 days, 4:13:50, time: 1.925, data_time: 0.068, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7063, loss_cls: 2.3923, loss: 2.3923, grad_norm: 9.3877 2020-09-19 11:01:39,072 - mmaction - INFO - Epoch [24][420/3520] lr: 5.000e-04, eta: 2 days, 4:13:10, time: 1.996, data_time: 0.372, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6885, loss_cls: 2.4288, loss: 2.4288, grad_norm: 9.1776 2020-09-19 11:02:14,058 - mmaction - INFO - Epoch [24][440/3520] lr: 5.000e-04, eta: 2 days, 4:12:25, time: 1.748, data_time: 0.146, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6802, loss_cls: 2.4052, loss: 2.4052, grad_norm: 9.0282 2020-09-19 11:02:53,330 - mmaction - INFO - Epoch [24][460/3520] lr: 5.000e-04, eta: 2 days, 4:11:45, time: 1.967, data_time: 0.356, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6969, loss_cls: 2.4066, loss: 2.4066, grad_norm: 9.2167 2020-09-19 11:03:31,414 - mmaction - INFO - Epoch [24][480/3520] lr: 5.000e-04, eta: 2 days, 4:11:03, time: 1.903, data_time: 0.020, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6979, loss_cls: 2.4420, loss: 2.4420, grad_norm: 9.2788 2020-09-19 11:04:09,191 - mmaction - INFO - Epoch [24][500/3520] lr: 5.000e-04, eta: 2 days, 4:10:21, time: 1.890, data_time: 0.214, memory: 8337, top1_acc: 0.4187, top5_acc: 0.7031, loss_cls: 2.4217, loss: 2.4217, grad_norm: 9.2254 2020-09-19 11:04:49,123 - mmaction - INFO - Epoch [24][520/3520] lr: 5.000e-04, eta: 2 days, 4:09:42, time: 1.994, data_time: 0.304, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7073, loss_cls: 2.4163, loss: 2.4163, grad_norm: 9.2440 2020-09-19 11:05:28,688 - mmaction - INFO - Epoch [24][540/3520] lr: 5.000e-04, eta: 2 days, 4:09:02, time: 1.981, data_time: 0.696, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7083, loss_cls: 2.3924, loss: 2.3924, grad_norm: 9.0641 2020-09-19 11:06:05,163 - mmaction - INFO - Epoch [24][560/3520] lr: 5.000e-04, eta: 2 days, 4:08:18, time: 1.824, data_time: 0.016, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6969, loss_cls: 2.4528, loss: 2.4528, grad_norm: 9.5121 2020-09-19 11:06:45,246 - mmaction - INFO - Epoch [24][580/3520] lr: 5.000e-04, eta: 2 days, 4:07:39, time: 2.004, data_time: 0.003, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6938, loss_cls: 2.4536, loss: 2.4536, grad_norm: 9.3661 2020-09-19 11:07:22,312 - mmaction - INFO - Epoch [24][600/3520] lr: 5.000e-04, eta: 2 days, 4:06:56, time: 1.848, data_time: 0.149, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6875, loss_cls: 2.3994, loss: 2.3994, grad_norm: 9.3215 2020-09-19 11:08:00,794 - mmaction - INFO - Epoch [24][620/3520] lr: 5.000e-04, eta: 2 days, 4:06:15, time: 1.928, data_time: 0.337, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7104, loss_cls: 2.4181, loss: 2.4181, grad_norm: 9.1505 2020-09-19 11:08:39,441 - mmaction - INFO - Epoch [24][640/3520] lr: 5.000e-04, eta: 2 days, 4:05:34, time: 1.926, data_time: 0.106, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6865, loss_cls: 2.4551, loss: 2.4551, grad_norm: 9.2332 2020-09-19 11:09:17,722 - mmaction - INFO - Epoch [24][660/3520] lr: 5.000e-04, eta: 2 days, 4:04:52, time: 1.921, data_time: 0.277, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6677, loss_cls: 2.5533, loss: 2.5533, grad_norm: 9.4866 2020-09-19 11:09:55,614 - mmaction - INFO - Epoch [24][680/3520] lr: 5.000e-04, eta: 2 days, 4:04:11, time: 1.894, data_time: 0.007, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6833, loss_cls: 2.4300, loss: 2.4300, grad_norm: 9.1879 2020-09-19 11:10:35,442 - mmaction - INFO - Epoch [24][700/3520] lr: 5.000e-04, eta: 2 days, 4:03:31, time: 1.992, data_time: 0.175, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7031, loss_cls: 2.3667, loss: 2.3667, grad_norm: 9.1861 2020-09-19 11:11:14,069 - mmaction - INFO - Epoch [24][720/3520] lr: 5.000e-04, eta: 2 days, 4:02:50, time: 1.929, data_time: 0.095, memory: 8337, top1_acc: 0.4469, top5_acc: 0.6948, loss_cls: 2.3966, loss: 2.3966, grad_norm: 9.1082 2020-09-19 11:11:52,121 - mmaction - INFO - Epoch [24][740/3520] lr: 5.000e-04, eta: 2 days, 4:02:08, time: 1.904, data_time: 0.264, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7063, loss_cls: 2.4160, loss: 2.4160, grad_norm: 9.3540 2020-09-19 11:12:32,812 - mmaction - INFO - Epoch [24][760/3520] lr: 5.000e-04, eta: 2 days, 4:01:30, time: 2.034, data_time: 0.076, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6844, loss_cls: 2.4494, loss: 2.4494, grad_norm: 9.3750 2020-09-19 11:13:09,024 - mmaction - INFO - Epoch [24][780/3520] lr: 5.000e-04, eta: 2 days, 4:00:46, time: 1.811, data_time: 0.006, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6854, loss_cls: 2.3742, loss: 2.3742, grad_norm: 9.3196 2020-09-19 11:13:48,223 - mmaction - INFO - Epoch [24][800/3520] lr: 5.000e-04, eta: 2 days, 4:00:06, time: 1.960, data_time: 0.554, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6938, loss_cls: 2.4461, loss: 2.4461, grad_norm: 9.4163 2020-09-19 11:14:28,018 - mmaction - INFO - Epoch [24][820/3520] lr: 5.000e-04, eta: 2 days, 3:59:26, time: 1.988, data_time: 0.045, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6958, loss_cls: 2.4273, loss: 2.4273, grad_norm: 9.5203 2020-09-19 11:15:06,934 - mmaction - INFO - Epoch [24][840/3520] lr: 5.000e-04, eta: 2 days, 3:58:45, time: 1.944, data_time: 0.007, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7021, loss_cls: 2.3967, loss: 2.3967, grad_norm: 9.0965 2020-09-19 11:15:44,657 - mmaction - INFO - Epoch [24][860/3520] lr: 5.000e-04, eta: 2 days, 3:58:03, time: 1.889, data_time: 0.013, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6854, loss_cls: 2.4402, loss: 2.4402, grad_norm: 9.2515 2020-09-19 11:16:23,564 - mmaction - INFO - Epoch [24][880/3520] lr: 5.000e-04, eta: 2 days, 3:57:23, time: 1.946, data_time: 0.007, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6854, loss_cls: 2.3963, loss: 2.3963, grad_norm: 9.2087 2020-09-19 11:17:03,176 - mmaction - INFO - Epoch [24][900/3520] lr: 5.000e-04, eta: 2 days, 3:56:43, time: 1.981, data_time: 0.006, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7052, loss_cls: 2.3816, loss: 2.3816, grad_norm: 9.2322 2020-09-19 11:17:41,502 - mmaction - INFO - Epoch [24][920/3520] lr: 5.000e-04, eta: 2 days, 3:56:01, time: 1.916, data_time: 0.020, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6938, loss_cls: 2.3955, loss: 2.3955, grad_norm: 9.0614 2020-09-19 11:18:19,914 - mmaction - INFO - Epoch [24][940/3520] lr: 5.000e-04, eta: 2 days, 3:55:20, time: 1.921, data_time: 0.116, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6740, loss_cls: 2.5005, loss: 2.5005, grad_norm: 9.3680 2020-09-19 11:18:58,244 - mmaction - INFO - Epoch [24][960/3520] lr: 5.000e-04, eta: 2 days, 3:54:39, time: 1.917, data_time: 0.175, memory: 8337, top1_acc: 0.3854, top5_acc: 0.6781, loss_cls: 2.4914, loss: 2.4914, grad_norm: 9.3446 2020-09-19 11:19:38,816 - mmaction - INFO - Epoch [24][980/3520] lr: 5.000e-04, eta: 2 days, 3:54:00, time: 2.025, data_time: 0.007, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6854, loss_cls: 2.4308, loss: 2.4308, grad_norm: 9.2515 2020-09-19 11:20:17,737 - mmaction - INFO - Epoch [24][1000/3520] lr: 5.000e-04, eta: 2 days, 3:53:19, time: 1.949, data_time: 0.102, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7010, loss_cls: 2.3671, loss: 2.3671, grad_norm: 9.3678 2020-09-19 11:20:55,894 - mmaction - INFO - Epoch [24][1020/3520] lr: 5.000e-04, eta: 2 days, 3:52:38, time: 1.904, data_time: 0.120, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7031, loss_cls: 2.3622, loss: 2.3622, grad_norm: 9.1649 2020-09-19 11:21:35,461 - mmaction - INFO - Epoch [24][1040/3520] lr: 5.000e-04, eta: 2 days, 3:51:58, time: 1.981, data_time: 0.040, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6615, loss_cls: 2.5026, loss: 2.5026, grad_norm: 9.2242 2020-09-19 11:22:15,130 - mmaction - INFO - Epoch [24][1060/3520] lr: 5.000e-04, eta: 2 days, 3:51:18, time: 1.983, data_time: 0.010, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7031, loss_cls: 2.4491, loss: 2.4491, grad_norm: 9.4495 2020-09-19 11:22:56,081 - mmaction - INFO - Epoch [24][1080/3520] lr: 5.000e-04, eta: 2 days, 3:50:40, time: 2.048, data_time: 0.091, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6729, loss_cls: 2.5343, loss: 2.5343, grad_norm: 9.6795 2020-09-19 11:23:34,337 - mmaction - INFO - Epoch [24][1100/3520] lr: 5.000e-04, eta: 2 days, 3:49:58, time: 1.911, data_time: 0.012, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6813, loss_cls: 2.4383, loss: 2.4383, grad_norm: 9.5678 2020-09-19 11:24:13,407 - mmaction - INFO - Epoch [24][1120/3520] lr: 5.000e-04, eta: 2 days, 3:49:18, time: 1.956, data_time: 0.141, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7021, loss_cls: 2.3939, loss: 2.3939, grad_norm: 9.1033 2020-09-19 11:24:53,578 - mmaction - INFO - Epoch [24][1140/3520] lr: 5.000e-04, eta: 2 days, 3:48:39, time: 2.008, data_time: 0.007, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6917, loss_cls: 2.4363, loss: 2.4363, grad_norm: 8.9432 2020-09-19 11:25:31,149 - mmaction - INFO - Epoch [24][1160/3520] lr: 5.000e-04, eta: 2 days, 3:47:56, time: 1.879, data_time: 0.300, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.3294, loss: 2.3294, grad_norm: 9.1651 2020-09-19 11:26:10,846 - mmaction - INFO - Epoch [24][1180/3520] lr: 5.000e-04, eta: 2 days, 3:47:17, time: 1.982, data_time: 0.571, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6833, loss_cls: 2.4498, loss: 2.4498, grad_norm: 9.5872 2020-09-19 11:26:48,591 - mmaction - INFO - Epoch [24][1200/3520] lr: 5.000e-04, eta: 2 days, 3:46:35, time: 1.890, data_time: 0.023, memory: 8337, top1_acc: 0.3969, top5_acc: 0.7125, loss_cls: 2.4037, loss: 2.4037, grad_norm: 9.4691 2020-09-19 11:27:28,556 - mmaction - INFO - Epoch [24][1220/3520] lr: 5.000e-04, eta: 2 days, 3:45:55, time: 1.999, data_time: 0.007, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6958, loss_cls: 2.4250, loss: 2.4250, grad_norm: 9.1418 2020-09-19 11:28:06,118 - mmaction - INFO - Epoch [24][1240/3520] lr: 5.000e-04, eta: 2 days, 3:45:13, time: 1.877, data_time: 0.139, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6885, loss_cls: 2.4230, loss: 2.4230, grad_norm: 9.1044 2020-09-19 11:28:45,767 - mmaction - INFO - Epoch [24][1260/3520] lr: 5.000e-04, eta: 2 days, 3:44:33, time: 1.984, data_time: 0.040, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7188, loss_cls: 2.3617, loss: 2.3617, grad_norm: 9.1305 2020-09-19 11:29:24,618 - mmaction - INFO - Epoch [24][1280/3520] lr: 5.000e-04, eta: 2 days, 3:43:53, time: 1.943, data_time: 0.174, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6979, loss_cls: 2.4113, loss: 2.4113, grad_norm: 9.2880 2020-09-19 11:30:04,064 - mmaction - INFO - Epoch [24][1300/3520] lr: 5.000e-04, eta: 2 days, 3:43:12, time: 1.969, data_time: 0.098, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6917, loss_cls: 2.4055, loss: 2.4055, grad_norm: 9.2313 2020-09-19 11:30:41,437 - mmaction - INFO - Epoch [24][1320/3520] lr: 5.000e-04, eta: 2 days, 3:42:30, time: 1.871, data_time: 0.010, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6927, loss_cls: 2.4614, loss: 2.4614, grad_norm: 9.3475 2020-09-19 11:31:20,132 - mmaction - INFO - Epoch [24][1340/3520] lr: 5.000e-04, eta: 2 days, 3:41:49, time: 1.935, data_time: 0.233, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3693, loss: 2.3693, grad_norm: 9.4751 2020-09-19 11:31:58,347 - mmaction - INFO - Epoch [24][1360/3520] lr: 5.000e-04, eta: 2 days, 3:41:08, time: 1.911, data_time: 0.004, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7031, loss_cls: 2.3868, loss: 2.3868, grad_norm: 9.7150 2020-09-19 11:32:36,177 - mmaction - INFO - Epoch [24][1380/3520] lr: 5.000e-04, eta: 2 days, 3:40:26, time: 1.889, data_time: 0.005, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6990, loss_cls: 2.3269, loss: 2.3269, grad_norm: 8.8152 2020-09-19 11:33:15,919 - mmaction - INFO - Epoch [24][1400/3520] lr: 5.000e-04, eta: 2 days, 3:39:46, time: 1.987, data_time: 0.008, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6937, loss_cls: 2.3882, loss: 2.3882, grad_norm: 9.2886 2020-09-19 11:33:53,236 - mmaction - INFO - Epoch [24][1420/3520] lr: 5.000e-04, eta: 2 days, 3:39:04, time: 1.868, data_time: 0.168, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6990, loss_cls: 2.4002, loss: 2.4002, grad_norm: 9.2154 2020-09-19 11:34:31,748 - mmaction - INFO - Epoch [24][1440/3520] lr: 5.000e-04, eta: 2 days, 3:38:23, time: 1.923, data_time: 0.067, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7000, loss_cls: 2.3610, loss: 2.3610, grad_norm: 9.1858 2020-09-19 11:35:09,557 - mmaction - INFO - Epoch [24][1460/3520] lr: 5.000e-04, eta: 2 days, 3:37:41, time: 1.893, data_time: 0.081, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7031, loss_cls: 2.3980, loss: 2.3980, grad_norm: 9.1357 2020-09-19 11:35:48,869 - mmaction - INFO - Epoch [24][1480/3520] lr: 5.000e-04, eta: 2 days, 3:36:59, time: 1.916, data_time: 0.021, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6979, loss_cls: 2.4205, loss: 2.4205, grad_norm: 9.4209 2020-09-19 11:36:25,421 - mmaction - INFO - Epoch [24][1500/3520] lr: 5.000e-04, eta: 2 days, 3:36:17, time: 1.878, data_time: 0.385, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6885, loss_cls: 2.3959, loss: 2.3959, grad_norm: 9.5559 2020-09-19 11:37:04,716 - mmaction - INFO - Epoch [24][1520/3520] lr: 5.000e-04, eta: 2 days, 3:35:37, time: 1.962, data_time: 0.061, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6875, loss_cls: 2.4675, loss: 2.4675, grad_norm: 9.5488 2020-09-19 11:37:41,780 - mmaction - INFO - Epoch [24][1540/3520] lr: 5.000e-04, eta: 2 days, 3:34:54, time: 1.856, data_time: 0.233, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7021, loss_cls: 2.3717, loss: 2.3717, grad_norm: 9.0741 2020-09-19 11:38:19,862 - mmaction - INFO - Epoch [24][1560/3520] lr: 5.000e-04, eta: 2 days, 3:34:13, time: 1.904, data_time: 0.005, memory: 8337, top1_acc: 0.3906, top5_acc: 0.6583, loss_cls: 2.5650, loss: 2.5650, grad_norm: 9.7200 2020-09-19 11:38:57,211 - mmaction - INFO - Epoch [24][1580/3520] lr: 5.000e-04, eta: 2 days, 3:33:30, time: 1.868, data_time: 0.368, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6833, loss_cls: 2.4318, loss: 2.4318, grad_norm: 9.3259 2020-09-19 11:39:36,468 - mmaction - INFO - Epoch [24][1600/3520] lr: 5.000e-04, eta: 2 days, 3:32:50, time: 1.960, data_time: 0.759, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6865, loss_cls: 2.4199, loss: 2.4199, grad_norm: 9.3513 2020-09-19 11:40:15,643 - mmaction - INFO - Epoch [24][1620/3520] lr: 5.000e-04, eta: 2 days, 3:32:10, time: 1.957, data_time: 0.200, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6885, loss_cls: 2.3600, loss: 2.3600, grad_norm: 9.1006 2020-09-19 11:40:54,503 - mmaction - INFO - Epoch [24][1640/3520] lr: 5.000e-04, eta: 2 days, 3:31:29, time: 1.944, data_time: 0.124, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7104, loss_cls: 2.3819, loss: 2.3819, grad_norm: 9.5087 2020-09-19 11:41:31,970 - mmaction - INFO - Epoch [24][1660/3520] lr: 5.000e-04, eta: 2 days, 3:30:47, time: 1.877, data_time: 0.260, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6771, loss_cls: 2.4991, loss: 2.4991, grad_norm: 9.4681 2020-09-19 11:42:10,123 - mmaction - INFO - Epoch [24][1680/3520] lr: 5.000e-04, eta: 2 days, 3:30:05, time: 1.905, data_time: 0.097, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7115, loss_cls: 2.3651, loss: 2.3651, grad_norm: 9.2089 2020-09-19 11:42:49,668 - mmaction - INFO - Epoch [24][1700/3520] lr: 5.000e-04, eta: 2 days, 3:29:25, time: 1.979, data_time: 0.013, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6938, loss_cls: 2.4088, loss: 2.4088, grad_norm: 9.2439 2020-09-19 11:43:27,988 - mmaction - INFO - Epoch [24][1720/3520] lr: 5.000e-04, eta: 2 days, 3:28:44, time: 1.916, data_time: 0.006, memory: 8337, top1_acc: 0.3927, top5_acc: 0.6854, loss_cls: 2.4667, loss: 2.4667, grad_norm: 9.3276 2020-09-19 11:44:05,396 - mmaction - INFO - Epoch [24][1740/3520] lr: 5.000e-04, eta: 2 days, 3:28:02, time: 1.868, data_time: 0.006, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.4131, loss: 2.4131, grad_norm: 9.2342 2020-09-19 11:44:43,289 - mmaction - INFO - Epoch [24][1760/3520] lr: 5.000e-04, eta: 2 days, 3:27:20, time: 1.896, data_time: 0.600, memory: 8337, top1_acc: 0.4187, top5_acc: 0.7167, loss_cls: 2.3502, loss: 2.3502, grad_norm: 9.1232 2020-09-19 11:45:23,280 - mmaction - INFO - Epoch [24][1780/3520] lr: 5.000e-04, eta: 2 days, 3:26:41, time: 2.001, data_time: 0.007, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6802, loss_cls: 2.4947, loss: 2.4947, grad_norm: 9.6695 2020-09-19 11:46:01,517 - mmaction - INFO - Epoch [24][1800/3520] lr: 5.000e-04, eta: 2 days, 3:25:59, time: 1.912, data_time: 0.062, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7031, loss_cls: 2.3281, loss: 2.3281, grad_norm: 9.1939 2020-09-19 11:46:38,430 - mmaction - INFO - Epoch [24][1820/3520] lr: 5.000e-04, eta: 2 days, 3:25:16, time: 1.845, data_time: 0.008, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6875, loss_cls: 2.4413, loss: 2.4413, grad_norm: 9.6473 2020-09-19 11:47:15,888 - mmaction - INFO - Epoch [24][1840/3520] lr: 5.000e-04, eta: 2 days, 3:24:34, time: 1.874, data_time: 0.006, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6958, loss_cls: 2.4564, loss: 2.4564, grad_norm: 9.7146 2020-09-19 11:47:56,379 - mmaction - INFO - Epoch [24][1860/3520] lr: 5.000e-04, eta: 2 days, 3:23:55, time: 2.019, data_time: 0.598, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6875, loss_cls: 2.4913, loss: 2.4913, grad_norm: 9.3787 2020-09-19 11:48:33,988 - mmaction - INFO - Epoch [24][1880/3520] lr: 5.000e-04, eta: 2 days, 3:23:13, time: 1.885, data_time: 0.574, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6812, loss_cls: 2.4935, loss: 2.4935, grad_norm: 9.5097 2020-09-19 11:49:13,192 - mmaction - INFO - Epoch [24][1900/3520] lr: 5.000e-04, eta: 2 days, 3:22:33, time: 1.957, data_time: 0.267, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6927, loss_cls: 2.4221, loss: 2.4221, grad_norm: 9.3175 2020-09-19 11:49:49,795 - mmaction - INFO - Epoch [24][1920/3520] lr: 5.000e-04, eta: 2 days, 3:21:50, time: 1.833, data_time: 0.011, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6760, loss_cls: 2.4983, loss: 2.4983, grad_norm: 9.8330 2020-09-19 11:50:29,770 - mmaction - INFO - Epoch [24][1940/3520] lr: 5.000e-04, eta: 2 days, 3:21:10, time: 1.995, data_time: 0.734, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6729, loss_cls: 2.4541, loss: 2.4541, grad_norm: 9.4142 2020-09-19 11:51:07,875 - mmaction - INFO - Epoch [24][1960/3520] lr: 5.000e-04, eta: 2 days, 3:20:29, time: 1.908, data_time: 0.154, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6979, loss_cls: 2.3913, loss: 2.3913, grad_norm: 9.2788 2020-09-19 11:51:46,845 - mmaction - INFO - Epoch [24][1980/3520] lr: 5.000e-04, eta: 2 days, 3:19:48, time: 1.949, data_time: 0.525, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6844, loss_cls: 2.4617, loss: 2.4617, grad_norm: 9.1897 2020-09-19 11:52:24,347 - mmaction - INFO - Epoch [24][2000/3520] lr: 5.000e-04, eta: 2 days, 3:19:06, time: 1.872, data_time: 0.036, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3969, loss: 2.3969, grad_norm: 9.3263 2020-09-19 11:53:04,028 - mmaction - INFO - Epoch [24][2020/3520] lr: 5.000e-04, eta: 2 days, 3:18:26, time: 1.987, data_time: 0.014, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6760, loss_cls: 2.5088, loss: 2.5088, grad_norm: 9.5571 2020-09-19 11:53:42,774 - mmaction - INFO - Epoch [24][2040/3520] lr: 5.000e-04, eta: 2 days, 3:17:45, time: 1.935, data_time: 0.018, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6990, loss_cls: 2.3431, loss: 2.3431, grad_norm: 9.1338 2020-09-19 11:54:21,324 - mmaction - INFO - Epoch [24][2060/3520] lr: 5.000e-04, eta: 2 days, 3:17:04, time: 1.927, data_time: 0.040, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7031, loss_cls: 2.3704, loss: 2.3704, grad_norm: 9.4846 2020-09-19 11:55:00,260 - mmaction - INFO - Epoch [24][2080/3520] lr: 5.000e-04, eta: 2 days, 3:16:24, time: 1.950, data_time: 0.157, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6750, loss_cls: 2.5111, loss: 2.5111, grad_norm: 9.3442 2020-09-19 11:55:39,425 - mmaction - INFO - Epoch [24][2100/3520] lr: 5.000e-04, eta: 2 days, 3:15:43, time: 1.956, data_time: 0.110, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6687, loss_cls: 2.4370, loss: 2.4370, grad_norm: 9.4117 2020-09-19 11:56:15,652 - mmaction - INFO - Epoch [24][2120/3520] lr: 5.000e-04, eta: 2 days, 3:15:00, time: 1.813, data_time: 0.035, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6708, loss_cls: 2.5108, loss: 2.5108, grad_norm: 9.2505 2020-09-19 11:56:55,016 - mmaction - INFO - Epoch [24][2140/3520] lr: 5.000e-04, eta: 2 days, 3:14:20, time: 1.967, data_time: 0.008, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6885, loss_cls: 2.4183, loss: 2.4183, grad_norm: 9.3640 2020-09-19 11:57:33,524 - mmaction - INFO - Epoch [24][2160/3520] lr: 5.000e-04, eta: 2 days, 3:13:39, time: 1.926, data_time: 0.124, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6698, loss_cls: 2.5002, loss: 2.5002, grad_norm: 9.3977 2020-09-19 11:58:11,616 - mmaction - INFO - Epoch [24][2180/3520] lr: 5.000e-04, eta: 2 days, 3:12:57, time: 1.900, data_time: 0.043, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6938, loss_cls: 2.3916, loss: 2.3916, grad_norm: 9.3378 2020-09-19 11:58:49,685 - mmaction - INFO - Epoch [24][2200/3520] lr: 5.000e-04, eta: 2 days, 3:12:16, time: 1.909, data_time: 0.102, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7167, loss_cls: 2.3085, loss: 2.3085, grad_norm: 8.9887 2020-09-19 11:59:25,962 - mmaction - INFO - Epoch [24][2220/3520] lr: 5.000e-04, eta: 2 days, 3:11:32, time: 1.811, data_time: 0.051, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6771, loss_cls: 2.4822, loss: 2.4822, grad_norm: 9.5449 2020-09-19 12:00:12,663 - mmaction - INFO - Epoch [24][2240/3520] lr: 5.000e-04, eta: 2 days, 3:11:00, time: 2.315, data_time: 0.174, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7292, loss_cls: 2.3004, loss: 2.3004, grad_norm: 9.0483 2020-09-19 12:00:50,011 - mmaction - INFO - Epoch [24][2260/3520] lr: 5.000e-04, eta: 2 days, 3:10:18, time: 1.887, data_time: 0.509, memory: 8337, top1_acc: 0.4115, top5_acc: 0.7073, loss_cls: 2.3916, loss: 2.3916, grad_norm: 9.6355 2020-09-19 12:01:29,496 - mmaction - INFO - Epoch [24][2280/3520] lr: 5.000e-04, eta: 2 days, 3:09:38, time: 1.978, data_time: 0.067, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7073, loss_cls: 2.3960, loss: 2.3960, grad_norm: 9.2207 2020-09-19 12:02:08,755 - mmaction - INFO - Epoch [24][2300/3520] lr: 5.000e-04, eta: 2 days, 3:08:58, time: 1.961, data_time: 0.304, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6885, loss_cls: 2.4297, loss: 2.4297, grad_norm: 9.4956 2020-09-19 12:02:46,795 - mmaction - INFO - Epoch [24][2320/3520] lr: 5.000e-04, eta: 2 days, 3:08:16, time: 1.904, data_time: 0.488, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6719, loss_cls: 2.5099, loss: 2.5099, grad_norm: 9.7121 2020-09-19 12:03:25,357 - mmaction - INFO - Epoch [24][2340/3520] lr: 5.000e-04, eta: 2 days, 3:07:35, time: 1.926, data_time: 0.646, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6865, loss_cls: 2.4669, loss: 2.4669, grad_norm: 9.7573 2020-09-19 12:04:05,050 - mmaction - INFO - Epoch [24][2360/3520] lr: 5.000e-04, eta: 2 days, 3:06:55, time: 1.987, data_time: 0.763, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7156, loss_cls: 2.3426, loss: 2.3426, grad_norm: 9.2847 2020-09-19 12:04:45,359 - mmaction - INFO - Epoch [24][2380/3520] lr: 5.000e-04, eta: 2 days, 3:06:16, time: 2.015, data_time: 0.035, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7042, loss_cls: 2.4269, loss: 2.4269, grad_norm: 9.3996 2020-09-19 12:05:23,444 - mmaction - INFO - Epoch [24][2400/3520] lr: 5.000e-04, eta: 2 days, 3:05:35, time: 1.905, data_time: 0.360, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6906, loss_cls: 2.4324, loss: 2.4324, grad_norm: 9.4777 2020-09-19 12:06:00,307 - mmaction - INFO - Epoch [24][2420/3520] lr: 5.000e-04, eta: 2 days, 3:04:52, time: 1.839, data_time: 0.395, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6948, loss_cls: 2.4405, loss: 2.4405, grad_norm: 9.5289 2020-09-19 12:06:40,929 - mmaction - INFO - Epoch [24][2440/3520] lr: 5.000e-04, eta: 2 days, 3:04:13, time: 2.035, data_time: 0.124, memory: 8337, top1_acc: 0.4010, top5_acc: 0.6771, loss_cls: 2.4654, loss: 2.4654, grad_norm: 9.4415 2020-09-19 12:07:17,770 - mmaction - INFO - Epoch [24][2460/3520] lr: 5.000e-04, eta: 2 days, 3:03:30, time: 1.840, data_time: 0.006, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6823, loss_cls: 2.4040, loss: 2.4040, grad_norm: 9.3471 2020-09-19 12:07:54,709 - mmaction - INFO - Epoch [24][2480/3520] lr: 5.000e-04, eta: 2 days, 3:02:48, time: 1.848, data_time: 0.025, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7073, loss_cls: 2.3598, loss: 2.3598, grad_norm: 9.4557 2020-09-19 12:08:33,970 - mmaction - INFO - Epoch [24][2500/3520] lr: 5.000e-04, eta: 2 days, 3:02:07, time: 1.963, data_time: 0.306, memory: 8337, top1_acc: 0.4323, top5_acc: 0.6875, loss_cls: 2.4486, loss: 2.4486, grad_norm: 9.3512 2020-09-19 12:09:12,523 - mmaction - INFO - Epoch [24][2520/3520] lr: 5.000e-04, eta: 2 days, 3:01:26, time: 1.926, data_time: 0.065, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6958, loss_cls: 2.4297, loss: 2.4297, grad_norm: 9.3361 2020-09-19 12:09:49,777 - mmaction - INFO - Epoch [24][2540/3520] lr: 5.000e-04, eta: 2 days, 3:00:44, time: 1.862, data_time: 0.045, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6917, loss_cls: 2.4260, loss: 2.4260, grad_norm: 9.3630 2020-09-19 12:10:30,034 - mmaction - INFO - Epoch [24][2560/3520] lr: 5.000e-04, eta: 2 days, 3:00:05, time: 2.016, data_time: 0.279, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6719, loss_cls: 2.4617, loss: 2.4617, grad_norm: 9.3452 2020-09-19 12:11:08,123 - mmaction - INFO - Epoch [24][2580/3520] lr: 5.000e-04, eta: 2 days, 2:59:23, time: 1.902, data_time: 0.037, memory: 8337, top1_acc: 0.3802, top5_acc: 0.6583, loss_cls: 2.5898, loss: 2.5898, grad_norm: 9.4949 2020-09-19 12:11:45,416 - mmaction - INFO - Epoch [24][2600/3520] lr: 5.000e-04, eta: 2 days, 2:58:41, time: 1.864, data_time: 0.174, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6938, loss_cls: 2.4200, loss: 2.4200, grad_norm: 9.2910 2020-09-19 12:12:24,551 - mmaction - INFO - Epoch [24][2620/3520] lr: 5.000e-04, eta: 2 days, 2:58:00, time: 1.947, data_time: 0.082, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7094, loss_cls: 2.3692, loss: 2.3692, grad_norm: 9.3111 2020-09-19 12:13:01,349 - mmaction - INFO - Epoch [24][2640/3520] lr: 5.000e-04, eta: 2 days, 2:57:18, time: 1.853, data_time: 0.022, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6833, loss_cls: 2.4662, loss: 2.4662, grad_norm: 9.4825 2020-09-19 12:13:38,848 - mmaction - INFO - Epoch [24][2660/3520] lr: 5.000e-04, eta: 2 days, 2:56:36, time: 1.874, data_time: 0.003, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7063, loss_cls: 2.3657, loss: 2.3657, grad_norm: 9.5283 2020-09-19 12:14:17,564 - mmaction - INFO - Epoch [24][2680/3520] lr: 5.000e-04, eta: 2 days, 2:55:55, time: 1.935, data_time: 0.008, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6865, loss_cls: 2.4580, loss: 2.4580, grad_norm: 9.5412 2020-09-19 12:14:54,998 - mmaction - INFO - Epoch [24][2700/3520] lr: 5.000e-04, eta: 2 days, 2:55:13, time: 1.872, data_time: 0.007, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6844, loss_cls: 2.4172, loss: 2.4172, grad_norm: 9.2759 2020-09-19 12:15:32,982 - mmaction - INFO - Epoch [24][2720/3520] lr: 5.000e-04, eta: 2 days, 2:54:31, time: 1.898, data_time: 0.800, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6969, loss_cls: 2.4281, loss: 2.4281, grad_norm: 9.4247 2020-09-19 12:16:11,736 - mmaction - INFO - Epoch [24][2740/3520] lr: 5.000e-04, eta: 2 days, 2:53:50, time: 1.939, data_time: 0.036, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7052, loss_cls: 2.3540, loss: 2.3540, grad_norm: 9.4173 2020-09-19 12:16:51,335 - mmaction - INFO - Epoch [24][2760/3520] lr: 5.000e-04, eta: 2 days, 2:53:10, time: 1.979, data_time: 0.215, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6844, loss_cls: 2.4068, loss: 2.4068, grad_norm: 9.1681 2020-09-19 12:17:28,993 - mmaction - INFO - Epoch [24][2780/3520] lr: 5.000e-04, eta: 2 days, 2:52:28, time: 1.886, data_time: 0.198, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6906, loss_cls: 2.3809, loss: 2.3809, grad_norm: 9.5369 2020-09-19 12:18:07,883 - mmaction - INFO - Epoch [24][2800/3520] lr: 5.000e-04, eta: 2 days, 2:51:48, time: 1.942, data_time: 0.137, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6906, loss_cls: 2.4049, loss: 2.4049, grad_norm: 9.3770 2020-09-19 12:18:45,304 - mmaction - INFO - Epoch [24][2820/3520] lr: 5.000e-04, eta: 2 days, 2:51:06, time: 1.874, data_time: 0.059, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6844, loss_cls: 2.3874, loss: 2.3874, grad_norm: 9.1920 2020-09-19 12:19:22,435 - mmaction - INFO - Epoch [24][2840/3520] lr: 5.000e-04, eta: 2 days, 2:50:23, time: 1.857, data_time: 0.021, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6948, loss_cls: 2.4212, loss: 2.4212, grad_norm: 9.3632 2020-09-19 12:20:00,704 - mmaction - INFO - Epoch [24][2860/3520] lr: 5.000e-04, eta: 2 days, 2:49:42, time: 1.913, data_time: 0.009, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6813, loss_cls: 2.4228, loss: 2.4228, grad_norm: 9.4296 2020-09-19 12:20:41,666 - mmaction - INFO - Epoch [24][2880/3520] lr: 5.000e-04, eta: 2 days, 2:49:03, time: 2.047, data_time: 0.231, memory: 8337, top1_acc: 0.4052, top5_acc: 0.7125, loss_cls: 2.3641, loss: 2.3641, grad_norm: 9.3613 2020-09-19 12:21:20,223 - mmaction - INFO - Epoch [24][2900/3520] lr: 5.000e-04, eta: 2 days, 2:48:23, time: 1.929, data_time: 0.572, memory: 8337, top1_acc: 0.3896, top5_acc: 0.6844, loss_cls: 2.4750, loss: 2.4750, grad_norm: 9.6079 2020-09-19 12:21:59,605 - mmaction - INFO - Epoch [24][2920/3520] lr: 5.000e-04, eta: 2 days, 2:47:42, time: 1.968, data_time: 0.014, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7094, loss_cls: 2.4193, loss: 2.4193, grad_norm: 9.7654 2020-09-19 12:22:39,153 - mmaction - INFO - Epoch [24][2940/3520] lr: 5.000e-04, eta: 2 days, 2:47:03, time: 1.977, data_time: 0.377, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6875, loss_cls: 2.4551, loss: 2.4551, grad_norm: 9.2351 2020-09-19 12:23:17,540 - mmaction - INFO - Epoch [24][2960/3520] lr: 5.000e-04, eta: 2 days, 2:46:21, time: 1.919, data_time: 0.082, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7083, loss_cls: 2.3417, loss: 2.3417, grad_norm: 9.0706 2020-09-19 12:23:55,199 - mmaction - INFO - Epoch [24][2980/3520] lr: 5.000e-04, eta: 2 days, 2:45:39, time: 1.884, data_time: 0.111, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7000, loss_cls: 2.4023, loss: 2.4023, grad_norm: 9.4019 2020-09-19 12:24:34,364 - mmaction - INFO - Epoch [24][3000/3520] lr: 5.000e-04, eta: 2 days, 2:44:59, time: 1.957, data_time: 0.324, memory: 8337, top1_acc: 0.4187, top5_acc: 0.6823, loss_cls: 2.4614, loss: 2.4614, grad_norm: 9.5390 2020-09-19 12:25:11,984 - mmaction - INFO - Epoch [24][3020/3520] lr: 5.000e-04, eta: 2 days, 2:44:17, time: 1.882, data_time: 0.462, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6938, loss_cls: 2.4648, loss: 2.4648, grad_norm: 9.6527 2020-09-19 12:25:51,660 - mmaction - INFO - Epoch [24][3040/3520] lr: 5.000e-04, eta: 2 days, 2:43:37, time: 1.982, data_time: 0.022, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6927, loss_cls: 2.3847, loss: 2.3847, grad_norm: 9.4480 2020-09-19 12:26:30,725 - mmaction - INFO - Epoch [24][3060/3520] lr: 5.000e-04, eta: 2 days, 2:42:57, time: 1.956, data_time: 0.102, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6917, loss_cls: 2.4049, loss: 2.4049, grad_norm: 9.5170 2020-09-19 12:27:09,199 - mmaction - INFO - Epoch [24][3080/3520] lr: 5.000e-04, eta: 2 days, 2:42:16, time: 1.920, data_time: 0.043, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6885, loss_cls: 2.4656, loss: 2.4656, grad_norm: 9.6689 2020-09-19 12:27:47,081 - mmaction - INFO - Epoch [24][3100/3520] lr: 5.000e-04, eta: 2 days, 2:41:34, time: 1.897, data_time: 0.006, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7354, loss_cls: 2.2170, loss: 2.2170, grad_norm: 9.1871 2020-09-19 12:28:24,710 - mmaction - INFO - Epoch [24][3120/3520] lr: 5.000e-04, eta: 2 days, 2:40:52, time: 1.882, data_time: 0.007, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7052, loss_cls: 2.3724, loss: 2.3724, grad_norm: 9.5882 2020-09-19 12:29:04,517 - mmaction - INFO - Epoch [24][3140/3520] lr: 5.000e-04, eta: 2 days, 2:40:13, time: 1.991, data_time: 0.157, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7271, loss_cls: 2.3149, loss: 2.3149, grad_norm: 9.2750 2020-09-19 12:29:42,379 - mmaction - INFO - Epoch [24][3160/3520] lr: 5.000e-04, eta: 2 days, 2:39:31, time: 1.890, data_time: 0.050, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6938, loss_cls: 2.3774, loss: 2.3774, grad_norm: 9.7131 2020-09-19 12:30:21,470 - mmaction - INFO - Epoch [24][3180/3520] lr: 5.000e-04, eta: 2 days, 2:38:51, time: 1.958, data_time: 0.027, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6927, loss_cls: 2.4594, loss: 2.4594, grad_norm: 9.4402 2020-09-19 12:31:01,221 - mmaction - INFO - Epoch [24][3200/3520] lr: 5.000e-04, eta: 2 days, 2:38:11, time: 1.983, data_time: 0.078, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6990, loss_cls: 2.4648, loss: 2.4648, grad_norm: 9.4943 2020-09-19 12:31:40,358 - mmaction - INFO - Epoch [24][3220/3520] lr: 5.000e-04, eta: 2 days, 2:37:31, time: 1.960, data_time: 0.012, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6854, loss_cls: 2.4318, loss: 2.4318, grad_norm: 9.6478 2020-09-19 12:32:18,278 - mmaction - INFO - Epoch [24][3240/3520] lr: 5.000e-04, eta: 2 days, 2:36:49, time: 1.898, data_time: 0.019, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7240, loss_cls: 2.2925, loss: 2.2925, grad_norm: 9.4716 2020-09-19 12:32:56,686 - mmaction - INFO - Epoch [24][3260/3520] lr: 5.000e-04, eta: 2 days, 2:36:08, time: 1.919, data_time: 0.004, memory: 8337, top1_acc: 0.4083, top5_acc: 0.7000, loss_cls: 2.4039, loss: 2.4039, grad_norm: 9.6706 2020-09-19 12:33:35,095 - mmaction - INFO - Epoch [24][3280/3520] lr: 5.000e-04, eta: 2 days, 2:35:27, time: 1.919, data_time: 0.878, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6937, loss_cls: 2.3813, loss: 2.3813, grad_norm: 9.3792 2020-09-19 12:34:13,841 - mmaction - INFO - Epoch [24][3300/3520] lr: 5.000e-04, eta: 2 days, 2:34:46, time: 1.940, data_time: 0.114, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6990, loss_cls: 2.4225, loss: 2.4225, grad_norm: 9.4289 2020-09-19 12:34:51,581 - mmaction - INFO - Epoch [24][3320/3520] lr: 5.000e-04, eta: 2 days, 2:34:04, time: 1.887, data_time: 0.104, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6875, loss_cls: 2.4790, loss: 2.4790, grad_norm: 9.8870 2020-09-19 12:35:30,440 - mmaction - INFO - Epoch [24][3340/3520] lr: 5.000e-04, eta: 2 days, 2:33:24, time: 1.943, data_time: 0.264, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6906, loss_cls: 2.3994, loss: 2.3994, grad_norm: 9.3949 2020-09-19 12:36:08,943 - mmaction - INFO - Epoch [24][3360/3520] lr: 5.000e-04, eta: 2 days, 2:32:43, time: 1.920, data_time: 0.099, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6937, loss_cls: 2.4242, loss: 2.4242, grad_norm: 9.5551 2020-09-19 12:36:47,831 - mmaction - INFO - Epoch [24][3380/3520] lr: 5.000e-04, eta: 2 days, 2:32:02, time: 1.948, data_time: 0.485, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7021, loss_cls: 2.3648, loss: 2.3648, grad_norm: 9.7002 2020-09-19 12:37:25,657 - mmaction - INFO - Epoch [24][3400/3520] lr: 5.000e-04, eta: 2 days, 2:31:21, time: 1.892, data_time: 0.451, memory: 8337, top1_acc: 0.4000, top5_acc: 0.6958, loss_cls: 2.4059, loss: 2.4059, grad_norm: 9.6582 2020-09-19 12:38:03,577 - mmaction - INFO - Epoch [24][3420/3520] lr: 5.000e-04, eta: 2 days, 2:30:39, time: 1.894, data_time: 0.206, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6969, loss_cls: 2.3971, loss: 2.3971, grad_norm: 9.7009 2020-09-19 12:38:40,146 - mmaction - INFO - Epoch [24][3440/3520] lr: 5.000e-04, eta: 2 days, 2:29:56, time: 1.829, data_time: 0.049, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6708, loss_cls: 2.4817, loss: 2.4817, grad_norm: 9.5378 2020-09-19 12:39:18,579 - mmaction - INFO - Epoch [24][3460/3520] lr: 5.000e-04, eta: 2 days, 2:29:15, time: 1.923, data_time: 0.180, memory: 8337, top1_acc: 0.3979, top5_acc: 0.7094, loss_cls: 2.4098, loss: 2.4098, grad_norm: 9.6721 2020-09-19 12:39:58,904 - mmaction - INFO - Epoch [24][3480/3520] lr: 5.000e-04, eta: 2 days, 2:28:36, time: 2.012, data_time: 0.784, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6771, loss_cls: 2.4829, loss: 2.4829, grad_norm: 9.7277 2020-09-19 12:40:37,499 - mmaction - INFO - Epoch [24][3500/3520] lr: 5.000e-04, eta: 2 days, 2:27:55, time: 1.933, data_time: 0.011, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6875, loss_cls: 2.4199, loss: 2.4199, grad_norm: 9.5564 2020-09-19 12:41:12,028 - mmaction - INFO - Epoch [24][3520/3520] lr: 5.000e-04, eta: 2 days, 2:27:10, time: 1.726, data_time: 0.336, memory: 8337, top1_acc: 0.4196, top5_acc: 0.6804, loss_cls: 2.4941, loss: 2.4941, grad_norm: 9.7637 2020-09-19 12:41:34,608 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-19 12:58:03,259 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 12:58:04,048 - mmaction - INFO - top1_acc 0.2606 top5_acc 0.5375 2020-09-19 12:58:04,049 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 12:58:04,317 - mmaction - INFO - mean_acc 0.1912 2020-09-19 12:58:04,345 - mmaction - INFO - Epoch(val) [24][3520] top1_acc: 0.2606, top5_acc: 0.5375, mean_class_accuracy: 0.1912 2020-09-19 13:00:49,669 - mmaction - INFO - Epoch [25][20/3520] lr: 5.000e-04, eta: 2 days, 2:28:45, time: 8.237, data_time: 6.921, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7135, loss_cls: 2.3036, loss: 2.3036, grad_norm: 9.2803 2020-09-19 13:01:28,290 - mmaction - INFO - Epoch [25][40/3520] lr: 5.000e-04, eta: 2 days, 2:28:05, time: 1.953, data_time: 0.183, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6885, loss_cls: 2.4237, loss: 2.4237, grad_norm: 9.5239 2020-09-19 13:02:10,243 - mmaction - INFO - Epoch [25][60/3520] lr: 5.000e-04, eta: 2 days, 2:27:28, time: 2.099, data_time: 0.186, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7042, loss_cls: 2.3209, loss: 2.3209, grad_norm: 9.3514 2020-09-19 13:02:49,166 - mmaction - INFO - Epoch [25][80/3520] lr: 5.000e-04, eta: 2 days, 2:26:47, time: 1.945, data_time: 0.287, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6958, loss_cls: 2.3828, loss: 2.3828, grad_norm: 9.6429 2020-09-19 13:03:29,827 - mmaction - INFO - Epoch [25][100/3520] lr: 5.000e-04, eta: 2 days, 2:26:08, time: 2.034, data_time: 0.519, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6938, loss_cls: 2.4643, loss: 2.4643, grad_norm: 9.5265 2020-09-19 13:04:07,932 - mmaction - INFO - Epoch [25][120/3520] lr: 5.000e-04, eta: 2 days, 2:25:27, time: 1.904, data_time: 0.029, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6844, loss_cls: 2.4153, loss: 2.4153, grad_norm: 9.4972 2020-09-19 13:04:46,298 - mmaction - INFO - Epoch [25][140/3520] lr: 5.000e-04, eta: 2 days, 2:24:46, time: 1.920, data_time: 0.782, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7167, loss_cls: 2.3245, loss: 2.3245, grad_norm: 9.4434 2020-09-19 13:05:26,648 - mmaction - INFO - Epoch [25][160/3520] lr: 5.000e-04, eta: 2 days, 2:24:06, time: 2.011, data_time: 0.070, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7073, loss_cls: 2.3502, loss: 2.3502, grad_norm: 9.5438 2020-09-19 13:06:04,319 - mmaction - INFO - Epoch [25][180/3520] lr: 5.000e-04, eta: 2 days, 2:23:25, time: 1.890, data_time: 0.122, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7042, loss_cls: 2.4215, loss: 2.4215, grad_norm: 9.4740 2020-09-19 13:06:43,101 - mmaction - INFO - Epoch [25][200/3520] lr: 5.000e-04, eta: 2 days, 2:22:44, time: 1.942, data_time: 0.047, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6677, loss_cls: 2.4775, loss: 2.4775, grad_norm: 9.6027 2020-09-19 13:07:21,637 - mmaction - INFO - Epoch [25][220/3520] lr: 5.000e-04, eta: 2 days, 2:22:03, time: 1.927, data_time: 0.075, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6969, loss_cls: 2.3586, loss: 2.3586, grad_norm: 9.5563 2020-09-19 13:08:00,827 - mmaction - INFO - Epoch [25][240/3520] lr: 5.000e-04, eta: 2 days, 2:21:23, time: 1.957, data_time: 0.204, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.3442, loss: 2.3442, grad_norm: 9.6558 2020-09-19 13:08:38,164 - mmaction - INFO - Epoch [25][260/3520] lr: 5.000e-04, eta: 2 days, 2:20:40, time: 1.869, data_time: 0.035, memory: 8337, top1_acc: 0.3958, top5_acc: 0.6823, loss_cls: 2.4903, loss: 2.4903, grad_norm: 9.7217 2020-09-19 13:09:18,713 - mmaction - INFO - Epoch [25][280/3520] lr: 5.000e-04, eta: 2 days, 2:20:02, time: 2.028, data_time: 0.016, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6729, loss_cls: 2.5074, loss: 2.5074, grad_norm: 9.8638 2020-09-19 13:09:55,615 - mmaction - INFO - Epoch [25][300/3520] lr: 5.000e-04, eta: 2 days, 2:19:19, time: 1.841, data_time: 0.011, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7156, loss_cls: 2.2658, loss: 2.2658, grad_norm: 9.2543 2020-09-19 13:10:36,827 - mmaction - INFO - Epoch [25][320/3520] lr: 5.000e-04, eta: 2 days, 2:18:41, time: 2.064, data_time: 0.145, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6979, loss_cls: 2.3841, loss: 2.3841, grad_norm: 9.6918 2020-09-19 13:11:14,482 - mmaction - INFO - Epoch [25][340/3520] lr: 5.000e-04, eta: 2 days, 2:17:59, time: 1.882, data_time: 0.006, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6740, loss_cls: 2.4430, loss: 2.4430, grad_norm: 9.7910 2020-09-19 13:11:51,936 - mmaction - INFO - Epoch [25][360/3520] lr: 5.000e-04, eta: 2 days, 2:17:17, time: 1.872, data_time: 0.144, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7115, loss_cls: 2.3619, loss: 2.3619, grad_norm: 9.9478 2020-09-19 13:12:32,903 - mmaction - INFO - Epoch [25][380/3520] lr: 5.000e-04, eta: 2 days, 2:16:38, time: 2.047, data_time: 0.007, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6823, loss_cls: 2.4188, loss: 2.4188, grad_norm: 9.5847 2020-09-19 13:13:10,584 - mmaction - INFO - Epoch [25][400/3520] lr: 5.000e-04, eta: 2 days, 2:15:56, time: 1.884, data_time: 0.134, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7063, loss_cls: 2.3165, loss: 2.3165, grad_norm: 9.4293 2020-09-19 13:13:50,615 - mmaction - INFO - Epoch [25][420/3520] lr: 5.000e-04, eta: 2 days, 2:15:17, time: 2.004, data_time: 0.178, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2616, loss: 2.2616, grad_norm: 9.4648 2020-09-19 13:14:28,477 - mmaction - INFO - Epoch [25][440/3520] lr: 5.000e-04, eta: 2 days, 2:14:35, time: 1.891, data_time: 0.006, memory: 8337, top1_acc: 0.4490, top5_acc: 0.6938, loss_cls: 2.3378, loss: 2.3378, grad_norm: 9.3267 2020-09-19 13:15:07,918 - mmaction - INFO - Epoch [25][460/3520] lr: 5.000e-04, eta: 2 days, 2:13:55, time: 1.972, data_time: 0.006, memory: 8337, top1_acc: 0.3990, top5_acc: 0.6813, loss_cls: 2.4990, loss: 2.4990, grad_norm: 9.6279 2020-09-19 13:15:43,104 - mmaction - INFO - Epoch [25][480/3520] lr: 5.000e-04, eta: 2 days, 2:13:11, time: 1.761, data_time: 0.172, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7052, loss_cls: 2.3301, loss: 2.3301, grad_norm: 9.3643 2020-09-19 13:16:22,694 - mmaction - INFO - Epoch [25][500/3520] lr: 5.000e-04, eta: 2 days, 2:12:31, time: 1.979, data_time: 0.051, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7021, loss_cls: 2.3515, loss: 2.3515, grad_norm: 9.5169 2020-09-19 13:17:02,496 - mmaction - INFO - Epoch [25][520/3520] lr: 5.000e-04, eta: 2 days, 2:11:51, time: 1.990, data_time: 0.005, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6813, loss_cls: 2.4738, loss: 2.4738, grad_norm: 9.6137 2020-09-19 13:17:40,822 - mmaction - INFO - Epoch [25][540/3520] lr: 5.000e-04, eta: 2 days, 2:11:10, time: 1.914, data_time: 0.013, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7010, loss_cls: 2.4149, loss: 2.4149, grad_norm: 9.6160 2020-09-19 13:18:19,091 - mmaction - INFO - Epoch [25][560/3520] lr: 5.000e-04, eta: 2 days, 2:10:29, time: 1.910, data_time: 0.027, memory: 8337, top1_acc: 0.4135, top5_acc: 0.7104, loss_cls: 2.4044, loss: 2.4044, grad_norm: 9.7208 2020-09-19 13:19:00,790 - mmaction - INFO - Epoch [25][580/3520] lr: 5.000e-04, eta: 2 days, 2:09:51, time: 2.088, data_time: 0.012, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7115, loss_cls: 2.4146, loss: 2.4146, grad_norm: 9.8299 2020-09-19 13:19:37,482 - mmaction - INFO - Epoch [25][600/3520] lr: 5.000e-04, eta: 2 days, 2:09:08, time: 1.837, data_time: 0.087, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7365, loss_cls: 2.3125, loss: 2.3125, grad_norm: 9.4157 2020-09-19 13:20:16,779 - mmaction - INFO - Epoch [25][620/3520] lr: 5.000e-04, eta: 2 days, 2:08:28, time: 1.960, data_time: 0.134, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7010, loss_cls: 2.3508, loss: 2.3508, grad_norm: 9.3712 2020-09-19 13:20:56,351 - mmaction - INFO - Epoch [25][640/3520] lr: 5.000e-04, eta: 2 days, 2:07:48, time: 1.983, data_time: 0.044, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7083, loss_cls: 2.3983, loss: 2.3983, grad_norm: 9.8120 2020-09-19 13:21:35,670 - mmaction - INFO - Epoch [25][660/3520] lr: 5.000e-04, eta: 2 days, 2:07:08, time: 1.965, data_time: 0.007, memory: 8337, top1_acc: 0.4458, top5_acc: 0.6927, loss_cls: 2.3415, loss: 2.3415, grad_norm: 9.5363 2020-09-19 13:22:13,688 - mmaction - INFO - Epoch [25][680/3520] lr: 5.000e-04, eta: 2 days, 2:06:26, time: 1.902, data_time: 0.062, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6854, loss_cls: 2.3783, loss: 2.3783, grad_norm: 9.4171 2020-09-19 13:22:52,318 - mmaction - INFO - Epoch [25][700/3520] lr: 5.000e-04, eta: 2 days, 2:05:46, time: 1.931, data_time: 0.059, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7010, loss_cls: 2.3661, loss: 2.3661, grad_norm: 9.2941 2020-09-19 13:23:32,637 - mmaction - INFO - Epoch [25][720/3520] lr: 5.000e-04, eta: 2 days, 2:05:06, time: 2.013, data_time: 0.066, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6979, loss_cls: 2.3595, loss: 2.3595, grad_norm: 9.3560 2020-09-19 13:24:11,319 - mmaction - INFO - Epoch [25][740/3520] lr: 5.000e-04, eta: 2 days, 2:04:26, time: 1.937, data_time: 0.014, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6990, loss_cls: 2.3831, loss: 2.3831, grad_norm: 9.6079 2020-09-19 13:24:49,856 - mmaction - INFO - Epoch [25][760/3520] lr: 5.000e-04, eta: 2 days, 2:03:45, time: 1.924, data_time: 0.095, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7104, loss_cls: 2.3447, loss: 2.3447, grad_norm: 9.8069 2020-09-19 13:25:28,533 - mmaction - INFO - Epoch [25][780/3520] lr: 5.000e-04, eta: 2 days, 2:03:04, time: 1.936, data_time: 0.136, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7073, loss_cls: 2.3142, loss: 2.3142, grad_norm: 9.4001 2020-09-19 13:26:08,017 - mmaction - INFO - Epoch [25][800/3520] lr: 5.000e-04, eta: 2 days, 2:02:24, time: 1.971, data_time: 0.202, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6990, loss_cls: 2.3521, loss: 2.3521, grad_norm: 9.6743 2020-09-19 13:26:47,754 - mmaction - INFO - Epoch [25][820/3520] lr: 5.000e-04, eta: 2 days, 2:01:44, time: 1.990, data_time: 0.057, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7052, loss_cls: 2.4048, loss: 2.4048, grad_norm: 9.7655 2020-09-19 13:27:26,664 - mmaction - INFO - Epoch [25][840/3520] lr: 5.000e-04, eta: 2 days, 2:01:04, time: 1.944, data_time: 0.208, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7135, loss_cls: 2.3783, loss: 2.3783, grad_norm: 9.9807 2020-09-19 13:28:06,718 - mmaction - INFO - Epoch [25][860/3520] lr: 5.000e-04, eta: 2 days, 2:00:24, time: 2.004, data_time: 0.408, memory: 8337, top1_acc: 0.4437, top5_acc: 0.6937, loss_cls: 2.3577, loss: 2.3577, grad_norm: 9.5510 2020-09-19 13:28:45,144 - mmaction - INFO - Epoch [25][880/3520] lr: 5.000e-04, eta: 2 days, 1:59:43, time: 1.921, data_time: 0.215, memory: 8337, top1_acc: 0.4042, top5_acc: 0.7031, loss_cls: 2.3965, loss: 2.3965, grad_norm: 9.6829 2020-09-19 13:29:24,446 - mmaction - INFO - Epoch [25][900/3520] lr: 5.000e-04, eta: 2 days, 1:59:03, time: 1.965, data_time: 0.041, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6948, loss_cls: 2.4364, loss: 2.4364, grad_norm: 9.8822 2020-09-19 13:30:03,114 - mmaction - INFO - Epoch [25][920/3520] lr: 5.000e-04, eta: 2 days, 1:58:22, time: 1.932, data_time: 0.100, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6823, loss_cls: 2.4393, loss: 2.4393, grad_norm: 9.6409 2020-09-19 13:30:42,332 - mmaction - INFO - Epoch [25][940/3520] lr: 5.000e-04, eta: 2 days, 1:57:42, time: 1.963, data_time: 0.040, memory: 8337, top1_acc: 0.4094, top5_acc: 0.7031, loss_cls: 2.3815, loss: 2.3815, grad_norm: 9.6372 2020-09-19 13:31:20,760 - mmaction - INFO - Epoch [25][960/3520] lr: 5.000e-04, eta: 2 days, 1:57:01, time: 1.922, data_time: 0.005, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6875, loss_cls: 2.4472, loss: 2.4472, grad_norm: 9.9715 2020-09-19 13:32:01,488 - mmaction - INFO - Epoch [25][980/3520] lr: 5.000e-04, eta: 2 days, 1:56:22, time: 2.035, data_time: 0.014, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6906, loss_cls: 2.4519, loss: 2.4519, grad_norm: 9.6617 2020-09-19 13:32:40,011 - mmaction - INFO - Epoch [25][1000/3520] lr: 5.000e-04, eta: 2 days, 1:55:41, time: 1.924, data_time: 0.174, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6937, loss_cls: 2.4123, loss: 2.4123, grad_norm: 9.8291 2020-09-19 13:33:19,239 - mmaction - INFO - Epoch [25][1020/3520] lr: 5.000e-04, eta: 2 days, 1:55:01, time: 1.964, data_time: 0.578, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7135, loss_cls: 2.3019, loss: 2.3019, grad_norm: 9.7701 2020-09-19 13:33:59,692 - mmaction - INFO - Epoch [25][1040/3520] lr: 5.000e-04, eta: 2 days, 1:54:22, time: 2.022, data_time: 0.087, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6979, loss_cls: 2.3191, loss: 2.3191, grad_norm: 9.8624 2020-09-19 13:34:38,398 - mmaction - INFO - Epoch [25][1060/3520] lr: 5.000e-04, eta: 2 days, 1:53:41, time: 1.932, data_time: 0.123, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7021, loss_cls: 2.3677, loss: 2.3677, grad_norm: 9.5172 2020-09-19 13:35:17,054 - mmaction - INFO - Epoch [25][1080/3520] lr: 5.000e-04, eta: 2 days, 1:53:01, time: 1.936, data_time: 0.051, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6896, loss_cls: 2.4440, loss: 2.4440, grad_norm: 9.9989 2020-09-19 13:35:56,375 - mmaction - INFO - Epoch [25][1100/3520] lr: 5.000e-04, eta: 2 days, 1:52:20, time: 1.964, data_time: 0.106, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.4318, loss: 2.4318, grad_norm: 9.8566 2020-09-19 13:36:33,518 - mmaction - INFO - Epoch [25][1120/3520] lr: 5.000e-04, eta: 2 days, 1:51:38, time: 1.858, data_time: 0.025, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6677, loss_cls: 2.4538, loss: 2.4538, grad_norm: 9.8233 2020-09-19 13:37:11,993 - mmaction - INFO - Epoch [25][1140/3520] lr: 5.000e-04, eta: 2 days, 1:50:57, time: 1.924, data_time: 0.353, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7083, loss_cls: 2.3813, loss: 2.3813, grad_norm: 9.5747 2020-09-19 13:37:51,694 - mmaction - INFO - Epoch [25][1160/3520] lr: 5.000e-04, eta: 2 days, 1:50:17, time: 1.985, data_time: 0.132, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6885, loss_cls: 2.4327, loss: 2.4327, grad_norm: 9.8871 2020-09-19 13:38:29,666 - mmaction - INFO - Epoch [25][1180/3520] lr: 5.000e-04, eta: 2 days, 1:49:36, time: 1.899, data_time: 0.032, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7115, loss_cls: 2.2909, loss: 2.2909, grad_norm: 9.7596 2020-09-19 13:39:08,862 - mmaction - INFO - Epoch [25][1200/3520] lr: 5.000e-04, eta: 2 days, 1:48:55, time: 1.959, data_time: 0.177, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7260, loss_cls: 2.2890, loss: 2.2890, grad_norm: 9.3793 2020-09-19 13:39:47,474 - mmaction - INFO - Epoch [25][1220/3520] lr: 5.000e-04, eta: 2 days, 1:48:15, time: 1.930, data_time: 0.715, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6792, loss_cls: 2.3704, loss: 2.3704, grad_norm: 9.6315 2020-09-19 13:40:27,566 - mmaction - INFO - Epoch [25][1240/3520] lr: 5.000e-04, eta: 2 days, 1:47:35, time: 2.005, data_time: 0.106, memory: 8337, top1_acc: 0.4469, top5_acc: 0.6979, loss_cls: 2.3715, loss: 2.3715, grad_norm: 9.7825 2020-09-19 13:41:06,499 - mmaction - INFO - Epoch [25][1260/3520] lr: 5.000e-04, eta: 2 days, 1:46:55, time: 1.946, data_time: 0.005, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6979, loss_cls: 2.3996, loss: 2.3996, grad_norm: 9.7515 2020-09-19 13:41:44,607 - mmaction - INFO - Epoch [25][1280/3520] lr: 5.000e-04, eta: 2 days, 1:46:13, time: 1.906, data_time: 0.183, memory: 8337, top1_acc: 0.4469, top5_acc: 0.6990, loss_cls: 2.3355, loss: 2.3355, grad_norm: 9.6213 2020-09-19 13:42:23,281 - mmaction - INFO - Epoch [25][1300/3520] lr: 5.000e-04, eta: 2 days, 1:45:33, time: 1.932, data_time: 0.031, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6927, loss_cls: 2.4438, loss: 2.4438, grad_norm: 9.7964 2020-09-19 13:43:02,120 - mmaction - INFO - Epoch [25][1320/3520] lr: 5.000e-04, eta: 2 days, 1:44:52, time: 1.943, data_time: 0.605, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7052, loss_cls: 2.3130, loss: 2.3130, grad_norm: 9.5526 2020-09-19 13:43:40,849 - mmaction - INFO - Epoch [25][1340/3520] lr: 5.000e-04, eta: 2 days, 1:44:11, time: 1.934, data_time: 0.524, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6896, loss_cls: 2.4181, loss: 2.4181, grad_norm: 9.7883 2020-09-19 13:44:20,984 - mmaction - INFO - Epoch [25][1360/3520] lr: 5.000e-04, eta: 2 days, 1:43:32, time: 2.009, data_time: 0.254, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7083, loss_cls: 2.3508, loss: 2.3508, grad_norm: 9.5759 2020-09-19 13:44:57,998 - mmaction - INFO - Epoch [25][1380/3520] lr: 5.000e-04, eta: 2 days, 1:42:49, time: 1.849, data_time: 0.045, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6854, loss_cls: 2.4249, loss: 2.4249, grad_norm: 9.5721 2020-09-19 13:45:38,523 - mmaction - INFO - Epoch [25][1400/3520] lr: 5.000e-04, eta: 2 days, 1:42:11, time: 2.029, data_time: 0.016, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6854, loss_cls: 2.3792, loss: 2.3792, grad_norm: 10.0998 2020-09-19 13:46:16,712 - mmaction - INFO - Epoch [25][1420/3520] lr: 5.000e-04, eta: 2 days, 1:41:29, time: 1.908, data_time: 0.219, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6823, loss_cls: 2.4282, loss: 2.4282, grad_norm: 9.7720 2020-09-19 13:46:53,853 - mmaction - INFO - Epoch [25][1440/3520] lr: 5.000e-04, eta: 2 days, 1:40:47, time: 1.857, data_time: 0.253, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6792, loss_cls: 2.4979, loss: 2.4979, grad_norm: 9.9811 2020-09-19 13:47:33,100 - mmaction - INFO - Epoch [25][1460/3520] lr: 5.000e-04, eta: 2 days, 1:40:07, time: 1.958, data_time: 0.210, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7094, loss_cls: 2.3481, loss: 2.3481, grad_norm: 9.7558 2020-09-19 13:48:12,060 - mmaction - INFO - Epoch [25][1480/3520] lr: 5.000e-04, eta: 2 days, 1:39:26, time: 1.953, data_time: 0.111, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7135, loss_cls: 2.3839, loss: 2.3839, grad_norm: 9.7181 2020-09-19 13:48:49,813 - mmaction - INFO - Epoch [25][1500/3520] lr: 5.000e-04, eta: 2 days, 1:38:44, time: 1.888, data_time: 0.050, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6927, loss_cls: 2.4052, loss: 2.4052, grad_norm: 9.6681 2020-09-19 13:49:28,534 - mmaction - INFO - Epoch [25][1520/3520] lr: 5.000e-04, eta: 2 days, 1:38:04, time: 1.937, data_time: 0.004, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7010, loss_cls: 2.3867, loss: 2.3867, grad_norm: 9.5224 2020-09-19 13:50:07,889 - mmaction - INFO - Epoch [25][1540/3520] lr: 5.000e-04, eta: 2 days, 1:37:24, time: 1.966, data_time: 0.025, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.3361, loss: 2.3361, grad_norm: 9.6079 2020-09-19 13:50:47,421 - mmaction - INFO - Epoch [25][1560/3520] lr: 5.000e-04, eta: 2 days, 1:36:44, time: 1.978, data_time: 0.170, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7073, loss_cls: 2.3683, loss: 2.3683, grad_norm: 9.5663 2020-09-19 13:51:26,242 - mmaction - INFO - Epoch [25][1580/3520] lr: 5.000e-04, eta: 2 days, 1:36:03, time: 1.937, data_time: 0.317, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6917, loss_cls: 2.4120, loss: 2.4120, grad_norm: 9.8304 2020-09-19 13:52:05,843 - mmaction - INFO - Epoch [25][1600/3520] lr: 5.000e-04, eta: 2 days, 1:35:23, time: 1.983, data_time: 0.480, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7208, loss_cls: 2.3142, loss: 2.3142, grad_norm: 9.6001 2020-09-19 13:52:44,507 - mmaction - INFO - Epoch [25][1620/3520] lr: 5.000e-04, eta: 2 days, 1:34:42, time: 1.930, data_time: 0.070, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6833, loss_cls: 2.4422, loss: 2.4422, grad_norm: 9.4785 2020-09-19 13:53:24,354 - mmaction - INFO - Epoch [25][1640/3520] lr: 5.000e-04, eta: 2 days, 1:34:03, time: 1.994, data_time: 0.397, memory: 8337, top1_acc: 0.4073, top5_acc: 0.7062, loss_cls: 2.4004, loss: 2.4004, grad_norm: 9.9677 2020-09-19 13:54:02,304 - mmaction - INFO - Epoch [25][1660/3520] lr: 5.000e-04, eta: 2 days, 1:33:21, time: 1.900, data_time: 0.117, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6823, loss_cls: 2.4712, loss: 2.4712, grad_norm: 9.6895 2020-09-19 13:54:41,544 - mmaction - INFO - Epoch [25][1680/3520] lr: 5.000e-04, eta: 2 days, 1:32:41, time: 1.959, data_time: 0.538, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7063, loss_cls: 2.3579, loss: 2.3579, grad_norm: 9.8357 2020-09-19 13:55:18,910 - mmaction - INFO - Epoch [25][1700/3520] lr: 5.000e-04, eta: 2 days, 1:31:59, time: 1.871, data_time: 0.051, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6802, loss_cls: 2.4456, loss: 2.4456, grad_norm: 9.8504 2020-09-19 13:55:57,590 - mmaction - INFO - Epoch [25][1720/3520] lr: 5.000e-04, eta: 2 days, 1:31:18, time: 1.933, data_time: 0.037, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6990, loss_cls: 2.4327, loss: 2.4327, grad_norm: 9.9399 2020-09-19 13:56:36,148 - mmaction - INFO - Epoch [25][1740/3520] lr: 5.000e-04, eta: 2 days, 1:30:37, time: 1.930, data_time: 0.014, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7073, loss_cls: 2.3502, loss: 2.3502, grad_norm: 9.7424 2020-09-19 13:57:15,614 - mmaction - INFO - Epoch [25][1760/3520] lr: 5.000e-04, eta: 2 days, 1:29:57, time: 1.967, data_time: 0.123, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7031, loss_cls: 2.3163, loss: 2.3163, grad_norm: 9.5301 2020-09-19 13:57:54,272 - mmaction - INFO - Epoch [25][1780/3520] lr: 5.000e-04, eta: 2 days, 1:29:17, time: 1.938, data_time: 0.048, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7062, loss_cls: 2.3841, loss: 2.3841, grad_norm: 9.5548 2020-09-19 13:58:33,321 - mmaction - INFO - Epoch [25][1800/3520] lr: 5.000e-04, eta: 2 days, 1:28:36, time: 1.948, data_time: 0.229, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7177, loss_cls: 2.3453, loss: 2.3453, grad_norm: 9.7381 2020-09-19 13:59:11,141 - mmaction - INFO - Epoch [25][1820/3520] lr: 5.000e-04, eta: 2 days, 1:27:55, time: 1.895, data_time: 0.209, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6812, loss_cls: 2.4787, loss: 2.4787, grad_norm: 10.0732 2020-09-19 13:59:51,339 - mmaction - INFO - Epoch [25][1840/3520] lr: 5.000e-04, eta: 2 days, 1:27:15, time: 2.008, data_time: 0.027, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6937, loss_cls: 2.4220, loss: 2.4220, grad_norm: 9.9443 2020-09-19 14:00:36,443 - mmaction - INFO - Epoch [25][1860/3520] lr: 5.000e-04, eta: 2 days, 1:26:41, time: 2.233, data_time: 0.189, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7115, loss_cls: 2.3237, loss: 2.3237, grad_norm: 9.8838 2020-09-19 14:01:14,341 - mmaction - INFO - Epoch [25][1880/3520] lr: 5.000e-04, eta: 2 days, 1:26:00, time: 1.918, data_time: 0.442, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7094, loss_cls: 2.3568, loss: 2.3568, grad_norm: 9.8135 2020-09-19 14:01:52,997 - mmaction - INFO - Epoch [25][1900/3520] lr: 5.000e-04, eta: 2 days, 1:25:19, time: 1.935, data_time: 0.103, memory: 8337, top1_acc: 0.3937, top5_acc: 0.6833, loss_cls: 2.5128, loss: 2.5128, grad_norm: 9.8788 2020-09-19 14:02:30,500 - mmaction - INFO - Epoch [25][1920/3520] lr: 5.000e-04, eta: 2 days, 1:24:37, time: 1.872, data_time: 0.006, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6875, loss_cls: 2.4616, loss: 2.4616, grad_norm: 9.9359 2020-09-19 14:03:10,422 - mmaction - INFO - Epoch [25][1940/3520] lr: 5.000e-04, eta: 2 days, 1:23:57, time: 1.998, data_time: 0.039, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6750, loss_cls: 2.4947, loss: 2.4947, grad_norm: 9.8254 2020-09-19 14:03:47,999 - mmaction - INFO - Epoch [25][1960/3520] lr: 5.000e-04, eta: 2 days, 1:23:15, time: 1.876, data_time: 0.037, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7125, loss_cls: 2.3117, loss: 2.3117, grad_norm: 9.7442 2020-09-19 14:04:26,175 - mmaction - INFO - Epoch [25][1980/3520] lr: 5.000e-04, eta: 2 days, 1:22:34, time: 1.911, data_time: 0.178, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7010, loss_cls: 2.3799, loss: 2.3799, grad_norm: 10.1370 2020-09-19 14:05:03,718 - mmaction - INFO - Epoch [25][2000/3520] lr: 5.000e-04, eta: 2 days, 1:21:52, time: 1.876, data_time: 0.109, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6865, loss_cls: 2.4464, loss: 2.4464, grad_norm: 9.8693 2020-09-19 14:05:43,413 - mmaction - INFO - Epoch [25][2020/3520] lr: 5.000e-04, eta: 2 days, 1:21:13, time: 1.986, data_time: 0.127, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6833, loss_cls: 2.4620, loss: 2.4620, grad_norm: 10.0303 2020-09-19 14:06:21,519 - mmaction - INFO - Epoch [25][2040/3520] lr: 5.000e-04, eta: 2 days, 1:20:31, time: 1.903, data_time: 0.238, memory: 8337, top1_acc: 0.4427, top5_acc: 0.6844, loss_cls: 2.3973, loss: 2.3973, grad_norm: 9.7942 2020-09-19 14:07:01,464 - mmaction - INFO - Epoch [25][2060/3520] lr: 5.000e-04, eta: 2 days, 1:19:52, time: 1.999, data_time: 0.330, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6906, loss_cls: 2.4625, loss: 2.4625, grad_norm: 10.1115 2020-09-19 14:07:40,367 - mmaction - INFO - Epoch [25][2080/3520] lr: 5.000e-04, eta: 2 days, 1:19:11, time: 1.946, data_time: 0.062, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6979, loss_cls: 2.4402, loss: 2.4402, grad_norm: 9.8849 2020-09-19 14:08:18,596 - mmaction - INFO - Epoch [25][2100/3520] lr: 5.000e-04, eta: 2 days, 1:18:30, time: 1.911, data_time: 0.095, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6833, loss_cls: 2.4097, loss: 2.4097, grad_norm: 9.6906 2020-09-19 14:08:57,404 - mmaction - INFO - Epoch [25][2120/3520] lr: 5.000e-04, eta: 2 days, 1:17:49, time: 1.937, data_time: 0.192, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6813, loss_cls: 2.4621, loss: 2.4621, grad_norm: 9.9966 2020-09-19 14:09:37,264 - mmaction - INFO - Epoch [25][2140/3520] lr: 5.000e-04, eta: 2 days, 1:17:10, time: 1.996, data_time: 0.419, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6937, loss_cls: 2.4443, loss: 2.4443, grad_norm: 10.1558 2020-09-19 14:10:15,545 - mmaction - INFO - Epoch [25][2160/3520] lr: 5.000e-04, eta: 2 days, 1:16:29, time: 1.911, data_time: 0.007, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6958, loss_cls: 2.3757, loss: 2.3757, grad_norm: 9.5757 2020-09-19 14:10:55,375 - mmaction - INFO - Epoch [25][2180/3520] lr: 5.000e-04, eta: 2 days, 1:15:49, time: 1.995, data_time: 0.018, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6750, loss_cls: 2.4487, loss: 2.4487, grad_norm: 9.6688 2020-09-19 14:11:34,569 - mmaction - INFO - Epoch [25][2200/3520] lr: 5.000e-04, eta: 2 days, 1:15:09, time: 1.958, data_time: 0.106, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6979, loss_cls: 2.4101, loss: 2.4101, grad_norm: 9.8582 2020-09-19 14:12:13,116 - mmaction - INFO - Epoch [25][2220/3520] lr: 5.000e-04, eta: 2 days, 1:14:28, time: 1.928, data_time: 0.006, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6729, loss_cls: 2.4745, loss: 2.4745, grad_norm: 9.9207 2020-09-19 14:12:51,972 - mmaction - INFO - Epoch [25][2240/3520] lr: 5.000e-04, eta: 2 days, 1:13:47, time: 1.940, data_time: 0.004, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7094, loss_cls: 2.4104, loss: 2.4104, grad_norm: 9.7607 2020-09-19 14:13:29,489 - mmaction - INFO - Epoch [25][2260/3520] lr: 5.000e-04, eta: 2 days, 1:13:05, time: 1.879, data_time: 0.015, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6781, loss_cls: 2.4762, loss: 2.4762, grad_norm: 9.9027 2020-09-19 14:14:08,105 - mmaction - INFO - Epoch [25][2280/3520] lr: 5.000e-04, eta: 2 days, 1:12:25, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.3979, top5_acc: 0.6917, loss_cls: 2.4368, loss: 2.4368, grad_norm: 9.9524 2020-09-19 14:14:47,417 - mmaction - INFO - Epoch [25][2300/3520] lr: 5.000e-04, eta: 2 days, 1:11:44, time: 1.967, data_time: 0.006, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6948, loss_cls: 2.3992, loss: 2.3992, grad_norm: 9.7092 2020-09-19 14:15:26,323 - mmaction - INFO - Epoch [25][2320/3520] lr: 5.000e-04, eta: 2 days, 1:11:04, time: 1.945, data_time: 0.174, memory: 8337, top1_acc: 0.3979, top5_acc: 0.7042, loss_cls: 2.4169, loss: 2.4169, grad_norm: 10.2145 2020-09-19 14:16:05,094 - mmaction - INFO - Epoch [25][2340/3520] lr: 5.000e-04, eta: 2 days, 1:10:23, time: 1.940, data_time: 0.172, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6969, loss_cls: 2.3924, loss: 2.3924, grad_norm: 9.5791 2020-09-19 14:16:41,408 - mmaction - INFO - Epoch [25][2360/3520] lr: 5.000e-04, eta: 2 days, 1:09:40, time: 1.814, data_time: 0.073, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7135, loss_cls: 2.2922, loss: 2.2922, grad_norm: 9.6894 2020-09-19 14:17:20,174 - mmaction - INFO - Epoch [25][2380/3520] lr: 5.000e-04, eta: 2 days, 1:08:59, time: 1.939, data_time: 0.134, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 2.5639, loss: 2.5639, grad_norm: 10.0996 2020-09-19 14:17:57,842 - mmaction - INFO - Epoch [25][2400/3520] lr: 5.000e-04, eta: 2 days, 1:08:18, time: 1.878, data_time: 0.024, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6917, loss_cls: 2.3894, loss: 2.3894, grad_norm: 9.9414 2020-09-19 14:18:37,586 - mmaction - INFO - Epoch [25][2420/3520] lr: 5.000e-04, eta: 2 days, 1:07:38, time: 1.993, data_time: 0.018, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6948, loss_cls: 2.3878, loss: 2.3878, grad_norm: 10.0543 2020-09-19 14:19:17,273 - mmaction - INFO - Epoch [25][2440/3520] lr: 5.000e-04, eta: 2 days, 1:06:58, time: 1.982, data_time: 0.007, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6812, loss_cls: 2.4241, loss: 2.4241, grad_norm: 9.8914 2020-09-19 14:19:54,067 - mmaction - INFO - Epoch [25][2460/3520] lr: 5.000e-04, eta: 2 days, 1:06:16, time: 1.842, data_time: 0.009, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6906, loss_cls: 2.4504, loss: 2.4504, grad_norm: 9.9820 2020-09-19 14:20:31,967 - mmaction - INFO - Epoch [25][2480/3520] lr: 5.000e-04, eta: 2 days, 1:05:34, time: 1.893, data_time: 0.016, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7083, loss_cls: 2.3260, loss: 2.3260, grad_norm: 9.9811 2020-09-19 14:21:10,830 - mmaction - INFO - Epoch [25][2500/3520] lr: 5.000e-04, eta: 2 days, 1:04:54, time: 1.945, data_time: 0.548, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7146, loss_cls: 2.3239, loss: 2.3239, grad_norm: 9.3689 2020-09-19 14:21:49,182 - mmaction - INFO - Epoch [25][2520/3520] lr: 5.000e-04, eta: 2 days, 1:04:12, time: 1.916, data_time: 0.446, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7219, loss_cls: 2.2989, loss: 2.2989, grad_norm: 9.5505 2020-09-19 14:22:31,018 - mmaction - INFO - Epoch [25][2540/3520] lr: 5.000e-04, eta: 2 days, 1:03:35, time: 2.094, data_time: 0.123, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6896, loss_cls: 2.3813, loss: 2.3813, grad_norm: 9.7982 2020-09-19 14:23:08,982 - mmaction - INFO - Epoch [25][2560/3520] lr: 5.000e-04, eta: 2 days, 1:02:53, time: 1.896, data_time: 0.083, memory: 8337, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.4473, loss: 2.4473, grad_norm: 9.8423 2020-09-19 14:23:48,143 - mmaction - INFO - Epoch [25][2580/3520] lr: 5.000e-04, eta: 2 days, 1:02:13, time: 1.961, data_time: 0.006, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.3554, loss: 2.3554, grad_norm: 9.7279 2020-09-19 14:24:25,333 - mmaction - INFO - Epoch [25][2600/3520] lr: 5.000e-04, eta: 2 days, 1:01:31, time: 1.859, data_time: 0.005, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.2945, loss: 2.2945, grad_norm: 9.8634 2020-09-19 14:25:04,417 - mmaction - INFO - Epoch [25][2620/3520] lr: 5.000e-04, eta: 2 days, 1:00:51, time: 1.953, data_time: 0.005, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6896, loss_cls: 2.3986, loss: 2.3986, grad_norm: 9.8763 2020-09-19 14:25:42,970 - mmaction - INFO - Epoch [25][2640/3520] lr: 5.000e-04, eta: 2 days, 1:00:10, time: 1.927, data_time: 0.017, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6792, loss_cls: 2.4894, loss: 2.4894, grad_norm: 10.3192 2020-09-19 14:26:22,382 - mmaction - INFO - Epoch [25][2660/3520] lr: 5.000e-04, eta: 2 days, 0:59:30, time: 1.974, data_time: 0.265, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7021, loss_cls: 2.3984, loss: 2.3984, grad_norm: 9.8294 2020-09-19 14:27:01,052 - mmaction - INFO - Epoch [25][2680/3520] lr: 5.000e-04, eta: 2 days, 0:58:49, time: 1.930, data_time: 0.177, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6906, loss_cls: 2.4098, loss: 2.4098, grad_norm: 10.0748 2020-09-19 14:27:39,376 - mmaction - INFO - Epoch [25][2700/3520] lr: 5.000e-04, eta: 2 days, 0:58:08, time: 1.920, data_time: 0.054, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7135, loss_cls: 2.3499, loss: 2.3499, grad_norm: 9.7734 2020-09-19 14:28:18,142 - mmaction - INFO - Epoch [25][2720/3520] lr: 5.000e-04, eta: 2 days, 0:57:27, time: 1.934, data_time: 0.303, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6937, loss_cls: 2.4040, loss: 2.4040, grad_norm: 10.0492 2020-09-19 14:28:57,989 - mmaction - INFO - Epoch [25][2740/3520] lr: 5.000e-04, eta: 2 days, 0:56:48, time: 1.996, data_time: 0.011, memory: 8337, top1_acc: 0.4542, top5_acc: 0.6927, loss_cls: 2.3804, loss: 2.3804, grad_norm: 9.7187 2020-09-19 14:29:36,418 - mmaction - INFO - Epoch [25][2760/3520] lr: 5.000e-04, eta: 2 days, 0:56:07, time: 1.920, data_time: 0.012, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6979, loss_cls: 2.4201, loss: 2.4201, grad_norm: 10.1912 2020-09-19 14:30:13,994 - mmaction - INFO - Epoch [25][2780/3520] lr: 5.000e-04, eta: 2 days, 0:55:25, time: 1.876, data_time: 0.012, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6844, loss_cls: 2.3859, loss: 2.3859, grad_norm: 9.9667 2020-09-19 14:30:54,612 - mmaction - INFO - Epoch [25][2800/3520] lr: 5.000e-04, eta: 2 days, 0:54:46, time: 2.031, data_time: 0.324, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6771, loss_cls: 2.4452, loss: 2.4452, grad_norm: 9.9910 2020-09-19 14:31:33,863 - mmaction - INFO - Epoch [25][2820/3520] lr: 5.000e-04, eta: 2 days, 0:54:06, time: 1.966, data_time: 0.427, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7167, loss_cls: 2.3561, loss: 2.3561, grad_norm: 9.9378 2020-09-19 14:32:12,852 - mmaction - INFO - Epoch [25][2840/3520] lr: 5.000e-04, eta: 2 days, 0:53:26, time: 1.949, data_time: 0.096, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7042, loss_cls: 2.3477, loss: 2.3477, grad_norm: 9.9480 2020-09-19 14:32:53,138 - mmaction - INFO - Epoch [25][2860/3520] lr: 5.000e-04, eta: 2 days, 0:52:47, time: 2.015, data_time: 0.766, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6927, loss_cls: 2.4198, loss: 2.4198, grad_norm: 9.9337 2020-09-19 14:33:31,917 - mmaction - INFO - Epoch [25][2880/3520] lr: 5.000e-04, eta: 2 days, 0:52:06, time: 1.938, data_time: 0.321, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7156, loss_cls: 2.2467, loss: 2.2467, grad_norm: 9.5492 2020-09-19 14:34:10,656 - mmaction - INFO - Epoch [25][2900/3520] lr: 5.000e-04, eta: 2 days, 0:51:25, time: 1.938, data_time: 0.013, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6875, loss_cls: 2.3982, loss: 2.3982, grad_norm: 9.9756 2020-09-19 14:34:48,942 - mmaction - INFO - Epoch [25][2920/3520] lr: 5.000e-04, eta: 2 days, 0:50:44, time: 1.913, data_time: 0.162, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6865, loss_cls: 2.4703, loss: 2.4703, grad_norm: 10.1474 2020-09-19 14:35:27,544 - mmaction - INFO - Epoch [25][2940/3520] lr: 5.000e-04, eta: 2 days, 0:50:03, time: 1.930, data_time: 0.130, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7073, loss_cls: 2.3722, loss: 2.3722, grad_norm: 9.9194 2020-09-19 14:36:06,183 - mmaction - INFO - Epoch [25][2960/3520] lr: 5.000e-04, eta: 2 days, 0:49:23, time: 1.932, data_time: 0.341, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6958, loss_cls: 2.3878, loss: 2.3878, grad_norm: 9.9769 2020-09-19 14:36:45,003 - mmaction - INFO - Epoch [25][2980/3520] lr: 5.000e-04, eta: 2 days, 0:48:42, time: 1.940, data_time: 0.124, memory: 8337, top1_acc: 0.4083, top5_acc: 0.7177, loss_cls: 2.3792, loss: 2.3792, grad_norm: 9.7370 2020-09-19 14:37:23,923 - mmaction - INFO - Epoch [25][3000/3520] lr: 5.000e-04, eta: 2 days, 0:48:02, time: 1.946, data_time: 0.068, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6958, loss_cls: 2.3564, loss: 2.3564, grad_norm: 10.0631 2020-09-19 14:38:03,203 - mmaction - INFO - Epoch [25][3020/3520] lr: 5.000e-04, eta: 2 days, 0:47:21, time: 1.961, data_time: 0.012, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7281, loss_cls: 2.3007, loss: 2.3007, grad_norm: 9.4197 2020-09-19 14:38:41,572 - mmaction - INFO - Epoch [25][3040/3520] lr: 5.000e-04, eta: 2 days, 0:46:40, time: 1.917, data_time: 0.084, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7187, loss_cls: 2.3049, loss: 2.3049, grad_norm: 9.8596 2020-09-19 14:39:19,090 - mmaction - INFO - Epoch [25][3060/3520] lr: 5.000e-04, eta: 2 days, 0:45:59, time: 1.882, data_time: 0.097, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7156, loss_cls: 2.3275, loss: 2.3275, grad_norm: 9.9288 2020-09-19 14:39:59,631 - mmaction - INFO - Epoch [25][3080/3520] lr: 5.000e-04, eta: 2 days, 0:45:20, time: 2.024, data_time: 0.196, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6906, loss_cls: 2.4188, loss: 2.4188, grad_norm: 9.9785 2020-09-19 14:40:38,854 - mmaction - INFO - Epoch [25][3100/3520] lr: 5.000e-04, eta: 2 days, 0:44:40, time: 1.965, data_time: 0.039, memory: 8337, top1_acc: 0.4438, top5_acc: 0.6958, loss_cls: 2.3799, loss: 2.3799, grad_norm: 10.0210 2020-09-19 14:41:16,468 - mmaction - INFO - Epoch [25][3120/3520] lr: 5.000e-04, eta: 2 days, 0:43:58, time: 1.877, data_time: 0.007, memory: 8337, top1_acc: 0.4115, top5_acc: 0.7177, loss_cls: 2.3585, loss: 2.3585, grad_norm: 9.9007 2020-09-19 14:41:56,770 - mmaction - INFO - Epoch [25][3140/3520] lr: 5.000e-04, eta: 2 days, 0:43:19, time: 2.017, data_time: 0.031, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7198, loss_cls: 2.2962, loss: 2.2962, grad_norm: 9.5390 2020-09-19 14:42:35,423 - mmaction - INFO - Epoch [25][3160/3520] lr: 5.000e-04, eta: 2 days, 0:42:38, time: 1.932, data_time: 0.041, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7094, loss_cls: 2.3214, loss: 2.3214, grad_norm: 9.8198 2020-09-19 14:43:12,927 - mmaction - INFO - Epoch [25][3180/3520] lr: 5.000e-04, eta: 2 days, 0:41:56, time: 1.874, data_time: 0.381, memory: 8337, top1_acc: 0.4062, top5_acc: 0.7083, loss_cls: 2.3721, loss: 2.3721, grad_norm: 10.0330 2020-09-19 14:43:53,159 - mmaction - INFO - Epoch [25][3200/3520] lr: 5.000e-04, eta: 2 days, 0:41:17, time: 2.011, data_time: 0.259, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6938, loss_cls: 2.3984, loss: 2.3984, grad_norm: 10.0674 2020-09-19 14:44:30,799 - mmaction - INFO - Epoch [25][3220/3520] lr: 5.000e-04, eta: 2 days, 0:40:35, time: 1.883, data_time: 0.021, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6979, loss_cls: 2.4048, loss: 2.4048, grad_norm: 10.3163 2020-09-19 14:45:11,759 - mmaction - INFO - Epoch [25][3240/3520] lr: 5.000e-04, eta: 2 days, 0:39:56, time: 2.016, data_time: 0.216, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6937, loss_cls: 2.3945, loss: 2.3945, grad_norm: 10.0822 2020-09-19 14:45:48,959 - mmaction - INFO - Epoch [25][3260/3520] lr: 5.000e-04, eta: 2 days, 0:39:14, time: 1.894, data_time: 0.039, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7052, loss_cls: 2.3270, loss: 2.3270, grad_norm: 9.6096 2020-09-19 14:46:25,547 - mmaction - INFO - Epoch [25][3280/3520] lr: 5.000e-04, eta: 2 days, 0:38:32, time: 1.828, data_time: 0.209, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7167, loss_cls: 2.3402, loss: 2.3402, grad_norm: 9.8520 2020-09-19 14:47:05,994 - mmaction - INFO - Epoch [25][3300/3520] lr: 5.000e-04, eta: 2 days, 0:37:53, time: 2.024, data_time: 0.731, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.3670, loss: 2.3670, grad_norm: 9.9600 2020-09-19 14:47:44,740 - mmaction - INFO - Epoch [25][3320/3520] lr: 5.000e-04, eta: 2 days, 0:37:12, time: 1.937, data_time: 0.022, memory: 8337, top1_acc: 0.4073, top5_acc: 0.7083, loss_cls: 2.3776, loss: 2.3776, grad_norm: 10.3132 2020-09-19 14:48:22,991 - mmaction - INFO - Epoch [25][3340/3520] lr: 5.000e-04, eta: 2 days, 0:36:31, time: 1.913, data_time: 0.147, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6958, loss_cls: 2.3892, loss: 2.3892, grad_norm: 9.9885 2020-09-19 14:49:00,934 - mmaction - INFO - Epoch [25][3360/3520] lr: 5.000e-04, eta: 2 days, 0:35:50, time: 1.898, data_time: 0.005, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7240, loss_cls: 2.2718, loss: 2.2718, grad_norm: 10.0067 2020-09-19 14:49:40,441 - mmaction - INFO - Epoch [25][3380/3520] lr: 5.000e-04, eta: 2 days, 0:35:10, time: 1.974, data_time: 0.021, memory: 8337, top1_acc: 0.4094, top5_acc: 0.7000, loss_cls: 2.3994, loss: 2.3994, grad_norm: 10.1422 2020-09-19 14:50:18,869 - mmaction - INFO - Epoch [25][3400/3520] lr: 5.000e-04, eta: 2 days, 0:34:29, time: 1.920, data_time: 0.068, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6906, loss_cls: 2.3947, loss: 2.3947, grad_norm: 9.8001 2020-09-19 14:50:58,399 - mmaction - INFO - Epoch [25][3420/3520] lr: 5.000e-04, eta: 2 days, 0:33:49, time: 1.979, data_time: 0.162, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6896, loss_cls: 2.4367, loss: 2.4367, grad_norm: 10.1509 2020-09-19 14:51:36,453 - mmaction - INFO - Epoch [25][3440/3520] lr: 5.000e-04, eta: 2 days, 0:33:07, time: 1.898, data_time: 0.006, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7073, loss_cls: 2.3972, loss: 2.3972, grad_norm: 10.1276 2020-09-19 14:52:14,278 - mmaction - INFO - Epoch [25][3460/3520] lr: 5.000e-04, eta: 2 days, 0:32:26, time: 1.895, data_time: 0.008, memory: 8337, top1_acc: 0.4427, top5_acc: 0.6906, loss_cls: 2.3523, loss: 2.3523, grad_norm: 9.6689 2020-09-19 14:52:53,662 - mmaction - INFO - Epoch [25][3480/3520] lr: 5.000e-04, eta: 2 days, 0:31:46, time: 1.965, data_time: 0.116, memory: 8337, top1_acc: 0.4323, top5_acc: 0.6844, loss_cls: 2.4142, loss: 2.4142, grad_norm: 9.8247 2020-09-19 14:53:33,035 - mmaction - INFO - Epoch [25][3500/3520] lr: 5.000e-04, eta: 2 days, 0:31:06, time: 1.973, data_time: 0.500, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7312, loss_cls: 2.3269, loss: 2.3269, grad_norm: 9.7966 2020-09-19 14:54:07,627 - mmaction - INFO - Epoch [25][3520/3520] lr: 5.000e-04, eta: 2 days, 0:30:21, time: 1.730, data_time: 0.004, memory: 8337, top1_acc: 0.4326, top5_acc: 0.7033, loss_cls: 2.3755, loss: 2.3755, grad_norm: 10.0280 2020-09-19 14:54:28,302 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-09-19 14:56:56,305 - mmaction - INFO - Epoch [26][20/3520] lr: 5.000e-04, eta: 2 days, 0:31:29, time: 7.359, data_time: 5.491, memory: 8337, top1_acc: 0.3948, top5_acc: 0.6781, loss_cls: 2.4602, loss: 2.4602, grad_norm: 10.1365 2020-09-19 14:57:37,693 - mmaction - INFO - Epoch [26][40/3520] lr: 5.000e-04, eta: 2 days, 0:30:51, time: 2.080, data_time: 0.123, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7094, loss_cls: 2.3150, loss: 2.3150, grad_norm: 9.6539 2020-09-19 14:58:16,225 - mmaction - INFO - Epoch [26][60/3520] lr: 5.000e-04, eta: 2 days, 0:30:10, time: 1.929, data_time: 0.319, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7073, loss_cls: 2.3537, loss: 2.3537, grad_norm: 9.8925 2020-09-19 14:58:57,445 - mmaction - INFO - Epoch [26][80/3520] lr: 5.000e-04, eta: 2 days, 0:29:32, time: 2.059, data_time: 0.081, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7323, loss_cls: 2.3001, loss: 2.3001, grad_norm: 9.9368 2020-09-19 14:59:36,164 - mmaction - INFO - Epoch [26][100/3520] lr: 5.000e-04, eta: 2 days, 0:28:51, time: 1.936, data_time: 0.008, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6844, loss_cls: 2.4075, loss: 2.4075, grad_norm: 10.0843 2020-09-19 15:00:21,549 - mmaction - INFO - Epoch [26][120/3520] lr: 5.000e-04, eta: 2 days, 0:28:17, time: 2.253, data_time: 0.241, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7396, loss_cls: 2.1921, loss: 2.1921, grad_norm: 9.8155 2020-09-19 15:01:01,674 - mmaction - INFO - Epoch [26][140/3520] lr: 5.000e-04, eta: 2 days, 0:27:38, time: 2.025, data_time: 0.460, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6979, loss_cls: 2.3974, loss: 2.3974, grad_norm: 10.2225 2020-09-19 15:01:39,996 - mmaction - INFO - Epoch [26][160/3520] lr: 5.000e-04, eta: 2 days, 0:26:57, time: 1.914, data_time: 0.048, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6875, loss_cls: 2.4300, loss: 2.4300, grad_norm: 10.0377 2020-09-19 15:02:19,667 - mmaction - INFO - Epoch [26][180/3520] lr: 5.000e-04, eta: 2 days, 0:26:17, time: 1.986, data_time: 0.186, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6906, loss_cls: 2.3952, loss: 2.3952, grad_norm: 10.1905 2020-09-19 15:02:58,355 - mmaction - INFO - Epoch [26][200/3520] lr: 5.000e-04, eta: 2 days, 0:25:36, time: 1.934, data_time: 0.003, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7156, loss_cls: 2.2924, loss: 2.2924, grad_norm: 9.9110 2020-09-19 15:03:40,187 - mmaction - INFO - Epoch [26][220/3520] lr: 5.000e-04, eta: 2 days, 0:24:59, time: 2.091, data_time: 0.005, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7083, loss_cls: 2.3616, loss: 2.3616, grad_norm: 9.9339 2020-09-19 15:04:17,911 - mmaction - INFO - Epoch [26][240/3520] lr: 5.000e-04, eta: 2 days, 0:24:17, time: 1.887, data_time: 0.039, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6802, loss_cls: 2.4573, loss: 2.4573, grad_norm: 10.4766 2020-09-19 15:04:57,647 - mmaction - INFO - Epoch [26][260/3520] lr: 5.000e-04, eta: 2 days, 0:23:37, time: 1.985, data_time: 0.285, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7052, loss_cls: 2.3628, loss: 2.3628, grad_norm: 10.1875 2020-09-19 15:05:35,075 - mmaction - INFO - Epoch [26][280/3520] lr: 5.000e-04, eta: 2 days, 0:22:56, time: 1.873, data_time: 0.770, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7135, loss_cls: 2.3153, loss: 2.3153, grad_norm: 9.9868 2020-09-19 15:06:16,207 - mmaction - INFO - Epoch [26][300/3520] lr: 5.000e-04, eta: 2 days, 0:22:17, time: 2.053, data_time: 0.065, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6927, loss_cls: 2.3349, loss: 2.3349, grad_norm: 10.1793 2020-09-19 15:06:52,396 - mmaction - INFO - Epoch [26][320/3520] lr: 5.000e-04, eta: 2 days, 0:21:34, time: 1.811, data_time: 0.038, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7031, loss_cls: 2.3409, loss: 2.3409, grad_norm: 9.6561 2020-09-19 15:07:32,783 - mmaction - INFO - Epoch [26][340/3520] lr: 5.000e-04, eta: 2 days, 0:20:55, time: 2.016, data_time: 0.275, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7125, loss_cls: 2.2967, loss: 2.2967, grad_norm: 9.6774 2020-09-19 15:08:11,116 - mmaction - INFO - Epoch [26][360/3520] lr: 5.000e-04, eta: 2 days, 0:20:14, time: 1.920, data_time: 0.038, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7229, loss_cls: 2.3251, loss: 2.3251, grad_norm: 9.7366 2020-09-19 15:08:50,045 - mmaction - INFO - Epoch [26][380/3520] lr: 5.000e-04, eta: 2 days, 0:19:33, time: 1.945, data_time: 0.059, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7281, loss_cls: 2.2529, loss: 2.2529, grad_norm: 9.8142 2020-09-19 15:09:30,448 - mmaction - INFO - Epoch [26][400/3520] lr: 5.000e-04, eta: 2 days, 0:18:54, time: 2.023, data_time: 0.085, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7500, loss_cls: 2.2710, loss: 2.2710, grad_norm: 9.9069 2020-09-19 15:10:06,795 - mmaction - INFO - Epoch [26][420/3520] lr: 5.000e-04, eta: 2 days, 0:18:11, time: 1.812, data_time: 0.249, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7177, loss_cls: 2.2903, loss: 2.2903, grad_norm: 10.0057 2020-09-19 15:10:44,474 - mmaction - INFO - Epoch [26][440/3520] lr: 5.000e-04, eta: 2 days, 0:17:30, time: 1.888, data_time: 0.008, memory: 8337, top1_acc: 0.4594, top5_acc: 0.6990, loss_cls: 2.2946, loss: 2.2946, grad_norm: 9.9443 2020-09-19 15:11:23,524 - mmaction - INFO - Epoch [26][460/3520] lr: 5.000e-04, eta: 2 days, 0:16:49, time: 1.950, data_time: 0.646, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7083, loss_cls: 2.3739, loss: 2.3739, grad_norm: 10.5140 2020-09-19 15:12:02,909 - mmaction - INFO - Epoch [26][480/3520] lr: 5.000e-04, eta: 2 days, 0:16:09, time: 1.973, data_time: 0.079, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7073, loss_cls: 2.3400, loss: 2.3400, grad_norm: 10.0097 2020-09-19 15:12:42,191 - mmaction - INFO - Epoch [26][500/3520] lr: 5.000e-04, eta: 2 days, 0:15:29, time: 1.964, data_time: 0.023, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7229, loss_cls: 2.2724, loss: 2.2724, grad_norm: 9.9379 2020-09-19 15:13:22,151 - mmaction - INFO - Epoch [26][520/3520] lr: 5.000e-04, eta: 2 days, 0:14:50, time: 1.996, data_time: 0.253, memory: 8337, top1_acc: 0.4063, top5_acc: 0.7104, loss_cls: 2.3867, loss: 2.3867, grad_norm: 9.8917 2020-09-19 15:14:00,013 - mmaction - INFO - Epoch [26][540/3520] lr: 5.000e-04, eta: 2 days, 0:14:08, time: 1.894, data_time: 0.005, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7313, loss_cls: 2.2662, loss: 2.2662, grad_norm: 9.8933 2020-09-19 15:14:38,090 - mmaction - INFO - Epoch [26][560/3520] lr: 5.000e-04, eta: 2 days, 0:13:27, time: 1.903, data_time: 0.015, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7042, loss_cls: 2.4015, loss: 2.4015, grad_norm: 10.1385 2020-09-19 15:15:16,592 - mmaction - INFO - Epoch [26][580/3520] lr: 5.000e-04, eta: 2 days, 0:12:46, time: 1.926, data_time: 0.065, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7115, loss_cls: 2.3443, loss: 2.3443, grad_norm: 10.3136 2020-09-19 15:15:55,320 - mmaction - INFO - Epoch [26][600/3520] lr: 5.000e-04, eta: 2 days, 0:12:05, time: 1.934, data_time: 0.015, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6781, loss_cls: 2.4709, loss: 2.4709, grad_norm: 10.3444 2020-09-19 15:16:33,253 - mmaction - INFO - Epoch [26][620/3520] lr: 5.000e-04, eta: 2 days, 0:11:24, time: 1.900, data_time: 0.029, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6792, loss_cls: 2.4328, loss: 2.4328, grad_norm: 10.1391 2020-09-19 15:17:13,285 - mmaction - INFO - Epoch [26][640/3520] lr: 5.000e-04, eta: 2 days, 0:10:44, time: 1.999, data_time: 0.124, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7135, loss_cls: 2.2981, loss: 2.2981, grad_norm: 10.2640 2020-09-19 15:17:50,973 - mmaction - INFO - Epoch [26][660/3520] lr: 5.000e-04, eta: 2 days, 0:10:03, time: 1.886, data_time: 0.066, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7083, loss_cls: 2.4156, loss: 2.4156, grad_norm: 10.1342 2020-09-19 15:18:29,992 - mmaction - INFO - Epoch [26][680/3520] lr: 5.000e-04, eta: 2 days, 0:09:22, time: 1.951, data_time: 0.489, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7406, loss_cls: 2.2807, loss: 2.2807, grad_norm: 10.1471 2020-09-19 15:19:07,726 - mmaction - INFO - Epoch [26][700/3520] lr: 5.000e-04, eta: 2 days, 0:08:41, time: 1.887, data_time: 0.158, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6906, loss_cls: 2.3429, loss: 2.3429, grad_norm: 10.0850 2020-09-19 15:19:46,469 - mmaction - INFO - Epoch [26][720/3520] lr: 5.000e-04, eta: 2 days, 0:08:00, time: 1.935, data_time: 1.148, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6969, loss_cls: 2.3385, loss: 2.3385, grad_norm: 9.9788 2020-09-19 15:20:27,104 - mmaction - INFO - Epoch [26][740/3520] lr: 5.000e-04, eta: 2 days, 0:07:21, time: 2.034, data_time: 0.070, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6844, loss_cls: 2.4220, loss: 2.4220, grad_norm: 10.2549 2020-09-19 15:21:05,973 - mmaction - INFO - Epoch [26][760/3520] lr: 5.000e-04, eta: 2 days, 0:06:41, time: 1.940, data_time: 0.006, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6927, loss_cls: 2.4670, loss: 2.4670, grad_norm: 10.3575 2020-09-19 15:21:44,381 - mmaction - INFO - Epoch [26][780/3520] lr: 5.000e-04, eta: 2 days, 0:06:00, time: 1.924, data_time: 0.381, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.2876, loss: 2.2876, grad_norm: 10.1883 2020-09-19 15:22:24,157 - mmaction - INFO - Epoch [26][800/3520] lr: 5.000e-04, eta: 2 days, 0:05:20, time: 1.988, data_time: 0.398, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7094, loss_cls: 2.3077, loss: 2.3077, grad_norm: 9.8732 2020-09-19 15:23:05,033 - mmaction - INFO - Epoch [26][820/3520] lr: 5.000e-04, eta: 2 days, 0:04:41, time: 2.040, data_time: 1.022, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6854, loss_cls: 2.4438, loss: 2.4438, grad_norm: 10.2560 2020-09-19 15:23:43,293 - mmaction - INFO - Epoch [26][840/3520] lr: 5.000e-04, eta: 2 days, 0:04:00, time: 1.913, data_time: 0.233, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6948, loss_cls: 2.3830, loss: 2.3830, grad_norm: 10.1928 2020-09-19 15:24:23,254 - mmaction - INFO - Epoch [26][860/3520] lr: 5.000e-04, eta: 2 days, 0:03:21, time: 2.001, data_time: 0.299, memory: 8337, top1_acc: 0.4052, top5_acc: 0.6854, loss_cls: 2.4727, loss: 2.4727, grad_norm: 10.2019 2020-09-19 15:25:01,246 - mmaction - INFO - Epoch [26][880/3520] lr: 5.000e-04, eta: 2 days, 0:02:39, time: 1.897, data_time: 0.032, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7365, loss_cls: 2.2190, loss: 2.2190, grad_norm: 9.5503 2020-09-19 15:25:41,461 - mmaction - INFO - Epoch [26][900/3520] lr: 5.000e-04, eta: 2 days, 0:02:00, time: 2.014, data_time: 0.009, memory: 8337, top1_acc: 0.3917, top5_acc: 0.6781, loss_cls: 2.4892, loss: 2.4892, grad_norm: 10.3886 2020-09-19 15:26:21,190 - mmaction - INFO - Epoch [26][920/3520] lr: 5.000e-04, eta: 2 days, 0:01:21, time: 1.986, data_time: 0.016, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6719, loss_cls: 2.4870, loss: 2.4870, grad_norm: 10.2184 2020-09-19 15:26:59,299 - mmaction - INFO - Epoch [26][940/3520] lr: 5.000e-04, eta: 2 days, 0:00:39, time: 1.904, data_time: 0.272, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7167, loss_cls: 2.2884, loss: 2.2884, grad_norm: 9.8651 2020-09-19 15:27:39,540 - mmaction - INFO - Epoch [26][960/3520] lr: 5.000e-04, eta: 2 days, 0:00:00, time: 2.013, data_time: 1.321, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6917, loss_cls: 2.4009, loss: 2.4009, grad_norm: 10.3111 2020-09-19 15:28:19,013 - mmaction - INFO - Epoch [26][980/3520] lr: 5.000e-04, eta: 1 day, 23:59:20, time: 1.974, data_time: 0.264, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6927, loss_cls: 2.3846, loss: 2.3846, grad_norm: 9.8613 2020-09-19 15:28:59,193 - mmaction - INFO - Epoch [26][1000/3520] lr: 5.000e-04, eta: 1 day, 23:58:41, time: 2.007, data_time: 0.027, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7010, loss_cls: 2.3388, loss: 2.3388, grad_norm: 9.9284 2020-09-19 15:29:38,587 - mmaction - INFO - Epoch [26][1020/3520] lr: 5.000e-04, eta: 1 day, 23:58:01, time: 1.970, data_time: 0.159, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7135, loss_cls: 2.2841, loss: 2.2841, grad_norm: 10.1166 2020-09-19 15:30:15,037 - mmaction - INFO - Epoch [26][1040/3520] lr: 5.000e-04, eta: 1 day, 23:57:18, time: 1.823, data_time: 0.432, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7156, loss_cls: 2.3018, loss: 2.3018, grad_norm: 10.0025 2020-09-19 15:30:53,988 - mmaction - INFO - Epoch [26][1060/3520] lr: 5.000e-04, eta: 1 day, 23:56:38, time: 1.947, data_time: 0.033, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7042, loss_cls: 2.3931, loss: 2.3931, grad_norm: 10.3599 2020-09-19 15:31:33,969 - mmaction - INFO - Epoch [26][1080/3520] lr: 5.000e-04, eta: 1 day, 23:55:58, time: 1.998, data_time: 0.487, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6656, loss_cls: 2.4486, loss: 2.4486, grad_norm: 10.0284 2020-09-19 15:32:13,383 - mmaction - INFO - Epoch [26][1100/3520] lr: 5.000e-04, eta: 1 day, 23:55:18, time: 1.969, data_time: 0.008, memory: 8337, top1_acc: 0.4490, top5_acc: 0.6917, loss_cls: 2.3296, loss: 2.3296, grad_norm: 10.1224 2020-09-19 15:32:51,181 - mmaction - INFO - Epoch [26][1120/3520] lr: 5.000e-04, eta: 1 day, 23:54:37, time: 1.892, data_time: 0.067, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7052, loss_cls: 2.3894, loss: 2.3894, grad_norm: 10.0347 2020-09-19 15:33:31,384 - mmaction - INFO - Epoch [26][1140/3520] lr: 5.000e-04, eta: 1 day, 23:53:57, time: 2.007, data_time: 0.113, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7240, loss_cls: 2.2419, loss: 2.2419, grad_norm: 9.8581 2020-09-19 15:34:11,153 - mmaction - INFO - Epoch [26][1160/3520] lr: 5.000e-04, eta: 1 day, 23:53:18, time: 1.991, data_time: 0.262, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7073, loss_cls: 2.3704, loss: 2.3704, grad_norm: 10.1848 2020-09-19 15:34:50,379 - mmaction - INFO - Epoch [26][1180/3520] lr: 5.000e-04, eta: 1 day, 23:52:38, time: 1.962, data_time: 0.011, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7198, loss_cls: 2.2760, loss: 2.2760, grad_norm: 9.9081 2020-09-19 15:35:28,703 - mmaction - INFO - Epoch [26][1200/3520] lr: 5.000e-04, eta: 1 day, 23:51:57, time: 1.916, data_time: 0.805, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7208, loss_cls: 2.4036, loss: 2.4036, grad_norm: 10.2323 2020-09-19 15:36:08,536 - mmaction - INFO - Epoch [26][1220/3520] lr: 5.000e-04, eta: 1 day, 23:51:17, time: 1.992, data_time: 0.028, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7281, loss_cls: 2.3059, loss: 2.3059, grad_norm: 10.1156 2020-09-19 15:36:46,552 - mmaction - INFO - Epoch [26][1240/3520] lr: 5.000e-04, eta: 1 day, 23:50:36, time: 1.900, data_time: 1.057, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7073, loss_cls: 2.2859, loss: 2.2859, grad_norm: 10.0274 2020-09-19 15:37:25,101 - mmaction - INFO - Epoch [26][1260/3520] lr: 5.000e-04, eta: 1 day, 23:49:55, time: 1.926, data_time: 0.540, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6938, loss_cls: 2.3432, loss: 2.3432, grad_norm: 10.1543 2020-09-19 15:38:05,135 - mmaction - INFO - Epoch [26][1280/3520] lr: 5.000e-04, eta: 1 day, 23:49:15, time: 2.004, data_time: 0.620, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7031, loss_cls: 2.3690, loss: 2.3690, grad_norm: 10.0148 2020-09-19 15:38:44,725 - mmaction - INFO - Epoch [26][1300/3520] lr: 5.000e-04, eta: 1 day, 23:48:35, time: 1.976, data_time: 1.059, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7010, loss_cls: 2.4386, loss: 2.4386, grad_norm: 10.2085 2020-09-19 15:39:24,478 - mmaction - INFO - Epoch [26][1320/3520] lr: 5.000e-04, eta: 1 day, 23:47:56, time: 1.992, data_time: 0.310, memory: 8337, top1_acc: 0.3906, top5_acc: 0.7052, loss_cls: 2.4311, loss: 2.4311, grad_norm: 10.3262 2020-09-19 15:40:01,700 - mmaction - INFO - Epoch [26][1340/3520] lr: 5.000e-04, eta: 1 day, 23:47:14, time: 1.861, data_time: 0.091, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6969, loss_cls: 2.3262, loss: 2.3262, grad_norm: 10.3713 2020-09-19 15:40:41,837 - mmaction - INFO - Epoch [26][1360/3520] lr: 5.000e-04, eta: 1 day, 23:46:34, time: 2.007, data_time: 0.032, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6719, loss_cls: 2.4640, loss: 2.4640, grad_norm: 10.3015 2020-09-19 15:41:20,105 - mmaction - INFO - Epoch [26][1380/3520] lr: 5.000e-04, eta: 1 day, 23:45:53, time: 1.914, data_time: 0.262, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7010, loss_cls: 2.3936, loss: 2.3936, grad_norm: 10.3053 2020-09-19 15:42:00,228 - mmaction - INFO - Epoch [26][1400/3520] lr: 5.000e-04, eta: 1 day, 23:45:14, time: 2.007, data_time: 0.016, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6802, loss_cls: 2.4407, loss: 2.4407, grad_norm: 10.7180 2020-09-19 15:42:40,237 - mmaction - INFO - Epoch [26][1420/3520] lr: 5.000e-04, eta: 1 day, 23:44:35, time: 1.996, data_time: 0.923, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6865, loss_cls: 2.3825, loss: 2.3825, grad_norm: 10.1102 2020-09-19 15:43:19,419 - mmaction - INFO - Epoch [26][1440/3520] lr: 5.000e-04, eta: 1 day, 23:43:54, time: 1.959, data_time: 0.338, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7042, loss_cls: 2.3396, loss: 2.3396, grad_norm: 10.2196 2020-09-19 15:43:57,650 - mmaction - INFO - Epoch [26][1460/3520] lr: 5.000e-04, eta: 1 day, 23:43:13, time: 1.915, data_time: 0.429, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6990, loss_cls: 2.3896, loss: 2.3896, grad_norm: 10.1629 2020-09-19 15:44:35,792 - mmaction - INFO - Epoch [26][1480/3520] lr: 5.000e-04, eta: 1 day, 23:42:32, time: 1.906, data_time: 0.010, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7146, loss_cls: 2.2727, loss: 2.2727, grad_norm: 9.9949 2020-09-19 15:45:13,859 - mmaction - INFO - Epoch [26][1500/3520] lr: 5.000e-04, eta: 1 day, 23:41:51, time: 1.903, data_time: 0.139, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7010, loss_cls: 2.3759, loss: 2.3759, grad_norm: 10.4857 2020-09-19 15:45:52,347 - mmaction - INFO - Epoch [26][1520/3520] lr: 5.000e-04, eta: 1 day, 23:41:10, time: 1.926, data_time: 1.219, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.3946, loss: 2.3946, grad_norm: 10.3845 2020-09-19 15:46:30,027 - mmaction - INFO - Epoch [26][1540/3520] lr: 5.000e-04, eta: 1 day, 23:40:28, time: 1.884, data_time: 0.455, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7302, loss_cls: 2.2409, loss: 2.2409, grad_norm: 10.0863 2020-09-19 15:47:07,809 - mmaction - INFO - Epoch [26][1560/3520] lr: 5.000e-04, eta: 1 day, 23:39:47, time: 1.889, data_time: 0.108, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.2409, loss: 2.2409, grad_norm: 9.7599 2020-09-19 15:47:48,192 - mmaction - INFO - Epoch [26][1580/3520] lr: 5.000e-04, eta: 1 day, 23:39:08, time: 2.016, data_time: 0.383, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7146, loss_cls: 2.3058, loss: 2.3058, grad_norm: 10.2931 2020-09-19 15:48:25,507 - mmaction - INFO - Epoch [26][1600/3520] lr: 5.000e-04, eta: 1 day, 23:38:26, time: 1.867, data_time: 0.017, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7104, loss_cls: 2.3153, loss: 2.3153, grad_norm: 9.8753 2020-09-19 15:49:04,973 - mmaction - INFO - Epoch [26][1620/3520] lr: 5.000e-04, eta: 1 day, 23:37:46, time: 1.975, data_time: 0.052, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7062, loss_cls: 2.3475, loss: 2.3475, grad_norm: 10.1796 2020-09-19 15:49:44,476 - mmaction - INFO - Epoch [26][1640/3520] lr: 5.000e-04, eta: 1 day, 23:37:06, time: 1.975, data_time: 1.103, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6958, loss_cls: 2.3397, loss: 2.3397, grad_norm: 10.2606 2020-09-19 15:50:23,112 - mmaction - INFO - Epoch [26][1660/3520] lr: 5.000e-04, eta: 1 day, 23:36:25, time: 1.930, data_time: 0.008, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6979, loss_cls: 2.3939, loss: 2.3939, grad_norm: 10.3573 2020-09-19 15:51:03,634 - mmaction - INFO - Epoch [26][1680/3520] lr: 5.000e-04, eta: 1 day, 23:35:46, time: 2.028, data_time: 0.076, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7073, loss_cls: 2.3363, loss: 2.3363, grad_norm: 10.3129 2020-09-19 15:51:42,611 - mmaction - INFO - Epoch [26][1700/3520] lr: 5.000e-04, eta: 1 day, 23:35:06, time: 1.944, data_time: 0.050, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.2555, loss: 2.2555, grad_norm: 9.9564 2020-09-19 15:52:20,176 - mmaction - INFO - Epoch [26][1720/3520] lr: 5.000e-04, eta: 1 day, 23:34:24, time: 1.880, data_time: 0.089, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6927, loss_cls: 2.3409, loss: 2.3409, grad_norm: 9.9453 2020-09-19 15:52:59,916 - mmaction - INFO - Epoch [26][1740/3520] lr: 5.000e-04, eta: 1 day, 23:33:44, time: 1.986, data_time: 1.017, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6958, loss_cls: 2.3560, loss: 2.3560, grad_norm: 9.8814 2020-09-19 15:53:40,340 - mmaction - INFO - Epoch [26][1760/3520] lr: 5.000e-04, eta: 1 day, 23:33:05, time: 2.025, data_time: 0.226, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7135, loss_cls: 2.3481, loss: 2.3481, grad_norm: 10.0392 2020-09-19 15:54:17,499 - mmaction - INFO - Epoch [26][1780/3520] lr: 5.000e-04, eta: 1 day, 23:32:23, time: 1.858, data_time: 0.014, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7062, loss_cls: 2.3125, loss: 2.3125, grad_norm: 9.9572 2020-09-19 15:54:55,701 - mmaction - INFO - Epoch [26][1800/3520] lr: 5.000e-04, eta: 1 day, 23:31:42, time: 1.907, data_time: 0.007, memory: 8337, top1_acc: 0.3885, top5_acc: 0.6604, loss_cls: 2.5269, loss: 2.5269, grad_norm: 10.8749 2020-09-19 15:55:34,161 - mmaction - INFO - Epoch [26][1820/3520] lr: 5.000e-04, eta: 1 day, 23:31:01, time: 1.926, data_time: 0.040, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7125, loss_cls: 2.2921, loss: 2.2921, grad_norm: 9.9371 2020-09-19 15:56:13,208 - mmaction - INFO - Epoch [26][1840/3520] lr: 5.000e-04, eta: 1 day, 23:30:21, time: 1.950, data_time: 0.213, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7292, loss_cls: 2.2627, loss: 2.2627, grad_norm: 9.8110 2020-09-19 15:56:51,695 - mmaction - INFO - Epoch [26][1860/3520] lr: 5.000e-04, eta: 1 day, 23:29:40, time: 1.925, data_time: 0.423, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7240, loss_cls: 2.2808, loss: 2.2808, grad_norm: 9.7478 2020-09-19 15:57:31,334 - mmaction - INFO - Epoch [26][1880/3520] lr: 5.000e-04, eta: 1 day, 23:29:00, time: 1.981, data_time: 0.466, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7167, loss_cls: 2.2840, loss: 2.2840, grad_norm: 10.2929 2020-09-19 15:58:09,324 - mmaction - INFO - Epoch [26][1900/3520] lr: 5.000e-04, eta: 1 day, 23:28:19, time: 1.901, data_time: 0.093, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6948, loss_cls: 2.4402, loss: 2.4402, grad_norm: 10.7483 2020-09-19 15:58:49,100 - mmaction - INFO - Epoch [26][1920/3520] lr: 5.000e-04, eta: 1 day, 23:27:39, time: 1.989, data_time: 0.058, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6948, loss_cls: 2.4129, loss: 2.4129, grad_norm: 10.6385 2020-09-19 15:59:27,970 - mmaction - INFO - Epoch [26][1940/3520] lr: 5.000e-04, eta: 1 day, 23:26:59, time: 1.943, data_time: 0.032, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6906, loss_cls: 2.4163, loss: 2.4163, grad_norm: 10.4113 2020-09-19 16:00:13,948 - mmaction - INFO - Epoch [26][1960/3520] lr: 5.000e-04, eta: 1 day, 23:26:25, time: 2.266, data_time: 0.037, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7073, loss_cls: 2.2919, loss: 2.2919, grad_norm: 10.0722 2020-09-19 16:00:53,496 - mmaction - INFO - Epoch [26][1980/3520] lr: 5.000e-04, eta: 1 day, 23:25:45, time: 2.011, data_time: 0.097, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7021, loss_cls: 2.3688, loss: 2.3688, grad_norm: 10.1475 2020-09-19 16:01:31,990 - mmaction - INFO - Epoch [26][2000/3520] lr: 5.000e-04, eta: 1 day, 23:25:04, time: 1.922, data_time: 0.437, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7271, loss_cls: 2.2368, loss: 2.2368, grad_norm: 9.8505 2020-09-19 16:02:10,727 - mmaction - INFO - Epoch [26][2020/3520] lr: 5.000e-04, eta: 1 day, 23:24:24, time: 1.941, data_time: 0.026, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6833, loss_cls: 2.4262, loss: 2.4262, grad_norm: 10.4231 2020-09-19 16:02:50,784 - mmaction - INFO - Epoch [26][2040/3520] lr: 5.000e-04, eta: 1 day, 23:23:45, time: 2.002, data_time: 0.070, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6979, loss_cls: 2.3908, loss: 2.3908, grad_norm: 10.5227 2020-09-19 16:03:29,727 - mmaction - INFO - Epoch [26][2060/3520] lr: 5.000e-04, eta: 1 day, 23:23:04, time: 1.948, data_time: 0.004, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7177, loss_cls: 2.2656, loss: 2.2656, grad_norm: 10.1047 2020-09-19 16:04:08,591 - mmaction - INFO - Epoch [26][2080/3520] lr: 5.000e-04, eta: 1 day, 23:22:24, time: 1.942, data_time: 0.024, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6906, loss_cls: 2.4264, loss: 2.4264, grad_norm: 10.2839 2020-09-19 16:04:46,429 - mmaction - INFO - Epoch [26][2100/3520] lr: 5.000e-04, eta: 1 day, 23:21:42, time: 1.892, data_time: 0.156, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7052, loss_cls: 2.3442, loss: 2.3442, grad_norm: 9.9556 2020-09-19 16:05:26,645 - mmaction - INFO - Epoch [26][2120/3520] lr: 5.000e-04, eta: 1 day, 23:21:03, time: 2.008, data_time: 0.075, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7052, loss_cls: 2.3530, loss: 2.3530, grad_norm: 10.1583 2020-09-19 16:06:03,945 - mmaction - INFO - Epoch [26][2140/3520] lr: 5.000e-04, eta: 1 day, 23:20:21, time: 1.869, data_time: 0.026, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6906, loss_cls: 2.4165, loss: 2.4165, grad_norm: 10.3834 2020-09-19 16:06:42,109 - mmaction - INFO - Epoch [26][2160/3520] lr: 5.000e-04, eta: 1 day, 23:19:40, time: 1.908, data_time: 0.436, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6823, loss_cls: 2.4297, loss: 2.4297, grad_norm: 10.2748 2020-09-19 16:07:20,957 - mmaction - INFO - Epoch [26][2180/3520] lr: 5.000e-04, eta: 1 day, 23:18:59, time: 1.942, data_time: 0.004, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6927, loss_cls: 2.3779, loss: 2.3779, grad_norm: 10.2178 2020-09-19 16:07:59,558 - mmaction - INFO - Epoch [26][2200/3520] lr: 5.000e-04, eta: 1 day, 23:18:19, time: 1.928, data_time: 0.009, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7156, loss_cls: 2.2510, loss: 2.2510, grad_norm: 9.8360 2020-09-19 16:08:38,803 - mmaction - INFO - Epoch [26][2220/3520] lr: 5.000e-04, eta: 1 day, 23:17:38, time: 1.964, data_time: 0.240, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7344, loss_cls: 2.2916, loss: 2.2916, grad_norm: 10.3269 2020-09-19 16:09:17,557 - mmaction - INFO - Epoch [26][2240/3520] lr: 5.000e-04, eta: 1 day, 23:16:58, time: 1.935, data_time: 0.087, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6948, loss_cls: 2.3822, loss: 2.3822, grad_norm: 10.1985 2020-09-19 16:09:55,144 - mmaction - INFO - Epoch [26][2260/3520] lr: 5.000e-04, eta: 1 day, 23:16:16, time: 1.881, data_time: 0.008, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7083, loss_cls: 2.3333, loss: 2.3333, grad_norm: 10.4131 2020-09-19 16:10:34,581 - mmaction - INFO - Epoch [26][2280/3520] lr: 5.000e-04, eta: 1 day, 23:15:36, time: 1.970, data_time: 0.154, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.4330, loss: 2.4330, grad_norm: 10.6193 2020-09-19 16:11:13,971 - mmaction - INFO - Epoch [26][2300/3520] lr: 5.000e-04, eta: 1 day, 23:14:56, time: 1.971, data_time: 0.245, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6917, loss_cls: 2.3799, loss: 2.3799, grad_norm: 10.4292 2020-09-19 16:11:53,764 - mmaction - INFO - Epoch [26][2320/3520] lr: 5.000e-04, eta: 1 day, 23:14:17, time: 1.989, data_time: 0.256, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6979, loss_cls: 2.3974, loss: 2.3974, grad_norm: 10.1926 2020-09-19 16:12:32,090 - mmaction - INFO - Epoch [26][2340/3520] lr: 5.000e-04, eta: 1 day, 23:13:36, time: 1.913, data_time: 0.049, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7021, loss_cls: 2.3616, loss: 2.3616, grad_norm: 9.9133 2020-09-19 16:13:11,529 - mmaction - INFO - Epoch [26][2360/3520] lr: 5.000e-04, eta: 1 day, 23:12:56, time: 1.975, data_time: 0.023, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6948, loss_cls: 2.3695, loss: 2.3695, grad_norm: 10.2968 2020-09-19 16:13:50,426 - mmaction - INFO - Epoch [26][2380/3520] lr: 5.000e-04, eta: 1 day, 23:12:15, time: 1.944, data_time: 0.005, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6677, loss_cls: 2.4866, loss: 2.4866, grad_norm: 10.4360 2020-09-19 16:14:28,649 - mmaction - INFO - Epoch [26][2400/3520] lr: 5.000e-04, eta: 1 day, 23:11:34, time: 1.911, data_time: 0.055, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7167, loss_cls: 2.2972, loss: 2.2972, grad_norm: 10.3274 2020-09-19 16:15:08,531 - mmaction - INFO - Epoch [26][2420/3520] lr: 5.000e-04, eta: 1 day, 23:10:55, time: 1.995, data_time: 0.110, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7010, loss_cls: 2.4116, loss: 2.4116, grad_norm: 10.4891 2020-09-19 16:15:46,297 - mmaction - INFO - Epoch [26][2440/3520] lr: 5.000e-04, eta: 1 day, 23:10:13, time: 1.888, data_time: 0.299, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7021, loss_cls: 2.3588, loss: 2.3588, grad_norm: 10.1133 2020-09-19 16:16:25,220 - mmaction - INFO - Epoch [26][2460/3520] lr: 5.000e-04, eta: 1 day, 23:09:33, time: 1.944, data_time: 0.323, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7052, loss_cls: 2.3480, loss: 2.3480, grad_norm: 10.1527 2020-09-19 16:17:03,533 - mmaction - INFO - Epoch [26][2480/3520] lr: 5.000e-04, eta: 1 day, 23:08:52, time: 1.917, data_time: 0.270, memory: 8337, top1_acc: 0.4031, top5_acc: 0.6937, loss_cls: 2.4359, loss: 2.4359, grad_norm: 10.1282 2020-09-19 16:17:41,447 - mmaction - INFO - Epoch [26][2500/3520] lr: 5.000e-04, eta: 1 day, 23:08:10, time: 1.894, data_time: 0.877, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7167, loss_cls: 2.3700, loss: 2.3700, grad_norm: 10.6977 2020-09-19 16:18:19,950 - mmaction - INFO - Epoch [26][2520/3520] lr: 5.000e-04, eta: 1 day, 23:07:29, time: 1.927, data_time: 0.375, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7125, loss_cls: 2.2926, loss: 2.2926, grad_norm: 10.6480 2020-09-19 16:18:59,422 - mmaction - INFO - Epoch [26][2540/3520] lr: 5.000e-04, eta: 1 day, 23:06:50, time: 1.974, data_time: 0.028, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6938, loss_cls: 2.4346, loss: 2.4346, grad_norm: 10.2613 2020-09-19 16:19:38,981 - mmaction - INFO - Epoch [26][2560/3520] lr: 5.000e-04, eta: 1 day, 23:06:10, time: 1.978, data_time: 0.131, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6865, loss_cls: 2.4491, loss: 2.4491, grad_norm: 10.5680 2020-09-19 16:20:17,051 - mmaction - INFO - Epoch [26][2580/3520] lr: 5.000e-04, eta: 1 day, 23:05:29, time: 1.901, data_time: 0.081, memory: 8337, top1_acc: 0.4188, top5_acc: 0.6844, loss_cls: 2.4600, loss: 2.4600, grad_norm: 10.4482 2020-09-19 16:20:55,980 - mmaction - INFO - Epoch [26][2600/3520] lr: 5.000e-04, eta: 1 day, 23:04:48, time: 1.949, data_time: 0.009, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6948, loss_cls: 2.3793, loss: 2.3793, grad_norm: 10.0279 2020-09-19 16:21:35,225 - mmaction - INFO - Epoch [26][2620/3520] lr: 5.000e-04, eta: 1 day, 23:04:08, time: 1.962, data_time: 0.006, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6875, loss_cls: 2.3935, loss: 2.3935, grad_norm: 10.2458 2020-09-19 16:22:14,457 - mmaction - INFO - Epoch [26][2640/3520] lr: 5.000e-04, eta: 1 day, 23:03:28, time: 1.961, data_time: 0.638, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6875, loss_cls: 2.3987, loss: 2.3987, grad_norm: 10.4972 2020-09-19 16:22:53,431 - mmaction - INFO - Epoch [26][2660/3520] lr: 5.000e-04, eta: 1 day, 23:02:47, time: 1.946, data_time: 0.192, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7115, loss_cls: 2.3097, loss: 2.3097, grad_norm: 9.8330 2020-09-19 16:23:31,960 - mmaction - INFO - Epoch [26][2680/3520] lr: 5.000e-04, eta: 1 day, 23:02:07, time: 1.928, data_time: 0.008, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6906, loss_cls: 2.4104, loss: 2.4104, grad_norm: 10.1517 2020-09-19 16:24:09,571 - mmaction - INFO - Epoch [26][2700/3520] lr: 5.000e-04, eta: 1 day, 23:01:25, time: 1.881, data_time: 0.020, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6990, loss_cls: 2.3392, loss: 2.3392, grad_norm: 10.1160 2020-09-19 16:24:49,756 - mmaction - INFO - Epoch [26][2720/3520] lr: 5.000e-04, eta: 1 day, 23:00:46, time: 2.011, data_time: 0.191, memory: 8337, top1_acc: 0.4021, top5_acc: 0.6875, loss_cls: 2.4481, loss: 2.4481, grad_norm: 10.5270 2020-09-19 16:25:29,096 - mmaction - INFO - Epoch [26][2740/3520] lr: 5.000e-04, eta: 1 day, 23:00:06, time: 1.966, data_time: 0.042, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6990, loss_cls: 2.3656, loss: 2.3656, grad_norm: 10.2614 2020-09-19 16:26:07,304 - mmaction - INFO - Epoch [26][2760/3520] lr: 5.000e-04, eta: 1 day, 22:59:25, time: 1.911, data_time: 0.223, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7021, loss_cls: 2.3447, loss: 2.3447, grad_norm: 10.2480 2020-09-19 16:26:46,195 - mmaction - INFO - Epoch [26][2780/3520] lr: 5.000e-04, eta: 1 day, 22:58:44, time: 1.939, data_time: 0.148, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7052, loss_cls: 2.3365, loss: 2.3365, grad_norm: 10.3572 2020-09-19 16:27:23,391 - mmaction - INFO - Epoch [26][2800/3520] lr: 5.000e-04, eta: 1 day, 22:58:02, time: 1.865, data_time: 0.012, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6937, loss_cls: 2.4150, loss: 2.4150, grad_norm: 10.6280 2020-09-19 16:28:01,518 - mmaction - INFO - Epoch [26][2820/3520] lr: 5.000e-04, eta: 1 day, 22:57:21, time: 1.906, data_time: 0.033, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6865, loss_cls: 2.4466, loss: 2.4466, grad_norm: 10.2869 2020-09-19 16:28:40,483 - mmaction - INFO - Epoch [26][2840/3520] lr: 5.000e-04, eta: 1 day, 22:56:41, time: 1.948, data_time: 0.242, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6990, loss_cls: 2.3265, loss: 2.3265, grad_norm: 9.9178 2020-09-19 16:29:19,020 - mmaction - INFO - Epoch [26][2860/3520] lr: 5.000e-04, eta: 1 day, 22:56:00, time: 1.924, data_time: 0.018, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6813, loss_cls: 2.3956, loss: 2.3956, grad_norm: 10.0566 2020-09-19 16:29:59,333 - mmaction - INFO - Epoch [26][2880/3520] lr: 5.000e-04, eta: 1 day, 22:55:21, time: 2.020, data_time: 0.141, memory: 8337, top1_acc: 0.4052, top5_acc: 0.7135, loss_cls: 2.4145, loss: 2.4145, grad_norm: 10.2426 2020-09-19 16:30:36,866 - mmaction - INFO - Epoch [26][2900/3520] lr: 5.000e-04, eta: 1 day, 22:54:39, time: 1.869, data_time: 0.007, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6927, loss_cls: 2.3715, loss: 2.3715, grad_norm: 10.4125 2020-09-19 16:31:17,284 - mmaction - INFO - Epoch [26][2920/3520] lr: 5.000e-04, eta: 1 day, 22:54:00, time: 2.025, data_time: 0.054, memory: 8337, top1_acc: 0.4312, top5_acc: 0.6927, loss_cls: 2.4012, loss: 2.4012, grad_norm: 10.2612 2020-09-19 16:31:55,752 - mmaction - INFO - Epoch [26][2940/3520] lr: 5.000e-04, eta: 1 day, 22:53:19, time: 1.925, data_time: 0.010, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6917, loss_cls: 2.4583, loss: 2.4583, grad_norm: 10.7137 2020-09-19 16:32:35,106 - mmaction - INFO - Epoch [26][2960/3520] lr: 5.000e-04, eta: 1 day, 22:52:39, time: 1.967, data_time: 0.037, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7250, loss_cls: 2.2955, loss: 2.2955, grad_norm: 10.2051 2020-09-19 16:33:12,675 - mmaction - INFO - Epoch [26][2980/3520] lr: 5.000e-04, eta: 1 day, 22:51:58, time: 1.877, data_time: 0.009, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6906, loss_cls: 2.3931, loss: 2.3931, grad_norm: 10.5432 2020-09-19 16:33:52,169 - mmaction - INFO - Epoch [26][3000/3520] lr: 5.000e-04, eta: 1 day, 22:51:18, time: 1.977, data_time: 0.122, memory: 8337, top1_acc: 0.4594, top5_acc: 0.6948, loss_cls: 2.2972, loss: 2.2972, grad_norm: 10.1493 2020-09-19 16:34:31,573 - mmaction - INFO - Epoch [26][3020/3520] lr: 5.000e-04, eta: 1 day, 22:50:38, time: 1.971, data_time: 0.298, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7010, loss_cls: 2.3698, loss: 2.3698, grad_norm: 10.7057 2020-09-19 16:35:09,990 - mmaction - INFO - Epoch [26][3040/3520] lr: 5.000e-04, eta: 1 day, 22:49:57, time: 1.921, data_time: 0.061, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7219, loss_cls: 2.2547, loss: 2.2547, grad_norm: 10.1373 2020-09-19 16:35:48,626 - mmaction - INFO - Epoch [26][3060/3520] lr: 5.000e-04, eta: 1 day, 22:49:16, time: 1.931, data_time: 0.005, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6885, loss_cls: 2.3384, loss: 2.3384, grad_norm: 10.2354 2020-09-19 16:36:28,354 - mmaction - INFO - Epoch [26][3080/3520] lr: 5.000e-04, eta: 1 day, 22:48:37, time: 1.988, data_time: 0.074, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7073, loss_cls: 2.4018, loss: 2.4018, grad_norm: 10.4312 2020-09-19 16:37:07,484 - mmaction - INFO - Epoch [26][3100/3520] lr: 5.000e-04, eta: 1 day, 22:47:56, time: 1.954, data_time: 0.004, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7146, loss_cls: 2.3389, loss: 2.3389, grad_norm: 10.2947 2020-09-19 16:37:45,360 - mmaction - INFO - Epoch [26][3120/3520] lr: 5.000e-04, eta: 1 day, 22:47:15, time: 1.894, data_time: 0.148, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6979, loss_cls: 2.3648, loss: 2.3648, grad_norm: 9.9406 2020-09-19 16:38:23,717 - mmaction - INFO - Epoch [26][3140/3520] lr: 5.000e-04, eta: 1 day, 22:46:34, time: 1.919, data_time: 0.022, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7250, loss_cls: 2.3116, loss: 2.3116, grad_norm: 10.5006 2020-09-19 16:39:02,295 - mmaction - INFO - Epoch [26][3160/3520] lr: 5.000e-04, eta: 1 day, 22:45:53, time: 1.929, data_time: 0.004, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6948, loss_cls: 2.3561, loss: 2.3561, grad_norm: 10.1667 2020-09-19 16:39:41,919 - mmaction - INFO - Epoch [26][3180/3520] lr: 5.000e-04, eta: 1 day, 22:45:14, time: 1.980, data_time: 0.005, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6812, loss_cls: 2.4052, loss: 2.4052, grad_norm: 10.4211 2020-09-19 16:40:20,980 - mmaction - INFO - Epoch [26][3200/3520] lr: 5.000e-04, eta: 1 day, 22:44:33, time: 1.954, data_time: 0.211, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7104, loss_cls: 2.3870, loss: 2.3870, grad_norm: 10.4677 2020-09-19 16:41:00,039 - mmaction - INFO - Epoch [26][3220/3520] lr: 5.000e-04, eta: 1 day, 22:43:53, time: 1.950, data_time: 0.008, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7146, loss_cls: 2.2868, loss: 2.2868, grad_norm: 9.9539 2020-09-19 16:41:40,309 - mmaction - INFO - Epoch [26][3240/3520] lr: 5.000e-04, eta: 1 day, 22:43:14, time: 2.016, data_time: 0.007, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7146, loss_cls: 2.3091, loss: 2.3091, grad_norm: 10.4959 2020-09-19 16:42:18,383 - mmaction - INFO - Epoch [26][3260/3520] lr: 5.000e-04, eta: 1 day, 22:42:33, time: 1.903, data_time: 0.109, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7177, loss_cls: 2.2428, loss: 2.2428, grad_norm: 9.9911 2020-09-19 16:42:57,111 - mmaction - INFO - Epoch [26][3280/3520] lr: 5.000e-04, eta: 1 day, 22:41:52, time: 1.937, data_time: 0.106, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7167, loss_cls: 2.3094, loss: 2.3094, grad_norm: 10.2007 2020-09-19 16:43:35,235 - mmaction - INFO - Epoch [26][3300/3520] lr: 5.000e-04, eta: 1 day, 22:41:11, time: 1.904, data_time: 0.068, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7208, loss_cls: 2.3062, loss: 2.3062, grad_norm: 10.4731 2020-09-19 16:44:14,104 - mmaction - INFO - Epoch [26][3320/3520] lr: 5.000e-04, eta: 1 day, 22:40:31, time: 1.946, data_time: 0.205, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.2756, loss: 2.2756, grad_norm: 10.1042 2020-09-19 16:44:54,898 - mmaction - INFO - Epoch [26][3340/3520] lr: 5.000e-04, eta: 1 day, 22:39:52, time: 2.037, data_time: 0.010, memory: 8337, top1_acc: 0.4448, top5_acc: 0.6896, loss_cls: 2.4094, loss: 2.4094, grad_norm: 10.5162 2020-09-19 16:45:34,508 - mmaction - INFO - Epoch [26][3360/3520] lr: 5.000e-04, eta: 1 day, 22:39:12, time: 1.984, data_time: 0.008, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7104, loss_cls: 2.2676, loss: 2.2676, grad_norm: 10.2424 2020-09-19 16:46:12,421 - mmaction - INFO - Epoch [26][3380/3520] lr: 5.000e-04, eta: 1 day, 22:38:31, time: 1.894, data_time: 0.035, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7240, loss_cls: 2.3076, loss: 2.3076, grad_norm: 10.2788 2020-09-19 16:46:51,921 - mmaction - INFO - Epoch [26][3400/3520] lr: 5.000e-04, eta: 1 day, 22:37:51, time: 1.972, data_time: 0.140, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7104, loss_cls: 2.2854, loss: 2.2854, grad_norm: 9.9814 2020-09-19 16:47:32,523 - mmaction - INFO - Epoch [26][3420/3520] lr: 5.000e-04, eta: 1 day, 22:37:12, time: 2.032, data_time: 0.019, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7208, loss_cls: 2.2981, loss: 2.2981, grad_norm: 10.3201 2020-09-19 16:48:11,206 - mmaction - INFO - Epoch [26][3440/3520] lr: 5.000e-04, eta: 1 day, 22:36:32, time: 1.936, data_time: 0.638, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6938, loss_cls: 2.4084, loss: 2.4084, grad_norm: 10.3259 2020-09-19 16:48:49,536 - mmaction - INFO - Epoch [26][3460/3520] lr: 5.000e-04, eta: 1 day, 22:35:51, time: 1.914, data_time: 0.203, memory: 8337, top1_acc: 0.4438, top5_acc: 0.6906, loss_cls: 2.3515, loss: 2.3515, grad_norm: 10.2127 2020-09-19 16:49:29,459 - mmaction - INFO - Epoch [26][3480/3520] lr: 5.000e-04, eta: 1 day, 22:35:11, time: 1.999, data_time: 0.024, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7198, loss_cls: 2.3452, loss: 2.3452, grad_norm: 10.3414 2020-09-19 16:50:06,207 - mmaction - INFO - Epoch [26][3500/3520] lr: 5.000e-04, eta: 1 day, 22:34:29, time: 1.836, data_time: 0.029, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7042, loss_cls: 2.3555, loss: 2.3555, grad_norm: 10.4340 2020-09-19 16:50:43,218 - mmaction - INFO - Epoch [26][3520/3520] lr: 5.000e-04, eta: 1 day, 22:33:47, time: 1.853, data_time: 0.006, memory: 8337, top1_acc: 0.4087, top5_acc: 0.7011, loss_cls: 2.4028, loss: 2.4028, grad_norm: 10.3416 2020-09-19 16:51:06,030 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-09-19 17:07:38,163 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 17:07:38,951 - mmaction - INFO - top1_acc 0.2715 top5_acc 0.5485 2020-09-19 17:07:38,951 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 17:07:39,130 - mmaction - INFO - mean_acc 0.2021 2020-09-19 17:07:39,137 - mmaction - INFO - Now best checkpoint is epoch_26.pth 2020-09-19 17:07:39,218 - mmaction - INFO - Epoch(val) [26][3520] top1_acc: 0.2715, top5_acc: 0.5485, mean_class_accuracy: 0.2021 2020-09-19 17:10:00,112 - mmaction - INFO - Epoch [27][20/3520] lr: 5.000e-04, eta: 1 day, 22:34:40, time: 7.024, data_time: 5.245, memory: 8337, top1_acc: 0.4510, top5_acc: 0.6927, loss_cls: 2.3752, loss: 2.3752, grad_norm: 10.1061 2020-09-19 17:10:38,172 - mmaction - INFO - Epoch [27][40/3520] lr: 5.000e-04, eta: 1 day, 22:33:59, time: 1.917, data_time: 0.103, memory: 8337, top1_acc: 0.4125, top5_acc: 0.6865, loss_cls: 2.4261, loss: 2.4261, grad_norm: 10.4641 2020-09-19 17:11:16,181 - mmaction - INFO - Epoch [27][60/3520] lr: 5.000e-04, eta: 1 day, 22:33:18, time: 1.900, data_time: 0.017, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6958, loss_cls: 2.4401, loss: 2.4401, grad_norm: 10.4210 2020-09-19 17:11:56,900 - mmaction - INFO - Epoch [27][80/3520] lr: 5.000e-04, eta: 1 day, 22:32:39, time: 2.032, data_time: 0.438, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6979, loss_cls: 2.3419, loss: 2.3419, grad_norm: 10.2050 2020-09-19 17:12:36,143 - mmaction - INFO - Epoch [27][100/3520] lr: 5.000e-04, eta: 1 day, 22:31:59, time: 1.967, data_time: 0.048, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7073, loss_cls: 2.3231, loss: 2.3231, grad_norm: 10.0209 2020-09-19 17:13:14,270 - mmaction - INFO - Epoch [27][120/3520] lr: 5.000e-04, eta: 1 day, 22:31:18, time: 1.906, data_time: 0.056, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7031, loss_cls: 2.3290, loss: 2.3290, grad_norm: 10.2530 2020-09-19 17:13:53,503 - mmaction - INFO - Epoch [27][140/3520] lr: 5.000e-04, eta: 1 day, 22:30:37, time: 1.960, data_time: 0.078, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7042, loss_cls: 2.3384, loss: 2.3384, grad_norm: 10.1920 2020-09-19 17:14:31,687 - mmaction - INFO - Epoch [27][160/3520] lr: 5.000e-04, eta: 1 day, 22:29:56, time: 1.910, data_time: 0.336, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6979, loss_cls: 2.4049, loss: 2.4049, grad_norm: 10.4926 2020-09-19 17:15:11,417 - mmaction - INFO - Epoch [27][180/3520] lr: 5.000e-04, eta: 1 day, 22:29:17, time: 1.986, data_time: 0.050, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7188, loss_cls: 2.2532, loss: 2.2532, grad_norm: 10.1938 2020-09-19 17:15:51,866 - mmaction - INFO - Epoch [27][200/3520] lr: 5.000e-04, eta: 1 day, 22:28:38, time: 2.023, data_time: 0.100, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6969, loss_cls: 2.3711, loss: 2.3711, grad_norm: 10.5399 2020-09-19 17:16:28,853 - mmaction - INFO - Epoch [27][220/3520] lr: 5.000e-04, eta: 1 day, 22:27:55, time: 1.846, data_time: 0.336, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7198, loss_cls: 2.2697, loss: 2.2697, grad_norm: 10.3167 2020-09-19 17:17:07,352 - mmaction - INFO - Epoch [27][240/3520] lr: 5.000e-04, eta: 1 day, 22:27:15, time: 1.928, data_time: 0.007, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7063, loss_cls: 2.3365, loss: 2.3365, grad_norm: 10.3065 2020-09-19 17:17:47,394 - mmaction - INFO - Epoch [27][260/3520] lr: 5.000e-04, eta: 1 day, 22:26:35, time: 1.998, data_time: 0.040, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7021, loss_cls: 2.3596, loss: 2.3596, grad_norm: 10.2964 2020-09-19 17:18:25,322 - mmaction - INFO - Epoch [27][280/3520] lr: 5.000e-04, eta: 1 day, 22:25:54, time: 1.900, data_time: 0.269, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7052, loss_cls: 2.3524, loss: 2.3524, grad_norm: 10.1853 2020-09-19 17:19:05,150 - mmaction - INFO - Epoch [27][300/3520] lr: 5.000e-04, eta: 1 day, 22:25:14, time: 1.988, data_time: 0.636, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7115, loss_cls: 2.3090, loss: 2.3090, grad_norm: 10.1932 2020-09-19 17:19:43,946 - mmaction - INFO - Epoch [27][320/3520] lr: 5.000e-04, eta: 1 day, 22:24:34, time: 1.943, data_time: 0.105, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7083, loss_cls: 2.3309, loss: 2.3309, grad_norm: 10.3417 2020-09-19 17:20:24,111 - mmaction - INFO - Epoch [27][340/3520] lr: 5.000e-04, eta: 1 day, 22:23:54, time: 2.003, data_time: 0.220, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7115, loss_cls: 2.3197, loss: 2.3197, grad_norm: 10.2697 2020-09-19 17:21:02,415 - mmaction - INFO - Epoch [27][360/3520] lr: 5.000e-04, eta: 1 day, 22:23:13, time: 1.920, data_time: 0.243, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7198, loss_cls: 2.3264, loss: 2.3264, grad_norm: 10.3594 2020-09-19 17:21:40,482 - mmaction - INFO - Epoch [27][380/3520] lr: 5.000e-04, eta: 1 day, 22:22:32, time: 1.902, data_time: 0.041, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7156, loss_cls: 2.2607, loss: 2.2607, grad_norm: 10.5859 2020-09-19 17:22:21,153 - mmaction - INFO - Epoch [27][400/3520] lr: 5.000e-04, eta: 1 day, 22:21:53, time: 2.037, data_time: 0.161, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7083, loss_cls: 2.3541, loss: 2.3541, grad_norm: 10.8290 2020-09-19 17:22:59,338 - mmaction - INFO - Epoch [27][420/3520] lr: 5.000e-04, eta: 1 day, 22:21:12, time: 1.910, data_time: 0.232, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6990, loss_cls: 2.3072, loss: 2.3072, grad_norm: 10.1544 2020-09-19 17:23:37,595 - mmaction - INFO - Epoch [27][440/3520] lr: 5.000e-04, eta: 1 day, 22:20:31, time: 1.912, data_time: 0.106, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7198, loss_cls: 2.2769, loss: 2.2769, grad_norm: 10.5356 2020-09-19 17:24:16,526 - mmaction - INFO - Epoch [27][460/3520] lr: 5.000e-04, eta: 1 day, 22:19:51, time: 1.946, data_time: 0.364, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7177, loss_cls: 2.2591, loss: 2.2591, grad_norm: 10.0957 2020-09-19 17:24:54,834 - mmaction - INFO - Epoch [27][480/3520] lr: 5.000e-04, eta: 1 day, 22:19:10, time: 1.916, data_time: 0.107, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7188, loss_cls: 2.3040, loss: 2.3040, grad_norm: 10.1662 2020-09-19 17:25:34,097 - mmaction - INFO - Epoch [27][500/3520] lr: 5.000e-04, eta: 1 day, 22:18:30, time: 1.960, data_time: 0.094, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7115, loss_cls: 2.3640, loss: 2.3640, grad_norm: 10.5279 2020-09-19 17:26:15,217 - mmaction - INFO - Epoch [27][520/3520] lr: 5.000e-04, eta: 1 day, 22:17:51, time: 2.059, data_time: 0.040, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7042, loss_cls: 2.3573, loss: 2.3573, grad_norm: 10.6426 2020-09-19 17:26:52,398 - mmaction - INFO - Epoch [27][540/3520] lr: 5.000e-04, eta: 1 day, 22:17:09, time: 1.856, data_time: 0.155, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7052, loss_cls: 2.3791, loss: 2.3791, grad_norm: 10.6139 2020-09-19 17:27:31,210 - mmaction - INFO - Epoch [27][560/3520] lr: 5.000e-04, eta: 1 day, 22:16:29, time: 1.942, data_time: 0.783, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7177, loss_cls: 2.2583, loss: 2.2583, grad_norm: 9.8290 2020-09-19 17:28:11,137 - mmaction - INFO - Epoch [27][580/3520] lr: 5.000e-04, eta: 1 day, 22:15:49, time: 1.997, data_time: 1.262, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6813, loss_cls: 2.4393, loss: 2.4393, grad_norm: 11.0254 2020-09-19 17:28:51,227 - mmaction - INFO - Epoch [27][600/3520] lr: 5.000e-04, eta: 1 day, 22:15:10, time: 2.005, data_time: 0.050, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6885, loss_cls: 2.4133, loss: 2.4133, grad_norm: 10.6131 2020-09-19 17:29:29,242 - mmaction - INFO - Epoch [27][620/3520] lr: 5.000e-04, eta: 1 day, 22:14:29, time: 1.897, data_time: 0.590, memory: 8337, top1_acc: 0.4094, top5_acc: 0.7083, loss_cls: 2.3627, loss: 2.3627, grad_norm: 10.5109 2020-09-19 17:30:09,364 - mmaction - INFO - Epoch [27][640/3520] lr: 5.000e-04, eta: 1 day, 22:13:50, time: 2.010, data_time: 0.062, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7229, loss_cls: 2.2860, loss: 2.2860, grad_norm: 10.4235 2020-09-19 17:30:47,388 - mmaction - INFO - Epoch [27][660/3520] lr: 5.000e-04, eta: 1 day, 22:13:08, time: 1.901, data_time: 0.215, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7115, loss_cls: 2.3119, loss: 2.3119, grad_norm: 10.6253 2020-09-19 17:31:26,592 - mmaction - INFO - Epoch [27][680/3520] lr: 5.000e-04, eta: 1 day, 22:12:28, time: 1.957, data_time: 0.452, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7031, loss_cls: 2.3921, loss: 2.3921, grad_norm: 10.6751 2020-09-19 17:32:05,226 - mmaction - INFO - Epoch [27][700/3520] lr: 5.000e-04, eta: 1 day, 22:11:47, time: 1.931, data_time: 0.133, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7052, loss_cls: 2.3601, loss: 2.3601, grad_norm: 10.6606 2020-09-19 17:32:45,135 - mmaction - INFO - Epoch [27][720/3520] lr: 5.000e-04, eta: 1 day, 22:11:08, time: 1.999, data_time: 0.988, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7000, loss_cls: 2.3488, loss: 2.3488, grad_norm: 10.5510 2020-09-19 17:33:23,585 - mmaction - INFO - Epoch [27][740/3520] lr: 5.000e-04, eta: 1 day, 22:10:27, time: 1.923, data_time: 0.521, memory: 8337, top1_acc: 0.4510, top5_acc: 0.6938, loss_cls: 2.3518, loss: 2.3518, grad_norm: 10.6571 2020-09-19 17:34:03,593 - mmaction - INFO - Epoch [27][760/3520] lr: 5.000e-04, eta: 1 day, 22:09:48, time: 2.001, data_time: 0.305, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7010, loss_cls: 2.4032, loss: 2.4032, grad_norm: 10.6581 2020-09-19 17:34:42,739 - mmaction - INFO - Epoch [27][780/3520] lr: 5.000e-04, eta: 1 day, 22:09:07, time: 1.954, data_time: 0.547, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7063, loss_cls: 2.2897, loss: 2.2897, grad_norm: 10.1869 2020-09-19 17:35:22,813 - mmaction - INFO - Epoch [27][800/3520] lr: 5.000e-04, eta: 1 day, 22:08:28, time: 2.005, data_time: 0.195, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6990, loss_cls: 2.3255, loss: 2.3255, grad_norm: 10.6252 2020-09-19 17:36:00,743 - mmaction - INFO - Epoch [27][820/3520] lr: 5.000e-04, eta: 1 day, 22:07:47, time: 1.897, data_time: 0.061, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7229, loss_cls: 2.3024, loss: 2.3024, grad_norm: 10.4212 2020-09-19 17:36:38,370 - mmaction - INFO - Epoch [27][840/3520] lr: 5.000e-04, eta: 1 day, 22:07:05, time: 1.882, data_time: 0.044, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7052, loss_cls: 2.3594, loss: 2.3594, grad_norm: 10.7069 2020-09-19 17:37:16,257 - mmaction - INFO - Epoch [27][860/3520] lr: 5.000e-04, eta: 1 day, 22:06:24, time: 1.891, data_time: 0.006, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7177, loss_cls: 2.2949, loss: 2.2949, grad_norm: 10.2014 2020-09-19 17:37:55,827 - mmaction - INFO - Epoch [27][880/3520] lr: 5.000e-04, eta: 1 day, 22:05:44, time: 1.981, data_time: 0.007, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7302, loss_cls: 2.2352, loss: 2.2352, grad_norm: 10.2960 2020-09-19 17:38:34,779 - mmaction - INFO - Epoch [27][900/3520] lr: 5.000e-04, eta: 1 day, 22:05:04, time: 1.947, data_time: 0.174, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6990, loss_cls: 2.3723, loss: 2.3723, grad_norm: 10.6485 2020-09-19 17:39:13,428 - mmaction - INFO - Epoch [27][920/3520] lr: 5.000e-04, eta: 1 day, 22:04:23, time: 1.928, data_time: 0.381, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7094, loss_cls: 2.3062, loss: 2.3062, grad_norm: 10.3736 2020-09-19 17:39:55,304 - mmaction - INFO - Epoch [27][940/3520] lr: 5.000e-04, eta: 1 day, 22:03:45, time: 2.099, data_time: 0.009, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7167, loss_cls: 2.2875, loss: 2.2875, grad_norm: 10.7595 2020-09-19 17:40:32,675 - mmaction - INFO - Epoch [27][960/3520] lr: 5.000e-04, eta: 1 day, 22:03:04, time: 1.869, data_time: 0.356, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6990, loss_cls: 2.3614, loss: 2.3614, grad_norm: 10.2276 2020-09-19 17:41:12,308 - mmaction - INFO - Epoch [27][980/3520] lr: 5.000e-04, eta: 1 day, 22:02:24, time: 1.979, data_time: 0.036, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7198, loss_cls: 2.2810, loss: 2.2810, grad_norm: 10.3700 2020-09-19 17:41:50,810 - mmaction - INFO - Epoch [27][1000/3520] lr: 5.000e-04, eta: 1 day, 22:01:43, time: 1.927, data_time: 0.274, memory: 8337, top1_acc: 0.4396, top5_acc: 0.6990, loss_cls: 2.3301, loss: 2.3301, grad_norm: 10.5445 2020-09-19 17:42:31,077 - mmaction - INFO - Epoch [27][1020/3520] lr: 5.000e-04, eta: 1 day, 22:01:04, time: 2.013, data_time: 0.809, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7313, loss_cls: 2.2588, loss: 2.2588, grad_norm: 10.2395 2020-09-19 17:43:10,569 - mmaction - INFO - Epoch [27][1040/3520] lr: 5.000e-04, eta: 1 day, 22:00:24, time: 1.974, data_time: 0.020, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6698, loss_cls: 2.4373, loss: 2.4373, grad_norm: 10.8653 2020-09-19 17:43:48,009 - mmaction - INFO - Epoch [27][1060/3520] lr: 5.000e-04, eta: 1 day, 21:59:42, time: 1.873, data_time: 0.050, memory: 8337, top1_acc: 0.4146, top5_acc: 0.6792, loss_cls: 2.4358, loss: 2.4358, grad_norm: 11.2720 2020-09-19 17:44:27,511 - mmaction - INFO - Epoch [27][1080/3520] lr: 5.000e-04, eta: 1 day, 21:59:02, time: 1.972, data_time: 0.232, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7344, loss_cls: 2.2409, loss: 2.2409, grad_norm: 10.5692 2020-09-19 17:45:06,761 - mmaction - INFO - Epoch [27][1100/3520] lr: 5.000e-04, eta: 1 day, 21:58:22, time: 1.966, data_time: 0.382, memory: 8337, top1_acc: 0.4063, top5_acc: 0.6823, loss_cls: 2.4148, loss: 2.4148, grad_norm: 10.6528 2020-09-19 17:45:46,188 - mmaction - INFO - Epoch [27][1120/3520] lr: 5.000e-04, eta: 1 day, 21:57:42, time: 1.969, data_time: 0.005, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7062, loss_cls: 2.3324, loss: 2.3324, grad_norm: 10.4172 2020-09-19 17:46:25,032 - mmaction - INFO - Epoch [27][1140/3520] lr: 5.000e-04, eta: 1 day, 21:57:02, time: 1.945, data_time: 1.210, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7104, loss_cls: 2.3610, loss: 2.3610, grad_norm: 10.6572 2020-09-19 17:47:03,528 - mmaction - INFO - Epoch [27][1160/3520] lr: 5.000e-04, eta: 1 day, 21:56:21, time: 1.922, data_time: 0.227, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6792, loss_cls: 2.4565, loss: 2.4565, grad_norm: 10.8136 2020-09-19 17:47:41,570 - mmaction - INFO - Epoch [27][1180/3520] lr: 5.000e-04, eta: 1 day, 21:55:40, time: 1.904, data_time: 0.196, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7250, loss_cls: 2.3008, loss: 2.3008, grad_norm: 10.4226 2020-09-19 17:48:19,229 - mmaction - INFO - Epoch [27][1200/3520] lr: 5.000e-04, eta: 1 day, 21:54:58, time: 1.881, data_time: 0.206, memory: 8337, top1_acc: 0.4187, top5_acc: 0.6969, loss_cls: 2.4359, loss: 2.4359, grad_norm: 10.9842 2020-09-19 17:48:59,329 - mmaction - INFO - Epoch [27][1220/3520] lr: 5.000e-04, eta: 1 day, 21:54:19, time: 2.008, data_time: 0.107, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.2866, loss: 2.2866, grad_norm: 10.2666 2020-09-19 17:49:38,763 - mmaction - INFO - Epoch [27][1240/3520] lr: 5.000e-04, eta: 1 day, 21:53:39, time: 1.970, data_time: 0.178, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7156, loss_cls: 2.3750, loss: 2.3750, grad_norm: 10.4687 2020-09-19 17:50:18,983 - mmaction - INFO - Epoch [27][1260/3520] lr: 5.000e-04, eta: 1 day, 21:53:00, time: 2.013, data_time: 0.207, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6854, loss_cls: 2.3666, loss: 2.3666, grad_norm: 10.6162 2020-09-19 17:50:58,834 - mmaction - INFO - Epoch [27][1280/3520] lr: 5.000e-04, eta: 1 day, 21:52:20, time: 1.990, data_time: 0.186, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7104, loss_cls: 2.3219, loss: 2.3219, grad_norm: 10.6194 2020-09-19 17:51:38,952 - mmaction - INFO - Epoch [27][1300/3520] lr: 5.000e-04, eta: 1 day, 21:51:41, time: 2.009, data_time: 0.608, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7146, loss_cls: 2.2997, loss: 2.2997, grad_norm: 10.3429 2020-09-19 17:52:18,011 - mmaction - INFO - Epoch [27][1320/3520] lr: 5.000e-04, eta: 1 day, 21:51:01, time: 1.953, data_time: 0.053, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2350, loss: 2.2350, grad_norm: 10.3611 2020-09-19 17:52:55,772 - mmaction - INFO - Epoch [27][1340/3520] lr: 5.000e-04, eta: 1 day, 21:50:19, time: 1.885, data_time: 0.005, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7240, loss_cls: 2.2682, loss: 2.2682, grad_norm: 10.7268 2020-09-19 17:53:34,350 - mmaction - INFO - Epoch [27][1360/3520] lr: 5.000e-04, eta: 1 day, 21:49:39, time: 1.932, data_time: 0.097, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7073, loss_cls: 2.3229, loss: 2.3229, grad_norm: 10.6231 2020-09-19 17:54:12,958 - mmaction - INFO - Epoch [27][1380/3520] lr: 5.000e-04, eta: 1 day, 21:48:58, time: 1.926, data_time: 0.032, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7135, loss_cls: 2.2697, loss: 2.2697, grad_norm: 10.2537 2020-09-19 17:54:50,912 - mmaction - INFO - Epoch [27][1400/3520] lr: 5.000e-04, eta: 1 day, 21:48:17, time: 1.903, data_time: 0.011, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7198, loss_cls: 2.2748, loss: 2.2748, grad_norm: 10.5675 2020-09-19 17:55:31,611 - mmaction - INFO - Epoch [27][1420/3520] lr: 5.000e-04, eta: 1 day, 21:47:38, time: 2.035, data_time: 0.049, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.3160, loss: 2.3160, grad_norm: 10.3434 2020-09-19 17:56:09,948 - mmaction - INFO - Epoch [27][1440/3520] lr: 5.000e-04, eta: 1 day, 21:46:57, time: 1.915, data_time: 0.509, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7115, loss_cls: 2.3387, loss: 2.3387, grad_norm: 10.5895 2020-09-19 17:56:48,185 - mmaction - INFO - Epoch [27][1460/3520] lr: 5.000e-04, eta: 1 day, 21:46:16, time: 1.914, data_time: 0.280, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6990, loss_cls: 2.3710, loss: 2.3710, grad_norm: 10.8181 2020-09-19 17:57:28,183 - mmaction - INFO - Epoch [27][1480/3520] lr: 5.000e-04, eta: 1 day, 21:45:36, time: 2.000, data_time: 0.121, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.3316, loss: 2.3316, grad_norm: 10.5270 2020-09-19 17:58:07,671 - mmaction - INFO - Epoch [27][1500/3520] lr: 5.000e-04, eta: 1 day, 21:44:57, time: 1.974, data_time: 0.318, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7042, loss_cls: 2.3386, loss: 2.3386, grad_norm: 10.6410 2020-09-19 17:58:47,828 - mmaction - INFO - Epoch [27][1520/3520] lr: 5.000e-04, eta: 1 day, 21:44:17, time: 2.008, data_time: 0.157, memory: 8337, top1_acc: 0.4396, top5_acc: 0.6979, loss_cls: 2.3563, loss: 2.3563, grad_norm: 10.6717 2020-09-19 17:59:25,260 - mmaction - INFO - Epoch [27][1540/3520] lr: 5.000e-04, eta: 1 day, 21:43:36, time: 1.869, data_time: 0.136, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7125, loss_cls: 2.3209, loss: 2.3209, grad_norm: 10.6620 2020-09-19 18:00:10,964 - mmaction - INFO - Epoch [27][1560/3520] lr: 5.000e-04, eta: 1 day, 21:43:01, time: 2.265, data_time: 0.384, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7083, loss_cls: 2.2666, loss: 2.2666, grad_norm: 10.2818 2020-09-19 18:00:49,094 - mmaction - INFO - Epoch [27][1580/3520] lr: 5.000e-04, eta: 1 day, 21:42:20, time: 1.929, data_time: 0.860, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7177, loss_cls: 2.2669, loss: 2.2669, grad_norm: 10.3561 2020-09-19 18:01:28,630 - mmaction - INFO - Epoch [27][1600/3520] lr: 5.000e-04, eta: 1 day, 21:41:40, time: 1.975, data_time: 0.521, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6896, loss_cls: 2.4243, loss: 2.4243, grad_norm: 10.7825 2020-09-19 18:02:08,234 - mmaction - INFO - Epoch [27][1620/3520] lr: 5.000e-04, eta: 1 day, 21:41:01, time: 1.982, data_time: 0.231, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7344, loss_cls: 2.2673, loss: 2.2673, grad_norm: 10.4070 2020-09-19 18:02:46,727 - mmaction - INFO - Epoch [27][1640/3520] lr: 5.000e-04, eta: 1 day, 21:40:20, time: 1.923, data_time: 0.144, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7052, loss_cls: 2.3444, loss: 2.3444, grad_norm: 10.5194 2020-09-19 18:03:26,005 - mmaction - INFO - Epoch [27][1660/3520] lr: 5.000e-04, eta: 1 day, 21:39:40, time: 1.965, data_time: 1.302, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7146, loss_cls: 2.2985, loss: 2.2985, grad_norm: 10.3277 2020-09-19 18:04:05,361 - mmaction - INFO - Epoch [27][1680/3520] lr: 5.000e-04, eta: 1 day, 21:39:00, time: 1.967, data_time: 0.681, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7010, loss_cls: 2.4139, loss: 2.4139, grad_norm: 11.0450 2020-09-19 18:04:45,394 - mmaction - INFO - Epoch [27][1700/3520] lr: 5.000e-04, eta: 1 day, 21:38:20, time: 2.002, data_time: 0.045, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7208, loss_cls: 2.2717, loss: 2.2717, grad_norm: 10.6611 2020-09-19 18:05:24,609 - mmaction - INFO - Epoch [27][1720/3520] lr: 5.000e-04, eta: 1 day, 21:37:40, time: 1.954, data_time: 0.119, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6760, loss_cls: 2.4296, loss: 2.4296, grad_norm: 10.5017 2020-09-19 18:06:03,285 - mmaction - INFO - Epoch [27][1740/3520] lr: 5.000e-04, eta: 1 day, 21:37:00, time: 1.940, data_time: 0.194, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7094, loss_cls: 2.3203, loss: 2.3203, grad_norm: 10.4979 2020-09-19 18:06:43,566 - mmaction - INFO - Epoch [27][1760/3520] lr: 5.000e-04, eta: 1 day, 21:36:20, time: 2.014, data_time: 0.240, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7073, loss_cls: 2.3216, loss: 2.3216, grad_norm: 10.3797 2020-09-19 18:07:22,524 - mmaction - INFO - Epoch [27][1780/3520] lr: 5.000e-04, eta: 1 day, 21:35:40, time: 1.949, data_time: 0.003, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6917, loss_cls: 2.3731, loss: 2.3731, grad_norm: 10.2829 2020-09-19 18:08:01,762 - mmaction - INFO - Epoch [27][1800/3520] lr: 5.000e-04, eta: 1 day, 21:35:00, time: 1.962, data_time: 0.061, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6865, loss_cls: 2.4431, loss: 2.4431, grad_norm: 10.6386 2020-09-19 18:08:39,572 - mmaction - INFO - Epoch [27][1820/3520] lr: 5.000e-04, eta: 1 day, 21:34:19, time: 1.888, data_time: 0.011, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7135, loss_cls: 2.3155, loss: 2.3155, grad_norm: 10.3808 2020-09-19 18:09:19,180 - mmaction - INFO - Epoch [27][1840/3520] lr: 5.000e-04, eta: 1 day, 21:33:39, time: 1.983, data_time: 0.108, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7042, loss_cls: 2.2711, loss: 2.2711, grad_norm: 10.5858 2020-09-19 18:09:56,986 - mmaction - INFO - Epoch [27][1860/3520] lr: 5.000e-04, eta: 1 day, 21:32:57, time: 1.888, data_time: 0.236, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7010, loss_cls: 2.3033, loss: 2.3033, grad_norm: 10.4741 2020-09-19 18:10:36,294 - mmaction - INFO - Epoch [27][1880/3520] lr: 5.000e-04, eta: 1 day, 21:32:17, time: 1.966, data_time: 0.024, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7240, loss_cls: 2.3285, loss: 2.3285, grad_norm: 10.3687 2020-09-19 18:11:13,705 - mmaction - INFO - Epoch [27][1900/3520] lr: 5.000e-04, eta: 1 day, 21:31:36, time: 1.872, data_time: 0.275, memory: 8337, top1_acc: 0.4188, top5_acc: 0.7000, loss_cls: 2.3633, loss: 2.3633, grad_norm: 10.6702 2020-09-19 18:11:52,467 - mmaction - INFO - Epoch [27][1920/3520] lr: 5.000e-04, eta: 1 day, 21:30:55, time: 1.937, data_time: 0.052, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7104, loss_cls: 2.3576, loss: 2.3576, grad_norm: 10.6612 2020-09-19 18:12:33,460 - mmaction - INFO - Epoch [27][1940/3520] lr: 5.000e-04, eta: 1 day, 21:30:17, time: 2.051, data_time: 0.005, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2596, loss: 2.2596, grad_norm: 10.1431 2020-09-19 18:13:10,789 - mmaction - INFO - Epoch [27][1960/3520] lr: 5.000e-04, eta: 1 day, 21:29:35, time: 1.863, data_time: 0.170, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4102, loss: 2.4102, grad_norm: 10.5663 2020-09-19 18:13:49,694 - mmaction - INFO - Epoch [27][1980/3520] lr: 5.000e-04, eta: 1 day, 21:28:54, time: 1.948, data_time: 0.784, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7250, loss_cls: 2.3524, loss: 2.3524, grad_norm: 10.7302 2020-09-19 18:14:29,890 - mmaction - INFO - Epoch [27][2000/3520] lr: 5.000e-04, eta: 1 day, 21:28:15, time: 2.009, data_time: 0.036, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7063, loss_cls: 2.3701, loss: 2.3701, grad_norm: 10.3406 2020-09-19 18:15:07,724 - mmaction - INFO - Epoch [27][2020/3520] lr: 5.000e-04, eta: 1 day, 21:27:34, time: 1.891, data_time: 0.006, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7052, loss_cls: 2.3419, loss: 2.3419, grad_norm: 10.5546 2020-09-19 18:15:44,304 - mmaction - INFO - Epoch [27][2040/3520] lr: 5.000e-04, eta: 1 day, 21:26:51, time: 1.830, data_time: 0.062, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6885, loss_cls: 2.3833, loss: 2.3833, grad_norm: 10.3558 2020-09-19 18:16:23,503 - mmaction - INFO - Epoch [27][2060/3520] lr: 5.000e-04, eta: 1 day, 21:26:11, time: 1.958, data_time: 0.064, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6969, loss_cls: 2.4015, loss: 2.4015, grad_norm: 10.8021 2020-09-19 18:17:00,126 - mmaction - INFO - Epoch [27][2080/3520] lr: 5.000e-04, eta: 1 day, 21:25:29, time: 1.834, data_time: 0.130, memory: 8337, top1_acc: 0.4396, top5_acc: 0.6917, loss_cls: 2.3757, loss: 2.3757, grad_norm: 10.6089 2020-09-19 18:17:41,684 - mmaction - INFO - Epoch [27][2100/3520] lr: 5.000e-04, eta: 1 day, 21:24:51, time: 2.076, data_time: 0.032, memory: 8337, top1_acc: 0.4073, top5_acc: 0.6896, loss_cls: 2.4225, loss: 2.4225, grad_norm: 10.6005 2020-09-19 18:18:19,168 - mmaction - INFO - Epoch [27][2120/3520] lr: 5.000e-04, eta: 1 day, 21:24:09, time: 1.876, data_time: 0.145, memory: 8337, top1_acc: 0.4083, top5_acc: 0.6896, loss_cls: 2.4258, loss: 2.4258, grad_norm: 10.9596 2020-09-19 18:18:57,307 - mmaction - INFO - Epoch [27][2140/3520] lr: 5.000e-04, eta: 1 day, 21:23:28, time: 1.907, data_time: 0.007, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7104, loss_cls: 2.3305, loss: 2.3305, grad_norm: 10.3523 2020-09-19 18:19:35,974 - mmaction - INFO - Epoch [27][2160/3520] lr: 5.000e-04, eta: 1 day, 21:22:48, time: 1.934, data_time: 0.004, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7208, loss_cls: 2.2884, loss: 2.2884, grad_norm: 10.4010 2020-09-19 18:20:16,960 - mmaction - INFO - Epoch [27][2180/3520] lr: 5.000e-04, eta: 1 day, 21:22:09, time: 2.048, data_time: 0.038, memory: 8337, top1_acc: 0.4115, top5_acc: 0.6823, loss_cls: 2.4371, loss: 2.4371, grad_norm: 10.5735 2020-09-19 18:20:55,932 - mmaction - INFO - Epoch [27][2200/3520] lr: 5.000e-04, eta: 1 day, 21:21:29, time: 1.949, data_time: 0.085, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7281, loss_cls: 2.2465, loss: 2.2465, grad_norm: 10.4652 2020-09-19 18:21:34,287 - mmaction - INFO - Epoch [27][2220/3520] lr: 5.000e-04, eta: 1 day, 21:20:48, time: 1.918, data_time: 0.007, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7385, loss_cls: 2.2481, loss: 2.2481, grad_norm: 10.2851 2020-09-19 18:22:13,117 - mmaction - INFO - Epoch [27][2240/3520] lr: 5.000e-04, eta: 1 day, 21:20:07, time: 1.938, data_time: 0.115, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7125, loss_cls: 2.2718, loss: 2.2718, grad_norm: 10.6485 2020-09-19 18:22:53,975 - mmaction - INFO - Epoch [27][2260/3520] lr: 5.000e-04, eta: 1 day, 21:19:29, time: 2.047, data_time: 0.271, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7094, loss_cls: 2.3106, loss: 2.3106, grad_norm: 10.4937 2020-09-19 18:23:31,430 - mmaction - INFO - Epoch [27][2280/3520] lr: 5.000e-04, eta: 1 day, 21:18:47, time: 1.870, data_time: 0.047, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7156, loss_cls: 2.2697, loss: 2.2697, grad_norm: 10.5876 2020-09-19 18:24:10,414 - mmaction - INFO - Epoch [27][2300/3520] lr: 5.000e-04, eta: 1 day, 21:18:07, time: 1.952, data_time: 0.147, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7094, loss_cls: 2.3083, loss: 2.3083, grad_norm: 10.4070 2020-09-19 18:24:49,694 - mmaction - INFO - Epoch [27][2320/3520] lr: 5.000e-04, eta: 1 day, 21:17:27, time: 1.963, data_time: 0.314, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7396, loss_cls: 2.1635, loss: 2.1635, grad_norm: 10.1503 2020-09-19 18:25:28,809 - mmaction - INFO - Epoch [27][2340/3520] lr: 5.000e-04, eta: 1 day, 21:16:47, time: 1.956, data_time: 0.005, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6917, loss_cls: 2.3798, loss: 2.3798, grad_norm: 10.4636 2020-09-19 18:26:07,401 - mmaction - INFO - Epoch [27][2360/3520] lr: 5.000e-04, eta: 1 day, 21:16:06, time: 1.928, data_time: 0.019, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7052, loss_cls: 2.2754, loss: 2.2754, grad_norm: 10.8388 2020-09-19 18:26:45,041 - mmaction - INFO - Epoch [27][2380/3520] lr: 5.000e-04, eta: 1 day, 21:15:24, time: 1.884, data_time: 0.007, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7354, loss_cls: 2.2451, loss: 2.2451, grad_norm: 10.7036 2020-09-19 18:27:24,330 - mmaction - INFO - Epoch [27][2400/3520] lr: 5.000e-04, eta: 1 day, 21:14:44, time: 1.964, data_time: 0.018, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7042, loss_cls: 2.3031, loss: 2.3031, grad_norm: 10.5632 2020-09-19 18:28:02,547 - mmaction - INFO - Epoch [27][2420/3520] lr: 5.000e-04, eta: 1 day, 21:14:03, time: 1.911, data_time: 0.012, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7281, loss_cls: 2.2328, loss: 2.2328, grad_norm: 10.6584 2020-09-19 18:28:39,916 - mmaction - INFO - Epoch [27][2440/3520] lr: 5.000e-04, eta: 1 day, 21:13:22, time: 1.866, data_time: 0.041, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7281, loss_cls: 2.2765, loss: 2.2765, grad_norm: 10.2403 2020-09-19 18:29:17,301 - mmaction - INFO - Epoch [27][2460/3520] lr: 5.000e-04, eta: 1 day, 21:12:40, time: 1.871, data_time: 0.165, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7104, loss_cls: 2.3468, loss: 2.3468, grad_norm: 10.6519 2020-09-19 18:29:59,216 - mmaction - INFO - Epoch [27][2480/3520] lr: 5.000e-04, eta: 1 day, 21:12:02, time: 2.094, data_time: 0.024, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7344, loss_cls: 2.2938, loss: 2.2938, grad_norm: 10.7706 2020-09-19 18:30:37,487 - mmaction - INFO - Epoch [27][2500/3520] lr: 5.000e-04, eta: 1 day, 21:11:21, time: 1.916, data_time: 0.128, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6990, loss_cls: 2.3697, loss: 2.3697, grad_norm: 10.9259 2020-09-19 18:31:15,542 - mmaction - INFO - Epoch [27][2520/3520] lr: 5.000e-04, eta: 1 day, 21:10:40, time: 1.900, data_time: 0.008, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.2859, loss: 2.2859, grad_norm: 10.7559 2020-09-19 18:31:54,996 - mmaction - INFO - Epoch [27][2540/3520] lr: 5.000e-04, eta: 1 day, 21:10:00, time: 1.976, data_time: 0.341, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7115, loss_cls: 2.3103, loss: 2.3103, grad_norm: 10.5390 2020-09-19 18:32:34,928 - mmaction - INFO - Epoch [27][2560/3520] lr: 5.000e-04, eta: 1 day, 21:09:21, time: 1.996, data_time: 0.374, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7073, loss_cls: 2.3537, loss: 2.3537, grad_norm: 10.6849 2020-09-19 18:33:13,550 - mmaction - INFO - Epoch [27][2580/3520] lr: 5.000e-04, eta: 1 day, 21:08:40, time: 1.932, data_time: 0.005, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7052, loss_cls: 2.2901, loss: 2.2901, grad_norm: 10.6257 2020-09-19 18:33:52,351 - mmaction - INFO - Epoch [27][2600/3520] lr: 5.000e-04, eta: 1 day, 21:08:00, time: 1.940, data_time: 0.131, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7083, loss_cls: 2.2581, loss: 2.2581, grad_norm: 10.7788 2020-09-19 18:34:30,611 - mmaction - INFO - Epoch [27][2620/3520] lr: 5.000e-04, eta: 1 day, 21:07:19, time: 1.912, data_time: 0.249, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7490, loss_cls: 2.2192, loss: 2.2192, grad_norm: 10.5494 2020-09-19 18:35:09,934 - mmaction - INFO - Epoch [27][2640/3520] lr: 5.000e-04, eta: 1 day, 21:06:39, time: 1.966, data_time: 0.317, memory: 8337, top1_acc: 0.4135, top5_acc: 0.7135, loss_cls: 2.4043, loss: 2.4043, grad_norm: 11.1799 2020-09-19 18:35:47,843 - mmaction - INFO - Epoch [27][2660/3520] lr: 5.000e-04, eta: 1 day, 21:05:58, time: 1.895, data_time: 0.016, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7083, loss_cls: 2.3290, loss: 2.3290, grad_norm: 11.0121 2020-09-19 18:36:24,981 - mmaction - INFO - Epoch [27][2680/3520] lr: 5.000e-04, eta: 1 day, 21:05:16, time: 1.855, data_time: 0.100, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7229, loss_cls: 2.3311, loss: 2.3311, grad_norm: 10.6930 2020-09-19 18:37:02,665 - mmaction - INFO - Epoch [27][2700/3520] lr: 5.000e-04, eta: 1 day, 21:04:34, time: 1.887, data_time: 0.009, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7250, loss_cls: 2.2467, loss: 2.2467, grad_norm: 10.4123 2020-09-19 18:37:40,503 - mmaction - INFO - Epoch [27][2720/3520] lr: 5.000e-04, eta: 1 day, 21:03:53, time: 1.890, data_time: 0.202, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7073, loss_cls: 2.3777, loss: 2.3777, grad_norm: 10.9050 2020-09-19 18:38:20,039 - mmaction - INFO - Epoch [27][2740/3520] lr: 5.000e-04, eta: 1 day, 21:03:13, time: 1.979, data_time: 0.008, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6896, loss_cls: 2.3664, loss: 2.3664, grad_norm: 10.6811 2020-09-19 18:38:59,172 - mmaction - INFO - Epoch [27][2760/3520] lr: 5.000e-04, eta: 1 day, 21:02:33, time: 1.957, data_time: 0.428, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7052, loss_cls: 2.3513, loss: 2.3513, grad_norm: 10.8378 2020-09-19 18:39:37,224 - mmaction - INFO - Epoch [27][2780/3520] lr: 5.000e-04, eta: 1 day, 21:01:52, time: 1.903, data_time: 0.069, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7021, loss_cls: 2.3291, loss: 2.3291, grad_norm: 10.4050 2020-09-19 18:40:17,566 - mmaction - INFO - Epoch [27][2800/3520] lr: 5.000e-04, eta: 1 day, 21:01:13, time: 2.015, data_time: 0.167, memory: 8337, top1_acc: 0.4052, top5_acc: 0.7115, loss_cls: 2.3824, loss: 2.3824, grad_norm: 10.8923 2020-09-19 18:40:55,236 - mmaction - INFO - Epoch [27][2820/3520] lr: 5.000e-04, eta: 1 day, 21:00:31, time: 1.886, data_time: 0.155, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7208, loss_cls: 2.2470, loss: 2.2470, grad_norm: 10.5237 2020-09-19 18:41:34,816 - mmaction - INFO - Epoch [27][2840/3520] lr: 5.000e-04, eta: 1 day, 20:59:52, time: 1.979, data_time: 0.554, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.2548, loss: 2.2548, grad_norm: 10.4696 2020-09-19 18:42:14,359 - mmaction - INFO - Epoch [27][2860/3520] lr: 5.000e-04, eta: 1 day, 20:59:12, time: 1.977, data_time: 0.004, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7073, loss_cls: 2.3607, loss: 2.3607, grad_norm: 10.8986 2020-09-19 18:42:53,036 - mmaction - INFO - Epoch [27][2880/3520] lr: 5.000e-04, eta: 1 day, 20:58:31, time: 1.933, data_time: 0.008, memory: 8337, top1_acc: 0.4427, top5_acc: 0.6979, loss_cls: 2.3343, loss: 2.3343, grad_norm: 10.9060 2020-09-19 18:43:32,287 - mmaction - INFO - Epoch [27][2900/3520] lr: 5.000e-04, eta: 1 day, 20:57:51, time: 1.963, data_time: 0.005, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7250, loss_cls: 2.2691, loss: 2.2691, grad_norm: 10.7124 2020-09-19 18:44:11,536 - mmaction - INFO - Epoch [27][2920/3520] lr: 5.000e-04, eta: 1 day, 20:57:11, time: 1.963, data_time: 0.033, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7302, loss_cls: 2.2524, loss: 2.2524, grad_norm: 10.9446 2020-09-19 18:44:50,730 - mmaction - INFO - Epoch [27][2940/3520] lr: 5.000e-04, eta: 1 day, 20:56:31, time: 1.960, data_time: 0.006, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.2930, loss: 2.2930, grad_norm: 10.4037 2020-09-19 18:45:27,683 - mmaction - INFO - Epoch [27][2960/3520] lr: 5.000e-04, eta: 1 day, 20:55:49, time: 1.847, data_time: 0.090, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6802, loss_cls: 2.3767, loss: 2.3767, grad_norm: 10.8139 2020-09-19 18:46:06,585 - mmaction - INFO - Epoch [27][2980/3520] lr: 5.000e-04, eta: 1 day, 20:55:09, time: 1.945, data_time: 0.095, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7281, loss_cls: 2.2910, loss: 2.2910, grad_norm: 10.4875 2020-09-19 18:46:45,793 - mmaction - INFO - Epoch [27][3000/3520] lr: 5.000e-04, eta: 1 day, 20:54:29, time: 1.960, data_time: 0.250, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6958, loss_cls: 2.3980, loss: 2.3980, grad_norm: 10.8076 2020-09-19 18:47:24,244 - mmaction - INFO - Epoch [27][3020/3520] lr: 5.000e-04, eta: 1 day, 20:53:48, time: 1.921, data_time: 0.006, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7240, loss_cls: 2.3092, loss: 2.3092, grad_norm: 10.9425 2020-09-19 18:48:01,835 - mmaction - INFO - Epoch [27][3040/3520] lr: 5.000e-04, eta: 1 day, 20:53:06, time: 1.881, data_time: 0.068, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7313, loss_cls: 2.2224, loss: 2.2224, grad_norm: 10.8265 2020-09-19 18:48:39,597 - mmaction - INFO - Epoch [27][3060/3520] lr: 5.000e-04, eta: 1 day, 20:52:25, time: 1.888, data_time: 0.017, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6813, loss_cls: 2.4302, loss: 2.4302, grad_norm: 11.1713 2020-09-19 18:49:17,926 - mmaction - INFO - Epoch [27][3080/3520] lr: 5.000e-04, eta: 1 day, 20:51:44, time: 1.917, data_time: 0.582, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7104, loss_cls: 2.2932, loss: 2.2932, grad_norm: 10.8295 2020-09-19 18:49:56,594 - mmaction - INFO - Epoch [27][3100/3520] lr: 5.000e-04, eta: 1 day, 20:51:04, time: 1.932, data_time: 1.251, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7094, loss_cls: 2.2920, loss: 2.2920, grad_norm: 10.6534 2020-09-19 18:50:36,039 - mmaction - INFO - Epoch [27][3120/3520] lr: 5.000e-04, eta: 1 day, 20:50:24, time: 1.973, data_time: 0.682, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6917, loss_cls: 2.3874, loss: 2.3874, grad_norm: 10.9160 2020-09-19 18:51:16,666 - mmaction - INFO - Epoch [27][3140/3520] lr: 5.000e-04, eta: 1 day, 20:49:45, time: 2.032, data_time: 0.227, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6958, loss_cls: 2.3548, loss: 2.3548, grad_norm: 10.7192 2020-09-19 18:51:55,354 - mmaction - INFO - Epoch [27][3160/3520] lr: 5.000e-04, eta: 1 day, 20:49:04, time: 1.934, data_time: 0.003, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6958, loss_cls: 2.3735, loss: 2.3735, grad_norm: 10.8335 2020-09-19 18:52:34,230 - mmaction - INFO - Epoch [27][3180/3520] lr: 5.000e-04, eta: 1 day, 20:48:24, time: 1.944, data_time: 0.005, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7177, loss_cls: 2.2670, loss: 2.2670, grad_norm: 10.3339 2020-09-19 18:53:12,597 - mmaction - INFO - Epoch [27][3200/3520] lr: 5.000e-04, eta: 1 day, 20:47:43, time: 1.919, data_time: 0.080, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7031, loss_cls: 2.3472, loss: 2.3472, grad_norm: 10.7362 2020-09-19 18:53:51,375 - mmaction - INFO - Epoch [27][3220/3520] lr: 5.000e-04, eta: 1 day, 20:47:03, time: 1.937, data_time: 0.353, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7156, loss_cls: 2.2791, loss: 2.2791, grad_norm: 10.5164 2020-09-19 18:54:29,785 - mmaction - INFO - Epoch [27][3240/3520] lr: 5.000e-04, eta: 1 day, 20:46:22, time: 1.913, data_time: 0.127, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7125, loss_cls: 2.3676, loss: 2.3676, grad_norm: 10.7914 2020-09-19 18:55:09,383 - mmaction - INFO - Epoch [27][3260/3520] lr: 5.000e-04, eta: 1 day, 20:45:41, time: 1.948, data_time: 0.124, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7250, loss_cls: 2.2907, loss: 2.2907, grad_norm: 10.7804 2020-09-19 18:55:47,460 - mmaction - INFO - Epoch [27][3280/3520] lr: 5.000e-04, eta: 1 day, 20:45:01, time: 1.944, data_time: 0.573, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7156, loss_cls: 2.3440, loss: 2.3440, grad_norm: 10.6103 2020-09-19 18:56:26,418 - mmaction - INFO - Epoch [27][3300/3520] lr: 5.000e-04, eta: 1 day, 20:44:21, time: 1.949, data_time: 0.692, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7219, loss_cls: 2.2973, loss: 2.2973, grad_norm: 10.5518 2020-09-19 18:57:04,995 - mmaction - INFO - Epoch [27][3320/3520] lr: 5.000e-04, eta: 1 day, 20:43:40, time: 1.928, data_time: 0.102, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6917, loss_cls: 2.4089, loss: 2.4089, grad_norm: 11.0576 2020-09-19 18:57:44,769 - mmaction - INFO - Epoch [27][3340/3520] lr: 5.000e-04, eta: 1 day, 20:43:00, time: 1.988, data_time: 0.004, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2347, loss: 2.2347, grad_norm: 10.3919 2020-09-19 18:58:23,587 - mmaction - INFO - Epoch [27][3360/3520] lr: 5.000e-04, eta: 1 day, 20:42:20, time: 1.942, data_time: 0.662, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7302, loss_cls: 2.2265, loss: 2.2265, grad_norm: 10.2749 2020-09-19 18:59:01,247 - mmaction - INFO - Epoch [27][3380/3520] lr: 5.000e-04, eta: 1 day, 20:41:39, time: 1.884, data_time: 0.056, memory: 8337, top1_acc: 0.4031, top5_acc: 0.7042, loss_cls: 2.3998, loss: 2.3998, grad_norm: 11.0913 2020-09-19 18:59:41,073 - mmaction - INFO - Epoch [27][3400/3520] lr: 5.000e-04, eta: 1 day, 20:40:59, time: 1.988, data_time: 1.137, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6990, loss_cls: 2.3806, loss: 2.3806, grad_norm: 10.8218 2020-09-19 19:00:29,413 - mmaction - INFO - Epoch [27][3420/3520] lr: 5.000e-04, eta: 1 day, 20:40:26, time: 2.399, data_time: 0.402, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7156, loss_cls: 2.3180, loss: 2.3180, grad_norm: 10.5701 2020-09-19 19:01:09,507 - mmaction - INFO - Epoch [27][3440/3520] lr: 5.000e-04, eta: 1 day, 20:39:48, time: 2.026, data_time: 0.168, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7021, loss_cls: 2.3283, loss: 2.3283, grad_norm: 10.9555 2020-09-19 19:01:48,324 - mmaction - INFO - Epoch [27][3460/3520] lr: 5.000e-04, eta: 1 day, 20:39:07, time: 1.941, data_time: 0.483, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7062, loss_cls: 2.3407, loss: 2.3407, grad_norm: 11.2079 2020-09-19 19:02:27,531 - mmaction - INFO - Epoch [27][3480/3520] lr: 5.000e-04, eta: 1 day, 20:38:27, time: 1.960, data_time: 0.013, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7188, loss_cls: 2.2933, loss: 2.2933, grad_norm: 10.3984 2020-09-19 19:03:07,007 - mmaction - INFO - Epoch [27][3500/3520] lr: 5.000e-04, eta: 1 day, 20:37:47, time: 1.974, data_time: 0.067, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6854, loss_cls: 2.3243, loss: 2.3243, grad_norm: 10.5952 2020-09-19 19:03:42,789 - mmaction - INFO - Epoch [27][3520/3520] lr: 5.000e-04, eta: 1 day, 20:37:04, time: 1.789, data_time: 0.136, memory: 8337, top1_acc: 0.4120, top5_acc: 0.7043, loss_cls: 2.4247, loss: 2.4247, grad_norm: 11.0534 2020-09-19 19:04:01,013 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-09-19 19:06:30,884 - mmaction - INFO - Epoch [28][20/3520] lr: 5.000e-04, eta: 1 day, 20:37:57, time: 7.434, data_time: 6.260, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7115, loss_cls: 2.3249, loss: 2.3249, grad_norm: 10.7979 2020-09-19 19:07:08,357 - mmaction - INFO - Epoch [28][40/3520] lr: 5.000e-04, eta: 1 day, 20:37:16, time: 1.907, data_time: 0.195, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7042, loss_cls: 2.3509, loss: 2.3509, grad_norm: 10.8362 2020-09-19 19:07:46,772 - mmaction - INFO - Epoch [28][60/3520] lr: 5.000e-04, eta: 1 day, 20:36:35, time: 1.923, data_time: 0.198, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7448, loss_cls: 2.1737, loss: 2.1737, grad_norm: 10.6054 2020-09-19 19:08:26,494 - mmaction - INFO - Epoch [28][80/3520] lr: 5.000e-04, eta: 1 day, 20:35:56, time: 1.981, data_time: 0.940, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7198, loss_cls: 2.2667, loss: 2.2667, grad_norm: 10.5909 2020-09-19 19:09:06,195 - mmaction - INFO - Epoch [28][100/3520] lr: 5.000e-04, eta: 1 day, 20:35:16, time: 1.990, data_time: 0.203, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7302, loss_cls: 2.2074, loss: 2.2074, grad_norm: 10.3122 2020-09-19 19:09:44,929 - mmaction - INFO - Epoch [28][120/3520] lr: 5.000e-04, eta: 1 day, 20:34:36, time: 1.934, data_time: 0.397, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7427, loss_cls: 2.1841, loss: 2.1841, grad_norm: 10.3622 2020-09-19 19:10:25,827 - mmaction - INFO - Epoch [28][140/3520] lr: 5.000e-04, eta: 1 day, 20:33:57, time: 2.045, data_time: 0.296, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7135, loss_cls: 2.3014, loss: 2.3014, grad_norm: 10.8272 2020-09-19 19:11:02,052 - mmaction - INFO - Epoch [28][160/3520] lr: 5.000e-04, eta: 1 day, 20:33:14, time: 1.814, data_time: 0.008, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7094, loss_cls: 2.3341, loss: 2.3341, grad_norm: 10.7645 2020-09-19 19:11:42,450 - mmaction - INFO - Epoch [28][180/3520] lr: 5.000e-04, eta: 1 day, 20:32:35, time: 2.017, data_time: 0.002, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7302, loss_cls: 2.2853, loss: 2.2853, grad_norm: 10.8585 2020-09-19 19:12:20,274 - mmaction - INFO - Epoch [28][200/3520] lr: 5.000e-04, eta: 1 day, 20:31:54, time: 1.893, data_time: 0.416, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7292, loss_cls: 2.2530, loss: 2.2530, grad_norm: 10.6766 2020-09-19 19:12:59,331 - mmaction - INFO - Epoch [28][220/3520] lr: 5.000e-04, eta: 1 day, 20:31:14, time: 1.953, data_time: 0.734, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7271, loss_cls: 2.2804, loss: 2.2804, grad_norm: 10.6133 2020-09-19 19:13:38,794 - mmaction - INFO - Epoch [28][240/3520] lr: 5.000e-04, eta: 1 day, 20:30:34, time: 1.972, data_time: 0.300, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7406, loss_cls: 2.1946, loss: 2.1946, grad_norm: 10.8628 2020-09-19 19:14:17,638 - mmaction - INFO - Epoch [28][260/3520] lr: 5.000e-04, eta: 1 day, 20:29:53, time: 1.942, data_time: 0.048, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2507, loss: 2.2507, grad_norm: 10.3630 2020-09-19 19:14:57,465 - mmaction - INFO - Epoch [28][280/3520] lr: 5.000e-04, eta: 1 day, 20:29:14, time: 1.990, data_time: 0.038, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7323, loss_cls: 2.2581, loss: 2.2581, grad_norm: 10.6648 2020-09-19 19:15:35,603 - mmaction - INFO - Epoch [28][300/3520] lr: 5.000e-04, eta: 1 day, 20:28:33, time: 1.909, data_time: 0.349, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6896, loss_cls: 2.3246, loss: 2.3246, grad_norm: 10.7368 2020-09-19 19:16:15,369 - mmaction - INFO - Epoch [28][320/3520] lr: 5.000e-04, eta: 1 day, 20:27:53, time: 1.987, data_time: 0.998, memory: 8337, top1_acc: 0.3969, top5_acc: 0.6813, loss_cls: 2.4384, loss: 2.4384, grad_norm: 11.2555 2020-09-19 19:16:54,503 - mmaction - INFO - Epoch [28][340/3520] lr: 5.000e-04, eta: 1 day, 20:27:13, time: 1.959, data_time: 0.541, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.2433, loss: 2.2433, grad_norm: 10.4125 2020-09-19 19:17:33,326 - mmaction - INFO - Epoch [28][360/3520] lr: 5.000e-04, eta: 1 day, 20:26:32, time: 1.941, data_time: 0.316, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7042, loss_cls: 2.3350, loss: 2.3350, grad_norm: 10.9164 2020-09-19 19:18:12,341 - mmaction - INFO - Epoch [28][380/3520] lr: 5.000e-04, eta: 1 day, 20:25:52, time: 1.951, data_time: 0.666, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7375, loss_cls: 2.2833, loss: 2.2833, grad_norm: 11.0627 2020-09-19 19:18:51,205 - mmaction - INFO - Epoch [28][400/3520] lr: 5.000e-04, eta: 1 day, 20:25:12, time: 1.939, data_time: 0.278, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7010, loss_cls: 2.4249, loss: 2.4249, grad_norm: 11.0402 2020-09-19 19:19:29,658 - mmaction - INFO - Epoch [28][420/3520] lr: 5.000e-04, eta: 1 day, 20:24:31, time: 1.926, data_time: 1.173, memory: 8337, top1_acc: 0.4708, top5_acc: 0.6990, loss_cls: 2.3309, loss: 2.3309, grad_norm: 10.7845 2020-09-19 19:20:09,632 - mmaction - INFO - Epoch [28][440/3520] lr: 5.000e-04, eta: 1 day, 20:23:51, time: 1.996, data_time: 0.142, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7021, loss_cls: 2.3117, loss: 2.3117, grad_norm: 10.7568 2020-09-19 19:20:49,302 - mmaction - INFO - Epoch [28][460/3520] lr: 5.000e-04, eta: 1 day, 20:23:12, time: 1.987, data_time: 0.360, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7146, loss_cls: 2.3472, loss: 2.3472, grad_norm: 10.8834 2020-09-19 19:21:27,394 - mmaction - INFO - Epoch [28][480/3520] lr: 5.000e-04, eta: 1 day, 20:22:31, time: 1.901, data_time: 0.173, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7031, loss_cls: 2.3410, loss: 2.3410, grad_norm: 10.9380 2020-09-19 19:22:04,897 - mmaction - INFO - Epoch [28][500/3520] lr: 5.000e-04, eta: 1 day, 20:21:49, time: 1.879, data_time: 0.104, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7135, loss_cls: 2.3116, loss: 2.3116, grad_norm: 10.8189 2020-09-19 19:22:45,209 - mmaction - INFO - Epoch [28][520/3520] lr: 5.000e-04, eta: 1 day, 20:21:10, time: 2.012, data_time: 1.195, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7344, loss_cls: 2.2386, loss: 2.2386, grad_norm: 10.7040 2020-09-19 19:23:27,415 - mmaction - INFO - Epoch [28][540/3520] lr: 5.000e-04, eta: 1 day, 20:20:32, time: 2.113, data_time: 0.418, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7333, loss_cls: 2.2808, loss: 2.2808, grad_norm: 10.7246 2020-09-19 19:24:05,780 - mmaction - INFO - Epoch [28][560/3520] lr: 5.000e-04, eta: 1 day, 20:19:52, time: 1.918, data_time: 0.005, memory: 8337, top1_acc: 0.3969, top5_acc: 0.7156, loss_cls: 2.3785, loss: 2.3785, grad_norm: 11.3369 2020-09-19 19:24:45,086 - mmaction - INFO - Epoch [28][580/3520] lr: 5.000e-04, eta: 1 day, 20:19:11, time: 1.964, data_time: 0.334, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7031, loss_cls: 2.3388, loss: 2.3388, grad_norm: 10.8963 2020-09-19 19:25:22,651 - mmaction - INFO - Epoch [28][600/3520] lr: 5.000e-04, eta: 1 day, 20:18:30, time: 1.877, data_time: 0.503, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7000, loss_cls: 2.3343, loss: 2.3343, grad_norm: 11.0644 2020-09-19 19:26:01,380 - mmaction - INFO - Epoch [28][620/3520] lr: 5.000e-04, eta: 1 day, 20:17:49, time: 1.939, data_time: 0.407, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7042, loss_cls: 2.3572, loss: 2.3572, grad_norm: 10.7691 2020-09-19 19:26:40,268 - mmaction - INFO - Epoch [28][640/3520] lr: 5.000e-04, eta: 1 day, 20:17:09, time: 1.938, data_time: 0.369, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7302, loss_cls: 2.3023, loss: 2.3023, grad_norm: 10.8815 2020-09-19 19:27:18,144 - mmaction - INFO - Epoch [28][660/3520] lr: 5.000e-04, eta: 1 day, 20:16:28, time: 1.900, data_time: 0.273, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7094, loss_cls: 2.3579, loss: 2.3579, grad_norm: 11.0199 2020-09-19 19:27:58,620 - mmaction - INFO - Epoch [28][680/3520] lr: 5.000e-04, eta: 1 day, 20:15:49, time: 2.022, data_time: 0.634, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7135, loss_cls: 2.3133, loss: 2.3133, grad_norm: 10.6265 2020-09-19 19:28:37,308 - mmaction - INFO - Epoch [28][700/3520] lr: 5.000e-04, eta: 1 day, 20:15:08, time: 1.936, data_time: 0.396, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7365, loss_cls: 2.2307, loss: 2.2307, grad_norm: 10.6478 2020-09-19 19:29:16,705 - mmaction - INFO - Epoch [28][720/3520] lr: 5.000e-04, eta: 1 day, 20:14:28, time: 1.970, data_time: 0.036, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7010, loss_cls: 2.3467, loss: 2.3467, grad_norm: 10.8085 2020-09-19 19:29:55,581 - mmaction - INFO - Epoch [28][740/3520] lr: 5.000e-04, eta: 1 day, 20:13:48, time: 1.943, data_time: 0.837, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6979, loss_cls: 2.3247, loss: 2.3247, grad_norm: 11.0558 2020-09-19 19:30:33,672 - mmaction - INFO - Epoch [28][760/3520] lr: 5.000e-04, eta: 1 day, 20:13:07, time: 1.900, data_time: 0.214, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7229, loss_cls: 2.3203, loss: 2.3203, grad_norm: 10.6439 2020-09-19 19:31:11,792 - mmaction - INFO - Epoch [28][780/3520] lr: 5.000e-04, eta: 1 day, 20:12:26, time: 1.911, data_time: 0.286, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7146, loss_cls: 2.2901, loss: 2.2901, grad_norm: 11.1263 2020-09-19 19:31:51,771 - mmaction - INFO - Epoch [28][800/3520] lr: 5.000e-04, eta: 1 day, 20:11:46, time: 1.999, data_time: 0.023, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7417, loss_cls: 2.2400, loss: 2.2400, grad_norm: 10.9447 2020-09-19 19:32:33,629 - mmaction - INFO - Epoch [28][820/3520] lr: 5.000e-04, eta: 1 day, 20:11:09, time: 2.092, data_time: 0.268, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7219, loss_cls: 2.2572, loss: 2.2572, grad_norm: 10.9296 2020-09-19 19:33:12,101 - mmaction - INFO - Epoch [28][840/3520] lr: 5.000e-04, eta: 1 day, 20:10:28, time: 1.921, data_time: 0.035, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7104, loss_cls: 2.2887, loss: 2.2887, grad_norm: 10.5955 2020-09-19 19:33:50,516 - mmaction - INFO - Epoch [28][860/3520] lr: 5.000e-04, eta: 1 day, 20:09:47, time: 1.922, data_time: 0.341, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7219, loss_cls: 2.3091, loss: 2.3091, grad_norm: 11.0184 2020-09-19 19:34:28,507 - mmaction - INFO - Epoch [28][880/3520] lr: 5.000e-04, eta: 1 day, 20:09:06, time: 1.902, data_time: 0.607, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7115, loss_cls: 2.2969, loss: 2.2969, grad_norm: 10.7386 2020-09-19 19:35:08,373 - mmaction - INFO - Epoch [28][900/3520] lr: 5.000e-04, eta: 1 day, 20:08:26, time: 1.989, data_time: 0.634, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7010, loss_cls: 2.3203, loss: 2.3203, grad_norm: 10.6470 2020-09-19 19:35:47,437 - mmaction - INFO - Epoch [28][920/3520] lr: 5.000e-04, eta: 1 day, 20:07:46, time: 1.952, data_time: 0.008, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7010, loss_cls: 2.3473, loss: 2.3473, grad_norm: 11.2897 2020-09-19 19:36:25,886 - mmaction - INFO - Epoch [28][940/3520] lr: 5.000e-04, eta: 1 day, 20:07:05, time: 1.926, data_time: 0.763, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7354, loss_cls: 2.2270, loss: 2.2270, grad_norm: 11.0514 2020-09-19 19:37:04,514 - mmaction - INFO - Epoch [28][960/3520] lr: 5.000e-04, eta: 1 day, 20:06:25, time: 1.932, data_time: 0.006, memory: 8337, top1_acc: 0.4302, top5_acc: 0.6667, loss_cls: 2.4313, loss: 2.4313, grad_norm: 10.7692 2020-09-19 19:37:44,622 - mmaction - INFO - Epoch [28][980/3520] lr: 5.000e-04, eta: 1 day, 20:05:45, time: 2.007, data_time: 0.092, memory: 8337, top1_acc: 0.4365, top5_acc: 0.6906, loss_cls: 2.3582, loss: 2.3582, grad_norm: 10.9578 2020-09-19 19:38:23,333 - mmaction - INFO - Epoch [28][1000/3520] lr: 5.000e-04, eta: 1 day, 20:05:05, time: 1.934, data_time: 0.211, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6875, loss_cls: 2.3888, loss: 2.3888, grad_norm: 11.3400 2020-09-19 19:39:01,954 - mmaction - INFO - Epoch [28][1020/3520] lr: 5.000e-04, eta: 1 day, 20:04:24, time: 1.932, data_time: 0.218, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7198, loss_cls: 2.2913, loss: 2.2913, grad_norm: 10.9358 2020-09-19 19:39:40,246 - mmaction - INFO - Epoch [28][1040/3520] lr: 5.000e-04, eta: 1 day, 20:03:43, time: 1.914, data_time: 0.961, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7042, loss_cls: 2.2758, loss: 2.2758, grad_norm: 10.6706 2020-09-19 19:40:18,913 - mmaction - INFO - Epoch [28][1060/3520] lr: 5.000e-04, eta: 1 day, 20:03:03, time: 1.929, data_time: 0.918, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7125, loss_cls: 2.2402, loss: 2.2402, grad_norm: 10.5558 2020-09-19 19:40:56,861 - mmaction - INFO - Epoch [28][1080/3520] lr: 5.000e-04, eta: 1 day, 20:02:22, time: 1.904, data_time: 0.028, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7083, loss_cls: 2.3645, loss: 2.3645, grad_norm: 10.7871 2020-09-19 19:41:35,135 - mmaction - INFO - Epoch [28][1100/3520] lr: 5.000e-04, eta: 1 day, 20:01:41, time: 1.914, data_time: 0.960, memory: 8337, top1_acc: 0.4146, top5_acc: 0.7135, loss_cls: 2.3406, loss: 2.3406, grad_norm: 11.0123 2020-09-19 19:42:15,332 - mmaction - INFO - Epoch [28][1120/3520] lr: 5.000e-04, eta: 1 day, 20:01:02, time: 2.009, data_time: 1.230, memory: 8337, top1_acc: 0.4042, top5_acc: 0.6813, loss_cls: 2.4433, loss: 2.4433, grad_norm: 10.9123 2020-09-19 19:42:54,875 - mmaction - INFO - Epoch [28][1140/3520] lr: 5.000e-04, eta: 1 day, 20:00:22, time: 1.977, data_time: 0.034, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7385, loss_cls: 2.2608, loss: 2.2608, grad_norm: 10.8562 2020-09-19 19:43:33,306 - mmaction - INFO - Epoch [28][1160/3520] lr: 5.000e-04, eta: 1 day, 19:59:41, time: 1.916, data_time: 0.309, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7354, loss_cls: 2.2209, loss: 2.2209, grad_norm: 10.8405 2020-09-19 19:44:11,530 - mmaction - INFO - Epoch [28][1180/3520] lr: 5.000e-04, eta: 1 day, 19:59:00, time: 1.917, data_time: 0.470, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7000, loss_cls: 2.3228, loss: 2.3228, grad_norm: 10.9379 2020-09-19 19:44:50,315 - mmaction - INFO - Epoch [28][1200/3520] lr: 5.000e-04, eta: 1 day, 19:58:20, time: 1.939, data_time: 0.008, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7031, loss_cls: 2.3741, loss: 2.3741, grad_norm: 11.1702 2020-09-19 19:45:27,604 - mmaction - INFO - Epoch [28][1220/3520] lr: 5.000e-04, eta: 1 day, 19:57:38, time: 1.862, data_time: 0.319, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7344, loss_cls: 2.1721, loss: 2.1721, grad_norm: 10.6811 2020-09-19 19:46:07,759 - mmaction - INFO - Epoch [28][1240/3520] lr: 5.000e-04, eta: 1 day, 19:56:59, time: 2.008, data_time: 0.438, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7354, loss_cls: 2.1874, loss: 2.1874, grad_norm: 10.5142 2020-09-19 19:46:45,456 - mmaction - INFO - Epoch [28][1260/3520] lr: 5.000e-04, eta: 1 day, 19:56:17, time: 1.885, data_time: 0.953, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7365, loss_cls: 2.1803, loss: 2.1803, grad_norm: 10.1596 2020-09-19 19:47:22,890 - mmaction - INFO - Epoch [28][1280/3520] lr: 5.000e-04, eta: 1 day, 19:55:36, time: 1.869, data_time: 0.424, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7167, loss_cls: 2.3355, loss: 2.3355, grad_norm: 11.1103 2020-09-19 19:48:01,270 - mmaction - INFO - Epoch [28][1300/3520] lr: 5.000e-04, eta: 1 day, 19:54:55, time: 1.923, data_time: 0.433, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7146, loss_cls: 2.2991, loss: 2.2991, grad_norm: 11.1365 2020-09-19 19:48:40,010 - mmaction - INFO - Epoch [28][1320/3520] lr: 5.000e-04, eta: 1 day, 19:54:14, time: 1.933, data_time: 0.007, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7104, loss_cls: 2.3179, loss: 2.3179, grad_norm: 10.9592 2020-09-19 19:49:17,483 - mmaction - INFO - Epoch [28][1340/3520] lr: 5.000e-04, eta: 1 day, 19:53:33, time: 1.878, data_time: 0.026, memory: 8337, top1_acc: 0.4240, top5_acc: 0.6969, loss_cls: 2.3887, loss: 2.3887, grad_norm: 10.9610 2020-09-19 19:49:55,997 - mmaction - INFO - Epoch [28][1360/3520] lr: 5.000e-04, eta: 1 day, 19:52:52, time: 1.922, data_time: 0.253, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7396, loss_cls: 2.2027, loss: 2.2027, grad_norm: 10.8657 2020-09-19 19:50:37,883 - mmaction - INFO - Epoch [28][1380/3520] lr: 5.000e-04, eta: 1 day, 19:52:14, time: 2.098, data_time: 0.829, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7083, loss_cls: 2.2911, loss: 2.2911, grad_norm: 11.0915 2020-09-19 19:51:16,308 - mmaction - INFO - Epoch [28][1400/3520] lr: 5.000e-04, eta: 1 day, 19:51:34, time: 1.921, data_time: 0.110, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7292, loss_cls: 2.2864, loss: 2.2864, grad_norm: 10.8327 2020-09-19 19:51:54,112 - mmaction - INFO - Epoch [28][1420/3520] lr: 5.000e-04, eta: 1 day, 19:50:52, time: 1.889, data_time: 0.021, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7469, loss_cls: 2.2426, loss: 2.2426, grad_norm: 10.5263 2020-09-19 19:52:34,710 - mmaction - INFO - Epoch [28][1440/3520] lr: 5.000e-04, eta: 1 day, 19:50:14, time: 2.028, data_time: 0.645, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7188, loss_cls: 2.2560, loss: 2.2560, grad_norm: 10.8746 2020-09-19 19:53:15,993 - mmaction - INFO - Epoch [28][1460/3520] lr: 5.000e-04, eta: 1 day, 19:49:35, time: 2.066, data_time: 0.218, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7427, loss_cls: 2.1688, loss: 2.1688, grad_norm: 10.8539 2020-09-19 19:53:54,694 - mmaction - INFO - Epoch [28][1480/3520] lr: 5.000e-04, eta: 1 day, 19:48:55, time: 1.932, data_time: 0.703, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7208, loss_cls: 2.3181, loss: 2.3181, grad_norm: 11.2312 2020-09-19 19:54:33,021 - mmaction - INFO - Epoch [28][1500/3520] lr: 5.000e-04, eta: 1 day, 19:48:14, time: 1.920, data_time: 0.052, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7062, loss_cls: 2.2947, loss: 2.2947, grad_norm: 10.9645 2020-09-19 19:55:11,363 - mmaction - INFO - Epoch [28][1520/3520] lr: 5.000e-04, eta: 1 day, 19:47:33, time: 1.913, data_time: 0.007, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7188, loss_cls: 2.3041, loss: 2.3041, grad_norm: 10.8821 2020-09-19 19:55:49,390 - mmaction - INFO - Epoch [28][1540/3520] lr: 5.000e-04, eta: 1 day, 19:46:52, time: 1.906, data_time: 0.056, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7156, loss_cls: 2.2741, loss: 2.2741, grad_norm: 11.1410 2020-09-19 19:56:27,514 - mmaction - INFO - Epoch [28][1560/3520] lr: 5.000e-04, eta: 1 day, 19:46:11, time: 1.903, data_time: 0.009, memory: 8337, top1_acc: 0.4177, top5_acc: 0.7031, loss_cls: 2.3710, loss: 2.3710, grad_norm: 10.9567 2020-09-19 19:57:05,373 - mmaction - INFO - Epoch [28][1580/3520] lr: 5.000e-04, eta: 1 day, 19:45:30, time: 1.896, data_time: 0.218, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7437, loss_cls: 2.1365, loss: 2.1365, grad_norm: 10.7586 2020-09-19 19:57:43,272 - mmaction - INFO - Epoch [28][1600/3520] lr: 5.000e-04, eta: 1 day, 19:44:49, time: 1.892, data_time: 0.866, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.2538, loss: 2.2538, grad_norm: 11.0100 2020-09-19 19:58:23,971 - mmaction - INFO - Epoch [28][1620/3520] lr: 5.000e-04, eta: 1 day, 19:44:10, time: 2.038, data_time: 0.065, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6948, loss_cls: 2.3107, loss: 2.3107, grad_norm: 10.8004 2020-09-19 19:59:01,737 - mmaction - INFO - Epoch [28][1640/3520] lr: 5.000e-04, eta: 1 day, 19:43:29, time: 1.888, data_time: 0.066, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7052, loss_cls: 2.2987, loss: 2.2987, grad_norm: 10.9302 2020-09-19 19:59:39,046 - mmaction - INFO - Epoch [28][1660/3520] lr: 5.000e-04, eta: 1 day, 19:42:47, time: 1.866, data_time: 0.006, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7000, loss_cls: 2.3529, loss: 2.3529, grad_norm: 11.0654 2020-09-19 20:00:27,735 - mmaction - INFO - Epoch [28][1680/3520] lr: 5.000e-04, eta: 1 day, 19:42:14, time: 2.407, data_time: 0.021, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7104, loss_cls: 2.2888, loss: 2.2888, grad_norm: 10.9776 2020-09-19 20:01:04,987 - mmaction - INFO - Epoch [28][1700/3520] lr: 5.000e-04, eta: 1 day, 19:41:33, time: 1.888, data_time: 0.182, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7292, loss_cls: 2.2649, loss: 2.2649, grad_norm: 10.7539 2020-09-19 20:01:43,493 - mmaction - INFO - Epoch [28][1720/3520] lr: 5.000e-04, eta: 1 day, 19:40:52, time: 1.926, data_time: 0.529, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7135, loss_cls: 2.3344, loss: 2.3344, grad_norm: 11.0648 2020-09-19 20:02:23,289 - mmaction - INFO - Epoch [28][1740/3520] lr: 5.000e-04, eta: 1 day, 19:40:13, time: 1.991, data_time: 1.260, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7052, loss_cls: 2.3103, loss: 2.3103, grad_norm: 10.9952 2020-09-19 20:03:03,887 - mmaction - INFO - Epoch [28][1760/3520] lr: 5.000e-04, eta: 1 day, 19:39:34, time: 2.028, data_time: 0.218, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7177, loss_cls: 2.3489, loss: 2.3489, grad_norm: 10.8889 2020-09-19 20:03:41,594 - mmaction - INFO - Epoch [28][1780/3520] lr: 5.000e-04, eta: 1 day, 19:38:52, time: 1.888, data_time: 0.074, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7021, loss_cls: 2.3410, loss: 2.3410, grad_norm: 11.0229 2020-09-19 20:04:19,620 - mmaction - INFO - Epoch [28][1800/3520] lr: 5.000e-04, eta: 1 day, 19:38:11, time: 1.900, data_time: 0.011, memory: 8337, top1_acc: 0.4083, top5_acc: 0.7000, loss_cls: 2.3800, loss: 2.3800, grad_norm: 10.9531 2020-09-19 20:05:00,437 - mmaction - INFO - Epoch [28][1820/3520] lr: 5.000e-04, eta: 1 day, 19:37:33, time: 2.043, data_time: 0.124, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7188, loss_cls: 2.3359, loss: 2.3359, grad_norm: 11.0527 2020-09-19 20:05:38,114 - mmaction - INFO - Epoch [28][1840/3520] lr: 5.000e-04, eta: 1 day, 19:36:51, time: 1.881, data_time: 0.007, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6969, loss_cls: 2.3508, loss: 2.3508, grad_norm: 10.7096 2020-09-19 20:06:18,107 - mmaction - INFO - Epoch [28][1860/3520] lr: 5.000e-04, eta: 1 day, 19:36:12, time: 2.002, data_time: 0.941, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7052, loss_cls: 2.3526, loss: 2.3526, grad_norm: 11.2205 2020-09-19 20:06:58,800 - mmaction - INFO - Epoch [28][1880/3520] lr: 5.000e-04, eta: 1 day, 19:35:33, time: 2.035, data_time: 0.138, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6979, loss_cls: 2.3684, loss: 2.3684, grad_norm: 11.1026 2020-09-19 20:07:37,798 - mmaction - INFO - Epoch [28][1900/3520] lr: 5.000e-04, eta: 1 day, 19:34:53, time: 1.950, data_time: 0.514, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7042, loss_cls: 2.3383, loss: 2.3383, grad_norm: 10.8595 2020-09-19 20:08:17,090 - mmaction - INFO - Epoch [28][1920/3520] lr: 5.000e-04, eta: 1 day, 19:34:13, time: 1.964, data_time: 0.126, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7250, loss_cls: 2.2728, loss: 2.2728, grad_norm: 11.4192 2020-09-19 20:08:55,426 - mmaction - INFO - Epoch [28][1940/3520] lr: 5.000e-04, eta: 1 day, 19:33:32, time: 1.914, data_time: 0.514, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7073, loss_cls: 2.3095, loss: 2.3095, grad_norm: 11.0534 2020-09-19 20:09:36,853 - mmaction - INFO - Epoch [28][1960/3520] lr: 5.000e-04, eta: 1 day, 19:32:54, time: 2.074, data_time: 0.433, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7281, loss_cls: 2.2853, loss: 2.2853, grad_norm: 11.1623 2020-09-19 20:10:16,305 - mmaction - INFO - Epoch [28][1980/3520] lr: 5.000e-04, eta: 1 day, 19:32:14, time: 1.969, data_time: 0.707, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7167, loss_cls: 2.2727, loss: 2.2727, grad_norm: 10.5228 2020-09-19 20:10:55,776 - mmaction - INFO - Epoch [28][2000/3520] lr: 5.000e-04, eta: 1 day, 19:31:34, time: 1.975, data_time: 1.185, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7240, loss_cls: 2.3336, loss: 2.3336, grad_norm: 11.0618 2020-09-19 20:11:35,422 - mmaction - INFO - Epoch [28][2020/3520] lr: 5.000e-04, eta: 1 day, 19:30:54, time: 1.981, data_time: 1.061, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7042, loss_cls: 2.3361, loss: 2.3361, grad_norm: 11.1311 2020-09-19 20:12:13,889 - mmaction - INFO - Epoch [28][2040/3520] lr: 5.000e-04, eta: 1 day, 19:30:13, time: 1.926, data_time: 0.342, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6677, loss_cls: 2.4076, loss: 2.4076, grad_norm: 11.2922 2020-09-19 20:12:54,277 - mmaction - INFO - Epoch [28][2060/3520] lr: 5.000e-04, eta: 1 day, 19:29:34, time: 2.020, data_time: 0.029, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7042, loss_cls: 2.2592, loss: 2.2592, grad_norm: 10.6461 2020-09-19 20:13:32,340 - mmaction - INFO - Epoch [28][2080/3520] lr: 5.000e-04, eta: 1 day, 19:28:53, time: 1.903, data_time: 0.173, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7208, loss_cls: 2.3128, loss: 2.3128, grad_norm: 10.8051 2020-09-19 20:14:14,089 - mmaction - INFO - Epoch [28][2100/3520] lr: 5.000e-04, eta: 1 day, 19:28:15, time: 2.085, data_time: 0.184, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7073, loss_cls: 2.3638, loss: 2.3638, grad_norm: 10.9211 2020-09-19 20:14:53,940 - mmaction - INFO - Epoch [28][2120/3520] lr: 5.000e-04, eta: 1 day, 19:27:36, time: 1.994, data_time: 0.450, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6990, loss_cls: 2.3789, loss: 2.3789, grad_norm: 11.1770 2020-09-19 20:15:30,327 - mmaction - INFO - Epoch [28][2140/3520] lr: 5.000e-04, eta: 1 day, 19:26:53, time: 1.820, data_time: 1.197, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7323, loss_cls: 2.2481, loss: 2.2481, grad_norm: 10.8942 2020-09-19 20:16:11,443 - mmaction - INFO - Epoch [28][2160/3520] lr: 5.000e-04, eta: 1 day, 19:26:15, time: 2.056, data_time: 0.055, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7083, loss_cls: 2.3308, loss: 2.3308, grad_norm: 10.6826 2020-09-19 20:16:50,592 - mmaction - INFO - Epoch [28][2180/3520] lr: 5.000e-04, eta: 1 day, 19:25:35, time: 1.950, data_time: 0.117, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7260, loss_cls: 2.2707, loss: 2.2707, grad_norm: 10.8585 2020-09-19 20:17:28,573 - mmaction - INFO - Epoch [28][2200/3520] lr: 5.000e-04, eta: 1 day, 19:24:54, time: 1.907, data_time: 0.347, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6917, loss_cls: 2.3659, loss: 2.3659, grad_norm: 11.0767 2020-09-19 20:18:07,047 - mmaction - INFO - Epoch [28][2220/3520] lr: 5.000e-04, eta: 1 day, 19:24:13, time: 1.919, data_time: 0.047, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7250, loss_cls: 2.2991, loss: 2.2991, grad_norm: 10.7978 2020-09-19 20:18:47,379 - mmaction - INFO - Epoch [28][2240/3520] lr: 5.000e-04, eta: 1 day, 19:23:34, time: 2.021, data_time: 0.625, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7188, loss_cls: 2.2305, loss: 2.2305, grad_norm: 10.7387 2020-09-19 20:19:25,474 - mmaction - INFO - Epoch [28][2260/3520] lr: 5.000e-04, eta: 1 day, 19:22:53, time: 1.905, data_time: 0.302, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7031, loss_cls: 2.2497, loss: 2.2497, grad_norm: 11.1882 2020-09-19 20:20:04,911 - mmaction - INFO - Epoch [28][2280/3520] lr: 5.000e-04, eta: 1 day, 19:22:13, time: 1.968, data_time: 0.126, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7094, loss_cls: 2.3391, loss: 2.3391, grad_norm: 11.3915 2020-09-19 20:20:42,698 - mmaction - INFO - Epoch [28][2300/3520] lr: 5.000e-04, eta: 1 day, 19:21:32, time: 1.890, data_time: 0.340, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7292, loss_cls: 2.2749, loss: 2.2749, grad_norm: 11.2288 2020-09-19 20:21:22,263 - mmaction - INFO - Epoch [28][2320/3520] lr: 5.000e-04, eta: 1 day, 19:20:52, time: 1.981, data_time: 0.547, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7250, loss_cls: 2.2569, loss: 2.2569, grad_norm: 11.1134 2020-09-19 20:22:03,229 - mmaction - INFO - Epoch [28][2340/3520] lr: 5.000e-04, eta: 1 day, 19:20:13, time: 2.047, data_time: 1.423, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6906, loss_cls: 2.3559, loss: 2.3559, grad_norm: 11.0036 2020-09-19 20:22:43,331 - mmaction - INFO - Epoch [28][2360/3520] lr: 5.000e-04, eta: 1 day, 19:19:34, time: 2.003, data_time: 0.198, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7187, loss_cls: 2.2740, loss: 2.2740, grad_norm: 10.8100 2020-09-19 20:23:22,217 - mmaction - INFO - Epoch [28][2380/3520] lr: 5.000e-04, eta: 1 day, 19:18:53, time: 1.945, data_time: 0.514, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7292, loss_cls: 2.2728, loss: 2.2728, grad_norm: 11.0861 2020-09-19 20:24:00,986 - mmaction - INFO - Epoch [28][2400/3520] lr: 5.000e-04, eta: 1 day, 19:18:13, time: 1.941, data_time: 0.358, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7177, loss_cls: 2.2744, loss: 2.2744, grad_norm: 10.7161 2020-09-19 20:24:39,198 - mmaction - INFO - Epoch [28][2420/3520] lr: 5.000e-04, eta: 1 day, 19:17:32, time: 1.910, data_time: 0.307, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6875, loss_cls: 2.3692, loss: 2.3692, grad_norm: 10.9230 2020-09-19 20:25:19,042 - mmaction - INFO - Epoch [28][2440/3520] lr: 5.000e-04, eta: 1 day, 19:16:53, time: 1.992, data_time: 0.044, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7042, loss_cls: 2.3800, loss: 2.3800, grad_norm: 11.1910 2020-09-19 20:25:58,225 - mmaction - INFO - Epoch [28][2460/3520] lr: 5.000e-04, eta: 1 day, 19:16:13, time: 1.958, data_time: 0.033, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7146, loss_cls: 2.2888, loss: 2.2888, grad_norm: 11.1618 2020-09-19 20:26:37,044 - mmaction - INFO - Epoch [28][2480/3520] lr: 5.000e-04, eta: 1 day, 19:15:32, time: 1.942, data_time: 0.007, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7010, loss_cls: 2.3294, loss: 2.3294, grad_norm: 11.3049 2020-09-19 20:27:16,002 - mmaction - INFO - Epoch [28][2500/3520] lr: 5.000e-04, eta: 1 day, 19:14:52, time: 1.947, data_time: 0.765, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7177, loss_cls: 2.2814, loss: 2.2814, grad_norm: 10.8927 2020-09-19 20:27:55,183 - mmaction - INFO - Epoch [28][2520/3520] lr: 5.000e-04, eta: 1 day, 19:14:12, time: 1.961, data_time: 1.328, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7240, loss_cls: 2.2319, loss: 2.2319, grad_norm: 10.7883 2020-09-19 20:28:35,907 - mmaction - INFO - Epoch [28][2540/3520] lr: 5.000e-04, eta: 1 day, 19:13:33, time: 2.032, data_time: 0.700, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7063, loss_cls: 2.3245, loss: 2.3245, grad_norm: 11.2725 2020-09-19 20:29:15,399 - mmaction - INFO - Epoch [28][2560/3520] lr: 5.000e-04, eta: 1 day, 19:12:53, time: 1.979, data_time: 0.394, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2673, loss: 2.2673, grad_norm: 10.9772 2020-09-19 20:29:55,348 - mmaction - INFO - Epoch [28][2580/3520] lr: 5.000e-04, eta: 1 day, 19:12:14, time: 1.995, data_time: 0.151, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6990, loss_cls: 2.3239, loss: 2.3239, grad_norm: 10.9102 2020-09-19 20:30:33,299 - mmaction - INFO - Epoch [28][2600/3520] lr: 5.000e-04, eta: 1 day, 19:11:33, time: 1.901, data_time: 0.008, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7229, loss_cls: 2.2726, loss: 2.2726, grad_norm: 11.2035 2020-09-19 20:31:12,589 - mmaction - INFO - Epoch [28][2620/3520] lr: 5.000e-04, eta: 1 day, 19:10:52, time: 1.961, data_time: 0.006, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7125, loss_cls: 2.3140, loss: 2.3140, grad_norm: 10.9449 2020-09-19 20:31:49,821 - mmaction - INFO - Epoch [28][2640/3520] lr: 5.000e-04, eta: 1 day, 19:10:11, time: 1.862, data_time: 0.007, memory: 8337, top1_acc: 0.4458, top5_acc: 0.6979, loss_cls: 2.3292, loss: 2.3292, grad_norm: 11.0402 2020-09-19 20:32:28,749 - mmaction - INFO - Epoch [28][2660/3520] lr: 5.000e-04, eta: 1 day, 19:09:31, time: 1.949, data_time: 0.783, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7115, loss_cls: 2.3102, loss: 2.3102, grad_norm: 11.0362 2020-09-19 20:33:09,556 - mmaction - INFO - Epoch [28][2680/3520] lr: 5.000e-04, eta: 1 day, 19:08:52, time: 2.040, data_time: 0.729, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.3003, loss: 2.3003, grad_norm: 11.0485 2020-09-19 20:33:47,336 - mmaction - INFO - Epoch [28][2700/3520] lr: 5.000e-04, eta: 1 day, 19:08:11, time: 1.886, data_time: 1.257, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7094, loss_cls: 2.3172, loss: 2.3172, grad_norm: 11.0612 2020-09-19 20:34:25,907 - mmaction - INFO - Epoch [28][2720/3520] lr: 5.000e-04, eta: 1 day, 19:07:30, time: 1.932, data_time: 0.250, memory: 8337, top1_acc: 0.4594, top5_acc: 0.6990, loss_cls: 2.3089, loss: 2.3089, grad_norm: 11.0168 2020-09-19 20:35:06,488 - mmaction - INFO - Epoch [28][2740/3520] lr: 5.000e-04, eta: 1 day, 19:06:51, time: 2.027, data_time: 0.314, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7083, loss_cls: 2.2578, loss: 2.2578, grad_norm: 10.8110 2020-09-19 20:35:43,910 - mmaction - INFO - Epoch [28][2760/3520] lr: 5.000e-04, eta: 1 day, 19:06:10, time: 1.872, data_time: 0.007, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7198, loss_cls: 2.2584, loss: 2.2584, grad_norm: 10.6258 2020-09-19 20:36:22,735 - mmaction - INFO - Epoch [28][2780/3520] lr: 5.000e-04, eta: 1 day, 19:05:29, time: 1.942, data_time: 0.008, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7260, loss_cls: 2.2991, loss: 2.2991, grad_norm: 10.8283 2020-09-19 20:37:02,572 - mmaction - INFO - Epoch [28][2800/3520] lr: 5.000e-04, eta: 1 day, 19:04:50, time: 1.993, data_time: 0.450, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7083, loss_cls: 2.2919, loss: 2.2919, grad_norm: 10.8093 2020-09-19 20:37:42,718 - mmaction - INFO - Epoch [28][2820/3520] lr: 5.000e-04, eta: 1 day, 19:04:10, time: 2.005, data_time: 0.258, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.3188, loss: 2.3188, grad_norm: 11.2102 2020-09-19 20:38:21,694 - mmaction - INFO - Epoch [28][2840/3520] lr: 5.000e-04, eta: 1 day, 19:03:30, time: 1.951, data_time: 1.324, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7219, loss_cls: 2.2765, loss: 2.2765, grad_norm: 10.9458 2020-09-19 20:39:01,953 - mmaction - INFO - Epoch [28][2860/3520] lr: 5.000e-04, eta: 1 day, 19:02:51, time: 2.012, data_time: 0.463, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6979, loss_cls: 2.3636, loss: 2.3636, grad_norm: 11.4106 2020-09-19 20:39:40,550 - mmaction - INFO - Epoch [28][2880/3520] lr: 5.000e-04, eta: 1 day, 19:02:10, time: 1.931, data_time: 0.799, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7458, loss_cls: 2.2044, loss: 2.2044, grad_norm: 10.8084 2020-09-19 20:40:21,750 - mmaction - INFO - Epoch [28][2900/3520] lr: 5.000e-04, eta: 1 day, 19:01:32, time: 2.059, data_time: 0.793, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7396, loss_cls: 2.2364, loss: 2.2364, grad_norm: 11.0325 2020-09-19 20:40:58,328 - mmaction - INFO - Epoch [28][2920/3520] lr: 5.000e-04, eta: 1 day, 19:00:50, time: 1.831, data_time: 0.025, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6938, loss_cls: 2.4081, loss: 2.4081, grad_norm: 11.1841 2020-09-19 20:41:37,384 - mmaction - INFO - Epoch [28][2940/3520] lr: 5.000e-04, eta: 1 day, 19:00:09, time: 1.950, data_time: 0.180, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7156, loss_cls: 2.3222, loss: 2.3222, grad_norm: 11.1491 2020-09-19 20:42:16,404 - mmaction - INFO - Epoch [28][2960/3520] lr: 5.000e-04, eta: 1 day, 18:59:29, time: 1.953, data_time: 0.293, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7125, loss_cls: 2.3281, loss: 2.3281, grad_norm: 11.0999 2020-09-19 20:42:55,590 - mmaction - INFO - Epoch [28][2980/3520] lr: 5.000e-04, eta: 1 day, 18:58:49, time: 1.960, data_time: 0.058, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6958, loss_cls: 2.3631, loss: 2.3631, grad_norm: 10.8456 2020-09-19 20:43:35,959 - mmaction - INFO - Epoch [28][3000/3520] lr: 5.000e-04, eta: 1 day, 18:58:10, time: 2.017, data_time: 0.190, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7104, loss_cls: 2.3619, loss: 2.3619, grad_norm: 11.1862 2020-09-19 20:44:16,144 - mmaction - INFO - Epoch [28][3020/3520] lr: 5.000e-04, eta: 1 day, 18:57:31, time: 2.009, data_time: 0.230, memory: 8337, top1_acc: 0.4542, top5_acc: 0.6979, loss_cls: 2.3277, loss: 2.3277, grad_norm: 11.3394 2020-09-19 20:44:56,174 - mmaction - INFO - Epoch [28][3040/3520] lr: 5.000e-04, eta: 1 day, 18:56:51, time: 2.001, data_time: 0.027, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7104, loss_cls: 2.3329, loss: 2.3329, grad_norm: 11.1164 2020-09-19 20:45:33,061 - mmaction - INFO - Epoch [28][3060/3520] lr: 5.000e-04, eta: 1 day, 18:56:09, time: 1.844, data_time: 0.147, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7208, loss_cls: 2.2704, loss: 2.2704, grad_norm: 11.0297 2020-09-19 20:46:11,159 - mmaction - INFO - Epoch [28][3080/3520] lr: 5.000e-04, eta: 1 day, 18:55:28, time: 1.904, data_time: 0.517, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7000, loss_cls: 2.3488, loss: 2.3488, grad_norm: 11.1931 2020-09-19 20:46:52,456 - mmaction - INFO - Epoch [28][3100/3520] lr: 5.000e-04, eta: 1 day, 18:54:50, time: 2.067, data_time: 0.340, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7187, loss_cls: 2.2803, loss: 2.2803, grad_norm: 10.8023 2020-09-19 20:47:32,385 - mmaction - INFO - Epoch [28][3120/3520] lr: 5.000e-04, eta: 1 day, 18:54:10, time: 1.994, data_time: 0.207, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7073, loss_cls: 2.3296, loss: 2.3296, grad_norm: 10.9101 2020-09-19 20:48:11,218 - mmaction - INFO - Epoch [28][3140/3520] lr: 5.000e-04, eta: 1 day, 18:53:30, time: 1.944, data_time: 0.531, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7135, loss_cls: 2.3100, loss: 2.3100, grad_norm: 10.7098 2020-09-19 20:48:51,425 - mmaction - INFO - Epoch [28][3160/3520] lr: 5.000e-04, eta: 1 day, 18:52:51, time: 2.006, data_time: 0.340, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7146, loss_cls: 2.3156, loss: 2.3156, grad_norm: 11.0938 2020-09-19 20:49:29,676 - mmaction - INFO - Epoch [28][3180/3520] lr: 5.000e-04, eta: 1 day, 18:52:10, time: 1.917, data_time: 0.709, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7031, loss_cls: 2.2922, loss: 2.2922, grad_norm: 10.9002 2020-09-19 20:50:11,246 - mmaction - INFO - Epoch [28][3200/3520] lr: 5.000e-04, eta: 1 day, 18:51:32, time: 2.072, data_time: 0.268, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7104, loss_cls: 2.2686, loss: 2.2686, grad_norm: 10.6478 2020-09-19 20:50:49,366 - mmaction - INFO - Epoch [28][3220/3520] lr: 5.000e-04, eta: 1 day, 18:50:51, time: 1.912, data_time: 0.024, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7219, loss_cls: 2.2500, loss: 2.2500, grad_norm: 11.0414 2020-09-19 20:51:28,118 - mmaction - INFO - Epoch [28][3240/3520] lr: 5.000e-04, eta: 1 day, 18:50:11, time: 1.937, data_time: 0.009, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7281, loss_cls: 2.2721, loss: 2.2721, grad_norm: 11.3946 2020-09-19 20:52:08,763 - mmaction - INFO - Epoch [28][3260/3520] lr: 5.000e-04, eta: 1 day, 18:49:32, time: 2.032, data_time: 0.044, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7083, loss_cls: 2.2866, loss: 2.2866, grad_norm: 10.9236 2020-09-19 20:52:47,151 - mmaction - INFO - Epoch [28][3280/3520] lr: 5.000e-04, eta: 1 day, 18:48:51, time: 1.920, data_time: 0.152, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7406, loss_cls: 2.2677, loss: 2.2677, grad_norm: 11.3996 2020-09-19 20:53:27,213 - mmaction - INFO - Epoch [28][3300/3520] lr: 5.000e-04, eta: 1 day, 18:48:11, time: 2.002, data_time: 0.012, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7010, loss_cls: 2.2786, loss: 2.2786, grad_norm: 10.6802 2020-09-19 20:54:05,297 - mmaction - INFO - Epoch [28][3320/3520] lr: 5.000e-04, eta: 1 day, 18:47:31, time: 1.905, data_time: 0.140, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7302, loss_cls: 2.3124, loss: 2.3124, grad_norm: 11.1077 2020-09-19 20:54:43,946 - mmaction - INFO - Epoch [28][3340/3520] lr: 5.000e-04, eta: 1 day, 18:46:50, time: 1.932, data_time: 0.139, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7083, loss_cls: 2.2617, loss: 2.2617, grad_norm: 11.0713 2020-09-19 20:55:22,819 - mmaction - INFO - Epoch [28][3360/3520] lr: 5.000e-04, eta: 1 day, 18:46:10, time: 1.945, data_time: 0.162, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7333, loss_cls: 2.1561, loss: 2.1561, grad_norm: 10.8302 2020-09-19 20:55:59,702 - mmaction - INFO - Epoch [28][3380/3520] lr: 5.000e-04, eta: 1 day, 18:45:28, time: 1.840, data_time: 0.057, memory: 8337, top1_acc: 0.4104, top5_acc: 0.6927, loss_cls: 2.4119, loss: 2.4119, grad_norm: 11.4617 2020-09-19 20:56:40,235 - mmaction - INFO - Epoch [28][3400/3520] lr: 5.000e-04, eta: 1 day, 18:44:49, time: 2.031, data_time: 0.716, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7396, loss_cls: 2.2350, loss: 2.2350, grad_norm: 11.2381 2020-09-19 20:57:17,271 - mmaction - INFO - Epoch [28][3420/3520] lr: 5.000e-04, eta: 1 day, 18:44:07, time: 1.846, data_time: 0.450, memory: 8337, top1_acc: 0.4187, top5_acc: 0.7115, loss_cls: 2.3316, loss: 2.3316, grad_norm: 11.5737 2020-09-19 20:57:56,347 - mmaction - INFO - Epoch [28][3440/3520] lr: 5.000e-04, eta: 1 day, 18:43:27, time: 1.958, data_time: 0.396, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7135, loss_cls: 2.2729, loss: 2.2729, grad_norm: 11.1942 2020-09-19 20:58:35,016 - mmaction - INFO - Epoch [28][3460/3520] lr: 5.000e-04, eta: 1 day, 18:42:46, time: 1.932, data_time: 0.882, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7063, loss_cls: 2.3502, loss: 2.3502, grad_norm: 11.3816 2020-09-19 20:59:15,073 - mmaction - INFO - Epoch [28][3480/3520] lr: 5.000e-04, eta: 1 day, 18:42:07, time: 2.005, data_time: 0.844, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7396, loss_cls: 2.2537, loss: 2.2537, grad_norm: 11.1759 2020-09-19 20:59:54,978 - mmaction - INFO - Epoch [28][3500/3520] lr: 5.000e-04, eta: 1 day, 18:41:28, time: 1.992, data_time: 0.262, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2812, loss: 2.2812, grad_norm: 11.3402 2020-09-19 21:00:34,940 - mmaction - INFO - Epoch [28][3520/3520] lr: 5.000e-04, eta: 1 day, 18:40:48, time: 1.984, data_time: 0.510, memory: 8337, top1_acc: 0.4174, top5_acc: 0.6848, loss_cls: 2.4210, loss: 2.4210, grad_norm: 11.2327 2020-09-19 21:00:55,685 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-19 21:17:30,486 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-19 21:17:31,174 - mmaction - INFO - top1_acc 0.2700 top5_acc 0.5442 2020-09-19 21:17:31,174 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-19 21:17:31,409 - mmaction - INFO - mean_acc 0.1982 2020-09-19 21:17:31,418 - mmaction - INFO - Epoch(val) [28][3520] top1_acc: 0.2700, top5_acc: 0.5442, mean_class_accuracy: 0.1982 2020-09-19 21:19:47,721 - mmaction - INFO - Epoch [29][20/3520] lr: 5.000e-04, eta: 1 day, 18:41:24, time: 6.804, data_time: 4.936, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7260, loss_cls: 2.2895, loss: 2.2895, grad_norm: 11.1368 2020-09-19 21:20:25,545 - mmaction - INFO - Epoch [29][40/3520] lr: 5.000e-04, eta: 1 day, 18:40:43, time: 1.897, data_time: 0.355, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7115, loss_cls: 2.3282, loss: 2.3282, grad_norm: 11.3093 2020-09-19 21:21:04,524 - mmaction - INFO - Epoch [29][60/3520] lr: 5.000e-04, eta: 1 day, 18:40:03, time: 1.953, data_time: 0.470, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.2291, loss: 2.2291, grad_norm: 10.9533 2020-09-19 21:21:45,031 - mmaction - INFO - Epoch [29][80/3520] lr: 5.000e-04, eta: 1 day, 18:39:23, time: 2.023, data_time: 0.104, memory: 8337, top1_acc: 0.4115, top5_acc: 0.7073, loss_cls: 2.4013, loss: 2.4013, grad_norm: 11.1789 2020-09-19 21:22:24,035 - mmaction - INFO - Epoch [29][100/3520] lr: 5.000e-04, eta: 1 day, 18:38:43, time: 1.949, data_time: 0.068, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7323, loss_cls: 2.1785, loss: 2.1785, grad_norm: 10.6572 2020-09-19 21:23:04,162 - mmaction - INFO - Epoch [29][120/3520] lr: 5.000e-04, eta: 1 day, 18:38:04, time: 2.009, data_time: 0.039, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7365, loss_cls: 2.2132, loss: 2.2132, grad_norm: 11.0529 2020-09-19 21:23:43,572 - mmaction - INFO - Epoch [29][140/3520] lr: 5.000e-04, eta: 1 day, 18:37:24, time: 1.971, data_time: 0.269, memory: 8337, top1_acc: 0.4406, top5_acc: 0.6979, loss_cls: 2.3677, loss: 2.3677, grad_norm: 11.3875 2020-09-19 21:24:22,060 - mmaction - INFO - Epoch [29][160/3520] lr: 5.000e-04, eta: 1 day, 18:36:43, time: 1.923, data_time: 0.053, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7417, loss_cls: 2.2559, loss: 2.2559, grad_norm: 10.8360 2020-09-19 21:25:00,067 - mmaction - INFO - Epoch [29][180/3520] lr: 5.000e-04, eta: 1 day, 18:36:02, time: 1.901, data_time: 0.007, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7094, loss_cls: 2.3042, loss: 2.3042, grad_norm: 11.0648 2020-09-19 21:25:41,063 - mmaction - INFO - Epoch [29][200/3520] lr: 5.000e-04, eta: 1 day, 18:35:23, time: 2.045, data_time: 0.262, memory: 8337, top1_acc: 0.4042, top5_acc: 0.7094, loss_cls: 2.3671, loss: 2.3671, grad_norm: 11.6159 2020-09-19 21:26:20,260 - mmaction - INFO - Epoch [29][220/3520] lr: 5.000e-04, eta: 1 day, 18:34:43, time: 1.965, data_time: 0.270, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7115, loss_cls: 2.2806, loss: 2.2806, grad_norm: 11.2041 2020-09-19 21:26:58,685 - mmaction - INFO - Epoch [29][240/3520] lr: 5.000e-04, eta: 1 day, 18:34:03, time: 1.921, data_time: 0.014, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7073, loss_cls: 2.3116, loss: 2.3116, grad_norm: 10.7441 2020-09-19 21:27:36,812 - mmaction - INFO - Epoch [29][260/3520] lr: 5.000e-04, eta: 1 day, 18:33:22, time: 1.907, data_time: 0.099, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7135, loss_cls: 2.2839, loss: 2.2839, grad_norm: 11.2490 2020-09-19 21:28:16,393 - mmaction - INFO - Epoch [29][280/3520] lr: 5.000e-04, eta: 1 day, 18:32:42, time: 1.979, data_time: 0.151, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7312, loss_cls: 2.2600, loss: 2.2600, grad_norm: 11.4910 2020-09-19 21:28:53,928 - mmaction - INFO - Epoch [29][300/3520] lr: 5.000e-04, eta: 1 day, 18:32:01, time: 1.875, data_time: 0.029, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1739, loss: 2.1739, grad_norm: 10.8615 2020-09-19 21:29:34,372 - mmaction - INFO - Epoch [29][320/3520] lr: 5.000e-04, eta: 1 day, 18:31:21, time: 2.020, data_time: 0.008, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7323, loss_cls: 2.2643, loss: 2.2643, grad_norm: 11.3996 2020-09-19 21:30:12,562 - mmaction - INFO - Epoch [29][340/3520] lr: 5.000e-04, eta: 1 day, 18:30:41, time: 1.914, data_time: 0.030, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7115, loss_cls: 2.3053, loss: 2.3053, grad_norm: 11.4240 2020-09-19 21:30:52,858 - mmaction - INFO - Epoch [29][360/3520] lr: 5.000e-04, eta: 1 day, 18:30:01, time: 2.013, data_time: 0.141, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7208, loss_cls: 2.2321, loss: 2.2321, grad_norm: 11.3574 2020-09-19 21:31:30,300 - mmaction - INFO - Epoch [29][380/3520] lr: 5.000e-04, eta: 1 day, 18:29:20, time: 1.873, data_time: 0.095, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7458, loss_cls: 2.2472, loss: 2.2472, grad_norm: 11.7710 2020-09-19 21:32:10,156 - mmaction - INFO - Epoch [29][400/3520] lr: 5.000e-04, eta: 1 day, 18:28:40, time: 1.992, data_time: 0.179, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7188, loss_cls: 2.2696, loss: 2.2696, grad_norm: 11.0047 2020-09-19 21:32:49,471 - mmaction - INFO - Epoch [29][420/3520] lr: 5.000e-04, eta: 1 day, 18:28:00, time: 1.967, data_time: 0.269, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7177, loss_cls: 2.2071, loss: 2.2071, grad_norm: 11.0119 2020-09-19 21:33:28,625 - mmaction - INFO - Epoch [29][440/3520] lr: 5.000e-04, eta: 1 day, 18:27:20, time: 1.958, data_time: 0.033, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7135, loss_cls: 2.2319, loss: 2.2319, grad_norm: 11.0455 2020-09-19 21:34:09,295 - mmaction - INFO - Epoch [29][460/3520] lr: 5.000e-04, eta: 1 day, 18:26:41, time: 2.031, data_time: 0.005, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7323, loss_cls: 2.2427, loss: 2.2427, grad_norm: 11.0598 2020-09-19 21:34:47,296 - mmaction - INFO - Epoch [29][480/3520] lr: 5.000e-04, eta: 1 day, 18:26:00, time: 1.902, data_time: 0.007, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7042, loss_cls: 2.3007, loss: 2.3007, grad_norm: 11.3445 2020-09-19 21:35:25,955 - mmaction - INFO - Epoch [29][500/3520] lr: 5.000e-04, eta: 1 day, 18:25:20, time: 1.931, data_time: 0.235, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7135, loss_cls: 2.3244, loss: 2.3244, grad_norm: 11.2514 2020-09-19 21:36:03,927 - mmaction - INFO - Epoch [29][520/3520] lr: 5.000e-04, eta: 1 day, 18:24:39, time: 1.901, data_time: 0.273, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7021, loss_cls: 2.3363, loss: 2.3363, grad_norm: 11.2636 2020-09-19 21:36:43,574 - mmaction - INFO - Epoch [29][540/3520] lr: 5.000e-04, eta: 1 day, 18:23:59, time: 1.980, data_time: 0.399, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7365, loss_cls: 2.1668, loss: 2.1668, grad_norm: 11.0357 2020-09-19 21:37:23,341 - mmaction - INFO - Epoch [29][560/3520] lr: 5.000e-04, eta: 1 day, 18:23:19, time: 1.990, data_time: 0.724, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7323, loss_cls: 2.2321, loss: 2.2321, grad_norm: 11.1208 2020-09-19 21:38:03,862 - mmaction - INFO - Epoch [29][580/3520] lr: 5.000e-04, eta: 1 day, 18:22:40, time: 2.019, data_time: 0.075, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6948, loss_cls: 2.3905, loss: 2.3905, grad_norm: 11.4055 2020-09-19 21:38:42,761 - mmaction - INFO - Epoch [29][600/3520] lr: 5.000e-04, eta: 1 day, 18:22:00, time: 1.950, data_time: 0.551, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7094, loss_cls: 2.3107, loss: 2.3107, grad_norm: 11.2508 2020-09-19 21:39:20,789 - mmaction - INFO - Epoch [29][620/3520] lr: 5.000e-04, eta: 1 day, 18:21:19, time: 1.901, data_time: 0.136, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7010, loss_cls: 2.3070, loss: 2.3070, grad_norm: 11.2131 2020-09-19 21:40:00,921 - mmaction - INFO - Epoch [29][640/3520] lr: 5.000e-04, eta: 1 day, 18:20:40, time: 2.006, data_time: 0.611, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7125, loss_cls: 2.3199, loss: 2.3199, grad_norm: 11.3074 2020-09-19 21:40:39,636 - mmaction - INFO - Epoch [29][660/3520] lr: 5.000e-04, eta: 1 day, 18:19:59, time: 1.939, data_time: 0.401, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7094, loss_cls: 2.2752, loss: 2.2752, grad_norm: 11.5467 2020-09-19 21:41:18,206 - mmaction - INFO - Epoch [29][680/3520] lr: 5.000e-04, eta: 1 day, 18:19:19, time: 1.926, data_time: 0.090, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7479, loss_cls: 2.2138, loss: 2.2138, grad_norm: 11.3285 2020-09-19 21:41:55,702 - mmaction - INFO - Epoch [29][700/3520] lr: 5.000e-04, eta: 1 day, 18:18:37, time: 1.877, data_time: 0.010, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7302, loss_cls: 2.2715, loss: 2.2715, grad_norm: 11.3314 2020-09-19 21:42:34,478 - mmaction - INFO - Epoch [29][720/3520] lr: 5.000e-04, eta: 1 day, 18:17:57, time: 1.936, data_time: 0.015, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7021, loss_cls: 2.3655, loss: 2.3655, grad_norm: 11.5354 2020-09-19 21:43:11,402 - mmaction - INFO - Epoch [29][740/3520] lr: 5.000e-04, eta: 1 day, 18:17:15, time: 1.850, data_time: 0.008, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7198, loss_cls: 2.2866, loss: 2.2866, grad_norm: 11.4311 2020-09-19 21:43:51,726 - mmaction - INFO - Epoch [29][760/3520] lr: 5.000e-04, eta: 1 day, 18:16:36, time: 2.013, data_time: 0.170, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7167, loss_cls: 2.2142, loss: 2.2142, grad_norm: 11.3476 2020-09-19 21:44:32,156 - mmaction - INFO - Epoch [29][780/3520] lr: 5.000e-04, eta: 1 day, 18:15:57, time: 2.023, data_time: 0.065, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7281, loss_cls: 2.2265, loss: 2.2265, grad_norm: 11.1626 2020-09-19 21:45:09,145 - mmaction - INFO - Epoch [29][800/3520] lr: 5.000e-04, eta: 1 day, 18:15:15, time: 1.850, data_time: 0.019, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7323, loss_cls: 2.2452, loss: 2.2452, grad_norm: 11.4603 2020-09-19 21:45:48,312 - mmaction - INFO - Epoch [29][820/3520] lr: 5.000e-04, eta: 1 day, 18:14:35, time: 1.959, data_time: 0.004, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7365, loss_cls: 2.2088, loss: 2.2088, grad_norm: 11.0676 2020-09-19 21:46:27,990 - mmaction - INFO - Epoch [29][840/3520] lr: 5.000e-04, eta: 1 day, 18:13:55, time: 1.983, data_time: 0.006, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7073, loss_cls: 2.3366, loss: 2.3366, grad_norm: 11.1846 2020-09-19 21:47:04,646 - mmaction - INFO - Epoch [29][860/3520] lr: 5.000e-04, eta: 1 day, 18:13:13, time: 1.834, data_time: 0.075, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7104, loss_cls: 2.3287, loss: 2.3287, grad_norm: 11.4382 2020-09-19 21:47:44,110 - mmaction - INFO - Epoch [29][880/3520] lr: 5.000e-04, eta: 1 day, 18:12:33, time: 1.973, data_time: 0.150, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7354, loss_cls: 2.2768, loss: 2.2768, grad_norm: 11.6770 2020-09-19 21:48:21,947 - mmaction - INFO - Epoch [29][900/3520] lr: 5.000e-04, eta: 1 day, 18:11:52, time: 1.893, data_time: 0.460, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7260, loss_cls: 2.3080, loss: 2.3080, grad_norm: 11.8248 2020-09-19 21:49:01,595 - mmaction - INFO - Epoch [29][920/3520] lr: 5.000e-04, eta: 1 day, 18:11:12, time: 1.981, data_time: 0.299, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7135, loss_cls: 2.3335, loss: 2.3335, grad_norm: 11.5691 2020-09-19 21:49:38,702 - mmaction - INFO - Epoch [29][940/3520] lr: 5.000e-04, eta: 1 day, 18:10:31, time: 1.856, data_time: 0.006, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7208, loss_cls: 2.2421, loss: 2.2421, grad_norm: 11.0971 2020-09-19 21:50:17,964 - mmaction - INFO - Epoch [29][960/3520] lr: 5.000e-04, eta: 1 day, 18:09:51, time: 1.963, data_time: 0.108, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7125, loss_cls: 2.3050, loss: 2.3050, grad_norm: 11.4872 2020-09-19 21:50:58,107 - mmaction - INFO - Epoch [29][980/3520] lr: 5.000e-04, eta: 1 day, 18:09:11, time: 2.006, data_time: 0.289, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7198, loss_cls: 2.3275, loss: 2.3275, grad_norm: 11.4993 2020-09-19 21:51:36,347 - mmaction - INFO - Epoch [29][1000/3520] lr: 5.000e-04, eta: 1 day, 18:08:30, time: 1.911, data_time: 0.107, memory: 8337, top1_acc: 0.4469, top5_acc: 0.6990, loss_cls: 2.3581, loss: 2.3581, grad_norm: 11.4368 2020-09-19 21:52:14,896 - mmaction - INFO - Epoch [29][1020/3520] lr: 5.000e-04, eta: 1 day, 18:07:50, time: 1.926, data_time: 0.078, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7188, loss_cls: 2.2680, loss: 2.2680, grad_norm: 11.3395 2020-09-19 21:52:54,091 - mmaction - INFO - Epoch [29][1040/3520] lr: 5.000e-04, eta: 1 day, 18:07:10, time: 1.959, data_time: 0.410, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7229, loss_cls: 2.2438, loss: 2.2438, grad_norm: 11.1908 2020-09-19 21:53:31,404 - mmaction - INFO - Epoch [29][1060/3520] lr: 5.000e-04, eta: 1 day, 18:06:28, time: 1.869, data_time: 0.008, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7229, loss_cls: 2.3268, loss: 2.3268, grad_norm: 11.5200 2020-09-19 21:54:11,557 - mmaction - INFO - Epoch [29][1080/3520] lr: 5.000e-04, eta: 1 day, 18:05:49, time: 2.006, data_time: 0.285, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6854, loss_cls: 2.3642, loss: 2.3642, grad_norm: 11.2274 2020-09-19 21:54:51,286 - mmaction - INFO - Epoch [29][1100/3520] lr: 5.000e-04, eta: 1 day, 18:05:09, time: 1.986, data_time: 0.305, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7135, loss_cls: 2.3286, loss: 2.3286, grad_norm: 11.4555 2020-09-19 21:55:30,239 - mmaction - INFO - Epoch [29][1120/3520] lr: 5.000e-04, eta: 1 day, 18:04:29, time: 1.936, data_time: 0.008, memory: 8337, top1_acc: 0.4312, top5_acc: 0.7167, loss_cls: 2.3425, loss: 2.3425, grad_norm: 11.6161 2020-09-19 21:56:07,772 - mmaction - INFO - Epoch [29][1140/3520] lr: 5.000e-04, eta: 1 day, 18:03:48, time: 1.890, data_time: 0.330, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7146, loss_cls: 2.3345, loss: 2.3345, grad_norm: 11.1574 2020-09-19 21:56:46,966 - mmaction - INFO - Epoch [29][1160/3520] lr: 5.000e-04, eta: 1 day, 18:03:07, time: 1.958, data_time: 0.005, memory: 8337, top1_acc: 0.4104, top5_acc: 0.7063, loss_cls: 2.3566, loss: 2.3566, grad_norm: 11.2286 2020-09-19 21:57:24,363 - mmaction - INFO - Epoch [29][1180/3520] lr: 5.000e-04, eta: 1 day, 18:02:26, time: 1.869, data_time: 0.037, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7156, loss_cls: 2.2803, loss: 2.2803, grad_norm: 11.6872 2020-09-19 21:58:02,646 - mmaction - INFO - Epoch [29][1200/3520] lr: 5.000e-04, eta: 1 day, 18:01:45, time: 1.915, data_time: 0.076, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7167, loss_cls: 2.3431, loss: 2.3431, grad_norm: 11.1902 2020-09-19 21:58:42,542 - mmaction - INFO - Epoch [29][1220/3520] lr: 5.000e-04, eta: 1 day, 18:01:06, time: 1.994, data_time: 0.023, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7104, loss_cls: 2.3045, loss: 2.3045, grad_norm: 11.2070 2020-09-19 21:59:21,739 - mmaction - INFO - Epoch [29][1240/3520] lr: 5.000e-04, eta: 1 day, 18:00:26, time: 1.962, data_time: 0.193, memory: 8337, top1_acc: 0.4094, top5_acc: 0.6958, loss_cls: 2.3644, loss: 2.3644, grad_norm: 11.2913 2020-09-19 22:00:00,417 - mmaction - INFO - Epoch [29][1260/3520] lr: 5.000e-04, eta: 1 day, 17:59:45, time: 1.931, data_time: 0.389, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7208, loss_cls: 2.3071, loss: 2.3071, grad_norm: 11.8857 2020-09-19 22:00:48,612 - mmaction - INFO - Epoch [29][1280/3520] lr: 5.000e-04, eta: 1 day, 17:59:12, time: 2.398, data_time: 0.542, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7177, loss_cls: 2.2662, loss: 2.2662, grad_norm: 11.5689 2020-09-19 22:01:27,504 - mmaction - INFO - Epoch [29][1300/3520] lr: 5.000e-04, eta: 1 day, 17:58:32, time: 1.960, data_time: 0.653, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6750, loss_cls: 2.4424, loss: 2.4424, grad_norm: 11.7466 2020-09-19 22:02:07,359 - mmaction - INFO - Epoch [29][1320/3520] lr: 5.000e-04, eta: 1 day, 17:57:52, time: 1.989, data_time: 1.183, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.2415, loss: 2.2415, grad_norm: 11.2883 2020-09-19 22:02:47,205 - mmaction - INFO - Epoch [29][1340/3520] lr: 5.000e-04, eta: 1 day, 17:57:13, time: 1.995, data_time: 0.008, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7104, loss_cls: 2.2320, loss: 2.2320, grad_norm: 11.3283 2020-09-19 22:03:26,149 - mmaction - INFO - Epoch [29][1360/3520] lr: 5.000e-04, eta: 1 day, 17:56:32, time: 1.945, data_time: 0.008, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7146, loss_cls: 2.3057, loss: 2.3057, grad_norm: 11.0607 2020-09-19 22:04:05,153 - mmaction - INFO - Epoch [29][1380/3520] lr: 5.000e-04, eta: 1 day, 17:55:52, time: 1.950, data_time: 0.212, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7135, loss_cls: 2.2812, loss: 2.2812, grad_norm: 11.4438 2020-09-19 22:04:43,672 - mmaction - INFO - Epoch [29][1400/3520] lr: 5.000e-04, eta: 1 day, 17:55:11, time: 1.926, data_time: 0.034, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7354, loss_cls: 2.1952, loss: 2.1952, grad_norm: 11.1840 2020-09-19 22:05:22,685 - mmaction - INFO - Epoch [29][1420/3520] lr: 5.000e-04, eta: 1 day, 17:54:31, time: 1.953, data_time: 0.015, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6979, loss_cls: 2.3475, loss: 2.3475, grad_norm: 11.4265 2020-09-19 22:06:01,827 - mmaction - INFO - Epoch [29][1440/3520] lr: 5.000e-04, eta: 1 day, 17:53:51, time: 1.956, data_time: 0.164, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7188, loss_cls: 2.2811, loss: 2.2811, grad_norm: 11.3789 2020-09-19 22:06:40,937 - mmaction - INFO - Epoch [29][1460/3520] lr: 5.000e-04, eta: 1 day, 17:53:11, time: 1.957, data_time: 0.983, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7375, loss_cls: 2.2078, loss: 2.2078, grad_norm: 11.0471 2020-09-19 22:07:20,287 - mmaction - INFO - Epoch [29][1480/3520] lr: 5.000e-04, eta: 1 day, 17:52:31, time: 1.966, data_time: 0.078, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7240, loss_cls: 2.2385, loss: 2.2385, grad_norm: 11.2118 2020-09-19 22:07:57,839 - mmaction - INFO - Epoch [29][1500/3520] lr: 5.000e-04, eta: 1 day, 17:51:50, time: 1.879, data_time: 0.008, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7229, loss_cls: 2.3306, loss: 2.3306, grad_norm: 11.6271 2020-09-19 22:08:36,574 - mmaction - INFO - Epoch [29][1520/3520] lr: 5.000e-04, eta: 1 day, 17:51:09, time: 1.935, data_time: 0.299, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6979, loss_cls: 2.3071, loss: 2.3071, grad_norm: 11.5415 2020-09-19 22:09:14,233 - mmaction - INFO - Epoch [29][1540/3520] lr: 5.000e-04, eta: 1 day, 17:50:28, time: 1.884, data_time: 0.137, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7062, loss_cls: 2.3031, loss: 2.3031, grad_norm: 11.3876 2020-09-19 22:09:54,062 - mmaction - INFO - Epoch [29][1560/3520] lr: 5.000e-04, eta: 1 day, 17:49:48, time: 1.986, data_time: 0.009, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7542, loss_cls: 2.2088, loss: 2.2088, grad_norm: 11.0570 2020-09-19 22:10:32,394 - mmaction - INFO - Epoch [29][1580/3520] lr: 5.000e-04, eta: 1 day, 17:49:08, time: 1.919, data_time: 0.512, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.3316, loss: 2.3316, grad_norm: 11.5424 2020-09-19 22:11:12,584 - mmaction - INFO - Epoch [29][1600/3520] lr: 5.000e-04, eta: 1 day, 17:48:29, time: 2.013, data_time: 0.256, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7458, loss_cls: 2.1365, loss: 2.1365, grad_norm: 11.0337 2020-09-19 22:11:51,312 - mmaction - INFO - Epoch [29][1620/3520] lr: 5.000e-04, eta: 1 day, 17:47:48, time: 1.936, data_time: 0.006, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7271, loss_cls: 2.2359, loss: 2.2359, grad_norm: 11.3054 2020-09-19 22:12:31,696 - mmaction - INFO - Epoch [29][1640/3520] lr: 5.000e-04, eta: 1 day, 17:47:09, time: 2.017, data_time: 0.109, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7115, loss_cls: 2.2829, loss: 2.2829, grad_norm: 11.3810 2020-09-19 22:13:11,728 - mmaction - INFO - Epoch [29][1660/3520] lr: 5.000e-04, eta: 1 day, 17:46:29, time: 2.004, data_time: 0.007, memory: 8337, top1_acc: 0.4260, top5_acc: 0.6917, loss_cls: 2.3471, loss: 2.3471, grad_norm: 11.5716 2020-09-19 22:13:48,025 - mmaction - INFO - Epoch [29][1680/3520] lr: 5.000e-04, eta: 1 day, 17:45:47, time: 1.816, data_time: 0.004, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7260, loss_cls: 2.2181, loss: 2.2181, grad_norm: 11.3737 2020-09-19 22:14:27,475 - mmaction - INFO - Epoch [29][1700/3520] lr: 5.000e-04, eta: 1 day, 17:45:07, time: 1.969, data_time: 0.560, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7490, loss_cls: 2.2181, loss: 2.2181, grad_norm: 11.8158 2020-09-19 22:15:07,909 - mmaction - INFO - Epoch [29][1720/3520] lr: 5.000e-04, eta: 1 day, 17:44:28, time: 2.024, data_time: 0.124, memory: 8337, top1_acc: 0.4208, top5_acc: 0.7021, loss_cls: 2.3841, loss: 2.3841, grad_norm: 11.7757 2020-09-19 22:15:47,594 - mmaction - INFO - Epoch [29][1740/3520] lr: 5.000e-04, eta: 1 day, 17:43:48, time: 1.982, data_time: 0.242, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7260, loss_cls: 2.2343, loss: 2.2343, grad_norm: 11.6019 2020-09-19 22:16:27,946 - mmaction - INFO - Epoch [29][1760/3520] lr: 5.000e-04, eta: 1 day, 17:43:09, time: 2.021, data_time: 0.065, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7427, loss_cls: 2.1710, loss: 2.1710, grad_norm: 11.0948 2020-09-19 22:17:06,159 - mmaction - INFO - Epoch [29][1780/3520] lr: 5.000e-04, eta: 1 day, 17:42:29, time: 1.909, data_time: 0.382, memory: 8337, top1_acc: 0.4510, top5_acc: 0.6948, loss_cls: 2.3394, loss: 2.3394, grad_norm: 11.7191 2020-09-19 22:17:45,449 - mmaction - INFO - Epoch [29][1800/3520] lr: 5.000e-04, eta: 1 day, 17:41:49, time: 1.966, data_time: 0.109, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7083, loss_cls: 2.2905, loss: 2.2905, grad_norm: 11.4609 2020-09-19 22:18:24,590 - mmaction - INFO - Epoch [29][1820/3520] lr: 5.000e-04, eta: 1 day, 17:41:08, time: 1.955, data_time: 0.329, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7292, loss_cls: 2.2471, loss: 2.2471, grad_norm: 11.6532 2020-09-19 22:19:02,875 - mmaction - INFO - Epoch [29][1840/3520] lr: 5.000e-04, eta: 1 day, 17:40:28, time: 1.915, data_time: 0.006, memory: 8337, top1_acc: 0.4250, top5_acc: 0.6844, loss_cls: 2.3658, loss: 2.3658, grad_norm: 11.2717 2020-09-19 22:19:41,696 - mmaction - INFO - Epoch [29][1860/3520] lr: 5.000e-04, eta: 1 day, 17:39:47, time: 1.942, data_time: 0.226, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7188, loss_cls: 2.2254, loss: 2.2254, grad_norm: 10.6969 2020-09-19 22:20:22,118 - mmaction - INFO - Epoch [29][1880/3520] lr: 5.000e-04, eta: 1 day, 17:39:08, time: 2.019, data_time: 0.985, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7302, loss_cls: 2.2565, loss: 2.2565, grad_norm: 11.2200 2020-09-19 22:21:01,585 - mmaction - INFO - Epoch [29][1900/3520] lr: 5.000e-04, eta: 1 day, 17:38:28, time: 1.975, data_time: 0.711, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7208, loss_cls: 2.3286, loss: 2.3286, grad_norm: 11.6030 2020-09-19 22:21:41,032 - mmaction - INFO - Epoch [29][1920/3520] lr: 5.000e-04, eta: 1 day, 17:37:48, time: 1.971, data_time: 0.032, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7281, loss_cls: 2.3121, loss: 2.3121, grad_norm: 11.3718 2020-09-19 22:22:20,289 - mmaction - INFO - Epoch [29][1940/3520] lr: 5.000e-04, eta: 1 day, 17:37:08, time: 1.965, data_time: 0.052, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7042, loss_cls: 2.3507, loss: 2.3507, grad_norm: 11.5521 2020-09-19 22:22:57,754 - mmaction - INFO - Epoch [29][1960/3520] lr: 5.000e-04, eta: 1 day, 17:36:27, time: 1.873, data_time: 0.312, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7177, loss_cls: 2.2312, loss: 2.2312, grad_norm: 11.1356 2020-09-19 22:23:37,583 - mmaction - INFO - Epoch [29][1980/3520] lr: 5.000e-04, eta: 1 day, 17:35:47, time: 1.989, data_time: 0.100, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6938, loss_cls: 2.3309, loss: 2.3309, grad_norm: 11.4863 2020-09-19 22:24:16,545 - mmaction - INFO - Epoch [29][2000/3520] lr: 5.000e-04, eta: 1 day, 17:35:07, time: 1.951, data_time: 0.055, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7021, loss_cls: 2.2624, loss: 2.2624, grad_norm: 11.5025 2020-09-19 22:24:55,417 - mmaction - INFO - Epoch [29][2020/3520] lr: 5.000e-04, eta: 1 day, 17:34:27, time: 1.939, data_time: 0.367, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6979, loss_cls: 2.3374, loss: 2.3374, grad_norm: 11.0997 2020-09-19 22:25:34,463 - mmaction - INFO - Epoch [29][2040/3520] lr: 5.000e-04, eta: 1 day, 17:33:47, time: 1.957, data_time: 0.156, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7344, loss_cls: 2.2219, loss: 2.2219, grad_norm: 11.1026 2020-09-19 22:26:15,010 - mmaction - INFO - Epoch [29][2060/3520] lr: 5.000e-04, eta: 1 day, 17:33:08, time: 2.024, data_time: 0.097, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7083, loss_cls: 2.3196, loss: 2.3196, grad_norm: 11.6387 2020-09-19 22:26:54,421 - mmaction - INFO - Epoch [29][2080/3520] lr: 5.000e-04, eta: 1 day, 17:32:28, time: 1.973, data_time: 0.068, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7187, loss_cls: 2.2687, loss: 2.2687, grad_norm: 11.3310 2020-09-19 22:27:33,954 - mmaction - INFO - Epoch [29][2100/3520] lr: 5.000e-04, eta: 1 day, 17:31:48, time: 1.972, data_time: 0.047, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7229, loss_cls: 2.2840, loss: 2.2840, grad_norm: 11.5520 2020-09-19 22:28:12,864 - mmaction - INFO - Epoch [29][2120/3520] lr: 5.000e-04, eta: 1 day, 17:31:08, time: 1.949, data_time: 0.076, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7031, loss_cls: 2.3212, loss: 2.3212, grad_norm: 11.2381 2020-09-19 22:28:50,606 - mmaction - INFO - Epoch [29][2140/3520] lr: 5.000e-04, eta: 1 day, 17:30:27, time: 1.885, data_time: 0.009, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2438, loss: 2.2438, grad_norm: 11.4863 2020-09-19 22:29:30,211 - mmaction - INFO - Epoch [29][2160/3520] lr: 5.000e-04, eta: 1 day, 17:29:47, time: 1.979, data_time: 0.007, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7083, loss_cls: 2.3008, loss: 2.3008, grad_norm: 11.3664 2020-09-19 22:30:09,753 - mmaction - INFO - Epoch [29][2180/3520] lr: 5.000e-04, eta: 1 day, 17:29:07, time: 1.972, data_time: 0.010, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7323, loss_cls: 2.2188, loss: 2.2188, grad_norm: 11.2511 2020-09-19 22:30:47,082 - mmaction - INFO - Epoch [29][2200/3520] lr: 5.000e-04, eta: 1 day, 17:28:26, time: 1.875, data_time: 0.238, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7198, loss_cls: 2.3061, loss: 2.3061, grad_norm: 11.2893 2020-09-19 22:31:25,599 - mmaction - INFO - Epoch [29][2220/3520] lr: 5.000e-04, eta: 1 day, 17:27:45, time: 1.922, data_time: 0.006, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.3308, loss: 2.3308, grad_norm: 11.3179 2020-09-19 22:32:07,072 - mmaction - INFO - Epoch [29][2240/3520] lr: 5.000e-04, eta: 1 day, 17:27:07, time: 2.077, data_time: 0.186, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7375, loss_cls: 2.2208, loss: 2.2208, grad_norm: 11.2023 2020-09-19 22:32:46,259 - mmaction - INFO - Epoch [29][2260/3520] lr: 5.000e-04, eta: 1 day, 17:26:27, time: 1.959, data_time: 0.005, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7490, loss_cls: 2.1659, loss: 2.1659, grad_norm: 11.2029 2020-09-19 22:33:26,064 - mmaction - INFO - Epoch [29][2280/3520] lr: 5.000e-04, eta: 1 day, 17:25:47, time: 1.988, data_time: 0.437, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7573, loss_cls: 2.1445, loss: 2.1445, grad_norm: 11.3217 2020-09-19 22:34:03,910 - mmaction - INFO - Epoch [29][2300/3520] lr: 5.000e-04, eta: 1 day, 17:25:06, time: 1.896, data_time: 0.272, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7438, loss_cls: 2.2096, loss: 2.2096, grad_norm: 11.5058 2020-09-19 22:34:41,746 - mmaction - INFO - Epoch [29][2320/3520] lr: 5.000e-04, eta: 1 day, 17:24:25, time: 1.889, data_time: 0.066, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2456, loss: 2.2456, grad_norm: 11.5744 2020-09-19 22:35:22,122 - mmaction - INFO - Epoch [29][2340/3520] lr: 5.000e-04, eta: 1 day, 17:23:46, time: 2.020, data_time: 0.008, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7354, loss_cls: 2.2276, loss: 2.2276, grad_norm: 11.2683 2020-09-19 22:35:59,145 - mmaction - INFO - Epoch [29][2360/3520] lr: 5.000e-04, eta: 1 day, 17:23:04, time: 1.851, data_time: 0.347, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7177, loss_cls: 2.2336, loss: 2.2336, grad_norm: 11.5893 2020-09-19 22:36:39,882 - mmaction - INFO - Epoch [29][2380/3520] lr: 5.000e-04, eta: 1 day, 17:22:25, time: 2.038, data_time: 0.112, memory: 8337, top1_acc: 0.4417, top5_acc: 0.6990, loss_cls: 2.3471, loss: 2.3471, grad_norm: 11.8061 2020-09-19 22:37:19,623 - mmaction - INFO - Epoch [29][2400/3520] lr: 5.000e-04, eta: 1 day, 17:21:46, time: 1.987, data_time: 0.042, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7333, loss_cls: 2.2744, loss: 2.2744, grad_norm: 11.2500 2020-09-19 22:37:58,699 - mmaction - INFO - Epoch [29][2420/3520] lr: 5.000e-04, eta: 1 day, 17:21:05, time: 1.955, data_time: 0.023, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7260, loss_cls: 2.2830, loss: 2.2830, grad_norm: 11.4384 2020-09-19 22:38:39,752 - mmaction - INFO - Epoch [29][2440/3520] lr: 5.000e-04, eta: 1 day, 17:20:27, time: 2.049, data_time: 0.128, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7156, loss_cls: 2.2068, loss: 2.2068, grad_norm: 11.4365 2020-09-19 22:39:17,529 - mmaction - INFO - Epoch [29][2460/3520] lr: 5.000e-04, eta: 1 day, 17:19:46, time: 1.892, data_time: 0.029, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7104, loss_cls: 2.2889, loss: 2.2889, grad_norm: 11.5132 2020-09-19 22:39:57,186 - mmaction - INFO - Epoch [29][2480/3520] lr: 5.000e-04, eta: 1 day, 17:19:06, time: 1.982, data_time: 0.270, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7094, loss_cls: 2.2738, loss: 2.2738, grad_norm: 11.3550 2020-09-19 22:40:38,125 - mmaction - INFO - Epoch [29][2500/3520] lr: 5.000e-04, eta: 1 day, 17:18:27, time: 2.047, data_time: 0.052, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7042, loss_cls: 2.2945, loss: 2.2945, grad_norm: 11.2237 2020-09-19 22:41:16,071 - mmaction - INFO - Epoch [29][2520/3520] lr: 5.000e-04, eta: 1 day, 17:17:46, time: 1.896, data_time: 0.052, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7177, loss_cls: 2.2031, loss: 2.2031, grad_norm: 11.0109 2020-09-19 22:41:55,826 - mmaction - INFO - Epoch [29][2540/3520] lr: 5.000e-04, eta: 1 day, 17:17:07, time: 1.990, data_time: 1.152, memory: 8337, top1_acc: 0.4125, top5_acc: 0.7104, loss_cls: 2.3663, loss: 2.3663, grad_norm: 11.9090 2020-09-19 22:42:35,266 - mmaction - INFO - Epoch [29][2560/3520] lr: 5.000e-04, eta: 1 day, 17:16:27, time: 1.968, data_time: 0.366, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7104, loss_cls: 2.3258, loss: 2.3258, grad_norm: 11.4228 2020-09-19 22:43:14,571 - mmaction - INFO - Epoch [29][2580/3520] lr: 5.000e-04, eta: 1 day, 17:15:47, time: 1.967, data_time: 0.127, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7115, loss_cls: 2.3222, loss: 2.3222, grad_norm: 11.5854 2020-09-19 22:43:54,774 - mmaction - INFO - Epoch [29][2600/3520] lr: 5.000e-04, eta: 1 day, 17:15:07, time: 2.011, data_time: 0.662, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6729, loss_cls: 2.4476, loss: 2.4476, grad_norm: 11.6266 2020-09-19 22:44:33,489 - mmaction - INFO - Epoch [29][2620/3520] lr: 5.000e-04, eta: 1 day, 17:14:27, time: 1.935, data_time: 0.060, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6906, loss_cls: 2.3428, loss: 2.3428, grad_norm: 11.3428 2020-09-19 22:45:12,131 - mmaction - INFO - Epoch [29][2640/3520] lr: 5.000e-04, eta: 1 day, 17:13:46, time: 1.933, data_time: 0.050, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7135, loss_cls: 2.3278, loss: 2.3278, grad_norm: 11.6203 2020-09-19 22:45:52,173 - mmaction - INFO - Epoch [29][2660/3520] lr: 5.000e-04, eta: 1 day, 17:13:07, time: 2.005, data_time: 0.319, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7021, loss_cls: 2.3207, loss: 2.3207, grad_norm: 11.5518 2020-09-19 22:46:30,452 - mmaction - INFO - Epoch [29][2680/3520] lr: 5.000e-04, eta: 1 day, 17:12:26, time: 1.911, data_time: 0.165, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7448, loss_cls: 2.2009, loss: 2.2009, grad_norm: 11.3173 2020-09-19 22:47:08,935 - mmaction - INFO - Epoch [29][2700/3520] lr: 5.000e-04, eta: 1 day, 17:11:46, time: 1.927, data_time: 0.667, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7198, loss_cls: 2.3003, loss: 2.3003, grad_norm: 11.5553 2020-09-19 22:47:48,197 - mmaction - INFO - Epoch [29][2720/3520] lr: 5.000e-04, eta: 1 day, 17:11:06, time: 1.959, data_time: 0.019, memory: 8337, top1_acc: 0.4354, top5_acc: 0.6990, loss_cls: 2.3512, loss: 2.3512, grad_norm: 11.1484 2020-09-19 22:48:26,500 - mmaction - INFO - Epoch [29][2740/3520] lr: 5.000e-04, eta: 1 day, 17:10:25, time: 1.919, data_time: 0.514, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7271, loss_cls: 2.2517, loss: 2.2517, grad_norm: 11.5570 2020-09-19 22:49:04,315 - mmaction - INFO - Epoch [29][2760/3520] lr: 5.000e-04, eta: 1 day, 17:09:44, time: 1.885, data_time: 0.047, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2432, loss: 2.2432, grad_norm: 11.3820 2020-09-19 22:49:43,663 - mmaction - INFO - Epoch [29][2780/3520] lr: 5.000e-04, eta: 1 day, 17:09:04, time: 1.973, data_time: 0.034, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7313, loss_cls: 2.2633, loss: 2.2633, grad_norm: 11.4112 2020-09-19 22:50:23,729 - mmaction - INFO - Epoch [29][2800/3520] lr: 5.000e-04, eta: 1 day, 17:08:25, time: 1.996, data_time: 0.113, memory: 8337, top1_acc: 0.4448, top5_acc: 0.6990, loss_cls: 2.3288, loss: 2.3288, grad_norm: 11.3623 2020-09-19 22:51:01,808 - mmaction - INFO - Epoch [29][2820/3520] lr: 5.000e-04, eta: 1 day, 17:07:44, time: 1.909, data_time: 0.175, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7156, loss_cls: 2.2428, loss: 2.2428, grad_norm: 11.3350 2020-09-19 22:51:43,625 - mmaction - INFO - Epoch [29][2840/3520] lr: 5.000e-04, eta: 1 day, 17:07:06, time: 2.092, data_time: 1.349, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7115, loss_cls: 2.2762, loss: 2.2762, grad_norm: 11.3158 2020-09-19 22:52:22,002 - mmaction - INFO - Epoch [29][2860/3520] lr: 5.000e-04, eta: 1 day, 17:06:25, time: 1.915, data_time: 0.462, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7125, loss_cls: 2.2738, loss: 2.2738, grad_norm: 11.1830 2020-09-19 22:53:01,408 - mmaction - INFO - Epoch [29][2880/3520] lr: 5.000e-04, eta: 1 day, 17:05:45, time: 1.974, data_time: 0.163, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7510, loss_cls: 2.1792, loss: 2.1792, grad_norm: 11.4657 2020-09-19 22:53:37,916 - mmaction - INFO - Epoch [29][2900/3520] lr: 5.000e-04, eta: 1 day, 17:05:03, time: 1.825, data_time: 0.135, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7292, loss_cls: 2.2512, loss: 2.2512, grad_norm: 11.2611 2020-09-19 22:54:16,566 - mmaction - INFO - Epoch [29][2920/3520] lr: 5.000e-04, eta: 1 day, 17:04:23, time: 1.932, data_time: 0.151, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7323, loss_cls: 2.2252, loss: 2.2252, grad_norm: 11.7427 2020-09-19 22:54:56,420 - mmaction - INFO - Epoch [29][2940/3520] lr: 5.000e-04, eta: 1 day, 17:03:43, time: 1.991, data_time: 0.023, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7302, loss_cls: 2.2233, loss: 2.2233, grad_norm: 11.4383 2020-09-19 22:55:34,745 - mmaction - INFO - Epoch [29][2960/3520] lr: 5.000e-04, eta: 1 day, 17:03:02, time: 1.918, data_time: 0.113, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7198, loss_cls: 2.2369, loss: 2.2369, grad_norm: 11.6047 2020-09-19 22:56:14,514 - mmaction - INFO - Epoch [29][2980/3520] lr: 5.000e-04, eta: 1 day, 17:02:23, time: 1.987, data_time: 0.093, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7302, loss_cls: 2.2427, loss: 2.2427, grad_norm: 11.7297 2020-09-19 22:56:51,264 - mmaction - INFO - Epoch [29][3000/3520] lr: 5.000e-04, eta: 1 day, 17:01:41, time: 1.840, data_time: 0.317, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7167, loss_cls: 2.2744, loss: 2.2744, grad_norm: 11.6311 2020-09-19 22:57:30,249 - mmaction - INFO - Epoch [29][3020/3520] lr: 5.000e-04, eta: 1 day, 17:01:01, time: 1.945, data_time: 1.128, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7240, loss_cls: 2.2854, loss: 2.2854, grad_norm: 11.2368 2020-09-19 22:58:09,066 - mmaction - INFO - Epoch [29][3040/3520] lr: 5.000e-04, eta: 1 day, 17:00:21, time: 1.945, data_time: 0.548, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7083, loss_cls: 2.2869, loss: 2.2869, grad_norm: 11.4745 2020-09-19 22:58:48,317 - mmaction - INFO - Epoch [29][3060/3520] lr: 5.000e-04, eta: 1 day, 16:59:40, time: 1.962, data_time: 0.100, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7135, loss_cls: 2.2604, loss: 2.2604, grad_norm: 11.4915 2020-09-19 22:59:28,194 - mmaction - INFO - Epoch [29][3080/3520] lr: 5.000e-04, eta: 1 day, 16:59:01, time: 1.993, data_time: 0.370, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.2400, loss: 2.2400, grad_norm: 11.2184 2020-09-19 23:00:13,473 - mmaction - INFO - Epoch [29][3100/3520] lr: 5.000e-04, eta: 1 day, 16:58:25, time: 2.250, data_time: 0.205, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7031, loss_cls: 2.3350, loss: 2.3350, grad_norm: 11.5791 2020-09-19 23:00:54,335 - mmaction - INFO - Epoch [29][3120/3520] lr: 5.000e-04, eta: 1 day, 16:57:47, time: 2.058, data_time: 0.339, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6854, loss_cls: 2.3515, loss: 2.3515, grad_norm: 11.6905 2020-09-19 23:01:33,878 - mmaction - INFO - Epoch [29][3140/3520] lr: 5.000e-04, eta: 1 day, 16:57:07, time: 1.977, data_time: 0.007, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7333, loss_cls: 2.2859, loss: 2.2859, grad_norm: 11.6203 2020-09-19 23:02:11,030 - mmaction - INFO - Epoch [29][3160/3520] lr: 5.000e-04, eta: 1 day, 16:56:25, time: 1.856, data_time: 0.006, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7167, loss_cls: 2.2922, loss: 2.2922, grad_norm: 11.6142 2020-09-19 23:02:51,501 - mmaction - INFO - Epoch [29][3180/3520] lr: 5.000e-04, eta: 1 day, 16:55:46, time: 2.024, data_time: 0.809, memory: 8337, top1_acc: 0.4312, top5_acc: 0.7188, loss_cls: 2.3100, loss: 2.3100, grad_norm: 11.8548 2020-09-19 23:03:31,230 - mmaction - INFO - Epoch [29][3200/3520] lr: 5.000e-04, eta: 1 day, 16:55:06, time: 1.986, data_time: 0.359, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7240, loss_cls: 2.2636, loss: 2.2636, grad_norm: 11.6573 2020-09-19 23:04:10,853 - mmaction - INFO - Epoch [29][3220/3520] lr: 5.000e-04, eta: 1 day, 16:54:27, time: 1.980, data_time: 0.115, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7427, loss_cls: 2.1862, loss: 2.1862, grad_norm: 11.3638 2020-09-19 23:04:49,671 - mmaction - INFO - Epoch [29][3240/3520] lr: 5.000e-04, eta: 1 day, 16:53:46, time: 1.944, data_time: 1.145, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7052, loss_cls: 2.3299, loss: 2.3299, grad_norm: 11.5794 2020-09-19 23:05:27,844 - mmaction - INFO - Epoch [29][3260/3520] lr: 5.000e-04, eta: 1 day, 16:53:06, time: 1.908, data_time: 0.851, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7208, loss_cls: 2.2943, loss: 2.2943, grad_norm: 11.1450 2020-09-19 23:06:07,912 - mmaction - INFO - Epoch [29][3280/3520] lr: 5.000e-04, eta: 1 day, 16:52:26, time: 2.005, data_time: 1.020, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7031, loss_cls: 2.3200, loss: 2.3200, grad_norm: 11.6408 2020-09-19 23:06:47,459 - mmaction - INFO - Epoch [29][3300/3520] lr: 5.000e-04, eta: 1 day, 16:51:46, time: 1.970, data_time: 0.237, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7146, loss_cls: 2.3199, loss: 2.3199, grad_norm: 11.4103 2020-09-19 23:07:26,032 - mmaction - INFO - Epoch [29][3320/3520] lr: 5.000e-04, eta: 1 day, 16:51:06, time: 1.936, data_time: 1.022, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.2828, loss: 2.2828, grad_norm: 11.3670 2020-09-19 23:08:05,188 - mmaction - INFO - Epoch [29][3340/3520] lr: 5.000e-04, eta: 1 day, 16:50:26, time: 1.958, data_time: 0.761, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7479, loss_cls: 2.2259, loss: 2.2259, grad_norm: 11.4635 2020-09-19 23:08:47,125 - mmaction - INFO - Epoch [29][3360/3520] lr: 5.000e-04, eta: 1 day, 16:49:48, time: 2.097, data_time: 0.699, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7385, loss_cls: 2.2229, loss: 2.2229, grad_norm: 11.7146 2020-09-19 23:09:23,938 - mmaction - INFO - Epoch [29][3380/3520] lr: 5.000e-04, eta: 1 day, 16:49:06, time: 1.839, data_time: 0.288, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7229, loss_cls: 2.2341, loss: 2.2341, grad_norm: 11.8603 2020-09-19 23:10:04,420 - mmaction - INFO - Epoch [29][3400/3520] lr: 5.000e-04, eta: 1 day, 16:48:27, time: 2.025, data_time: 0.088, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7260, loss_cls: 2.2137, loss: 2.2137, grad_norm: 11.0570 2020-09-19 23:10:43,487 - mmaction - INFO - Epoch [29][3420/3520] lr: 5.000e-04, eta: 1 day, 16:47:47, time: 1.954, data_time: 0.335, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7115, loss_cls: 2.3068, loss: 2.3068, grad_norm: 11.4276 2020-09-19 23:11:21,998 - mmaction - INFO - Epoch [29][3440/3520] lr: 5.000e-04, eta: 1 day, 16:47:06, time: 1.927, data_time: 0.295, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7094, loss_cls: 2.3349, loss: 2.3349, grad_norm: 11.6628 2020-09-19 23:12:02,507 - mmaction - INFO - Epoch [29][3460/3520] lr: 5.000e-04, eta: 1 day, 16:46:27, time: 2.024, data_time: 0.502, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7240, loss_cls: 2.2069, loss: 2.2069, grad_norm: 11.3183 2020-09-19 23:12:43,125 - mmaction - INFO - Epoch [29][3480/3520] lr: 5.000e-04, eta: 1 day, 16:45:48, time: 2.027, data_time: 1.181, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7135, loss_cls: 2.2506, loss: 2.2506, grad_norm: 11.2134 2020-09-19 23:13:22,787 - mmaction - INFO - Epoch [29][3500/3520] lr: 5.000e-04, eta: 1 day, 16:45:09, time: 1.988, data_time: 0.782, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7104, loss_cls: 2.2766, loss: 2.2766, grad_norm: 11.5607 2020-09-19 23:13:58,537 - mmaction - INFO - Epoch [29][3520/3520] lr: 5.000e-04, eta: 1 day, 16:44:26, time: 1.788, data_time: 0.608, memory: 8337, top1_acc: 0.4435, top5_acc: 0.7011, loss_cls: 2.3871, loss: 2.3871, grad_norm: 11.9696 2020-09-19 23:14:16,097 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-09-19 23:16:46,103 - mmaction - INFO - Epoch [30][20/3520] lr: 5.000e-04, eta: 1 day, 16:45:06, time: 7.462, data_time: 5.419, memory: 8337, top1_acc: 0.4521, top5_acc: 0.6979, loss_cls: 2.3105, loss: 2.3105, grad_norm: 11.2515 2020-09-19 23:17:23,132 - mmaction - INFO - Epoch [30][40/3520] lr: 5.000e-04, eta: 1 day, 16:44:24, time: 1.857, data_time: 0.016, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7312, loss_cls: 2.2685, loss: 2.2685, grad_norm: 11.3972 2020-09-19 23:18:02,521 - mmaction - INFO - Epoch [30][60/3520] lr: 5.000e-04, eta: 1 day, 16:43:44, time: 1.973, data_time: 0.021, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7083, loss_cls: 2.2553, loss: 2.2553, grad_norm: 11.4434 2020-09-19 23:18:42,009 - mmaction - INFO - Epoch [30][80/3520] lr: 5.000e-04, eta: 1 day, 16:43:04, time: 1.974, data_time: 0.064, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.1703, loss: 2.1703, grad_norm: 11.3967 2020-09-19 23:19:19,877 - mmaction - INFO - Epoch [30][100/3520] lr: 5.000e-04, eta: 1 day, 16:42:23, time: 1.893, data_time: 0.302, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7052, loss_cls: 2.2885, loss: 2.2885, grad_norm: 11.5011 2020-09-19 23:20:00,072 - mmaction - INFO - Epoch [30][120/3520] lr: 5.000e-04, eta: 1 day, 16:41:44, time: 2.007, data_time: 0.401, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7281, loss_cls: 2.2202, loss: 2.2202, grad_norm: 11.3326 2020-09-19 23:20:39,229 - mmaction - INFO - Epoch [30][140/3520] lr: 5.000e-04, eta: 1 day, 16:41:04, time: 1.960, data_time: 0.847, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7406, loss_cls: 2.1864, loss: 2.1864, grad_norm: 11.5486 2020-09-19 23:21:17,595 - mmaction - INFO - Epoch [30][160/3520] lr: 5.000e-04, eta: 1 day, 16:40:23, time: 1.914, data_time: 0.468, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.2287, loss: 2.2287, grad_norm: 11.4856 2020-09-19 23:21:56,199 - mmaction - INFO - Epoch [30][180/3520] lr: 5.000e-04, eta: 1 day, 16:39:43, time: 1.931, data_time: 0.071, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7208, loss_cls: 2.2439, loss: 2.2439, grad_norm: 11.2870 2020-09-19 23:22:37,580 - mmaction - INFO - Epoch [30][200/3520] lr: 5.000e-04, eta: 1 day, 16:39:04, time: 2.067, data_time: 0.061, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7365, loss_cls: 2.1472, loss: 2.1472, grad_norm: 11.1362 2020-09-19 23:23:17,132 - mmaction - INFO - Epoch [30][220/3520] lr: 5.000e-04, eta: 1 day, 16:38:24, time: 1.983, data_time: 0.060, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7375, loss_cls: 2.2037, loss: 2.2037, grad_norm: 11.1906 2020-09-19 23:23:57,065 - mmaction - INFO - Epoch [30][240/3520] lr: 5.000e-04, eta: 1 day, 16:37:45, time: 1.997, data_time: 0.028, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7021, loss_cls: 2.3421, loss: 2.3421, grad_norm: 11.7310 2020-09-19 23:24:36,940 - mmaction - INFO - Epoch [30][260/3520] lr: 5.000e-04, eta: 1 day, 16:37:05, time: 1.991, data_time: 0.725, memory: 8337, top1_acc: 0.4333, top5_acc: 0.6917, loss_cls: 2.2958, loss: 2.2958, grad_norm: 11.6065 2020-09-19 23:25:16,350 - mmaction - INFO - Epoch [30][280/3520] lr: 5.000e-04, eta: 1 day, 16:36:25, time: 1.972, data_time: 0.294, memory: 8337, top1_acc: 0.4281, top5_acc: 0.7094, loss_cls: 2.2831, loss: 2.2831, grad_norm: 12.0685 2020-09-19 23:25:55,117 - mmaction - INFO - Epoch [30][300/3520] lr: 5.000e-04, eta: 1 day, 16:35:45, time: 1.937, data_time: 0.312, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7292, loss_cls: 2.2395, loss: 2.2395, grad_norm: 11.6545 2020-09-19 23:26:33,467 - mmaction - INFO - Epoch [30][320/3520] lr: 5.000e-04, eta: 1 day, 16:35:04, time: 1.920, data_time: 0.023, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7490, loss_cls: 2.2182, loss: 2.2182, grad_norm: 11.8160 2020-09-19 23:27:12,784 - mmaction - INFO - Epoch [30][340/3520] lr: 5.000e-04, eta: 1 day, 16:34:24, time: 1.964, data_time: 0.051, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7167, loss_cls: 2.3365, loss: 2.3365, grad_norm: 11.8804 2020-09-19 23:27:51,341 - mmaction - INFO - Epoch [30][360/3520] lr: 5.000e-04, eta: 1 day, 16:33:44, time: 1.930, data_time: 0.088, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7104, loss_cls: 2.2780, loss: 2.2780, grad_norm: 11.6345 2020-09-19 23:28:32,142 - mmaction - INFO - Epoch [30][380/3520] lr: 5.000e-04, eta: 1 day, 16:33:05, time: 2.037, data_time: 0.175, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6885, loss_cls: 2.3290, loss: 2.3290, grad_norm: 11.3614 2020-09-19 23:29:11,032 - mmaction - INFO - Epoch [30][400/3520] lr: 5.000e-04, eta: 1 day, 16:32:25, time: 1.947, data_time: 0.205, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7271, loss_cls: 2.2554, loss: 2.2554, grad_norm: 11.7341 2020-09-19 23:29:49,327 - mmaction - INFO - Epoch [30][420/3520] lr: 5.000e-04, eta: 1 day, 16:31:44, time: 1.913, data_time: 0.007, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7354, loss_cls: 2.2124, loss: 2.2124, grad_norm: 11.5356 2020-09-19 23:30:28,513 - mmaction - INFO - Epoch [30][440/3520] lr: 5.000e-04, eta: 1 day, 16:31:04, time: 1.963, data_time: 0.324, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7073, loss_cls: 2.2551, loss: 2.2551, grad_norm: 11.6788 2020-09-19 23:31:07,805 - mmaction - INFO - Epoch [30][460/3520] lr: 5.000e-04, eta: 1 day, 16:30:24, time: 1.963, data_time: 0.184, memory: 8337, top1_acc: 0.4167, top5_acc: 0.7052, loss_cls: 2.3468, loss: 2.3468, grad_norm: 11.6072 2020-09-19 23:31:46,918 - mmaction - INFO - Epoch [30][480/3520] lr: 5.000e-04, eta: 1 day, 16:29:44, time: 1.953, data_time: 0.063, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7365, loss_cls: 2.2262, loss: 2.2262, grad_norm: 11.3110 2020-09-19 23:32:25,458 - mmaction - INFO - Epoch [30][500/3520] lr: 5.000e-04, eta: 1 day, 16:29:03, time: 1.930, data_time: 0.094, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7458, loss_cls: 2.1637, loss: 2.1637, grad_norm: 11.5061 2020-09-19 23:33:05,144 - mmaction - INFO - Epoch [30][520/3520] lr: 5.000e-04, eta: 1 day, 16:28:23, time: 1.984, data_time: 0.004, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7021, loss_cls: 2.3025, loss: 2.3025, grad_norm: 11.8522 2020-09-19 23:33:44,361 - mmaction - INFO - Epoch [30][540/3520] lr: 5.000e-04, eta: 1 day, 16:27:43, time: 1.958, data_time: 0.013, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7375, loss_cls: 2.2704, loss: 2.2704, grad_norm: 11.8409 2020-09-19 23:34:24,032 - mmaction - INFO - Epoch [30][560/3520] lr: 5.000e-04, eta: 1 day, 16:27:04, time: 1.986, data_time: 1.054, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7063, loss_cls: 2.2354, loss: 2.2354, grad_norm: 11.5152 2020-09-19 23:35:03,065 - mmaction - INFO - Epoch [30][580/3520] lr: 5.000e-04, eta: 1 day, 16:26:23, time: 1.948, data_time: 0.552, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7313, loss_cls: 2.3324, loss: 2.3324, grad_norm: 12.0404 2020-09-19 23:35:42,111 - mmaction - INFO - Epoch [30][600/3520] lr: 5.000e-04, eta: 1 day, 16:25:43, time: 1.956, data_time: 0.105, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7250, loss_cls: 2.2579, loss: 2.2579, grad_norm: 11.4005 2020-09-19 23:36:20,778 - mmaction - INFO - Epoch [30][620/3520] lr: 5.000e-04, eta: 1 day, 16:25:03, time: 1.934, data_time: 0.007, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7250, loss_cls: 2.2941, loss: 2.2941, grad_norm: 11.8095 2020-09-19 23:36:59,437 - mmaction - INFO - Epoch [30][640/3520] lr: 5.000e-04, eta: 1 day, 16:24:22, time: 1.929, data_time: 0.025, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7344, loss_cls: 2.2297, loss: 2.2297, grad_norm: 11.7078 2020-09-19 23:37:38,976 - mmaction - INFO - Epoch [30][660/3520] lr: 5.000e-04, eta: 1 day, 16:23:43, time: 1.977, data_time: 0.342, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7104, loss_cls: 2.2768, loss: 2.2768, grad_norm: 11.2563 2020-09-19 23:38:18,426 - mmaction - INFO - Epoch [30][680/3520] lr: 5.000e-04, eta: 1 day, 16:23:03, time: 1.973, data_time: 0.059, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7437, loss_cls: 2.2155, loss: 2.2155, grad_norm: 11.3012 2020-09-19 23:38:56,102 - mmaction - INFO - Epoch [30][700/3520] lr: 5.000e-04, eta: 1 day, 16:22:22, time: 1.888, data_time: 0.108, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.2151, loss: 2.2151, grad_norm: 11.2606 2020-09-19 23:39:34,839 - mmaction - INFO - Epoch [30][720/3520] lr: 5.000e-04, eta: 1 day, 16:21:41, time: 1.933, data_time: 0.056, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7156, loss_cls: 2.3141, loss: 2.3141, grad_norm: 11.6980 2020-09-19 23:40:13,748 - mmaction - INFO - Epoch [30][740/3520] lr: 5.000e-04, eta: 1 day, 16:21:01, time: 1.948, data_time: 0.008, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7271, loss_cls: 2.2303, loss: 2.2303, grad_norm: 11.4765 2020-09-19 23:40:54,209 - mmaction - INFO - Epoch [30][760/3520] lr: 5.000e-04, eta: 1 day, 16:20:22, time: 2.022, data_time: 0.053, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7156, loss_cls: 2.2822, loss: 2.2822, grad_norm: 11.7645 2020-09-19 23:41:32,616 - mmaction - INFO - Epoch [30][780/3520] lr: 5.000e-04, eta: 1 day, 16:19:41, time: 1.921, data_time: 0.008, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7281, loss_cls: 2.2612, loss: 2.2612, grad_norm: 11.6940 2020-09-19 23:42:12,837 - mmaction - INFO - Epoch [30][800/3520] lr: 5.000e-04, eta: 1 day, 16:19:02, time: 2.009, data_time: 0.198, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7167, loss_cls: 2.2627, loss: 2.2627, grad_norm: 11.3828 2020-09-19 23:42:52,778 - mmaction - INFO - Epoch [30][820/3520] lr: 5.000e-04, eta: 1 day, 16:18:22, time: 1.999, data_time: 0.557, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7240, loss_cls: 2.2095, loss: 2.2095, grad_norm: 11.8498 2020-09-19 23:43:30,814 - mmaction - INFO - Epoch [30][840/3520] lr: 5.000e-04, eta: 1 day, 16:17:41, time: 1.903, data_time: 0.355, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7292, loss_cls: 2.1743, loss: 2.1743, grad_norm: 11.6307 2020-09-19 23:44:10,006 - mmaction - INFO - Epoch [30][860/3520] lr: 5.000e-04, eta: 1 day, 16:17:01, time: 1.959, data_time: 0.185, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7198, loss_cls: 2.2238, loss: 2.2238, grad_norm: 11.4101 2020-09-19 23:44:49,523 - mmaction - INFO - Epoch [30][880/3520] lr: 5.000e-04, eta: 1 day, 16:16:22, time: 1.977, data_time: 0.372, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.2739, loss: 2.2739, grad_norm: 12.1504 2020-09-19 23:45:30,030 - mmaction - INFO - Epoch [30][900/3520] lr: 5.000e-04, eta: 1 day, 16:15:42, time: 2.026, data_time: 0.786, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7250, loss_cls: 2.2280, loss: 2.2280, grad_norm: 11.6750 2020-09-19 23:46:09,134 - mmaction - INFO - Epoch [30][920/3520] lr: 5.000e-04, eta: 1 day, 16:15:02, time: 1.953, data_time: 0.004, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7125, loss_cls: 2.2609, loss: 2.2609, grad_norm: 11.7536 2020-09-19 23:46:46,824 - mmaction - INFO - Epoch [30][940/3520] lr: 5.000e-04, eta: 1 day, 16:14:21, time: 1.885, data_time: 0.720, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7458, loss_cls: 2.1219, loss: 2.1219, grad_norm: 11.2007 2020-09-19 23:47:24,877 - mmaction - INFO - Epoch [30][960/3520] lr: 5.000e-04, eta: 1 day, 16:13:40, time: 1.903, data_time: 0.052, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7469, loss_cls: 2.1983, loss: 2.1983, grad_norm: 11.6916 2020-09-19 23:48:04,019 - mmaction - INFO - Epoch [30][980/3520] lr: 5.000e-04, eta: 1 day, 16:13:00, time: 1.957, data_time: 0.103, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7010, loss_cls: 2.3760, loss: 2.3760, grad_norm: 12.0271 2020-09-19 23:48:42,636 - mmaction - INFO - Epoch [30][1000/3520] lr: 5.000e-04, eta: 1 day, 16:12:20, time: 1.932, data_time: 0.297, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7260, loss_cls: 2.2563, loss: 2.2563, grad_norm: 11.8415 2020-09-19 23:49:23,110 - mmaction - INFO - Epoch [30][1020/3520] lr: 5.000e-04, eta: 1 day, 16:11:41, time: 2.020, data_time: 0.052, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7240, loss_cls: 2.2262, loss: 2.2262, grad_norm: 12.0530 2020-09-19 23:50:02,449 - mmaction - INFO - Epoch [30][1040/3520] lr: 5.000e-04, eta: 1 day, 16:11:01, time: 1.971, data_time: 0.114, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7375, loss_cls: 2.1958, loss: 2.1958, grad_norm: 11.5306 2020-09-19 23:50:41,237 - mmaction - INFO - Epoch [30][1060/3520] lr: 5.000e-04, eta: 1 day, 16:10:20, time: 1.936, data_time: 0.305, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7146, loss_cls: 2.2601, loss: 2.2601, grad_norm: 11.5316 2020-09-19 23:51:19,462 - mmaction - INFO - Epoch [30][1080/3520] lr: 5.000e-04, eta: 1 day, 16:09:40, time: 1.913, data_time: 0.483, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7250, loss_cls: 2.2618, loss: 2.2618, grad_norm: 11.9923 2020-09-19 23:52:00,868 - mmaction - INFO - Epoch [30][1100/3520] lr: 5.000e-04, eta: 1 day, 16:09:01, time: 2.071, data_time: 0.028, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7406, loss_cls: 2.2123, loss: 2.2123, grad_norm: 11.5336 2020-09-19 23:52:40,895 - mmaction - INFO - Epoch [30][1120/3520] lr: 5.000e-04, eta: 1 day, 16:08:22, time: 2.001, data_time: 0.120, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7021, loss_cls: 2.3413, loss: 2.3413, grad_norm: 12.3226 2020-09-19 23:53:19,817 - mmaction - INFO - Epoch [30][1140/3520] lr: 5.000e-04, eta: 1 day, 16:07:41, time: 1.941, data_time: 0.007, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7354, loss_cls: 2.2313, loss: 2.2313, grad_norm: 11.5455 2020-09-19 23:53:58,999 - mmaction - INFO - Epoch [30][1160/3520] lr: 5.000e-04, eta: 1 day, 16:07:01, time: 1.965, data_time: 0.074, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7271, loss_cls: 2.2288, loss: 2.2288, grad_norm: 11.7219 2020-09-19 23:54:35,986 - mmaction - INFO - Epoch [30][1180/3520] lr: 5.000e-04, eta: 1 day, 16:06:20, time: 1.849, data_time: 0.220, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7437, loss_cls: 2.1682, loss: 2.1682, grad_norm: 11.2958 2020-09-19 23:55:15,439 - mmaction - INFO - Epoch [30][1200/3520] lr: 5.000e-04, eta: 1 day, 16:05:40, time: 1.973, data_time: 1.138, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7187, loss_cls: 2.2308, loss: 2.2308, grad_norm: 11.5599 2020-09-19 23:55:54,374 - mmaction - INFO - Epoch [30][1220/3520] lr: 5.000e-04, eta: 1 day, 16:05:00, time: 1.943, data_time: 0.825, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7292, loss_cls: 2.2120, loss: 2.2120, grad_norm: 11.8977 2020-09-19 23:56:33,767 - mmaction - INFO - Epoch [30][1240/3520] lr: 5.000e-04, eta: 1 day, 16:04:20, time: 1.972, data_time: 0.292, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7323, loss_cls: 2.2883, loss: 2.2883, grad_norm: 11.6424 2020-09-19 23:57:12,736 - mmaction - INFO - Epoch [30][1260/3520] lr: 5.000e-04, eta: 1 day, 16:03:39, time: 1.944, data_time: 0.768, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7385, loss_cls: 2.1699, loss: 2.1699, grad_norm: 11.6453 2020-09-19 23:57:51,480 - mmaction - INFO - Epoch [30][1280/3520] lr: 5.000e-04, eta: 1 day, 16:02:59, time: 1.943, data_time: 1.031, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7177, loss_cls: 2.2697, loss: 2.2697, grad_norm: 11.3357 2020-09-19 23:58:33,116 - mmaction - INFO - Epoch [30][1300/3520] lr: 5.000e-04, eta: 1 day, 16:02:21, time: 2.078, data_time: 1.138, memory: 8337, top1_acc: 0.4292, top5_acc: 0.6969, loss_cls: 2.3073, loss: 2.3073, grad_norm: 11.6537 2020-09-19 23:59:10,843 - mmaction - INFO - Epoch [30][1320/3520] lr: 5.000e-04, eta: 1 day, 16:01:40, time: 1.890, data_time: 0.786, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7156, loss_cls: 2.2972, loss: 2.2972, grad_norm: 11.6487 2020-09-19 23:59:51,078 - mmaction - INFO - Epoch [30][1340/3520] lr: 5.000e-04, eta: 1 day, 16:01:00, time: 2.011, data_time: 0.453, memory: 8337, top1_acc: 0.4063, top5_acc: 0.7031, loss_cls: 2.3536, loss: 2.3536, grad_norm: 11.7935 2020-09-20 00:00:36,474 - mmaction - INFO - Epoch [30][1360/3520] lr: 5.000e-04, eta: 1 day, 16:00:24, time: 2.247, data_time: 0.189, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7292, loss_cls: 2.3370, loss: 2.3370, grad_norm: 11.7088 2020-09-20 00:01:15,622 - mmaction - INFO - Epoch [30][1380/3520] lr: 5.000e-04, eta: 1 day, 15:59:45, time: 1.975, data_time: 0.164, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7531, loss_cls: 2.1450, loss: 2.1450, grad_norm: 11.4891 2020-09-20 00:01:55,988 - mmaction - INFO - Epoch [30][1400/3520] lr: 5.000e-04, eta: 1 day, 15:59:05, time: 2.012, data_time: 0.045, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.2365, loss: 2.2365, grad_norm: 11.8283 2020-09-20 00:02:37,087 - mmaction - INFO - Epoch [30][1420/3520] lr: 5.000e-04, eta: 1 day, 15:58:27, time: 2.064, data_time: 0.268, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7229, loss_cls: 2.2623, loss: 2.2623, grad_norm: 11.9976 2020-09-20 00:03:15,328 - mmaction - INFO - Epoch [30][1440/3520] lr: 5.000e-04, eta: 1 day, 15:57:46, time: 1.914, data_time: 0.574, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7156, loss_cls: 2.3020, loss: 2.3020, grad_norm: 11.3780 2020-09-20 00:03:55,594 - mmaction - INFO - Epoch [30][1460/3520] lr: 5.000e-04, eta: 1 day, 15:57:07, time: 2.011, data_time: 0.227, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7448, loss_cls: 2.1620, loss: 2.1620, grad_norm: 11.5344 2020-09-20 00:04:35,161 - mmaction - INFO - Epoch [30][1480/3520] lr: 5.000e-04, eta: 1 day, 15:56:27, time: 1.979, data_time: 0.009, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7156, loss_cls: 2.2748, loss: 2.2748, grad_norm: 11.6732 2020-09-20 00:05:13,926 - mmaction - INFO - Epoch [30][1500/3520] lr: 5.000e-04, eta: 1 day, 15:55:46, time: 1.906, data_time: 0.008, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7115, loss_cls: 2.3314, loss: 2.3314, grad_norm: 12.1852 2020-09-20 00:05:51,916 - mmaction - INFO - Epoch [30][1520/3520] lr: 5.000e-04, eta: 1 day, 15:55:06, time: 1.932, data_time: 0.256, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7479, loss_cls: 2.1674, loss: 2.1674, grad_norm: 11.3171 2020-09-20 00:06:32,189 - mmaction - INFO - Epoch [30][1540/3520] lr: 5.000e-04, eta: 1 day, 15:54:26, time: 2.014, data_time: 0.107, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7146, loss_cls: 2.2786, loss: 2.2786, grad_norm: 11.4706 2020-09-20 00:07:11,860 - mmaction - INFO - Epoch [30][1560/3520] lr: 5.000e-04, eta: 1 day, 15:53:47, time: 1.985, data_time: 0.240, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7125, loss_cls: 2.2431, loss: 2.2431, grad_norm: 11.6033 2020-09-20 00:07:50,930 - mmaction - INFO - Epoch [30][1580/3520] lr: 5.000e-04, eta: 1 day, 15:53:06, time: 1.953, data_time: 0.087, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7260, loss_cls: 2.2248, loss: 2.2248, grad_norm: 11.3762 2020-09-20 00:08:30,606 - mmaction - INFO - Epoch [30][1600/3520] lr: 5.000e-04, eta: 1 day, 15:52:27, time: 1.984, data_time: 0.062, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7208, loss_cls: 2.2503, loss: 2.2503, grad_norm: 11.8114 2020-09-20 00:09:08,628 - mmaction - INFO - Epoch [30][1620/3520] lr: 5.000e-04, eta: 1 day, 15:51:46, time: 1.898, data_time: 0.195, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7073, loss_cls: 2.2711, loss: 2.2711, grad_norm: 11.4011 2020-09-20 00:09:48,508 - mmaction - INFO - Epoch [30][1640/3520] lr: 5.000e-04, eta: 1 day, 15:51:06, time: 1.997, data_time: 0.794, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7375, loss_cls: 2.2619, loss: 2.2619, grad_norm: 11.9017 2020-09-20 00:10:27,966 - mmaction - INFO - Epoch [30][1660/3520] lr: 5.000e-04, eta: 1 day, 15:50:26, time: 1.972, data_time: 0.115, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.2988, loss: 2.2988, grad_norm: 11.8605 2020-09-20 00:11:06,483 - mmaction - INFO - Epoch [30][1680/3520] lr: 5.000e-04, eta: 1 day, 15:49:46, time: 1.927, data_time: 0.050, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7156, loss_cls: 2.2418, loss: 2.2418, grad_norm: 11.7030 2020-09-20 00:11:47,087 - mmaction - INFO - Epoch [30][1700/3520] lr: 5.000e-04, eta: 1 day, 15:49:07, time: 2.029, data_time: 0.024, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7302, loss_cls: 2.2148, loss: 2.2148, grad_norm: 11.3509 2020-09-20 00:12:27,660 - mmaction - INFO - Epoch [30][1720/3520] lr: 5.000e-04, eta: 1 day, 15:48:28, time: 2.029, data_time: 0.639, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6865, loss_cls: 2.3705, loss: 2.3705, grad_norm: 11.9802 2020-09-20 00:13:06,863 - mmaction - INFO - Epoch [30][1740/3520] lr: 5.000e-04, eta: 1 day, 15:47:48, time: 1.961, data_time: 0.180, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.2409, loss: 2.2409, grad_norm: 11.7166 2020-09-20 00:13:46,188 - mmaction - INFO - Epoch [30][1760/3520] lr: 5.000e-04, eta: 1 day, 15:47:08, time: 1.965, data_time: 0.003, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7292, loss_cls: 2.2632, loss: 2.2632, grad_norm: 11.7198 2020-09-20 00:14:25,382 - mmaction - INFO - Epoch [30][1780/3520] lr: 5.000e-04, eta: 1 day, 15:46:28, time: 1.959, data_time: 0.071, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7125, loss_cls: 2.3580, loss: 2.3580, grad_norm: 11.9171 2020-09-20 00:15:02,547 - mmaction - INFO - Epoch [30][1800/3520] lr: 5.000e-04, eta: 1 day, 15:45:46, time: 1.859, data_time: 0.123, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7104, loss_cls: 2.2809, loss: 2.2809, grad_norm: 11.7066 2020-09-20 00:15:41,627 - mmaction - INFO - Epoch [30][1820/3520] lr: 5.000e-04, eta: 1 day, 15:45:06, time: 1.951, data_time: 0.082, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.2077, loss: 2.2077, grad_norm: 11.6327 2020-09-20 00:16:20,940 - mmaction - INFO - Epoch [30][1840/3520] lr: 5.000e-04, eta: 1 day, 15:44:26, time: 1.969, data_time: 0.173, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7125, loss_cls: 2.3016, loss: 2.3016, grad_norm: 11.6621 2020-09-20 00:17:00,302 - mmaction - INFO - Epoch [30][1860/3520] lr: 5.000e-04, eta: 1 day, 15:43:46, time: 1.965, data_time: 0.195, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7313, loss_cls: 2.2653, loss: 2.2653, grad_norm: 12.3189 2020-09-20 00:17:38,820 - mmaction - INFO - Epoch [30][1880/3520] lr: 5.000e-04, eta: 1 day, 15:43:06, time: 1.930, data_time: 0.189, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7083, loss_cls: 2.2828, loss: 2.2828, grad_norm: 11.5522 2020-09-20 00:18:17,910 - mmaction - INFO - Epoch [30][1900/3520] lr: 5.000e-04, eta: 1 day, 15:42:26, time: 1.952, data_time: 0.444, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7323, loss_cls: 2.2545, loss: 2.2545, grad_norm: 11.5332 2020-09-20 00:18:55,817 - mmaction - INFO - Epoch [30][1920/3520] lr: 5.000e-04, eta: 1 day, 15:41:45, time: 1.898, data_time: 0.310, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7062, loss_cls: 2.3043, loss: 2.3043, grad_norm: 11.6517 2020-09-20 00:19:34,726 - mmaction - INFO - Epoch [30][1940/3520] lr: 5.000e-04, eta: 1 day, 15:41:04, time: 1.945, data_time: 0.111, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7229, loss_cls: 2.2913, loss: 2.2913, grad_norm: 11.8838 2020-09-20 00:20:15,199 - mmaction - INFO - Epoch [30][1960/3520] lr: 5.000e-04, eta: 1 day, 15:40:25, time: 2.023, data_time: 0.096, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7146, loss_cls: 2.3155, loss: 2.3155, grad_norm: 11.6389 2020-09-20 00:20:54,325 - mmaction - INFO - Epoch [30][1980/3520] lr: 5.000e-04, eta: 1 day, 15:39:45, time: 1.957, data_time: 0.020, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7323, loss_cls: 2.2488, loss: 2.2488, grad_norm: 11.7440 2020-09-20 00:21:33,355 - mmaction - INFO - Epoch [30][2000/3520] lr: 5.000e-04, eta: 1 day, 15:39:05, time: 1.952, data_time: 0.400, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7115, loss_cls: 2.3562, loss: 2.3562, grad_norm: 12.0338 2020-09-20 00:22:12,509 - mmaction - INFO - Epoch [30][2020/3520] lr: 5.000e-04, eta: 1 day, 15:38:25, time: 1.958, data_time: 0.468, memory: 8337, top1_acc: 0.4448, top5_acc: 0.6969, loss_cls: 2.3451, loss: 2.3451, grad_norm: 11.7476 2020-09-20 00:22:52,321 - mmaction - INFO - Epoch [30][2040/3520] lr: 5.000e-04, eta: 1 day, 15:37:45, time: 1.990, data_time: 0.897, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7094, loss_cls: 2.3566, loss: 2.3566, grad_norm: 11.8308 2020-09-20 00:23:31,106 - mmaction - INFO - Epoch [30][2060/3520] lr: 5.000e-04, eta: 1 day, 15:37:05, time: 1.939, data_time: 0.488, memory: 8337, top1_acc: 0.4198, top5_acc: 0.6958, loss_cls: 2.3583, loss: 2.3583, grad_norm: 12.0516 2020-09-20 00:24:10,890 - mmaction - INFO - Epoch [30][2080/3520] lr: 5.000e-04, eta: 1 day, 15:36:25, time: 1.989, data_time: 0.087, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7146, loss_cls: 2.3042, loss: 2.3042, grad_norm: 11.8688 2020-09-20 00:24:48,776 - mmaction - INFO - Epoch [30][2100/3520] lr: 5.000e-04, eta: 1 day, 15:35:44, time: 1.894, data_time: 0.005, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7198, loss_cls: 2.3412, loss: 2.3412, grad_norm: 12.0119 2020-09-20 00:25:27,287 - mmaction - INFO - Epoch [30][2120/3520] lr: 5.000e-04, eta: 1 day, 15:35:04, time: 1.926, data_time: 0.041, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7188, loss_cls: 2.3072, loss: 2.3072, grad_norm: 12.2099 2020-09-20 00:26:05,220 - mmaction - INFO - Epoch [30][2140/3520] lr: 5.000e-04, eta: 1 day, 15:34:23, time: 1.894, data_time: 0.255, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7458, loss_cls: 2.2050, loss: 2.2050, grad_norm: 11.7755 2020-09-20 00:26:43,366 - mmaction - INFO - Epoch [30][2160/3520] lr: 5.000e-04, eta: 1 day, 15:33:42, time: 1.910, data_time: 0.212, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7188, loss_cls: 2.2436, loss: 2.2436, grad_norm: 11.4396 2020-09-20 00:27:22,170 - mmaction - INFO - Epoch [30][2180/3520] lr: 5.000e-04, eta: 1 day, 15:33:02, time: 1.939, data_time: 0.258, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7146, loss_cls: 2.2653, loss: 2.2653, grad_norm: 11.9411 2020-09-20 00:27:59,827 - mmaction - INFO - Epoch [30][2200/3520] lr: 5.000e-04, eta: 1 day, 15:32:21, time: 1.882, data_time: 0.108, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7188, loss_cls: 2.2911, loss: 2.2911, grad_norm: 11.7896 2020-09-20 00:28:40,993 - mmaction - INFO - Epoch [30][2220/3520] lr: 5.000e-04, eta: 1 day, 15:31:42, time: 2.059, data_time: 0.563, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7094, loss_cls: 2.3093, loss: 2.3093, grad_norm: 11.8038 2020-09-20 00:29:19,791 - mmaction - INFO - Epoch [30][2240/3520] lr: 5.000e-04, eta: 1 day, 15:31:02, time: 1.937, data_time: 0.739, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7333, loss_cls: 2.1973, loss: 2.1973, grad_norm: 11.6727 2020-09-20 00:29:58,102 - mmaction - INFO - Epoch [30][2260/3520] lr: 5.000e-04, eta: 1 day, 15:30:21, time: 1.919, data_time: 0.263, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7271, loss_cls: 2.2303, loss: 2.2303, grad_norm: 11.8207 2020-09-20 00:30:36,238 - mmaction - INFO - Epoch [30][2280/3520] lr: 5.000e-04, eta: 1 day, 15:29:40, time: 1.906, data_time: 0.007, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7531, loss_cls: 2.1627, loss: 2.1627, grad_norm: 11.4947 2020-09-20 00:31:15,757 - mmaction - INFO - Epoch [30][2300/3520] lr: 5.000e-04, eta: 1 day, 15:29:01, time: 1.975, data_time: 0.033, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7198, loss_cls: 2.2794, loss: 2.2794, grad_norm: 12.0645 2020-09-20 00:31:56,210 - mmaction - INFO - Epoch [30][2320/3520] lr: 5.000e-04, eta: 1 day, 15:28:21, time: 2.021, data_time: 0.077, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7208, loss_cls: 2.2307, loss: 2.2307, grad_norm: 11.5443 2020-09-20 00:32:35,524 - mmaction - INFO - Epoch [30][2340/3520] lr: 5.000e-04, eta: 1 day, 15:27:41, time: 1.967, data_time: 0.396, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7156, loss_cls: 2.2788, loss: 2.2788, grad_norm: 11.9482 2020-09-20 00:33:12,164 - mmaction - INFO - Epoch [30][2360/3520] lr: 5.000e-04, eta: 1 day, 15:27:00, time: 1.830, data_time: 0.066, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7260, loss_cls: 2.2175, loss: 2.2175, grad_norm: 11.6893 2020-09-20 00:33:51,410 - mmaction - INFO - Epoch [30][2380/3520] lr: 5.000e-04, eta: 1 day, 15:26:20, time: 1.966, data_time: 0.011, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7188, loss_cls: 2.2708, loss: 2.2708, grad_norm: 11.4948 2020-09-20 00:34:33,224 - mmaction - INFO - Epoch [30][2400/3520] lr: 5.000e-04, eta: 1 day, 15:25:41, time: 2.087, data_time: 0.007, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7229, loss_cls: 2.2553, loss: 2.2553, grad_norm: 11.4386 2020-09-20 00:35:11,487 - mmaction - INFO - Epoch [30][2420/3520] lr: 5.000e-04, eta: 1 day, 15:25:01, time: 1.916, data_time: 0.053, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7281, loss_cls: 2.2217, loss: 2.2217, grad_norm: 11.5134 2020-09-20 00:35:51,244 - mmaction - INFO - Epoch [30][2440/3520] lr: 5.000e-04, eta: 1 day, 15:24:21, time: 1.985, data_time: 0.349, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7292, loss_cls: 2.2425, loss: 2.2425, grad_norm: 11.8796 2020-09-20 00:36:27,929 - mmaction - INFO - Epoch [30][2460/3520] lr: 5.000e-04, eta: 1 day, 15:23:39, time: 1.837, data_time: 0.008, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7187, loss_cls: 2.2942, loss: 2.2942, grad_norm: 11.9327 2020-09-20 00:37:06,954 - mmaction - INFO - Epoch [30][2480/3520] lr: 5.000e-04, eta: 1 day, 15:22:59, time: 1.951, data_time: 0.076, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7208, loss_cls: 2.2617, loss: 2.2617, grad_norm: 12.1906 2020-09-20 00:37:47,003 - mmaction - INFO - Epoch [30][2500/3520] lr: 5.000e-04, eta: 1 day, 15:22:20, time: 2.003, data_time: 0.067, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7229, loss_cls: 2.2312, loss: 2.2312, grad_norm: 11.8397 2020-09-20 00:38:25,705 - mmaction - INFO - Epoch [30][2520/3520] lr: 5.000e-04, eta: 1 day, 15:21:39, time: 1.932, data_time: 0.005, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7271, loss_cls: 2.1749, loss: 2.1749, grad_norm: 11.5703 2020-09-20 00:39:04,041 - mmaction - INFO - Epoch [30][2540/3520] lr: 5.000e-04, eta: 1 day, 15:20:59, time: 1.919, data_time: 0.155, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7365, loss_cls: 2.1830, loss: 2.1830, grad_norm: 11.7660 2020-09-20 00:39:41,906 - mmaction - INFO - Epoch [30][2560/3520] lr: 5.000e-04, eta: 1 day, 15:20:18, time: 1.892, data_time: 0.186, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7427, loss_cls: 2.1575, loss: 2.1575, grad_norm: 11.5467 2020-09-20 00:40:23,620 - mmaction - INFO - Epoch [30][2580/3520] lr: 5.000e-04, eta: 1 day, 15:19:40, time: 2.087, data_time: 0.680, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7229, loss_cls: 2.2317, loss: 2.2317, grad_norm: 11.8957 2020-09-20 00:41:03,830 - mmaction - INFO - Epoch [30][2600/3520] lr: 5.000e-04, eta: 1 day, 15:19:00, time: 2.009, data_time: 0.332, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7260, loss_cls: 2.2259, loss: 2.2259, grad_norm: 11.3978 2020-09-20 00:41:42,053 - mmaction - INFO - Epoch [30][2620/3520] lr: 5.000e-04, eta: 1 day, 15:18:20, time: 1.910, data_time: 0.012, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.2592, loss: 2.2592, grad_norm: 12.0495 2020-09-20 00:42:21,223 - mmaction - INFO - Epoch [30][2640/3520] lr: 5.000e-04, eta: 1 day, 15:17:39, time: 1.958, data_time: 0.055, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7260, loss_cls: 2.2557, loss: 2.2557, grad_norm: 12.1391 2020-09-20 00:43:00,820 - mmaction - INFO - Epoch [30][2660/3520] lr: 5.000e-04, eta: 1 day, 15:17:00, time: 1.982, data_time: 0.241, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7146, loss_cls: 2.2743, loss: 2.2743, grad_norm: 11.6566 2020-09-20 00:43:40,888 - mmaction - INFO - Epoch [30][2680/3520] lr: 5.000e-04, eta: 1 day, 15:16:20, time: 2.004, data_time: 0.301, memory: 8337, top1_acc: 0.4208, top5_acc: 0.6969, loss_cls: 2.3533, loss: 2.3533, grad_norm: 11.8118 2020-09-20 00:44:19,595 - mmaction - INFO - Epoch [30][2700/3520] lr: 5.000e-04, eta: 1 day, 15:15:40, time: 1.934, data_time: 0.142, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7156, loss_cls: 2.3073, loss: 2.3073, grad_norm: 11.5321 2020-09-20 00:44:58,161 - mmaction - INFO - Epoch [30][2720/3520] lr: 5.000e-04, eta: 1 day, 15:14:59, time: 1.929, data_time: 0.007, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7000, loss_cls: 2.2438, loss: 2.2438, grad_norm: 11.3990 2020-09-20 00:45:37,393 - mmaction - INFO - Epoch [30][2740/3520] lr: 5.000e-04, eta: 1 day, 15:14:19, time: 1.961, data_time: 0.211, memory: 8337, top1_acc: 0.4156, top5_acc: 0.6802, loss_cls: 2.4063, loss: 2.4063, grad_norm: 11.8667 2020-09-20 00:46:16,915 - mmaction - INFO - Epoch [30][2760/3520] lr: 5.000e-04, eta: 1 day, 15:13:40, time: 1.977, data_time: 0.448, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7187, loss_cls: 2.2746, loss: 2.2746, grad_norm: 12.1021 2020-09-20 00:46:54,385 - mmaction - INFO - Epoch [30][2780/3520] lr: 5.000e-04, eta: 1 day, 15:12:58, time: 1.871, data_time: 0.007, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2746, loss: 2.2746, grad_norm: 11.4428 2020-09-20 00:47:35,554 - mmaction - INFO - Epoch [30][2800/3520] lr: 5.000e-04, eta: 1 day, 15:12:20, time: 2.061, data_time: 0.007, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7083, loss_cls: 2.2619, loss: 2.2619, grad_norm: 11.5112 2020-09-20 00:48:14,288 - mmaction - INFO - Epoch [30][2820/3520] lr: 5.000e-04, eta: 1 day, 15:11:39, time: 1.936, data_time: 0.115, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7125, loss_cls: 2.2562, loss: 2.2562, grad_norm: 11.8257 2020-09-20 00:48:55,650 - mmaction - INFO - Epoch [30][2840/3520] lr: 5.000e-04, eta: 1 day, 15:11:01, time: 2.069, data_time: 0.006, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7156, loss_cls: 2.2450, loss: 2.2450, grad_norm: 11.7144 2020-09-20 00:49:34,724 - mmaction - INFO - Epoch [30][2860/3520] lr: 5.000e-04, eta: 1 day, 15:10:21, time: 1.952, data_time: 0.132, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6781, loss_cls: 2.4111, loss: 2.4111, grad_norm: 11.9826 2020-09-20 00:50:13,212 - mmaction - INFO - Epoch [30][2880/3520] lr: 5.000e-04, eta: 1 day, 15:09:40, time: 1.925, data_time: 0.007, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7229, loss_cls: 2.2485, loss: 2.2485, grad_norm: 11.6262 2020-09-20 00:50:50,692 - mmaction - INFO - Epoch [30][2900/3520] lr: 5.000e-04, eta: 1 day, 15:08:59, time: 1.874, data_time: 0.403, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.2729, loss: 2.2729, grad_norm: 11.8345 2020-09-20 00:51:29,968 - mmaction - INFO - Epoch [30][2920/3520] lr: 5.000e-04, eta: 1 day, 15:08:19, time: 1.963, data_time: 0.114, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7583, loss_cls: 2.2008, loss: 2.2008, grad_norm: 11.7882 2020-09-20 00:52:09,922 - mmaction - INFO - Epoch [30][2940/3520] lr: 5.000e-04, eta: 1 day, 15:07:40, time: 1.997, data_time: 0.006, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7104, loss_cls: 2.3222, loss: 2.3222, grad_norm: 11.8472 2020-09-20 00:52:49,702 - mmaction - INFO - Epoch [30][2960/3520] lr: 5.000e-04, eta: 1 day, 15:07:00, time: 1.991, data_time: 0.287, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7167, loss_cls: 2.2163, loss: 2.2163, grad_norm: 11.5587 2020-09-20 00:53:28,467 - mmaction - INFO - Epoch [30][2980/3520] lr: 5.000e-04, eta: 1 day, 15:06:20, time: 1.935, data_time: 0.031, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7146, loss_cls: 2.2524, loss: 2.2524, grad_norm: 11.6986 2020-09-20 00:54:09,382 - mmaction - INFO - Epoch [30][3000/3520] lr: 5.000e-04, eta: 1 day, 15:05:41, time: 2.049, data_time: 0.251, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2512, loss: 2.2512, grad_norm: 11.6690 2020-09-20 00:54:49,208 - mmaction - INFO - Epoch [30][3020/3520] lr: 5.000e-04, eta: 1 day, 15:05:01, time: 1.988, data_time: 0.949, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7302, loss_cls: 2.2752, loss: 2.2752, grad_norm: 11.9151 2020-09-20 00:55:28,227 - mmaction - INFO - Epoch [30][3040/3520] lr: 5.000e-04, eta: 1 day, 15:04:21, time: 1.954, data_time: 0.311, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7156, loss_cls: 2.3312, loss: 2.3312, grad_norm: 12.2186 2020-09-20 00:56:08,802 - mmaction - INFO - Epoch [30][3060/3520] lr: 5.000e-04, eta: 1 day, 15:03:42, time: 2.029, data_time: 0.287, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7135, loss_cls: 2.2725, loss: 2.2725, grad_norm: 11.9671 2020-09-20 00:56:48,712 - mmaction - INFO - Epoch [30][3080/3520] lr: 5.000e-04, eta: 1 day, 15:03:02, time: 1.994, data_time: 0.858, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7219, loss_cls: 2.2335, loss: 2.2335, grad_norm: 11.9466 2020-09-20 00:57:26,992 - mmaction - INFO - Epoch [30][3100/3520] lr: 5.000e-04, eta: 1 day, 15:02:22, time: 1.913, data_time: 0.128, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7490, loss_cls: 2.2078, loss: 2.2078, grad_norm: 11.7467 2020-09-20 00:58:07,604 - mmaction - INFO - Epoch [30][3120/3520] lr: 5.000e-04, eta: 1 day, 15:01:43, time: 2.033, data_time: 1.248, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7302, loss_cls: 2.1846, loss: 2.1846, grad_norm: 11.6576 2020-09-20 00:58:47,049 - mmaction - INFO - Epoch [30][3140/3520] lr: 5.000e-04, eta: 1 day, 15:01:03, time: 1.967, data_time: 0.391, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7229, loss_cls: 2.2528, loss: 2.2528, grad_norm: 12.0908 2020-09-20 00:59:27,570 - mmaction - INFO - Epoch [30][3160/3520] lr: 5.000e-04, eta: 1 day, 15:00:24, time: 2.032, data_time: 0.103, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7302, loss_cls: 2.3054, loss: 2.3054, grad_norm: 11.9706 2020-09-20 01:00:16,237 - mmaction - INFO - Epoch [30][3180/3520] lr: 5.000e-04, eta: 1 day, 14:59:49, time: 2.386, data_time: 0.211, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7156, loss_cls: 2.2767, loss: 2.2767, grad_norm: 12.0061 2020-09-20 01:00:54,193 - mmaction - INFO - Epoch [30][3200/3520] lr: 5.000e-04, eta: 1 day, 14:59:09, time: 1.943, data_time: 0.225, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7229, loss_cls: 2.2890, loss: 2.2890, grad_norm: 11.7899 2020-09-20 01:01:32,537 - mmaction - INFO - Epoch [30][3220/3520] lr: 5.000e-04, eta: 1 day, 14:58:29, time: 1.918, data_time: 0.091, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7073, loss_cls: 2.2660, loss: 2.2660, grad_norm: 11.7829 2020-09-20 01:02:11,689 - mmaction - INFO - Epoch [30][3240/3520] lr: 5.000e-04, eta: 1 day, 14:57:49, time: 1.958, data_time: 0.427, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7312, loss_cls: 2.2309, loss: 2.2309, grad_norm: 11.9072 2020-09-20 01:02:49,717 - mmaction - INFO - Epoch [30][3260/3520] lr: 5.000e-04, eta: 1 day, 14:57:08, time: 1.901, data_time: 0.105, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7323, loss_cls: 2.1745, loss: 2.1745, grad_norm: 11.7934 2020-09-20 01:03:45,712 - mmaction - INFO - Epoch [30][3280/3520] lr: 5.000e-04, eta: 1 day, 14:56:39, time: 2.800, data_time: 0.121, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7042, loss_cls: 2.3447, loss: 2.3447, grad_norm: 11.8840 2020-09-20 01:04:24,117 - mmaction - INFO - Epoch [30][3300/3520] lr: 5.000e-04, eta: 1 day, 14:55:58, time: 1.913, data_time: 0.330, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7302, loss_cls: 2.2551, loss: 2.2551, grad_norm: 11.9940 2020-09-20 01:05:03,364 - mmaction - INFO - Epoch [30][3320/3520] lr: 5.000e-04, eta: 1 day, 14:55:18, time: 1.967, data_time: 0.454, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7052, loss_cls: 2.2729, loss: 2.2729, grad_norm: 11.6120 2020-09-20 01:05:43,406 - mmaction - INFO - Epoch [30][3340/3520] lr: 5.000e-04, eta: 1 day, 14:54:39, time: 2.001, data_time: 0.220, memory: 8337, top1_acc: 0.4344, top5_acc: 0.6969, loss_cls: 2.3386, loss: 2.3386, grad_norm: 12.2192 2020-09-20 01:06:23,147 - mmaction - INFO - Epoch [30][3360/3520] lr: 5.000e-04, eta: 1 day, 14:53:59, time: 1.989, data_time: 0.011, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7250, loss_cls: 2.3142, loss: 2.3142, grad_norm: 12.2347 2020-09-20 01:07:00,582 - mmaction - INFO - Epoch [30][3380/3520] lr: 5.000e-04, eta: 1 day, 14:53:18, time: 1.870, data_time: 0.035, memory: 8337, top1_acc: 0.4250, top5_acc: 0.7177, loss_cls: 2.3360, loss: 2.3360, grad_norm: 12.4514 2020-09-20 01:07:40,911 - mmaction - INFO - Epoch [30][3400/3520] lr: 5.000e-04, eta: 1 day, 14:52:39, time: 2.020, data_time: 0.352, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7656, loss_cls: 2.0898, loss: 2.0898, grad_norm: 11.5847 2020-09-20 01:08:19,596 - mmaction - INFO - Epoch [30][3420/3520] lr: 5.000e-04, eta: 1 day, 14:51:58, time: 1.933, data_time: 0.059, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7125, loss_cls: 2.3062, loss: 2.3062, grad_norm: 11.9865 2020-09-20 01:08:57,326 - mmaction - INFO - Epoch [30][3440/3520] lr: 5.000e-04, eta: 1 day, 14:51:17, time: 1.887, data_time: 0.208, memory: 8337, top1_acc: 0.4187, top5_acc: 0.6896, loss_cls: 2.3493, loss: 2.3493, grad_norm: 12.0023 2020-09-20 01:09:36,316 - mmaction - INFO - Epoch [30][3460/3520] lr: 5.000e-04, eta: 1 day, 14:50:37, time: 1.943, data_time: 0.112, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6812, loss_cls: 2.4007, loss: 2.4007, grad_norm: 12.5869 2020-09-20 01:10:18,534 - mmaction - INFO - Epoch [30][3480/3520] lr: 5.000e-04, eta: 1 day, 14:49:59, time: 2.116, data_time: 0.433, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7375, loss_cls: 2.2139, loss: 2.2139, grad_norm: 11.4286 2020-09-20 01:10:57,645 - mmaction - INFO - Epoch [30][3500/3520] lr: 5.000e-04, eta: 1 day, 14:49:19, time: 1.953, data_time: 0.777, memory: 8337, top1_acc: 0.4313, top5_acc: 0.6990, loss_cls: 2.3008, loss: 2.3008, grad_norm: 12.0969 2020-09-20 01:11:35,178 - mmaction - INFO - Epoch [30][3520/3520] lr: 5.000e-04, eta: 1 day, 14:48:38, time: 1.881, data_time: 1.050, memory: 8337, top1_acc: 0.4239, top5_acc: 0.6815, loss_cls: 2.4518, loss: 2.4518, grad_norm: 12.5415 2020-09-20 01:11:55,322 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-09-20 01:28:12,660 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 01:28:13,408 - mmaction - INFO - top1_acc 0.2640 top5_acc 0.5455 2020-09-20 01:28:13,409 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 01:28:13,576 - mmaction - INFO - mean_acc 0.1966 2020-09-20 01:28:13,585 - mmaction - INFO - Epoch(val) [30][3520] top1_acc: 0.2640, top5_acc: 0.5455, mean_class_accuracy: 0.1966 2020-09-20 01:30:35,204 - mmaction - INFO - Epoch [31][20/3520] lr: 5.000e-04, eta: 1 day, 14:49:06, time: 7.064, data_time: 5.109, memory: 8337, top1_acc: 0.4448, top5_acc: 0.6990, loss_cls: 2.2835, loss: 2.2835, grad_norm: 12.0161 2020-09-20 01:31:14,012 - mmaction - INFO - Epoch [31][40/3520] lr: 5.000e-04, eta: 1 day, 14:48:26, time: 1.952, data_time: 0.046, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7177, loss_cls: 2.1833, loss: 2.1833, grad_norm: 11.7842 2020-09-20 01:31:51,877 - mmaction - INFO - Epoch [31][60/3520] lr: 5.000e-04, eta: 1 day, 14:47:45, time: 1.893, data_time: 0.194, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7281, loss_cls: 2.2346, loss: 2.2346, grad_norm: 11.6669 2020-09-20 01:32:32,331 - mmaction - INFO - Epoch [31][80/3520] lr: 5.000e-04, eta: 1 day, 14:47:06, time: 2.024, data_time: 0.413, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7281, loss_cls: 2.2831, loss: 2.2831, grad_norm: 12.0203 2020-09-20 01:33:10,895 - mmaction - INFO - Epoch [31][100/3520] lr: 5.000e-04, eta: 1 day, 14:46:25, time: 1.924, data_time: 0.182, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7354, loss_cls: 2.2459, loss: 2.2459, grad_norm: 11.8709 2020-09-20 01:33:52,320 - mmaction - INFO - Epoch [31][120/3520] lr: 5.000e-04, eta: 1 day, 14:45:47, time: 2.075, data_time: 0.016, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7292, loss_cls: 2.2347, loss: 2.2347, grad_norm: 12.0583 2020-09-20 01:34:32,243 - mmaction - INFO - Epoch [31][140/3520] lr: 5.000e-04, eta: 1 day, 14:45:07, time: 1.995, data_time: 0.057, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7094, loss_cls: 2.2171, loss: 2.2171, grad_norm: 11.4741 2020-09-20 01:35:11,291 - mmaction - INFO - Epoch [31][160/3520] lr: 5.000e-04, eta: 1 day, 14:44:27, time: 1.954, data_time: 0.008, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7302, loss_cls: 2.1902, loss: 2.1902, grad_norm: 11.7787 2020-09-20 01:35:51,161 - mmaction - INFO - Epoch [31][180/3520] lr: 5.000e-04, eta: 1 day, 14:43:47, time: 1.992, data_time: 0.098, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7167, loss_cls: 2.2621, loss: 2.2621, grad_norm: 12.1228 2020-09-20 01:36:30,308 - mmaction - INFO - Epoch [31][200/3520] lr: 5.000e-04, eta: 1 day, 14:43:07, time: 1.959, data_time: 0.230, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7302, loss_cls: 2.1789, loss: 2.1789, grad_norm: 12.0844 2020-09-20 01:37:11,181 - mmaction - INFO - Epoch [31][220/3520] lr: 5.000e-04, eta: 1 day, 14:42:28, time: 2.041, data_time: 1.385, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7115, loss_cls: 2.2588, loss: 2.2588, grad_norm: 11.8429 2020-09-20 01:37:50,150 - mmaction - INFO - Epoch [31][240/3520] lr: 5.000e-04, eta: 1 day, 14:41:48, time: 1.950, data_time: 1.252, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7115, loss_cls: 2.2683, loss: 2.2683, grad_norm: 12.0263 2020-09-20 01:38:28,846 - mmaction - INFO - Epoch [31][260/3520] lr: 5.000e-04, eta: 1 day, 14:41:08, time: 1.932, data_time: 1.288, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7271, loss_cls: 2.1907, loss: 2.1907, grad_norm: 12.2326 2020-09-20 01:39:08,094 - mmaction - INFO - Epoch [31][280/3520] lr: 5.000e-04, eta: 1 day, 14:40:28, time: 1.966, data_time: 0.576, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7302, loss_cls: 2.2460, loss: 2.2460, grad_norm: 12.0174 2020-09-20 01:39:46,895 - mmaction - INFO - Epoch [31][300/3520] lr: 5.000e-04, eta: 1 day, 14:39:47, time: 1.940, data_time: 0.571, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7177, loss_cls: 2.3159, loss: 2.3159, grad_norm: 11.9993 2020-09-20 01:40:28,777 - mmaction - INFO - Epoch [31][320/3520] lr: 5.000e-04, eta: 1 day, 14:39:09, time: 2.095, data_time: 0.325, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.2186, loss: 2.2186, grad_norm: 11.6491 2020-09-20 01:41:08,649 - mmaction - INFO - Epoch [31][340/3520] lr: 5.000e-04, eta: 1 day, 14:38:30, time: 1.992, data_time: 0.016, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7417, loss_cls: 2.1681, loss: 2.1681, grad_norm: 11.6507 2020-09-20 01:41:46,192 - mmaction - INFO - Epoch [31][360/3520] lr: 5.000e-04, eta: 1 day, 14:37:48, time: 1.879, data_time: 0.093, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7167, loss_cls: 2.1875, loss: 2.1875, grad_norm: 11.4796 2020-09-20 01:42:25,571 - mmaction - INFO - Epoch [31][380/3520] lr: 5.000e-04, eta: 1 day, 14:37:09, time: 1.968, data_time: 0.005, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7354, loss_cls: 2.1947, loss: 2.1947, grad_norm: 12.2587 2020-09-20 01:43:06,798 - mmaction - INFO - Epoch [31][400/3520] lr: 5.000e-04, eta: 1 day, 14:36:30, time: 2.060, data_time: 0.326, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7260, loss_cls: 2.2255, loss: 2.2255, grad_norm: 11.9609 2020-09-20 01:43:46,174 - mmaction - INFO - Epoch [31][420/3520] lr: 5.000e-04, eta: 1 day, 14:35:50, time: 1.970, data_time: 0.277, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7354, loss_cls: 2.1863, loss: 2.1863, grad_norm: 11.8467 2020-09-20 01:44:23,487 - mmaction - INFO - Epoch [31][440/3520] lr: 5.000e-04, eta: 1 day, 14:35:09, time: 1.864, data_time: 0.105, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7396, loss_cls: 2.2384, loss: 2.2384, grad_norm: 12.1904 2020-09-20 01:45:04,621 - mmaction - INFO - Epoch [31][460/3520] lr: 5.000e-04, eta: 1 day, 14:34:30, time: 2.058, data_time: 0.779, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7177, loss_cls: 2.2299, loss: 2.2299, grad_norm: 11.8407 2020-09-20 01:45:44,534 - mmaction - INFO - Epoch [31][480/3520] lr: 5.000e-04, eta: 1 day, 14:33:50, time: 1.994, data_time: 1.035, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7292, loss_cls: 2.2023, loss: 2.2023, grad_norm: 11.9719 2020-09-20 01:46:22,407 - mmaction - INFO - Epoch [31][500/3520] lr: 5.000e-04, eta: 1 day, 14:33:09, time: 1.896, data_time: 1.178, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7469, loss_cls: 2.1413, loss: 2.1413, grad_norm: 11.9369 2020-09-20 01:47:02,357 - mmaction - INFO - Epoch [31][520/3520] lr: 5.000e-04, eta: 1 day, 14:32:30, time: 1.994, data_time: 1.108, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7219, loss_cls: 2.2598, loss: 2.2598, grad_norm: 12.3519 2020-09-20 01:47:43,124 - mmaction - INFO - Epoch [31][540/3520] lr: 5.000e-04, eta: 1 day, 14:31:51, time: 2.034, data_time: 1.103, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7375, loss_cls: 2.1722, loss: 2.1722, grad_norm: 11.6024 2020-09-20 01:48:21,674 - mmaction - INFO - Epoch [31][560/3520] lr: 5.000e-04, eta: 1 day, 14:31:10, time: 1.935, data_time: 0.287, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7208, loss_cls: 2.2763, loss: 2.2763, grad_norm: 11.8236 2020-09-20 01:49:00,431 - mmaction - INFO - Epoch [31][580/3520] lr: 5.000e-04, eta: 1 day, 14:30:30, time: 1.938, data_time: 0.045, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7135, loss_cls: 2.2919, loss: 2.2919, grad_norm: 12.3159 2020-09-20 01:49:38,061 - mmaction - INFO - Epoch [31][600/3520] lr: 5.000e-04, eta: 1 day, 14:29:49, time: 1.882, data_time: 0.097, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7271, loss_cls: 2.2583, loss: 2.2583, grad_norm: 11.6858 2020-09-20 01:50:19,061 - mmaction - INFO - Epoch [31][620/3520] lr: 5.000e-04, eta: 1 day, 14:29:10, time: 2.045, data_time: 0.804, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7219, loss_cls: 2.3037, loss: 2.3037, grad_norm: 11.7440 2020-09-20 01:50:57,676 - mmaction - INFO - Epoch [31][640/3520] lr: 5.000e-04, eta: 1 day, 14:28:30, time: 1.933, data_time: 0.111, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7313, loss_cls: 2.2244, loss: 2.2244, grad_norm: 11.6584 2020-09-20 01:51:37,911 - mmaction - INFO - Epoch [31][660/3520] lr: 5.000e-04, eta: 1 day, 14:27:50, time: 2.014, data_time: 0.089, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7083, loss_cls: 2.2904, loss: 2.2904, grad_norm: 11.7167 2020-09-20 01:52:17,951 - mmaction - INFO - Epoch [31][680/3520] lr: 5.000e-04, eta: 1 day, 14:27:11, time: 2.001, data_time: 0.256, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1783, loss: 2.1783, grad_norm: 11.9863 2020-09-20 01:52:57,551 - mmaction - INFO - Epoch [31][700/3520] lr: 5.000e-04, eta: 1 day, 14:26:31, time: 1.979, data_time: 1.315, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7323, loss_cls: 2.2061, loss: 2.2061, grad_norm: 11.9221 2020-09-20 01:53:37,985 - mmaction - INFO - Epoch [31][720/3520] lr: 5.000e-04, eta: 1 day, 14:25:52, time: 2.025, data_time: 0.897, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7156, loss_cls: 2.2424, loss: 2.2424, grad_norm: 11.7214 2020-09-20 01:54:16,684 - mmaction - INFO - Epoch [31][740/3520] lr: 5.000e-04, eta: 1 day, 14:25:11, time: 1.931, data_time: 0.195, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7417, loss_cls: 2.1982, loss: 2.1982, grad_norm: 11.9618 2020-09-20 01:54:52,973 - mmaction - INFO - Epoch [31][760/3520] lr: 5.000e-04, eta: 1 day, 14:24:29, time: 1.818, data_time: 0.326, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7260, loss_cls: 2.2246, loss: 2.2246, grad_norm: 12.2857 2020-09-20 01:55:31,814 - mmaction - INFO - Epoch [31][780/3520] lr: 5.000e-04, eta: 1 day, 14:23:49, time: 1.939, data_time: 0.142, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7250, loss_cls: 2.2451, loss: 2.2451, grad_norm: 11.9380 2020-09-20 01:56:09,935 - mmaction - INFO - Epoch [31][800/3520] lr: 5.000e-04, eta: 1 day, 14:23:08, time: 1.910, data_time: 0.774, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7250, loss_cls: 2.1613, loss: 2.1613, grad_norm: 11.8364 2020-09-20 01:56:49,485 - mmaction - INFO - Epoch [31][820/3520] lr: 5.000e-04, eta: 1 day, 14:22:28, time: 1.974, data_time: 0.435, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7354, loss_cls: 2.2077, loss: 2.2077, grad_norm: 11.9523 2020-09-20 01:57:28,049 - mmaction - INFO - Epoch [31][840/3520] lr: 5.000e-04, eta: 1 day, 14:21:48, time: 1.931, data_time: 0.027, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7385, loss_cls: 2.1976, loss: 2.1976, grad_norm: 12.2088 2020-09-20 01:58:07,031 - mmaction - INFO - Epoch [31][860/3520] lr: 5.000e-04, eta: 1 day, 14:21:08, time: 1.949, data_time: 0.269, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7063, loss_cls: 2.2469, loss: 2.2469, grad_norm: 11.7848 2020-09-20 01:58:46,114 - mmaction - INFO - Epoch [31][880/3520] lr: 5.000e-04, eta: 1 day, 14:20:28, time: 1.955, data_time: 0.269, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7344, loss_cls: 2.2709, loss: 2.2709, grad_norm: 12.5521 2020-09-20 01:59:24,544 - mmaction - INFO - Epoch [31][900/3520] lr: 5.000e-04, eta: 1 day, 14:19:47, time: 1.919, data_time: 0.591, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7510, loss_cls: 2.2131, loss: 2.2131, grad_norm: 12.0783 2020-09-20 02:00:09,370 - mmaction - INFO - Epoch [31][920/3520] lr: 5.000e-04, eta: 1 day, 14:19:11, time: 2.225, data_time: 0.125, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1387, loss: 2.1387, grad_norm: 11.8287 2020-09-20 02:00:47,838 - mmaction - INFO - Epoch [31][940/3520] lr: 5.000e-04, eta: 1 day, 14:18:30, time: 1.939, data_time: 0.676, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7323, loss_cls: 2.2152, loss: 2.2152, grad_norm: 12.0686 2020-09-20 02:01:26,780 - mmaction - INFO - Epoch [31][960/3520] lr: 5.000e-04, eta: 1 day, 14:17:50, time: 1.950, data_time: 1.092, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7271, loss_cls: 2.2480, loss: 2.2480, grad_norm: 12.0677 2020-09-20 02:02:05,758 - mmaction - INFO - Epoch [31][980/3520] lr: 5.000e-04, eta: 1 day, 14:17:10, time: 1.949, data_time: 1.205, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.1786, loss: 2.1786, grad_norm: 12.3071 2020-09-20 02:02:45,989 - mmaction - INFO - Epoch [31][1000/3520] lr: 5.000e-04, eta: 1 day, 14:16:31, time: 2.011, data_time: 0.684, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7156, loss_cls: 2.2895, loss: 2.2895, grad_norm: 12.3610 2020-09-20 02:03:25,582 - mmaction - INFO - Epoch [31][1020/3520] lr: 5.000e-04, eta: 1 day, 14:15:51, time: 1.977, data_time: 0.087, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2138, loss: 2.2138, grad_norm: 11.8848 2020-09-20 02:04:04,395 - mmaction - INFO - Epoch [31][1040/3520] lr: 5.000e-04, eta: 1 day, 14:15:10, time: 1.940, data_time: 0.821, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7344, loss_cls: 2.2207, loss: 2.2207, grad_norm: 11.6006 2020-09-20 02:04:43,623 - mmaction - INFO - Epoch [31][1060/3520] lr: 5.000e-04, eta: 1 day, 14:14:30, time: 1.962, data_time: 0.114, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7062, loss_cls: 2.2841, loss: 2.2841, grad_norm: 12.1725 2020-09-20 02:05:23,154 - mmaction - INFO - Epoch [31][1080/3520] lr: 5.000e-04, eta: 1 day, 14:13:51, time: 1.977, data_time: 0.006, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7156, loss_cls: 2.3039, loss: 2.3039, grad_norm: 12.4967 2020-09-20 02:06:02,047 - mmaction - INFO - Epoch [31][1100/3520] lr: 5.000e-04, eta: 1 day, 14:13:10, time: 1.944, data_time: 0.014, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7281, loss_cls: 2.1857, loss: 2.1857, grad_norm: 11.9343 2020-09-20 02:06:42,518 - mmaction - INFO - Epoch [31][1120/3520] lr: 5.000e-04, eta: 1 day, 14:12:31, time: 2.026, data_time: 1.180, memory: 8337, top1_acc: 0.4167, top5_acc: 0.6969, loss_cls: 2.4090, loss: 2.4090, grad_norm: 12.7248 2020-09-20 02:07:21,024 - mmaction - INFO - Epoch [31][1140/3520] lr: 5.000e-04, eta: 1 day, 14:11:51, time: 1.922, data_time: 1.306, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7312, loss_cls: 2.2180, loss: 2.2180, grad_norm: 12.3011 2020-09-20 02:08:00,962 - mmaction - INFO - Epoch [31][1160/3520] lr: 5.000e-04, eta: 1 day, 14:11:11, time: 2.001, data_time: 0.705, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7271, loss_cls: 2.2941, loss: 2.2941, grad_norm: 12.0270 2020-09-20 02:08:38,814 - mmaction - INFO - Epoch [31][1180/3520] lr: 5.000e-04, eta: 1 day, 14:10:30, time: 1.892, data_time: 0.074, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7354, loss_cls: 2.2425, loss: 2.2425, grad_norm: 12.7400 2020-09-20 02:09:18,642 - mmaction - INFO - Epoch [31][1200/3520] lr: 5.000e-04, eta: 1 day, 14:09:51, time: 1.991, data_time: 1.338, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7531, loss_cls: 2.1800, loss: 2.1800, grad_norm: 12.0320 2020-09-20 02:09:57,934 - mmaction - INFO - Epoch [31][1220/3520] lr: 5.000e-04, eta: 1 day, 14:09:11, time: 1.961, data_time: 0.074, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7229, loss_cls: 2.2739, loss: 2.2739, grad_norm: 12.0081 2020-09-20 02:10:37,150 - mmaction - INFO - Epoch [31][1240/3520] lr: 5.000e-04, eta: 1 day, 14:08:31, time: 1.965, data_time: 0.010, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6844, loss_cls: 2.3730, loss: 2.3730, grad_norm: 12.3327 2020-09-20 02:11:15,927 - mmaction - INFO - Epoch [31][1260/3520] lr: 5.000e-04, eta: 1 day, 14:07:50, time: 1.935, data_time: 0.419, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7271, loss_cls: 2.2604, loss: 2.2604, grad_norm: 12.1601 2020-09-20 02:11:53,675 - mmaction - INFO - Epoch [31][1280/3520] lr: 5.000e-04, eta: 1 day, 14:07:09, time: 1.890, data_time: 0.317, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7344, loss_cls: 2.2425, loss: 2.2425, grad_norm: 12.1959 2020-09-20 02:12:35,507 - mmaction - INFO - Epoch [31][1300/3520] lr: 5.000e-04, eta: 1 day, 14:06:31, time: 2.091, data_time: 0.980, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7344, loss_cls: 2.2532, loss: 2.2532, grad_norm: 12.2225 2020-09-20 02:13:15,193 - mmaction - INFO - Epoch [31][1320/3520] lr: 5.000e-04, eta: 1 day, 14:05:51, time: 1.983, data_time: 0.032, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7198, loss_cls: 2.2408, loss: 2.2408, grad_norm: 11.8538 2020-09-20 02:13:53,074 - mmaction - INFO - Epoch [31][1340/3520] lr: 5.000e-04, eta: 1 day, 14:05:10, time: 1.891, data_time: 0.045, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7031, loss_cls: 2.3650, loss: 2.3650, grad_norm: 12.4892 2020-09-20 02:14:33,037 - mmaction - INFO - Epoch [31][1360/3520] lr: 5.000e-04, eta: 1 day, 14:04:31, time: 2.001, data_time: 0.280, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7281, loss_cls: 2.2006, loss: 2.2006, grad_norm: 11.7851 2020-09-20 02:15:11,765 - mmaction - INFO - Epoch [31][1380/3520] lr: 5.000e-04, eta: 1 day, 14:03:50, time: 1.934, data_time: 0.735, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7260, loss_cls: 2.2297, loss: 2.2297, grad_norm: 11.9980 2020-09-20 02:15:51,035 - mmaction - INFO - Epoch [31][1400/3520] lr: 5.000e-04, eta: 1 day, 14:03:10, time: 1.967, data_time: 0.327, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7281, loss_cls: 2.2610, loss: 2.2610, grad_norm: 12.4268 2020-09-20 02:16:27,981 - mmaction - INFO - Epoch [31][1420/3520] lr: 5.000e-04, eta: 1 day, 14:02:29, time: 1.847, data_time: 0.128, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7292, loss_cls: 2.2829, loss: 2.2829, grad_norm: 12.1573 2020-09-20 02:17:06,820 - mmaction - INFO - Epoch [31][1440/3520] lr: 5.000e-04, eta: 1 day, 14:01:49, time: 1.942, data_time: 0.335, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.2391, loss: 2.2391, grad_norm: 12.0377 2020-09-20 02:17:44,783 - mmaction - INFO - Epoch [31][1460/3520] lr: 5.000e-04, eta: 1 day, 14:01:08, time: 1.898, data_time: 0.078, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7260, loss_cls: 2.2047, loss: 2.2047, grad_norm: 11.5222 2020-09-20 02:18:24,982 - mmaction - INFO - Epoch [31][1480/3520] lr: 5.000e-04, eta: 1 day, 14:00:28, time: 2.011, data_time: 0.081, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7135, loss_cls: 2.3201, loss: 2.3201, grad_norm: 12.5183 2020-09-20 02:19:04,129 - mmaction - INFO - Epoch [31][1500/3520] lr: 5.000e-04, eta: 1 day, 13:59:48, time: 1.957, data_time: 0.027, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7396, loss_cls: 2.1710, loss: 2.1710, grad_norm: 11.9778 2020-09-20 02:19:43,318 - mmaction - INFO - Epoch [31][1520/3520] lr: 5.000e-04, eta: 1 day, 13:59:08, time: 1.960, data_time: 0.272, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7531, loss_cls: 2.1783, loss: 2.1783, grad_norm: 12.1005 2020-09-20 02:20:23,313 - mmaction - INFO - Epoch [31][1540/3520] lr: 5.000e-04, eta: 1 day, 13:58:29, time: 1.996, data_time: 0.036, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7302, loss_cls: 2.2292, loss: 2.2292, grad_norm: 11.9466 2020-09-20 02:21:03,001 - mmaction - INFO - Epoch [31][1560/3520] lr: 5.000e-04, eta: 1 day, 13:57:49, time: 1.988, data_time: 0.629, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7115, loss_cls: 2.3333, loss: 2.3333, grad_norm: 12.1651 2020-09-20 02:21:42,057 - mmaction - INFO - Epoch [31][1580/3520] lr: 5.000e-04, eta: 1 day, 13:57:09, time: 1.954, data_time: 0.196, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7063, loss_cls: 2.3300, loss: 2.3300, grad_norm: 12.2340 2020-09-20 02:22:20,284 - mmaction - INFO - Epoch [31][1600/3520] lr: 5.000e-04, eta: 1 day, 13:56:28, time: 1.906, data_time: 0.002, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7094, loss_cls: 2.2437, loss: 2.2437, grad_norm: 12.1064 2020-09-20 02:22:59,160 - mmaction - INFO - Epoch [31][1620/3520] lr: 5.000e-04, eta: 1 day, 13:55:48, time: 1.946, data_time: 0.104, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7375, loss_cls: 2.1263, loss: 2.1263, grad_norm: 11.7282 2020-09-20 02:23:39,766 - mmaction - INFO - Epoch [31][1640/3520] lr: 5.000e-04, eta: 1 day, 13:55:09, time: 2.031, data_time: 0.131, memory: 8337, top1_acc: 0.4271, top5_acc: 0.6906, loss_cls: 2.4238, loss: 2.4238, grad_norm: 12.3720 2020-09-20 02:24:20,130 - mmaction - INFO - Epoch [31][1660/3520] lr: 5.000e-04, eta: 1 day, 13:54:30, time: 2.019, data_time: 0.142, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7240, loss_cls: 2.2508, loss: 2.2508, grad_norm: 11.9409 2020-09-20 02:24:59,022 - mmaction - INFO - Epoch [31][1680/3520] lr: 5.000e-04, eta: 1 day, 13:53:49, time: 1.943, data_time: 0.195, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7271, loss_cls: 2.1516, loss: 2.1516, grad_norm: 11.9473 2020-09-20 02:25:39,196 - mmaction - INFO - Epoch [31][1700/3520] lr: 5.000e-04, eta: 1 day, 13:53:10, time: 2.011, data_time: 0.051, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7083, loss_cls: 2.2312, loss: 2.2312, grad_norm: 12.1585 2020-09-20 02:26:18,178 - mmaction - INFO - Epoch [31][1720/3520] lr: 5.000e-04, eta: 1 day, 13:52:30, time: 1.948, data_time: 0.406, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7135, loss_cls: 2.2321, loss: 2.2321, grad_norm: 12.0979 2020-09-20 02:26:56,997 - mmaction - INFO - Epoch [31][1740/3520] lr: 5.000e-04, eta: 1 day, 13:51:50, time: 1.940, data_time: 0.106, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7354, loss_cls: 2.2094, loss: 2.2094, grad_norm: 12.4736 2020-09-20 02:27:36,570 - mmaction - INFO - Epoch [31][1760/3520] lr: 5.000e-04, eta: 1 day, 13:51:10, time: 1.977, data_time: 0.007, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7292, loss_cls: 2.2291, loss: 2.2291, grad_norm: 11.9283 2020-09-20 02:28:13,878 - mmaction - INFO - Epoch [31][1780/3520] lr: 5.000e-04, eta: 1 day, 13:50:29, time: 1.869, data_time: 0.708, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7208, loss_cls: 2.2091, loss: 2.2091, grad_norm: 11.9493 2020-09-20 02:28:53,698 - mmaction - INFO - Epoch [31][1800/3520] lr: 5.000e-04, eta: 1 day, 13:49:49, time: 1.989, data_time: 0.981, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7417, loss_cls: 2.2059, loss: 2.2059, grad_norm: 12.0473 2020-09-20 02:29:33,565 - mmaction - INFO - Epoch [31][1820/3520] lr: 5.000e-04, eta: 1 day, 13:49:09, time: 1.995, data_time: 0.040, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.2197, loss: 2.2197, grad_norm: 12.1691 2020-09-20 02:30:12,698 - mmaction - INFO - Epoch [31][1840/3520] lr: 5.000e-04, eta: 1 day, 13:48:29, time: 1.955, data_time: 0.007, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.2497, loss: 2.2497, grad_norm: 12.3060 2020-09-20 02:30:52,336 - mmaction - INFO - Epoch [31][1860/3520] lr: 5.000e-04, eta: 1 day, 13:47:50, time: 1.984, data_time: 0.871, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7240, loss_cls: 2.2269, loss: 2.2269, grad_norm: 11.9245 2020-09-20 02:31:32,983 - mmaction - INFO - Epoch [31][1880/3520] lr: 5.000e-04, eta: 1 day, 13:47:10, time: 2.029, data_time: 0.974, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7146, loss_cls: 2.2627, loss: 2.2627, grad_norm: 12.2792 2020-09-20 02:32:12,773 - mmaction - INFO - Epoch [31][1900/3520] lr: 5.000e-04, eta: 1 day, 13:46:31, time: 1.993, data_time: 0.073, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7281, loss_cls: 2.2121, loss: 2.2121, grad_norm: 12.0929 2020-09-20 02:32:52,128 - mmaction - INFO - Epoch [31][1920/3520] lr: 5.000e-04, eta: 1 day, 13:45:51, time: 1.962, data_time: 0.214, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7354, loss_cls: 2.2143, loss: 2.2143, grad_norm: 12.1029 2020-09-20 02:33:31,422 - mmaction - INFO - Epoch [31][1940/3520] lr: 5.000e-04, eta: 1 day, 13:45:11, time: 1.969, data_time: 0.143, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7313, loss_cls: 2.1902, loss: 2.1902, grad_norm: 11.9200 2020-09-20 02:34:11,137 - mmaction - INFO - Epoch [31][1960/3520] lr: 5.000e-04, eta: 1 day, 13:44:31, time: 1.986, data_time: 0.561, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.2156, loss: 2.2156, grad_norm: 12.2737 2020-09-20 02:34:49,956 - mmaction - INFO - Epoch [31][1980/3520] lr: 5.000e-04, eta: 1 day, 13:43:51, time: 1.942, data_time: 0.028, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7250, loss_cls: 2.2246, loss: 2.2246, grad_norm: 12.0968 2020-09-20 02:35:27,838 - mmaction - INFO - Epoch [31][2000/3520] lr: 5.000e-04, eta: 1 day, 13:43:10, time: 1.892, data_time: 0.214, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7229, loss_cls: 2.2604, loss: 2.2604, grad_norm: 12.1251 2020-09-20 02:36:06,281 - mmaction - INFO - Epoch [31][2020/3520] lr: 5.000e-04, eta: 1 day, 13:42:30, time: 1.923, data_time: 0.708, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7479, loss_cls: 2.2220, loss: 2.2220, grad_norm: 12.3158 2020-09-20 02:36:47,661 - mmaction - INFO - Epoch [31][2040/3520] lr: 5.000e-04, eta: 1 day, 13:41:51, time: 2.070, data_time: 0.006, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7240, loss_cls: 2.2499, loss: 2.2499, grad_norm: 11.9741 2020-09-20 02:37:25,142 - mmaction - INFO - Epoch [31][2060/3520] lr: 5.000e-04, eta: 1 day, 13:41:10, time: 1.869, data_time: 0.096, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7250, loss_cls: 2.2421, loss: 2.2421, grad_norm: 12.0612 2020-09-20 02:38:01,707 - mmaction - INFO - Epoch [31][2080/3520] lr: 5.000e-04, eta: 1 day, 13:40:28, time: 1.833, data_time: 0.026, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7177, loss_cls: 2.2845, loss: 2.2845, grad_norm: 12.1698 2020-09-20 02:38:43,147 - mmaction - INFO - Epoch [31][2100/3520] lr: 5.000e-04, eta: 1 day, 13:39:49, time: 2.068, data_time: 0.271, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7125, loss_cls: 2.2452, loss: 2.2452, grad_norm: 12.2509 2020-09-20 02:39:22,185 - mmaction - INFO - Epoch [31][2120/3520] lr: 5.000e-04, eta: 1 day, 13:39:09, time: 1.955, data_time: 0.356, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7094, loss_cls: 2.3102, loss: 2.3102, grad_norm: 12.4424 2020-09-20 02:40:01,034 - mmaction - INFO - Epoch [31][2140/3520] lr: 5.000e-04, eta: 1 day, 13:38:29, time: 1.941, data_time: 0.278, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7521, loss_cls: 2.1288, loss: 2.1288, grad_norm: 11.7611 2020-09-20 02:40:41,177 - mmaction - INFO - Epoch [31][2160/3520] lr: 5.000e-04, eta: 1 day, 13:37:50, time: 2.006, data_time: 0.124, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7281, loss_cls: 2.1987, loss: 2.1987, grad_norm: 12.2479 2020-09-20 02:41:19,927 - mmaction - INFO - Epoch [31][2180/3520] lr: 5.000e-04, eta: 1 day, 13:37:09, time: 1.937, data_time: 0.023, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7135, loss_cls: 2.2185, loss: 2.2185, grad_norm: 12.1695 2020-09-20 02:41:57,880 - mmaction - INFO - Epoch [31][2200/3520] lr: 5.000e-04, eta: 1 day, 13:36:29, time: 1.901, data_time: 0.262, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7250, loss_cls: 2.2755, loss: 2.2755, grad_norm: 12.1294 2020-09-20 02:42:38,595 - mmaction - INFO - Epoch [31][2220/3520] lr: 5.000e-04, eta: 1 day, 13:35:50, time: 2.035, data_time: 0.185, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7052, loss_cls: 2.2602, loss: 2.2602, grad_norm: 12.2147 2020-09-20 02:43:16,678 - mmaction - INFO - Epoch [31][2240/3520] lr: 5.000e-04, eta: 1 day, 13:35:09, time: 1.903, data_time: 0.005, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7365, loss_cls: 2.1949, loss: 2.1949, grad_norm: 11.6783 2020-09-20 02:43:56,966 - mmaction - INFO - Epoch [31][2260/3520] lr: 5.000e-04, eta: 1 day, 13:34:29, time: 2.015, data_time: 0.092, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7156, loss_cls: 2.3284, loss: 2.3284, grad_norm: 12.7060 2020-09-20 02:44:35,324 - mmaction - INFO - Epoch [31][2280/3520] lr: 5.000e-04, eta: 1 day, 13:33:49, time: 1.918, data_time: 0.347, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7198, loss_cls: 2.2147, loss: 2.2147, grad_norm: 11.9372 2020-09-20 02:45:13,184 - mmaction - INFO - Epoch [31][2300/3520] lr: 5.000e-04, eta: 1 day, 13:33:08, time: 1.893, data_time: 0.065, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 2.2489, loss: 2.2489, grad_norm: 11.9539 2020-09-20 02:45:52,011 - mmaction - INFO - Epoch [31][2320/3520] lr: 5.000e-04, eta: 1 day, 13:32:28, time: 1.940, data_time: 0.135, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7313, loss_cls: 2.2123, loss: 2.2123, grad_norm: 11.9676 2020-09-20 02:46:31,317 - mmaction - INFO - Epoch [31][2340/3520] lr: 5.000e-04, eta: 1 day, 13:31:48, time: 1.963, data_time: 0.161, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7229, loss_cls: 2.2324, loss: 2.2324, grad_norm: 11.9607 2020-09-20 02:47:10,288 - mmaction - INFO - Epoch [31][2360/3520] lr: 5.000e-04, eta: 1 day, 13:31:08, time: 1.948, data_time: 0.023, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7375, loss_cls: 2.2081, loss: 2.2081, grad_norm: 11.8789 2020-09-20 02:47:49,996 - mmaction - INFO - Epoch [31][2380/3520] lr: 5.000e-04, eta: 1 day, 13:30:28, time: 1.989, data_time: 0.094, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7167, loss_cls: 2.2832, loss: 2.2832, grad_norm: 12.3800 2020-09-20 02:48:29,239 - mmaction - INFO - Epoch [31][2400/3520] lr: 5.000e-04, eta: 1 day, 13:29:48, time: 1.962, data_time: 0.005, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7385, loss_cls: 2.1554, loss: 2.1554, grad_norm: 11.8690 2020-09-20 02:49:07,914 - mmaction - INFO - Epoch [31][2420/3520] lr: 5.000e-04, eta: 1 day, 13:29:08, time: 1.934, data_time: 0.056, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7094, loss_cls: 2.2906, loss: 2.2906, grad_norm: 12.5342 2020-09-20 02:49:47,215 - mmaction - INFO - Epoch [31][2440/3520] lr: 5.000e-04, eta: 1 day, 13:28:28, time: 1.960, data_time: 0.040, memory: 8337, top1_acc: 0.4156, top5_acc: 0.7187, loss_cls: 2.3158, loss: 2.3158, grad_norm: 12.4490 2020-09-20 02:50:26,574 - mmaction - INFO - Epoch [31][2460/3520] lr: 5.000e-04, eta: 1 day, 13:27:48, time: 1.972, data_time: 0.016, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7333, loss_cls: 2.1685, loss: 2.1685, grad_norm: 11.9152 2020-09-20 02:51:05,062 - mmaction - INFO - Epoch [31][2480/3520] lr: 5.000e-04, eta: 1 day, 13:27:07, time: 1.924, data_time: 0.012, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7208, loss_cls: 2.2849, loss: 2.2849, grad_norm: 11.9177 2020-09-20 02:51:44,304 - mmaction - INFO - Epoch [31][2500/3520] lr: 5.000e-04, eta: 1 day, 13:26:27, time: 1.963, data_time: 0.875, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.1646, loss: 2.1646, grad_norm: 12.1595 2020-09-20 02:52:25,348 - mmaction - INFO - Epoch [31][2520/3520] lr: 5.000e-04, eta: 1 day, 13:25:48, time: 2.052, data_time: 1.292, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7010, loss_cls: 2.3781, loss: 2.3781, grad_norm: 12.8406 2020-09-20 02:53:03,060 - mmaction - INFO - Epoch [31][2540/3520] lr: 5.000e-04, eta: 1 day, 13:25:07, time: 1.887, data_time: 0.587, memory: 8337, top1_acc: 0.4292, top5_acc: 0.7052, loss_cls: 2.3185, loss: 2.3185, grad_norm: 12.5304 2020-09-20 02:53:42,225 - mmaction - INFO - Epoch [31][2560/3520] lr: 5.000e-04, eta: 1 day, 13:24:27, time: 1.954, data_time: 0.424, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7219, loss_cls: 2.2293, loss: 2.2293, grad_norm: 12.6065 2020-09-20 02:54:21,569 - mmaction - INFO - Epoch [31][2580/3520] lr: 5.000e-04, eta: 1 day, 13:23:48, time: 1.971, data_time: 0.314, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7198, loss_cls: 2.2581, loss: 2.2581, grad_norm: 12.3024 2020-09-20 02:55:02,773 - mmaction - INFO - Epoch [31][2600/3520] lr: 5.000e-04, eta: 1 day, 13:23:08, time: 2.030, data_time: 0.082, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7427, loss_cls: 2.1888, loss: 2.1888, grad_norm: 12.3045 2020-09-20 02:55:40,541 - mmaction - INFO - Epoch [31][2620/3520] lr: 5.000e-04, eta: 1 day, 13:22:28, time: 1.917, data_time: 0.310, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7438, loss_cls: 2.1783, loss: 2.1783, grad_norm: 12.1932 2020-09-20 02:56:19,181 - mmaction - INFO - Epoch [31][2640/3520] lr: 5.000e-04, eta: 1 day, 13:21:47, time: 1.934, data_time: 0.612, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7573, loss_cls: 2.1088, loss: 2.1088, grad_norm: 11.9534 2020-09-20 02:57:00,337 - mmaction - INFO - Epoch [31][2660/3520] lr: 5.000e-04, eta: 1 day, 13:21:09, time: 2.058, data_time: 0.757, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7177, loss_cls: 2.2926, loss: 2.2926, grad_norm: 12.3439 2020-09-20 02:57:39,171 - mmaction - INFO - Epoch [31][2680/3520] lr: 5.000e-04, eta: 1 day, 13:20:28, time: 1.941, data_time: 0.383, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7354, loss_cls: 2.1695, loss: 2.1695, grad_norm: 12.0817 2020-09-20 02:58:17,679 - mmaction - INFO - Epoch [31][2700/3520] lr: 5.000e-04, eta: 1 day, 13:19:48, time: 1.926, data_time: 0.049, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7000, loss_cls: 2.3593, loss: 2.3593, grad_norm: 12.9605 2020-09-20 02:58:58,066 - mmaction - INFO - Epoch [31][2720/3520] lr: 5.000e-04, eta: 1 day, 13:19:09, time: 2.017, data_time: 1.353, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7094, loss_cls: 2.2558, loss: 2.2558, grad_norm: 11.7360 2020-09-20 02:59:38,819 - mmaction - INFO - Epoch [31][2740/3520] lr: 5.000e-04, eta: 1 day, 13:18:30, time: 2.040, data_time: 0.386, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7375, loss_cls: 2.1699, loss: 2.1699, grad_norm: 12.2773 2020-09-20 03:00:23,694 - mmaction - INFO - Epoch [31][2760/3520] lr: 5.000e-04, eta: 1 day, 13:17:53, time: 2.227, data_time: 0.773, memory: 8337, top1_acc: 0.4135, top5_acc: 0.6990, loss_cls: 2.3880, loss: 2.3880, grad_norm: 12.6987 2020-09-20 03:01:01,887 - mmaction - INFO - Epoch [31][2780/3520] lr: 5.000e-04, eta: 1 day, 13:17:13, time: 1.925, data_time: 0.103, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7406, loss_cls: 2.1925, loss: 2.1925, grad_norm: 12.2096 2020-09-20 03:01:41,426 - mmaction - INFO - Epoch [31][2800/3520] lr: 5.000e-04, eta: 1 day, 13:16:33, time: 1.975, data_time: 0.782, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7344, loss_cls: 2.2021, loss: 2.2021, grad_norm: 11.8314 2020-09-20 03:02:20,858 - mmaction - INFO - Epoch [31][2820/3520] lr: 5.000e-04, eta: 1 day, 13:15:53, time: 1.974, data_time: 0.494, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7302, loss_cls: 2.2636, loss: 2.2636, grad_norm: 12.5465 2020-09-20 03:03:01,529 - mmaction - INFO - Epoch [31][2840/3520] lr: 5.000e-04, eta: 1 day, 13:15:14, time: 2.033, data_time: 0.688, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7510, loss_cls: 2.2312, loss: 2.2312, grad_norm: 12.2990 2020-09-20 03:03:40,154 - mmaction - INFO - Epoch [31][2860/3520] lr: 5.000e-04, eta: 1 day, 13:14:33, time: 1.928, data_time: 0.217, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7323, loss_cls: 2.2105, loss: 2.2105, grad_norm: 12.2584 2020-09-20 03:04:18,535 - mmaction - INFO - Epoch [31][2880/3520] lr: 5.000e-04, eta: 1 day, 13:13:53, time: 1.922, data_time: 0.009, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7188, loss_cls: 2.2258, loss: 2.2258, grad_norm: 11.9721 2020-09-20 03:04:58,307 - mmaction - INFO - Epoch [31][2900/3520] lr: 5.000e-04, eta: 1 day, 13:13:13, time: 1.986, data_time: 0.318, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7073, loss_cls: 2.3517, loss: 2.3517, grad_norm: 12.3076 2020-09-20 03:05:37,255 - mmaction - INFO - Epoch [31][2920/3520] lr: 5.000e-04, eta: 1 day, 13:12:33, time: 1.950, data_time: 0.878, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7323, loss_cls: 2.1920, loss: 2.1920, grad_norm: 12.2713 2020-09-20 03:06:16,913 - mmaction - INFO - Epoch [31][2940/3520] lr: 5.000e-04, eta: 1 day, 13:11:53, time: 1.983, data_time: 0.097, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7292, loss_cls: 2.2668, loss: 2.2668, grad_norm: 12.0466 2020-09-20 03:06:53,857 - mmaction - INFO - Epoch [31][2960/3520] lr: 5.000e-04, eta: 1 day, 13:11:12, time: 1.847, data_time: 0.094, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7125, loss_cls: 2.3263, loss: 2.3263, grad_norm: 12.5261 2020-09-20 03:07:33,584 - mmaction - INFO - Epoch [31][2980/3520] lr: 5.000e-04, eta: 1 day, 13:10:32, time: 1.987, data_time: 0.059, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7260, loss_cls: 2.2120, loss: 2.2120, grad_norm: 12.2029 2020-09-20 03:08:12,190 - mmaction - INFO - Epoch [31][3000/3520] lr: 5.000e-04, eta: 1 day, 13:09:52, time: 1.928, data_time: 0.659, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7167, loss_cls: 2.2825, loss: 2.2825, grad_norm: 12.5515 2020-09-20 03:08:52,561 - mmaction - INFO - Epoch [31][3020/3520] lr: 5.000e-04, eta: 1 day, 13:09:13, time: 2.021, data_time: 0.675, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7208, loss_cls: 2.3063, loss: 2.3063, grad_norm: 12.5388 2020-09-20 03:09:31,933 - mmaction - INFO - Epoch [31][3040/3520] lr: 5.000e-04, eta: 1 day, 13:08:33, time: 1.968, data_time: 0.309, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7177, loss_cls: 2.3006, loss: 2.3006, grad_norm: 12.6102 2020-09-20 03:10:12,871 - mmaction - INFO - Epoch [31][3060/3520] lr: 5.000e-04, eta: 1 day, 13:07:54, time: 2.042, data_time: 0.198, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.3436, loss: 2.3436, grad_norm: 12.3556 2020-09-20 03:10:51,144 - mmaction - INFO - Epoch [31][3080/3520] lr: 5.000e-04, eta: 1 day, 13:07:13, time: 1.919, data_time: 0.541, memory: 8337, top1_acc: 0.4656, top5_acc: 0.6958, loss_cls: 2.2794, loss: 2.2794, grad_norm: 12.1601 2020-09-20 03:11:31,258 - mmaction - INFO - Epoch [31][3100/3520] lr: 5.000e-04, eta: 1 day, 13:06:34, time: 2.004, data_time: 0.426, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7427, loss_cls: 2.2097, loss: 2.2097, grad_norm: 12.3551 2020-09-20 03:12:10,410 - mmaction - INFO - Epoch [31][3120/3520] lr: 5.000e-04, eta: 1 day, 13:05:54, time: 1.959, data_time: 0.310, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7083, loss_cls: 2.2450, loss: 2.2450, grad_norm: 11.9046 2020-09-20 03:12:51,334 - mmaction - INFO - Epoch [31][3140/3520] lr: 5.000e-04, eta: 1 day, 13:05:15, time: 2.046, data_time: 0.038, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7167, loss_cls: 2.2459, loss: 2.2459, grad_norm: 12.2380 2020-09-20 03:13:30,073 - mmaction - INFO - Epoch [31][3160/3520] lr: 5.000e-04, eta: 1 day, 13:04:34, time: 1.932, data_time: 0.113, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.1440, loss: 2.1440, grad_norm: 12.0652 2020-09-20 03:14:07,719 - mmaction - INFO - Epoch [31][3180/3520] lr: 5.000e-04, eta: 1 day, 13:03:53, time: 1.885, data_time: 0.009, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7250, loss_cls: 2.3102, loss: 2.3102, grad_norm: 12.1962 2020-09-20 03:14:47,614 - mmaction - INFO - Epoch [31][3200/3520] lr: 5.000e-04, eta: 1 day, 13:03:14, time: 1.994, data_time: 0.409, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7219, loss_cls: 2.2449, loss: 2.2449, grad_norm: 12.7320 2020-09-20 03:15:26,828 - mmaction - INFO - Epoch [31][3220/3520] lr: 5.000e-04, eta: 1 day, 13:02:34, time: 1.961, data_time: 0.802, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7292, loss_cls: 2.1952, loss: 2.1952, grad_norm: 12.5872 2020-09-20 03:16:08,096 - mmaction - INFO - Epoch [31][3240/3520] lr: 5.000e-04, eta: 1 day, 13:01:55, time: 2.064, data_time: 1.396, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7344, loss_cls: 2.2388, loss: 2.2388, grad_norm: 12.3633 2020-09-20 03:16:47,062 - mmaction - INFO - Epoch [31][3260/3520] lr: 5.000e-04, eta: 1 day, 13:01:15, time: 1.950, data_time: 1.059, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7198, loss_cls: 2.2765, loss: 2.2765, grad_norm: 12.0736 2020-09-20 03:17:25,676 - mmaction - INFO - Epoch [31][3280/3520] lr: 5.000e-04, eta: 1 day, 13:00:35, time: 1.931, data_time: 0.356, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7219, loss_cls: 2.2245, loss: 2.2245, grad_norm: 12.1612 2020-09-20 03:18:05,774 - mmaction - INFO - Epoch [31][3300/3520] lr: 5.000e-04, eta: 1 day, 12:59:55, time: 1.999, data_time: 0.017, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7260, loss_cls: 2.2376, loss: 2.2376, grad_norm: 12.4317 2020-09-20 03:18:44,378 - mmaction - INFO - Epoch [31][3320/3520] lr: 5.000e-04, eta: 1 day, 12:59:15, time: 1.936, data_time: 0.161, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7104, loss_cls: 2.2581, loss: 2.2581, grad_norm: 12.2683 2020-09-20 03:19:21,841 - mmaction - INFO - Epoch [31][3340/3520] lr: 5.000e-04, eta: 1 day, 12:58:34, time: 1.874, data_time: 0.013, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7146, loss_cls: 2.3228, loss: 2.3228, grad_norm: 12.6573 2020-09-20 03:19:59,413 - mmaction - INFO - Epoch [31][3360/3520] lr: 5.000e-04, eta: 1 day, 12:57:53, time: 1.875, data_time: 0.186, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7396, loss_cls: 2.1392, loss: 2.1392, grad_norm: 12.2515 2020-09-20 03:20:39,538 - mmaction - INFO - Epoch [31][3380/3520] lr: 5.000e-04, eta: 1 day, 12:57:13, time: 2.008, data_time: 0.229, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2069, loss: 2.2069, grad_norm: 12.1938 2020-09-20 03:21:18,128 - mmaction - INFO - Epoch [31][3400/3520] lr: 5.000e-04, eta: 1 day, 12:56:33, time: 1.928, data_time: 0.013, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7385, loss_cls: 2.2010, loss: 2.2010, grad_norm: 12.2547 2020-09-20 03:21:57,779 - mmaction - INFO - Epoch [31][3420/3520] lr: 5.000e-04, eta: 1 day, 12:55:53, time: 1.985, data_time: 0.218, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7396, loss_cls: 2.2196, loss: 2.2196, grad_norm: 12.0274 2020-09-20 03:22:36,847 - mmaction - INFO - Epoch [31][3440/3520] lr: 5.000e-04, eta: 1 day, 12:55:13, time: 1.951, data_time: 0.277, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7260, loss_cls: 2.1792, loss: 2.1792, grad_norm: 11.8870 2020-09-20 03:23:17,132 - mmaction - INFO - Epoch [31][3460/3520] lr: 5.000e-04, eta: 1 day, 12:54:34, time: 2.014, data_time: 0.257, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7135, loss_cls: 2.2876, loss: 2.2876, grad_norm: 12.6286 2020-09-20 03:23:58,166 - mmaction - INFO - Epoch [31][3480/3520] lr: 5.000e-04, eta: 1 day, 12:53:55, time: 2.054, data_time: 0.032, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7031, loss_cls: 2.3280, loss: 2.3280, grad_norm: 12.2571 2020-09-20 03:24:37,240 - mmaction - INFO - Epoch [31][3500/3520] lr: 5.000e-04, eta: 1 day, 12:53:15, time: 1.951, data_time: 0.006, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7438, loss_cls: 2.2056, loss: 2.2056, grad_norm: 11.9457 2020-09-20 03:25:13,581 - mmaction - INFO - Epoch [31][3520/3520] lr: 5.000e-04, eta: 1 day, 12:52:33, time: 1.820, data_time: 0.020, memory: 8337, top1_acc: 0.4478, top5_acc: 0.7152, loss_cls: 2.2670, loss: 2.2670, grad_norm: 12.4252 2020-09-20 03:25:33,070 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-09-20 03:27:50,358 - mmaction - INFO - Epoch [32][20/3520] lr: 5.000e-04, eta: 1 day, 12:52:53, time: 6.831, data_time: 4.934, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7448, loss_cls: 2.1310, loss: 2.1310, grad_norm: 11.8153 2020-09-20 03:28:29,656 - mmaction - INFO - Epoch [32][40/3520] lr: 5.000e-04, eta: 1 day, 12:52:13, time: 1.968, data_time: 0.168, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7229, loss_cls: 2.2621, loss: 2.2621, grad_norm: 12.5247 2020-09-20 03:29:08,250 - mmaction - INFO - Epoch [32][60/3520] lr: 5.000e-04, eta: 1 day, 12:51:32, time: 1.932, data_time: 1.154, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1613, loss: 2.1613, grad_norm: 11.8845 2020-09-20 03:29:46,686 - mmaction - INFO - Epoch [32][80/3520] lr: 5.000e-04, eta: 1 day, 12:50:52, time: 1.919, data_time: 0.141, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7396, loss_cls: 2.1798, loss: 2.1798, grad_norm: 12.1580 2020-09-20 03:30:26,288 - mmaction - INFO - Epoch [32][100/3520] lr: 5.000e-04, eta: 1 day, 12:50:12, time: 1.979, data_time: 0.193, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7250, loss_cls: 2.2481, loss: 2.2481, grad_norm: 11.9748 2020-09-20 03:31:04,466 - mmaction - INFO - Epoch [32][120/3520] lr: 5.000e-04, eta: 1 day, 12:49:31, time: 1.910, data_time: 0.170, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7208, loss_cls: 2.2487, loss: 2.2487, grad_norm: 12.1344 2020-09-20 03:31:42,728 - mmaction - INFO - Epoch [32][140/3520] lr: 5.000e-04, eta: 1 day, 12:48:51, time: 1.916, data_time: 0.117, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.2071, loss: 2.2071, grad_norm: 11.9496 2020-09-20 03:32:22,087 - mmaction - INFO - Epoch [32][160/3520] lr: 5.000e-04, eta: 1 day, 12:48:11, time: 1.968, data_time: 0.627, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7198, loss_cls: 2.2655, loss: 2.2655, grad_norm: 12.4014 2020-09-20 03:33:03,045 - mmaction - INFO - Epoch [32][180/3520] lr: 5.000e-04, eta: 1 day, 12:47:32, time: 2.047, data_time: 1.206, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7375, loss_cls: 2.2300, loss: 2.2300, grad_norm: 12.5553 2020-09-20 03:33:43,797 - mmaction - INFO - Epoch [32][200/3520] lr: 5.000e-04, eta: 1 day, 12:46:53, time: 2.038, data_time: 0.809, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.1988, loss: 2.1988, grad_norm: 11.9934 2020-09-20 03:34:22,071 - mmaction - INFO - Epoch [32][220/3520] lr: 5.000e-04, eta: 1 day, 12:46:12, time: 1.914, data_time: 0.150, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7396, loss_cls: 2.1338, loss: 2.1338, grad_norm: 12.4138 2020-09-20 03:35:02,615 - mmaction - INFO - Epoch [32][240/3520] lr: 5.000e-04, eta: 1 day, 12:45:33, time: 2.027, data_time: 0.015, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7427, loss_cls: 2.1937, loss: 2.1937, grad_norm: 12.4078 2020-09-20 03:35:41,772 - mmaction - INFO - Epoch [32][260/3520] lr: 5.000e-04, eta: 1 day, 12:44:53, time: 1.959, data_time: 0.026, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7125, loss_cls: 2.2092, loss: 2.2092, grad_norm: 12.2603 2020-09-20 03:36:19,780 - mmaction - INFO - Epoch [32][280/3520] lr: 5.000e-04, eta: 1 day, 12:44:12, time: 1.900, data_time: 0.314, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1952, loss: 2.1952, grad_norm: 12.2692 2020-09-20 03:36:58,366 - mmaction - INFO - Epoch [32][300/3520] lr: 5.000e-04, eta: 1 day, 12:43:32, time: 1.929, data_time: 0.020, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7271, loss_cls: 2.1884, loss: 2.1884, grad_norm: 11.8724 2020-09-20 03:37:38,299 - mmaction - INFO - Epoch [32][320/3520] lr: 5.000e-04, eta: 1 day, 12:42:52, time: 1.994, data_time: 0.027, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7156, loss_cls: 2.2442, loss: 2.2442, grad_norm: 12.3468 2020-09-20 03:38:17,739 - mmaction - INFO - Epoch [32][340/3520] lr: 5.000e-04, eta: 1 day, 12:42:12, time: 1.974, data_time: 0.088, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7333, loss_cls: 2.1799, loss: 2.1799, grad_norm: 12.0713 2020-09-20 03:38:58,491 - mmaction - INFO - Epoch [32][360/3520] lr: 5.000e-04, eta: 1 day, 12:41:33, time: 2.034, data_time: 0.621, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7281, loss_cls: 2.2133, loss: 2.2133, grad_norm: 11.9909 2020-09-20 03:39:36,660 - mmaction - INFO - Epoch [32][380/3520] lr: 5.000e-04, eta: 1 day, 12:40:53, time: 1.911, data_time: 0.487, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1486, loss: 2.1486, grad_norm: 12.4884 2020-09-20 03:40:14,546 - mmaction - INFO - Epoch [32][400/3520] lr: 5.000e-04, eta: 1 day, 12:40:12, time: 1.892, data_time: 0.157, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7083, loss_cls: 2.2997, loss: 2.2997, grad_norm: 12.8640 2020-09-20 03:40:53,146 - mmaction - INFO - Epoch [32][420/3520] lr: 5.000e-04, eta: 1 day, 12:39:31, time: 1.933, data_time: 0.861, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7156, loss_cls: 2.2683, loss: 2.2683, grad_norm: 11.9254 2020-09-20 03:41:34,103 - mmaction - INFO - Epoch [32][440/3520] lr: 5.000e-04, eta: 1 day, 12:38:52, time: 2.046, data_time: 0.237, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7365, loss_cls: 2.2235, loss: 2.2235, grad_norm: 12.4786 2020-09-20 03:42:12,015 - mmaction - INFO - Epoch [32][460/3520] lr: 5.000e-04, eta: 1 day, 12:38:12, time: 1.896, data_time: 0.008, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7208, loss_cls: 2.2420, loss: 2.2420, grad_norm: 12.4839 2020-09-20 03:42:52,038 - mmaction - INFO - Epoch [32][480/3520] lr: 5.000e-04, eta: 1 day, 12:37:32, time: 2.003, data_time: 0.892, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7083, loss_cls: 2.2876, loss: 2.2876, grad_norm: 12.6808 2020-09-20 03:43:30,907 - mmaction - INFO - Epoch [32][500/3520] lr: 5.000e-04, eta: 1 day, 12:36:52, time: 1.944, data_time: 0.909, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7281, loss_cls: 2.2546, loss: 2.2546, grad_norm: 12.3832 2020-09-20 03:44:09,841 - mmaction - INFO - Epoch [32][520/3520] lr: 5.000e-04, eta: 1 day, 12:36:12, time: 1.944, data_time: 0.451, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7083, loss_cls: 2.2935, loss: 2.2935, grad_norm: 12.3909 2020-09-20 03:44:50,845 - mmaction - INFO - Epoch [32][540/3520] lr: 5.000e-04, eta: 1 day, 12:35:33, time: 2.049, data_time: 1.072, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7323, loss_cls: 2.2257, loss: 2.2257, grad_norm: 12.4645 2020-09-20 03:45:28,052 - mmaction - INFO - Epoch [32][560/3520] lr: 5.000e-04, eta: 1 day, 12:34:51, time: 1.861, data_time: 0.424, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.2884, loss: 2.2884, grad_norm: 12.6240 2020-09-20 03:46:06,436 - mmaction - INFO - Epoch [32][580/3520] lr: 5.000e-04, eta: 1 day, 12:34:11, time: 1.922, data_time: 0.502, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7385, loss_cls: 2.2030, loss: 2.2030, grad_norm: 12.5791 2020-09-20 03:46:45,447 - mmaction - INFO - Epoch [32][600/3520] lr: 5.000e-04, eta: 1 day, 12:33:31, time: 1.947, data_time: 0.020, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7281, loss_cls: 2.2262, loss: 2.2262, grad_norm: 12.7842 2020-09-20 03:47:25,969 - mmaction - INFO - Epoch [32][620/3520] lr: 5.000e-04, eta: 1 day, 12:32:52, time: 2.029, data_time: 0.392, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7208, loss_cls: 2.2514, loss: 2.2514, grad_norm: 12.4743 2020-09-20 03:48:04,699 - mmaction - INFO - Epoch [32][640/3520] lr: 5.000e-04, eta: 1 day, 12:32:11, time: 1.934, data_time: 0.004, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7146, loss_cls: 2.1924, loss: 2.1924, grad_norm: 12.2468 2020-09-20 03:48:44,910 - mmaction - INFO - Epoch [32][660/3520] lr: 5.000e-04, eta: 1 day, 12:31:32, time: 2.013, data_time: 0.995, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7010, loss_cls: 2.3435, loss: 2.3435, grad_norm: 12.5169 2020-09-20 03:49:24,254 - mmaction - INFO - Epoch [32][680/3520] lr: 5.000e-04, eta: 1 day, 12:30:52, time: 1.967, data_time: 1.268, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7250, loss_cls: 2.1992, loss: 2.1992, grad_norm: 12.0088 2020-09-20 03:50:02,828 - mmaction - INFO - Epoch [32][700/3520] lr: 5.000e-04, eta: 1 day, 12:30:11, time: 1.916, data_time: 0.044, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7542, loss_cls: 2.1620, loss: 2.1620, grad_norm: 12.3394 2020-09-20 03:50:42,891 - mmaction - INFO - Epoch [32][720/3520] lr: 5.000e-04, eta: 1 day, 12:29:32, time: 2.013, data_time: 0.412, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7365, loss_cls: 2.1255, loss: 2.1255, grad_norm: 12.0251 2020-09-20 03:51:21,683 - mmaction - INFO - Epoch [32][740/3520] lr: 5.000e-04, eta: 1 day, 12:28:52, time: 1.943, data_time: 0.046, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7552, loss_cls: 2.1163, loss: 2.1163, grad_norm: 12.1036 2020-09-20 03:51:59,240 - mmaction - INFO - Epoch [32][760/3520] lr: 5.000e-04, eta: 1 day, 12:28:11, time: 1.876, data_time: 0.021, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7302, loss_cls: 2.1866, loss: 2.1866, grad_norm: 12.3470 2020-09-20 03:52:39,541 - mmaction - INFO - Epoch [32][780/3520] lr: 5.000e-04, eta: 1 day, 12:27:31, time: 2.014, data_time: 0.161, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7573, loss_cls: 2.1540, loss: 2.1540, grad_norm: 12.4961 2020-09-20 03:53:18,800 - mmaction - INFO - Epoch [32][800/3520] lr: 5.000e-04, eta: 1 day, 12:26:51, time: 1.959, data_time: 0.452, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7531, loss_cls: 2.1507, loss: 2.1507, grad_norm: 12.2533 2020-09-20 03:53:58,078 - mmaction - INFO - Epoch [32][820/3520] lr: 5.000e-04, eta: 1 day, 12:26:11, time: 1.971, data_time: 0.331, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7344, loss_cls: 2.1911, loss: 2.1911, grad_norm: 12.1732 2020-09-20 03:54:36,468 - mmaction - INFO - Epoch [32][840/3520] lr: 5.000e-04, eta: 1 day, 12:25:31, time: 1.917, data_time: 0.040, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7292, loss_cls: 2.2593, loss: 2.2593, grad_norm: 12.4844 2020-09-20 03:55:16,673 - mmaction - INFO - Epoch [32][860/3520] lr: 5.000e-04, eta: 1 day, 12:24:51, time: 2.010, data_time: 0.053, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7354, loss_cls: 2.2010, loss: 2.2010, grad_norm: 12.3551 2020-09-20 03:55:55,049 - mmaction - INFO - Epoch [32][880/3520] lr: 5.000e-04, eta: 1 day, 12:24:11, time: 1.922, data_time: 0.151, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7479, loss_cls: 2.1986, loss: 2.1986, grad_norm: 12.2508 2020-09-20 03:56:35,490 - mmaction - INFO - Epoch [32][900/3520] lr: 5.000e-04, eta: 1 day, 12:23:32, time: 2.021, data_time: 0.585, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7302, loss_cls: 2.1787, loss: 2.1787, grad_norm: 12.3968 2020-09-20 03:57:13,912 - mmaction - INFO - Epoch [32][920/3520] lr: 5.000e-04, eta: 1 day, 12:22:51, time: 1.921, data_time: 0.004, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7229, loss_cls: 2.2466, loss: 2.2466, grad_norm: 12.6050 2020-09-20 03:57:51,282 - mmaction - INFO - Epoch [32][940/3520] lr: 5.000e-04, eta: 1 day, 12:22:10, time: 1.864, data_time: 0.337, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7198, loss_cls: 2.2609, loss: 2.2609, grad_norm: 12.4448 2020-09-20 03:58:30,710 - mmaction - INFO - Epoch [32][960/3520] lr: 5.000e-04, eta: 1 day, 12:21:30, time: 1.975, data_time: 1.065, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7198, loss_cls: 2.3079, loss: 2.3079, grad_norm: 12.5927 2020-09-20 03:59:10,822 - mmaction - INFO - Epoch [32][980/3520] lr: 5.000e-04, eta: 1 day, 12:20:51, time: 2.004, data_time: 0.956, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7490, loss_cls: 2.1085, loss: 2.1085, grad_norm: 12.1494 2020-09-20 03:59:48,678 - mmaction - INFO - Epoch [32][1000/3520] lr: 5.000e-04, eta: 1 day, 12:20:10, time: 1.895, data_time: 0.149, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7135, loss_cls: 2.3098, loss: 2.3098, grad_norm: 12.8031 2020-09-20 04:00:34,376 - mmaction - INFO - Epoch [32][1020/3520] lr: 5.000e-04, eta: 1 day, 12:19:33, time: 2.241, data_time: 0.167, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7156, loss_cls: 2.2514, loss: 2.2514, grad_norm: 12.4533 2020-09-20 04:01:11,390 - mmaction - INFO - Epoch [32][1040/3520] lr: 5.000e-04, eta: 1 day, 12:18:52, time: 1.894, data_time: 0.191, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7479, loss_cls: 2.1483, loss: 2.1483, grad_norm: 12.4757 2020-09-20 04:01:51,180 - mmaction - INFO - Epoch [32][1060/3520] lr: 5.000e-04, eta: 1 day, 12:18:13, time: 1.987, data_time: 0.141, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7083, loss_cls: 2.2750, loss: 2.2750, grad_norm: 12.3903 2020-09-20 04:02:31,423 - mmaction - INFO - Epoch [32][1080/3520] lr: 5.000e-04, eta: 1 day, 12:17:33, time: 2.015, data_time: 0.375, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7177, loss_cls: 2.3250, loss: 2.3250, grad_norm: 12.7845 2020-09-20 04:03:11,527 - mmaction - INFO - Epoch [32][1100/3520] lr: 5.000e-04, eta: 1 day, 12:16:54, time: 2.003, data_time: 0.079, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7135, loss_cls: 2.3081, loss: 2.3081, grad_norm: 12.6981 2020-09-20 04:03:51,263 - mmaction - INFO - Epoch [32][1120/3520] lr: 5.000e-04, eta: 1 day, 12:16:14, time: 1.989, data_time: 0.545, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7167, loss_cls: 2.2575, loss: 2.2575, grad_norm: 12.1626 2020-09-20 04:04:30,822 - mmaction - INFO - Epoch [32][1140/3520] lr: 5.000e-04, eta: 1 day, 12:15:34, time: 1.978, data_time: 0.006, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7437, loss_cls: 2.2012, loss: 2.2012, grad_norm: 12.3091 2020-09-20 04:05:10,267 - mmaction - INFO - Epoch [32][1160/3520] lr: 5.000e-04, eta: 1 day, 12:14:55, time: 1.967, data_time: 0.387, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7187, loss_cls: 2.2316, loss: 2.2316, grad_norm: 12.3930 2020-09-20 04:05:49,532 - mmaction - INFO - Epoch [32][1180/3520] lr: 5.000e-04, eta: 1 day, 12:14:15, time: 1.964, data_time: 0.701, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7333, loss_cls: 2.1594, loss: 2.1594, grad_norm: 12.1781 2020-09-20 04:06:28,776 - mmaction - INFO - Epoch [32][1200/3520] lr: 5.000e-04, eta: 1 day, 12:13:35, time: 1.964, data_time: 0.242, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7187, loss_cls: 2.2563, loss: 2.2563, grad_norm: 12.3448 2020-09-20 04:07:06,998 - mmaction - INFO - Epoch [32][1220/3520] lr: 5.000e-04, eta: 1 day, 12:12:54, time: 1.911, data_time: 0.006, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7604, loss_cls: 2.1657, loss: 2.1657, grad_norm: 12.4359 2020-09-20 04:07:45,700 - mmaction - INFO - Epoch [32][1240/3520] lr: 5.000e-04, eta: 1 day, 12:12:14, time: 1.935, data_time: 0.032, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7135, loss_cls: 2.2970, loss: 2.2970, grad_norm: 12.6025 2020-09-20 04:08:25,420 - mmaction - INFO - Epoch [32][1260/3520] lr: 5.000e-04, eta: 1 day, 12:11:34, time: 1.984, data_time: 0.584, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7271, loss_cls: 2.2194, loss: 2.2194, grad_norm: 12.2023 2020-09-20 04:09:04,754 - mmaction - INFO - Epoch [32][1280/3520] lr: 5.000e-04, eta: 1 day, 12:10:54, time: 1.969, data_time: 0.473, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7063, loss_cls: 2.2724, loss: 2.2724, grad_norm: 12.5030 2020-09-20 04:09:44,372 - mmaction - INFO - Epoch [32][1300/3520] lr: 5.000e-04, eta: 1 day, 12:10:14, time: 1.978, data_time: 0.432, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7396, loss_cls: 2.1973, loss: 2.1973, grad_norm: 12.1932 2020-09-20 04:10:24,398 - mmaction - INFO - Epoch [32][1320/3520] lr: 5.000e-04, eta: 1 day, 12:09:35, time: 2.000, data_time: 0.113, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7344, loss_cls: 2.2365, loss: 2.2365, grad_norm: 12.5977 2020-09-20 04:11:05,012 - mmaction - INFO - Epoch [32][1340/3520] lr: 5.000e-04, eta: 1 day, 12:08:56, time: 2.032, data_time: 0.217, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.1742, loss: 2.1742, grad_norm: 12.2277 2020-09-20 04:11:42,911 - mmaction - INFO - Epoch [32][1360/3520] lr: 5.000e-04, eta: 1 day, 12:08:15, time: 1.898, data_time: 0.304, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7302, loss_cls: 2.2020, loss: 2.2020, grad_norm: 12.3951 2020-09-20 04:12:23,054 - mmaction - INFO - Epoch [32][1380/3520] lr: 5.000e-04, eta: 1 day, 12:07:35, time: 2.006, data_time: 0.967, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7302, loss_cls: 2.2426, loss: 2.2426, grad_norm: 12.5012 2020-09-20 04:13:01,874 - mmaction - INFO - Epoch [32][1400/3520] lr: 5.000e-04, eta: 1 day, 12:06:55, time: 1.939, data_time: 0.439, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7312, loss_cls: 2.1918, loss: 2.1918, grad_norm: 12.0401 2020-09-20 04:13:40,751 - mmaction - INFO - Epoch [32][1420/3520] lr: 5.000e-04, eta: 1 day, 12:06:15, time: 1.947, data_time: 0.510, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7542, loss_cls: 2.1170, loss: 2.1170, grad_norm: 11.6879 2020-09-20 04:14:20,502 - mmaction - INFO - Epoch [32][1440/3520] lr: 5.000e-04, eta: 1 day, 12:05:35, time: 1.985, data_time: 0.151, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7229, loss_cls: 2.2648, loss: 2.2648, grad_norm: 12.2381 2020-09-20 04:14:59,036 - mmaction - INFO - Epoch [32][1460/3520] lr: 5.000e-04, eta: 1 day, 12:04:55, time: 1.929, data_time: 0.010, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1936, loss: 2.1936, grad_norm: 12.8126 2020-09-20 04:15:38,691 - mmaction - INFO - Epoch [32][1480/3520] lr: 5.000e-04, eta: 1 day, 12:04:15, time: 1.983, data_time: 0.006, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7198, loss_cls: 2.3072, loss: 2.3072, grad_norm: 12.5180 2020-09-20 04:16:19,256 - mmaction - INFO - Epoch [32][1500/3520] lr: 5.000e-04, eta: 1 day, 12:03:36, time: 2.025, data_time: 0.269, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7260, loss_cls: 2.2277, loss: 2.2277, grad_norm: 12.7329 2020-09-20 04:16:58,389 - mmaction - INFO - Epoch [32][1520/3520] lr: 5.000e-04, eta: 1 day, 12:02:56, time: 1.956, data_time: 0.678, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7365, loss_cls: 2.1479, loss: 2.1479, grad_norm: 12.3848 2020-09-20 04:17:38,915 - mmaction - INFO - Epoch [32][1540/3520] lr: 5.000e-04, eta: 1 day, 12:02:17, time: 2.030, data_time: 0.868, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.1912, loss: 2.1912, grad_norm: 12.4094 2020-09-20 04:18:17,762 - mmaction - INFO - Epoch [32][1560/3520] lr: 5.000e-04, eta: 1 day, 12:01:36, time: 1.940, data_time: 0.015, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7260, loss_cls: 2.2409, loss: 2.2409, grad_norm: 12.9353 2020-09-20 04:18:55,536 - mmaction - INFO - Epoch [32][1580/3520] lr: 5.000e-04, eta: 1 day, 12:00:55, time: 1.891, data_time: 0.192, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7521, loss_cls: 2.1359, loss: 2.1359, grad_norm: 12.4805 2020-09-20 04:19:35,043 - mmaction - INFO - Epoch [32][1600/3520] lr: 5.000e-04, eta: 1 day, 12:00:16, time: 1.972, data_time: 0.440, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7448, loss_cls: 2.1058, loss: 2.1058, grad_norm: 12.1836 2020-09-20 04:20:14,457 - mmaction - INFO - Epoch [32][1620/3520] lr: 5.000e-04, eta: 1 day, 11:59:36, time: 1.971, data_time: 0.529, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7354, loss_cls: 2.1912, loss: 2.1912, grad_norm: 12.4490 2020-09-20 04:20:52,404 - mmaction - INFO - Epoch [32][1640/3520] lr: 5.000e-04, eta: 1 day, 11:58:55, time: 1.900, data_time: 0.204, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7448, loss_cls: 2.2357, loss: 2.2357, grad_norm: 12.4861 2020-09-20 04:21:30,632 - mmaction - INFO - Epoch [32][1660/3520] lr: 5.000e-04, eta: 1 day, 11:58:14, time: 1.911, data_time: 0.024, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7125, loss_cls: 2.2700, loss: 2.2700, grad_norm: 12.7067 2020-09-20 04:22:11,711 - mmaction - INFO - Epoch [32][1680/3520] lr: 5.000e-04, eta: 1 day, 11:57:35, time: 2.051, data_time: 0.070, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2501, loss: 2.2501, grad_norm: 12.6241 2020-09-20 04:22:52,491 - mmaction - INFO - Epoch [32][1700/3520] lr: 5.000e-04, eta: 1 day, 11:56:56, time: 2.043, data_time: 0.008, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7323, loss_cls: 2.2330, loss: 2.2330, grad_norm: 12.5820 2020-09-20 04:23:30,089 - mmaction - INFO - Epoch [32][1720/3520] lr: 5.000e-04, eta: 1 day, 11:56:15, time: 1.877, data_time: 0.178, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7177, loss_cls: 2.2214, loss: 2.2214, grad_norm: 12.3022 2020-09-20 04:24:08,576 - mmaction - INFO - Epoch [32][1740/3520] lr: 5.000e-04, eta: 1 day, 11:55:35, time: 1.926, data_time: 0.076, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7333, loss_cls: 2.2521, loss: 2.2521, grad_norm: 12.5248 2020-09-20 04:24:49,037 - mmaction - INFO - Epoch [32][1760/3520] lr: 5.000e-04, eta: 1 day, 11:54:56, time: 2.021, data_time: 0.040, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7240, loss_cls: 2.2466, loss: 2.2466, grad_norm: 12.5945 2020-09-20 04:25:27,229 - mmaction - INFO - Epoch [32][1780/3520] lr: 5.000e-04, eta: 1 day, 11:54:15, time: 1.913, data_time: 0.203, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.2045, loss: 2.2045, grad_norm: 12.2571 2020-09-20 04:26:07,476 - mmaction - INFO - Epoch [32][1800/3520] lr: 5.000e-04, eta: 1 day, 11:53:36, time: 2.009, data_time: 0.082, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7531, loss_cls: 2.0765, loss: 2.0765, grad_norm: 12.3209 2020-09-20 04:26:47,059 - mmaction - INFO - Epoch [32][1820/3520] lr: 5.000e-04, eta: 1 day, 11:52:56, time: 1.982, data_time: 0.068, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7292, loss_cls: 2.2989, loss: 2.2989, grad_norm: 12.8316 2020-09-20 04:27:28,072 - mmaction - INFO - Epoch [32][1840/3520] lr: 5.000e-04, eta: 1 day, 11:52:17, time: 2.047, data_time: 1.107, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7281, loss_cls: 2.2194, loss: 2.2194, grad_norm: 12.7365 2020-09-20 04:28:05,280 - mmaction - INFO - Epoch [32][1860/3520] lr: 5.000e-04, eta: 1 day, 11:51:36, time: 1.864, data_time: 0.456, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7281, loss_cls: 2.2476, loss: 2.2476, grad_norm: 12.3925 2020-09-20 04:28:43,779 - mmaction - INFO - Epoch [32][1880/3520] lr: 5.000e-04, eta: 1 day, 11:50:55, time: 1.925, data_time: 0.134, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7417, loss_cls: 2.1923, loss: 2.1923, grad_norm: 12.7919 2020-09-20 04:29:23,606 - mmaction - INFO - Epoch [32][1900/3520] lr: 5.000e-04, eta: 1 day, 11:50:16, time: 1.992, data_time: 0.021, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2201, loss: 2.2201, grad_norm: 12.8513 2020-09-20 04:30:01,426 - mmaction - INFO - Epoch [32][1920/3520] lr: 5.000e-04, eta: 1 day, 11:49:35, time: 1.890, data_time: 0.027, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7177, loss_cls: 2.3024, loss: 2.3024, grad_norm: 13.0323 2020-09-20 04:30:41,299 - mmaction - INFO - Epoch [32][1940/3520] lr: 5.000e-04, eta: 1 day, 11:48:55, time: 1.994, data_time: 0.004, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7323, loss_cls: 2.3069, loss: 2.3069, grad_norm: 12.9772 2020-09-20 04:31:21,745 - mmaction - INFO - Epoch [32][1960/3520] lr: 5.000e-04, eta: 1 day, 11:48:16, time: 2.017, data_time: 0.007, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7396, loss_cls: 2.1666, loss: 2.1666, grad_norm: 12.2100 2020-09-20 04:32:01,193 - mmaction - INFO - Epoch [32][1980/3520] lr: 5.000e-04, eta: 1 day, 11:47:36, time: 1.976, data_time: 0.231, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7083, loss_cls: 2.2601, loss: 2.2601, grad_norm: 12.6997 2020-09-20 04:32:43,407 - mmaction - INFO - Epoch [32][2000/3520] lr: 5.000e-04, eta: 1 day, 11:46:58, time: 2.112, data_time: 0.008, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7323, loss_cls: 2.1654, loss: 2.1654, grad_norm: 12.2618 2020-09-20 04:33:20,931 - mmaction - INFO - Epoch [32][2020/3520] lr: 5.000e-04, eta: 1 day, 11:46:17, time: 1.876, data_time: 0.258, memory: 8337, top1_acc: 0.4219, top5_acc: 0.6990, loss_cls: 2.3376, loss: 2.3376, grad_norm: 12.5690 2020-09-20 04:34:01,799 - mmaction - INFO - Epoch [32][2040/3520] lr: 5.000e-04, eta: 1 day, 11:45:38, time: 2.041, data_time: 0.717, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7500, loss_cls: 2.1628, loss: 2.1628, grad_norm: 12.1587 2020-09-20 04:34:39,089 - mmaction - INFO - Epoch [32][2060/3520] lr: 5.000e-04, eta: 1 day, 11:44:57, time: 1.866, data_time: 0.406, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7281, loss_cls: 2.2336, loss: 2.2336, grad_norm: 12.6796 2020-09-20 04:35:19,446 - mmaction - INFO - Epoch [32][2080/3520] lr: 5.000e-04, eta: 1 day, 11:44:17, time: 2.015, data_time: 0.086, memory: 8337, top1_acc: 0.4177, top5_acc: 0.6927, loss_cls: 2.3267, loss: 2.3267, grad_norm: 13.2318 2020-09-20 04:35:57,756 - mmaction - INFO - Epoch [32][2100/3520] lr: 5.000e-04, eta: 1 day, 11:43:37, time: 1.918, data_time: 0.130, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7281, loss_cls: 2.1518, loss: 2.1518, grad_norm: 12.1561 2020-09-20 04:36:36,800 - mmaction - INFO - Epoch [32][2120/3520] lr: 5.000e-04, eta: 1 day, 11:42:57, time: 1.953, data_time: 0.468, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7021, loss_cls: 2.3149, loss: 2.3149, grad_norm: 13.0938 2020-09-20 04:37:15,247 - mmaction - INFO - Epoch [32][2140/3520] lr: 5.000e-04, eta: 1 day, 11:42:16, time: 1.923, data_time: 0.005, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7271, loss_cls: 2.2324, loss: 2.2324, grad_norm: 12.7371 2020-09-20 04:37:54,509 - mmaction - INFO - Epoch [32][2160/3520] lr: 5.000e-04, eta: 1 day, 11:41:36, time: 1.959, data_time: 0.317, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7198, loss_cls: 2.2555, loss: 2.2555, grad_norm: 12.7349 2020-09-20 04:38:32,904 - mmaction - INFO - Epoch [32][2180/3520] lr: 5.000e-04, eta: 1 day, 11:40:56, time: 1.923, data_time: 0.310, memory: 8337, top1_acc: 0.4229, top5_acc: 0.7312, loss_cls: 2.2456, loss: 2.2456, grad_norm: 12.8752 2020-09-20 04:39:12,524 - mmaction - INFO - Epoch [32][2200/3520] lr: 5.000e-04, eta: 1 day, 11:40:16, time: 1.979, data_time: 0.021, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7688, loss_cls: 2.1022, loss: 2.1022, grad_norm: 12.5799 2020-09-20 04:39:51,699 - mmaction - INFO - Epoch [32][2220/3520] lr: 5.000e-04, eta: 1 day, 11:39:36, time: 1.961, data_time: 0.044, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 2.2074, loss: 2.2074, grad_norm: 12.9404 2020-09-20 04:40:31,925 - mmaction - INFO - Epoch [32][2240/3520] lr: 5.000e-04, eta: 1 day, 11:38:57, time: 2.009, data_time: 0.028, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7365, loss_cls: 2.1331, loss: 2.1331, grad_norm: 12.5591 2020-09-20 04:41:12,543 - mmaction - INFO - Epoch [32][2260/3520] lr: 5.000e-04, eta: 1 day, 11:38:18, time: 2.033, data_time: 0.095, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7458, loss_cls: 2.1444, loss: 2.1444, grad_norm: 12.4961 2020-09-20 04:41:50,800 - mmaction - INFO - Epoch [32][2280/3520] lr: 5.000e-04, eta: 1 day, 11:37:37, time: 1.909, data_time: 0.777, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7438, loss_cls: 2.1503, loss: 2.1503, grad_norm: 12.6913 2020-09-20 04:42:33,289 - mmaction - INFO - Epoch [32][2300/3520] lr: 5.000e-04, eta: 1 day, 11:36:59, time: 2.126, data_time: 0.529, memory: 8337, top1_acc: 0.4229, top5_acc: 0.6990, loss_cls: 2.3748, loss: 2.3748, grad_norm: 13.4947 2020-09-20 04:43:12,643 - mmaction - INFO - Epoch [32][2320/3520] lr: 5.000e-04, eta: 1 day, 11:36:19, time: 1.970, data_time: 0.892, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7354, loss_cls: 2.1999, loss: 2.1999, grad_norm: 12.7974 2020-09-20 04:43:52,453 - mmaction - INFO - Epoch [32][2340/3520] lr: 5.000e-04, eta: 1 day, 11:35:39, time: 1.990, data_time: 0.838, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7281, loss_cls: 2.2389, loss: 2.2389, grad_norm: 12.4884 2020-09-20 04:44:31,723 - mmaction - INFO - Epoch [32][2360/3520] lr: 5.000e-04, eta: 1 day, 11:34:59, time: 1.964, data_time: 0.021, memory: 8337, top1_acc: 0.4323, top5_acc: 0.6937, loss_cls: 2.3188, loss: 2.3188, grad_norm: 12.4962 2020-09-20 04:45:10,795 - mmaction - INFO - Epoch [32][2380/3520] lr: 5.000e-04, eta: 1 day, 11:34:19, time: 1.953, data_time: 0.034, memory: 8337, top1_acc: 0.4490, top5_acc: 0.6969, loss_cls: 2.2933, loss: 2.2933, grad_norm: 12.7109 2020-09-20 04:45:48,950 - mmaction - INFO - Epoch [32][2400/3520] lr: 5.000e-04, eta: 1 day, 11:33:39, time: 1.907, data_time: 0.041, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7135, loss_cls: 2.2698, loss: 2.2698, grad_norm: 12.9136 2020-09-20 04:46:27,981 - mmaction - INFO - Epoch [32][2420/3520] lr: 5.000e-04, eta: 1 day, 11:32:59, time: 1.952, data_time: 0.197, memory: 8337, top1_acc: 0.4302, top5_acc: 0.7021, loss_cls: 2.3256, loss: 2.3256, grad_norm: 12.3882 2020-09-20 04:47:07,124 - mmaction - INFO - Epoch [32][2440/3520] lr: 5.000e-04, eta: 1 day, 11:32:19, time: 1.953, data_time: 0.223, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7427, loss_cls: 2.2122, loss: 2.2122, grad_norm: 13.0746 2020-09-20 04:47:44,643 - mmaction - INFO - Epoch [32][2460/3520] lr: 5.000e-04, eta: 1 day, 11:31:38, time: 1.877, data_time: 0.055, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7333, loss_cls: 2.1736, loss: 2.1736, grad_norm: 12.6218 2020-09-20 04:48:22,032 - mmaction - INFO - Epoch [32][2480/3520] lr: 5.000e-04, eta: 1 day, 11:30:57, time: 1.871, data_time: 0.054, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7396, loss_cls: 2.1235, loss: 2.1235, grad_norm: 11.9295 2020-09-20 04:49:01,221 - mmaction - INFO - Epoch [32][2500/3520] lr: 5.000e-04, eta: 1 day, 11:30:17, time: 1.960, data_time: 0.687, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7156, loss_cls: 2.2376, loss: 2.2376, grad_norm: 12.4061 2020-09-20 04:49:39,079 - mmaction - INFO - Epoch [32][2520/3520] lr: 5.000e-04, eta: 1 day, 11:29:36, time: 1.893, data_time: 0.634, memory: 8337, top1_acc: 0.4500, top5_acc: 0.6948, loss_cls: 2.3197, loss: 2.3197, grad_norm: 12.7271 2020-09-20 04:50:19,436 - mmaction - INFO - Epoch [32][2540/3520] lr: 5.000e-04, eta: 1 day, 11:28:56, time: 2.013, data_time: 0.453, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7177, loss_cls: 2.2433, loss: 2.2433, grad_norm: 12.3381 2020-09-20 04:51:00,597 - mmaction - INFO - Epoch [32][2560/3520] lr: 5.000e-04, eta: 1 day, 11:28:18, time: 2.063, data_time: 0.085, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7312, loss_cls: 2.2253, loss: 2.2253, grad_norm: 12.3937 2020-09-20 04:51:38,795 - mmaction - INFO - Epoch [32][2580/3520] lr: 5.000e-04, eta: 1 day, 11:27:37, time: 1.909, data_time: 0.120, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7260, loss_cls: 2.2414, loss: 2.2414, grad_norm: 12.3824 2020-09-20 04:52:20,368 - mmaction - INFO - Epoch [32][2600/3520] lr: 5.000e-04, eta: 1 day, 11:26:58, time: 2.080, data_time: 0.314, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2542, loss: 2.2542, grad_norm: 12.5853 2020-09-20 04:53:00,417 - mmaction - INFO - Epoch [32][2620/3520] lr: 5.000e-04, eta: 1 day, 11:26:19, time: 1.999, data_time: 0.199, memory: 8337, top1_acc: 0.4281, top5_acc: 0.6979, loss_cls: 2.3290, loss: 2.3290, grad_norm: 13.1146 2020-09-20 04:53:40,030 - mmaction - INFO - Epoch [32][2640/3520] lr: 5.000e-04, eta: 1 day, 11:25:39, time: 1.981, data_time: 0.435, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7333, loss_cls: 2.2014, loss: 2.2014, grad_norm: 12.4643 2020-09-20 04:54:18,541 - mmaction - INFO - Epoch [32][2660/3520] lr: 5.000e-04, eta: 1 day, 11:24:59, time: 1.927, data_time: 0.009, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7344, loss_cls: 2.1954, loss: 2.1954, grad_norm: 12.3841 2020-09-20 04:54:57,424 - mmaction - INFO - Epoch [32][2680/3520] lr: 5.000e-04, eta: 1 day, 11:24:19, time: 1.945, data_time: 0.005, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7146, loss_cls: 2.2793, loss: 2.2793, grad_norm: 12.4791 2020-09-20 04:55:36,842 - mmaction - INFO - Epoch [32][2700/3520] lr: 5.000e-04, eta: 1 day, 11:23:39, time: 1.968, data_time: 0.271, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7292, loss_cls: 2.1836, loss: 2.1836, grad_norm: 12.4786 2020-09-20 04:56:15,794 - mmaction - INFO - Epoch [32][2720/3520] lr: 5.000e-04, eta: 1 day, 11:22:59, time: 1.950, data_time: 0.083, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7135, loss_cls: 2.2901, loss: 2.2901, grad_norm: 12.4615 2020-09-20 04:56:53,256 - mmaction - INFO - Epoch [32][2740/3520] lr: 5.000e-04, eta: 1 day, 11:22:18, time: 1.873, data_time: 0.009, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7167, loss_cls: 2.2469, loss: 2.2469, grad_norm: 12.4860 2020-09-20 04:57:33,256 - mmaction - INFO - Epoch [32][2760/3520] lr: 5.000e-04, eta: 1 day, 11:21:38, time: 2.000, data_time: 0.004, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7292, loss_cls: 2.2561, loss: 2.2561, grad_norm: 12.5917 2020-09-20 04:58:12,084 - mmaction - INFO - Epoch [32][2780/3520] lr: 5.000e-04, eta: 1 day, 11:20:58, time: 1.939, data_time: 0.094, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7188, loss_cls: 2.2744, loss: 2.2744, grad_norm: 12.6356 2020-09-20 04:58:51,798 - mmaction - INFO - Epoch [32][2800/3520] lr: 5.000e-04, eta: 1 day, 11:20:18, time: 1.988, data_time: 0.105, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7219, loss_cls: 2.2808, loss: 2.2808, grad_norm: 12.8966 2020-09-20 04:59:30,309 - mmaction - INFO - Epoch [32][2820/3520] lr: 5.000e-04, eta: 1 day, 11:19:38, time: 1.924, data_time: 0.008, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7177, loss_cls: 2.2429, loss: 2.2429, grad_norm: 12.6654 2020-09-20 05:00:20,042 - mmaction - INFO - Epoch [32][2840/3520] lr: 5.000e-04, eta: 1 day, 11:19:03, time: 2.464, data_time: 1.121, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7448, loss_cls: 2.1904, loss: 2.1904, grad_norm: 12.7060 2020-09-20 05:01:01,429 - mmaction - INFO - Epoch [32][2860/3520] lr: 5.000e-04, eta: 1 day, 11:18:25, time: 2.092, data_time: 0.078, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7260, loss_cls: 2.2433, loss: 2.2433, grad_norm: 12.4749 2020-09-20 05:01:37,934 - mmaction - INFO - Epoch [32][2880/3520] lr: 5.000e-04, eta: 1 day, 11:17:44, time: 1.829, data_time: 0.689, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7365, loss_cls: 2.1738, loss: 2.1738, grad_norm: 11.6307 2020-09-20 05:02:17,929 - mmaction - INFO - Epoch [32][2900/3520] lr: 5.000e-04, eta: 1 day, 11:17:04, time: 1.995, data_time: 0.658, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7292, loss_cls: 2.2295, loss: 2.2295, grad_norm: 12.3452 2020-09-20 05:02:56,470 - mmaction - INFO - Epoch [32][2920/3520] lr: 5.000e-04, eta: 1 day, 11:16:24, time: 1.930, data_time: 0.009, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7219, loss_cls: 2.2576, loss: 2.2576, grad_norm: 12.9085 2020-09-20 05:03:34,734 - mmaction - INFO - Epoch [32][2940/3520] lr: 5.000e-04, eta: 1 day, 11:15:43, time: 1.914, data_time: 0.318, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7052, loss_cls: 2.3199, loss: 2.3199, grad_norm: 12.6216 2020-09-20 05:04:16,122 - mmaction - INFO - Epoch [32][2960/3520] lr: 5.000e-04, eta: 1 day, 11:15:04, time: 2.069, data_time: 0.123, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7229, loss_cls: 2.1962, loss: 2.1962, grad_norm: 12.4675 2020-09-20 05:04:55,557 - mmaction - INFO - Epoch [32][2980/3520] lr: 5.000e-04, eta: 1 day, 11:14:24, time: 1.971, data_time: 0.373, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7271, loss_cls: 2.2417, loss: 2.2417, grad_norm: 12.4803 2020-09-20 05:05:34,718 - mmaction - INFO - Epoch [32][3000/3520] lr: 5.000e-04, eta: 1 day, 11:13:44, time: 1.956, data_time: 0.383, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7146, loss_cls: 2.2209, loss: 2.2209, grad_norm: 12.3696 2020-09-20 05:06:14,587 - mmaction - INFO - Epoch [32][3020/3520] lr: 5.000e-04, eta: 1 day, 11:13:05, time: 1.996, data_time: 0.313, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7500, loss_cls: 2.1208, loss: 2.1208, grad_norm: 11.9682 2020-09-20 05:06:54,325 - mmaction - INFO - Epoch [32][3040/3520] lr: 5.000e-04, eta: 1 day, 11:12:25, time: 1.987, data_time: 0.008, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7323, loss_cls: 2.1384, loss: 2.1384, grad_norm: 12.0010 2020-09-20 05:07:32,362 - mmaction - INFO - Epoch [32][3060/3520] lr: 5.000e-04, eta: 1 day, 11:11:44, time: 1.899, data_time: 0.006, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7229, loss_cls: 2.2403, loss: 2.2403, grad_norm: 12.5168 2020-09-20 05:08:11,258 - mmaction - INFO - Epoch [32][3080/3520] lr: 5.000e-04, eta: 1 day, 11:11:04, time: 1.948, data_time: 0.290, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7271, loss_cls: 2.1797, loss: 2.1797, grad_norm: 12.3051 2020-09-20 05:08:51,389 - mmaction - INFO - Epoch [32][3100/3520] lr: 5.000e-04, eta: 1 day, 11:10:25, time: 2.006, data_time: 0.004, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7104, loss_cls: 2.3192, loss: 2.3192, grad_norm: 12.8314 2020-09-20 05:09:30,846 - mmaction - INFO - Epoch [32][3120/3520] lr: 5.000e-04, eta: 1 day, 11:09:45, time: 1.974, data_time: 0.028, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.2177, loss: 2.2177, grad_norm: 12.3310 2020-09-20 05:10:08,278 - mmaction - INFO - Epoch [32][3140/3520] lr: 5.000e-04, eta: 1 day, 11:09:04, time: 1.868, data_time: 0.290, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7385, loss_cls: 2.1399, loss: 2.1399, grad_norm: 12.0732 2020-09-20 05:10:48,017 - mmaction - INFO - Epoch [32][3160/3520] lr: 5.000e-04, eta: 1 day, 11:08:24, time: 1.990, data_time: 0.116, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7281, loss_cls: 2.1401, loss: 2.1401, grad_norm: 12.2535 2020-09-20 05:11:29,595 - mmaction - INFO - Epoch [32][3180/3520] lr: 5.000e-04, eta: 1 day, 11:07:46, time: 2.078, data_time: 0.023, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7562, loss_cls: 2.1405, loss: 2.1405, grad_norm: 12.6044 2020-09-20 05:12:08,319 - mmaction - INFO - Epoch [32][3200/3520] lr: 5.000e-04, eta: 1 day, 11:07:05, time: 1.937, data_time: 0.072, memory: 8337, top1_acc: 0.4385, top5_acc: 0.6979, loss_cls: 2.3072, loss: 2.3072, grad_norm: 12.8644 2020-09-20 05:12:50,206 - mmaction - INFO - Epoch [32][3220/3520] lr: 5.000e-04, eta: 1 day, 11:06:27, time: 2.094, data_time: 0.029, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7354, loss_cls: 2.1657, loss: 2.1657, grad_norm: 12.2179 2020-09-20 05:13:27,956 - mmaction - INFO - Epoch [32][3240/3520] lr: 5.000e-04, eta: 1 day, 11:05:46, time: 1.889, data_time: 0.003, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7323, loss_cls: 2.1636, loss: 2.1636, grad_norm: 12.7550 2020-09-20 05:14:08,230 - mmaction - INFO - Epoch [32][3260/3520] lr: 5.000e-04, eta: 1 day, 11:05:07, time: 2.010, data_time: 0.018, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2514, loss: 2.2514, grad_norm: 12.6638 2020-09-20 05:14:48,499 - mmaction - INFO - Epoch [32][3280/3520] lr: 5.000e-04, eta: 1 day, 11:04:27, time: 2.016, data_time: 0.006, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7396, loss_cls: 2.2136, loss: 2.2136, grad_norm: 12.9155 2020-09-20 05:15:26,894 - mmaction - INFO - Epoch [32][3300/3520] lr: 5.000e-04, eta: 1 day, 11:03:47, time: 1.919, data_time: 0.007, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7135, loss_cls: 2.2692, loss: 2.2692, grad_norm: 12.3454 2020-09-20 05:16:06,004 - mmaction - INFO - Epoch [32][3320/3520] lr: 5.000e-04, eta: 1 day, 11:03:07, time: 1.957, data_time: 0.004, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7417, loss_cls: 2.1771, loss: 2.1771, grad_norm: 12.2046 2020-09-20 05:16:46,390 - mmaction - INFO - Epoch [32][3340/3520] lr: 5.000e-04, eta: 1 day, 11:02:27, time: 2.017, data_time: 0.004, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7354, loss_cls: 2.1938, loss: 2.1938, grad_norm: 12.3882 2020-09-20 05:17:26,046 - mmaction - INFO - Epoch [32][3360/3520] lr: 5.000e-04, eta: 1 day, 11:01:48, time: 1.985, data_time: 0.430, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7437, loss_cls: 2.2214, loss: 2.2214, grad_norm: 12.8259 2020-09-20 05:18:06,071 - mmaction - INFO - Epoch [32][3380/3520] lr: 5.000e-04, eta: 1 day, 11:01:08, time: 1.997, data_time: 0.015, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7302, loss_cls: 2.2388, loss: 2.2388, grad_norm: 12.3847 2020-09-20 05:18:45,106 - mmaction - INFO - Epoch [32][3400/3520] lr: 5.000e-04, eta: 1 day, 11:00:28, time: 1.956, data_time: 0.458, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7396, loss_cls: 2.1407, loss: 2.1407, grad_norm: 12.3039 2020-09-20 05:19:25,950 - mmaction - INFO - Epoch [32][3420/3520] lr: 5.000e-04, eta: 1 day, 10:59:49, time: 2.041, data_time: 0.470, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7281, loss_cls: 2.2196, loss: 2.2196, grad_norm: 12.5953 2020-09-20 05:20:04,969 - mmaction - INFO - Epoch [32][3440/3520] lr: 5.000e-04, eta: 1 day, 10:59:09, time: 1.951, data_time: 0.062, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7438, loss_cls: 2.1887, loss: 2.1887, grad_norm: 12.1567 2020-09-20 05:20:43,308 - mmaction - INFO - Epoch [32][3460/3520] lr: 5.000e-04, eta: 1 day, 10:58:28, time: 1.916, data_time: 0.364, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7313, loss_cls: 2.2303, loss: 2.2303, grad_norm: 12.8985 2020-09-20 05:21:24,695 - mmaction - INFO - Epoch [32][3480/3520] lr: 5.000e-04, eta: 1 day, 10:57:50, time: 2.072, data_time: 1.363, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7323, loss_cls: 2.1542, loss: 2.1542, grad_norm: 11.9339 2020-09-20 05:22:04,443 - mmaction - INFO - Epoch [32][3500/3520] lr: 5.000e-04, eta: 1 day, 10:57:10, time: 1.983, data_time: 0.435, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7427, loss_cls: 2.1630, loss: 2.1630, grad_norm: 12.5038 2020-09-20 05:22:40,373 - mmaction - INFO - Epoch [32][3520/3520] lr: 5.000e-04, eta: 1 day, 10:56:28, time: 1.801, data_time: 0.077, memory: 8337, top1_acc: 0.4707, top5_acc: 0.7380, loss_cls: 2.1862, loss: 2.1862, grad_norm: 12.2049 2020-09-20 05:22:59,634 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-20 05:39:09,437 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 05:39:10,029 - mmaction - INFO - top1_acc 0.2658 top5_acc 0.5453 2020-09-20 05:39:10,029 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 05:39:10,144 - mmaction - INFO - mean_acc 0.1993 2020-09-20 05:39:10,152 - mmaction - INFO - Epoch(val) [32][3520] top1_acc: 0.2658, top5_acc: 0.5453, mean_class_accuracy: 0.1993 2020-09-20 05:41:27,723 - mmaction - INFO - Epoch [33][20/3520] lr: 5.000e-04, eta: 1 day, 10:56:43, time: 6.866, data_time: 4.860, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7479, loss_cls: 2.1373, loss: 2.1373, grad_norm: 12.2469 2020-09-20 05:42:07,738 - mmaction - INFO - Epoch [33][40/3520] lr: 5.000e-04, eta: 1 day, 10:56:04, time: 2.011, data_time: 0.033, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7406, loss_cls: 2.1489, loss: 2.1489, grad_norm: 12.1544 2020-09-20 05:42:47,679 - mmaction - INFO - Epoch [33][60/3520] lr: 5.000e-04, eta: 1 day, 10:55:24, time: 1.998, data_time: 0.861, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7458, loss_cls: 2.1484, loss: 2.1484, grad_norm: 11.8533 2020-09-20 05:43:26,234 - mmaction - INFO - Epoch [33][80/3520] lr: 5.000e-04, eta: 1 day, 10:54:44, time: 1.928, data_time: 0.171, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7396, loss_cls: 2.1512, loss: 2.1512, grad_norm: 12.7033 2020-09-20 05:44:06,356 - mmaction - INFO - Epoch [33][100/3520] lr: 5.000e-04, eta: 1 day, 10:54:04, time: 2.005, data_time: 0.041, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7688, loss_cls: 2.1066, loss: 2.1066, grad_norm: 12.6686 2020-09-20 05:44:43,085 - mmaction - INFO - Epoch [33][120/3520] lr: 5.000e-04, eta: 1 day, 10:53:23, time: 1.838, data_time: 0.218, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7344, loss_cls: 2.1911, loss: 2.1911, grad_norm: 12.6400 2020-09-20 05:45:23,125 - mmaction - INFO - Epoch [33][140/3520] lr: 5.000e-04, eta: 1 day, 10:52:44, time: 1.999, data_time: 1.142, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7260, loss_cls: 2.2107, loss: 2.2107, grad_norm: 12.9504 2020-09-20 05:46:01,862 - mmaction - INFO - Epoch [33][160/3520] lr: 5.000e-04, eta: 1 day, 10:52:03, time: 1.938, data_time: 0.514, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7177, loss_cls: 2.2681, loss: 2.2681, grad_norm: 12.7468 2020-09-20 05:46:40,049 - mmaction - INFO - Epoch [33][180/3520] lr: 5.000e-04, eta: 1 day, 10:51:23, time: 1.911, data_time: 0.652, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7417, loss_cls: 2.2289, loss: 2.2289, grad_norm: 12.9194 2020-09-20 05:47:18,415 - mmaction - INFO - Epoch [33][200/3520] lr: 5.000e-04, eta: 1 day, 10:50:42, time: 1.916, data_time: 0.893, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7479, loss_cls: 2.1040, loss: 2.1040, grad_norm: 12.2349 2020-09-20 05:47:57,432 - mmaction - INFO - Epoch [33][220/3520] lr: 5.000e-04, eta: 1 day, 10:50:02, time: 1.954, data_time: 0.632, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7396, loss_cls: 2.2127, loss: 2.2127, grad_norm: 12.8859 2020-09-20 05:48:35,916 - mmaction - INFO - Epoch [33][240/3520] lr: 5.000e-04, eta: 1 day, 10:49:22, time: 1.921, data_time: 0.026, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7396, loss_cls: 2.1524, loss: 2.1524, grad_norm: 12.7920 2020-09-20 05:49:16,809 - mmaction - INFO - Epoch [33][260/3520] lr: 5.000e-04, eta: 1 day, 10:48:43, time: 2.048, data_time: 0.616, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7521, loss_cls: 2.1671, loss: 2.1671, grad_norm: 12.7050 2020-09-20 05:49:54,226 - mmaction - INFO - Epoch [33][280/3520] lr: 5.000e-04, eta: 1 day, 10:48:02, time: 1.866, data_time: 0.029, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7625, loss_cls: 2.0799, loss: 2.0799, grad_norm: 12.4573 2020-09-20 05:50:34,037 - mmaction - INFO - Epoch [33][300/3520] lr: 5.000e-04, eta: 1 day, 10:47:22, time: 1.994, data_time: 0.052, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.2292, loss: 2.2292, grad_norm: 12.3919 2020-09-20 05:51:12,260 - mmaction - INFO - Epoch [33][320/3520] lr: 5.000e-04, eta: 1 day, 10:46:41, time: 1.909, data_time: 0.023, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7542, loss_cls: 2.0749, loss: 2.0749, grad_norm: 12.0847 2020-09-20 05:51:52,641 - mmaction - INFO - Epoch [33][340/3520] lr: 5.000e-04, eta: 1 day, 10:46:02, time: 2.021, data_time: 0.649, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7479, loss_cls: 2.1275, loss: 2.1275, grad_norm: 12.3423 2020-09-20 05:52:32,785 - mmaction - INFO - Epoch [33][360/3520] lr: 5.000e-04, eta: 1 day, 10:45:23, time: 2.006, data_time: 0.006, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7271, loss_cls: 2.2065, loss: 2.2065, grad_norm: 12.6805 2020-09-20 05:53:11,105 - mmaction - INFO - Epoch [33][380/3520] lr: 5.000e-04, eta: 1 day, 10:44:42, time: 1.917, data_time: 0.182, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7354, loss_cls: 2.2168, loss: 2.2168, grad_norm: 12.9073 2020-09-20 05:53:49,809 - mmaction - INFO - Epoch [33][400/3520] lr: 5.000e-04, eta: 1 day, 10:44:02, time: 1.934, data_time: 0.036, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7427, loss_cls: 2.1314, loss: 2.1314, grad_norm: 12.4981 2020-09-20 05:54:29,812 - mmaction - INFO - Epoch [33][420/3520] lr: 5.000e-04, eta: 1 day, 10:43:22, time: 2.002, data_time: 0.397, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7313, loss_cls: 2.1175, loss: 2.1175, grad_norm: 12.0016 2020-09-20 05:55:07,813 - mmaction - INFO - Epoch [33][440/3520] lr: 5.000e-04, eta: 1 day, 10:42:41, time: 1.895, data_time: 0.005, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7458, loss_cls: 2.1015, loss: 2.1015, grad_norm: 12.5125 2020-09-20 05:55:47,257 - mmaction - INFO - Epoch [33][460/3520] lr: 5.000e-04, eta: 1 day, 10:42:01, time: 1.965, data_time: 0.017, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7281, loss_cls: 2.2376, loss: 2.2376, grad_norm: 13.0256 2020-09-20 05:56:26,839 - mmaction - INFO - Epoch [33][480/3520] lr: 5.000e-04, eta: 1 day, 10:41:22, time: 1.989, data_time: 0.150, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7365, loss_cls: 2.2018, loss: 2.2018, grad_norm: 12.8822 2020-09-20 05:57:05,390 - mmaction - INFO - Epoch [33][500/3520] lr: 5.000e-04, eta: 1 day, 10:40:41, time: 1.930, data_time: 0.007, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1609, loss: 2.1609, grad_norm: 12.5994 2020-09-20 05:57:43,185 - mmaction - INFO - Epoch [33][520/3520] lr: 5.000e-04, eta: 1 day, 10:40:01, time: 1.885, data_time: 0.005, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7302, loss_cls: 2.1767, loss: 2.1767, grad_norm: 12.5389 2020-09-20 05:58:21,353 - mmaction - INFO - Epoch [33][540/3520] lr: 5.000e-04, eta: 1 day, 10:39:20, time: 1.911, data_time: 0.113, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7427, loss_cls: 2.1373, loss: 2.1373, grad_norm: 12.5145 2020-09-20 05:59:01,416 - mmaction - INFO - Epoch [33][560/3520] lr: 5.000e-04, eta: 1 day, 10:38:41, time: 2.005, data_time: 0.145, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7177, loss_cls: 2.2875, loss: 2.2875, grad_norm: 13.0047 2020-09-20 05:59:37,393 - mmaction - INFO - Epoch [33][580/3520] lr: 5.000e-04, eta: 1 day, 10:37:59, time: 1.798, data_time: 0.269, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7531, loss_cls: 2.1488, loss: 2.1488, grad_norm: 12.4338 2020-09-20 06:00:25,617 - mmaction - INFO - Epoch [33][600/3520] lr: 5.000e-04, eta: 1 day, 10:37:23, time: 2.385, data_time: 0.479, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.1955, loss: 2.1955, grad_norm: 12.7433 2020-09-20 06:01:05,392 - mmaction - INFO - Epoch [33][620/3520] lr: 5.000e-04, eta: 1 day, 10:36:44, time: 2.014, data_time: 0.396, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7219, loss_cls: 2.2373, loss: 2.2373, grad_norm: 13.0654 2020-09-20 06:01:44,550 - mmaction - INFO - Epoch [33][640/3520] lr: 5.000e-04, eta: 1 day, 10:36:04, time: 1.956, data_time: 0.080, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7344, loss_cls: 2.1697, loss: 2.1697, grad_norm: 12.8786 2020-09-20 06:02:23,198 - mmaction - INFO - Epoch [33][660/3520] lr: 5.000e-04, eta: 1 day, 10:35:24, time: 1.934, data_time: 0.099, memory: 8337, top1_acc: 0.4448, top5_acc: 0.6937, loss_cls: 2.2897, loss: 2.2897, grad_norm: 13.1644 2020-09-20 06:03:04,171 - mmaction - INFO - Epoch [33][680/3520] lr: 5.000e-04, eta: 1 day, 10:34:45, time: 2.049, data_time: 0.702, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7427, loss_cls: 2.1214, loss: 2.1214, grad_norm: 12.3230 2020-09-20 06:03:43,679 - mmaction - INFO - Epoch [33][700/3520] lr: 5.000e-04, eta: 1 day, 10:34:05, time: 1.971, data_time: 0.298, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7396, loss_cls: 2.1731, loss: 2.1731, grad_norm: 12.8563 2020-09-20 06:04:20,790 - mmaction - INFO - Epoch [33][720/3520] lr: 5.000e-04, eta: 1 day, 10:33:24, time: 1.860, data_time: 0.144, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7240, loss_cls: 2.2464, loss: 2.2464, grad_norm: 13.0436 2020-09-20 06:05:00,501 - mmaction - INFO - Epoch [33][740/3520] lr: 5.000e-04, eta: 1 day, 10:32:44, time: 1.982, data_time: 0.007, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7125, loss_cls: 2.2591, loss: 2.2591, grad_norm: 12.7226 2020-09-20 06:05:38,804 - mmaction - INFO - Epoch [33][760/3520] lr: 5.000e-04, eta: 1 day, 10:32:03, time: 1.918, data_time: 0.060, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7302, loss_cls: 2.1821, loss: 2.1821, grad_norm: 12.8822 2020-09-20 06:06:19,243 - mmaction - INFO - Epoch [33][780/3520] lr: 5.000e-04, eta: 1 day, 10:31:24, time: 2.022, data_time: 1.249, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.1494, loss: 2.1494, grad_norm: 12.6748 2020-09-20 06:06:58,529 - mmaction - INFO - Epoch [33][800/3520] lr: 5.000e-04, eta: 1 day, 10:30:44, time: 1.965, data_time: 0.284, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7125, loss_cls: 2.2505, loss: 2.2505, grad_norm: 12.5274 2020-09-20 06:07:36,600 - mmaction - INFO - Epoch [33][820/3520] lr: 5.000e-04, eta: 1 day, 10:30:03, time: 1.899, data_time: 0.006, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7323, loss_cls: 2.2265, loss: 2.2265, grad_norm: 12.5363 2020-09-20 06:08:16,741 - mmaction - INFO - Epoch [33][840/3520] lr: 5.000e-04, eta: 1 day, 10:29:24, time: 2.011, data_time: 0.009, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7354, loss_cls: 2.1558, loss: 2.1558, grad_norm: 12.7341 2020-09-20 06:08:53,762 - mmaction - INFO - Epoch [33][860/3520] lr: 5.000e-04, eta: 1 day, 10:28:43, time: 1.848, data_time: 0.071, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7094, loss_cls: 2.2935, loss: 2.2935, grad_norm: 13.5152 2020-09-20 06:09:34,180 - mmaction - INFO - Epoch [33][880/3520] lr: 5.000e-04, eta: 1 day, 10:28:04, time: 2.024, data_time: 0.054, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7135, loss_cls: 2.2624, loss: 2.2624, grad_norm: 12.8681 2020-09-20 06:10:12,993 - mmaction - INFO - Epoch [33][900/3520] lr: 5.000e-04, eta: 1 day, 10:27:23, time: 1.941, data_time: 0.034, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7302, loss_cls: 2.1988, loss: 2.1988, grad_norm: 12.4754 2020-09-20 06:10:51,397 - mmaction - INFO - Epoch [33][920/3520] lr: 5.000e-04, eta: 1 day, 10:26:43, time: 1.919, data_time: 0.164, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7146, loss_cls: 2.2545, loss: 2.2545, grad_norm: 13.1563 2020-09-20 06:11:31,413 - mmaction - INFO - Epoch [33][940/3520] lr: 5.000e-04, eta: 1 day, 10:26:03, time: 2.000, data_time: 0.044, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7333, loss_cls: 2.2078, loss: 2.2078, grad_norm: 12.8629 2020-09-20 06:12:09,309 - mmaction - INFO - Epoch [33][960/3520] lr: 5.000e-04, eta: 1 day, 10:25:23, time: 1.896, data_time: 0.004, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7479, loss_cls: 2.1363, loss: 2.1363, grad_norm: 12.5631 2020-09-20 06:12:47,758 - mmaction - INFO - Epoch [33][980/3520] lr: 5.000e-04, eta: 1 day, 10:24:42, time: 1.918, data_time: 0.353, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7375, loss_cls: 2.1662, loss: 2.1662, grad_norm: 12.7692 2020-09-20 06:13:28,473 - mmaction - INFO - Epoch [33][1000/3520] lr: 5.000e-04, eta: 1 day, 10:24:03, time: 2.040, data_time: 0.418, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7375, loss_cls: 2.2321, loss: 2.2321, grad_norm: 12.9925 2020-09-20 06:14:05,908 - mmaction - INFO - Epoch [33][1020/3520] lr: 5.000e-04, eta: 1 day, 10:23:22, time: 1.869, data_time: 0.013, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7219, loss_cls: 2.2259, loss: 2.2259, grad_norm: 12.6930 2020-09-20 06:14:43,902 - mmaction - INFO - Epoch [33][1040/3520] lr: 5.000e-04, eta: 1 day, 10:22:41, time: 1.902, data_time: 0.328, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7187, loss_cls: 2.2119, loss: 2.2119, grad_norm: 12.7908 2020-09-20 06:15:22,108 - mmaction - INFO - Epoch [33][1060/3520] lr: 5.000e-04, eta: 1 day, 10:22:01, time: 1.910, data_time: 0.233, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7198, loss_cls: 2.2400, loss: 2.2400, grad_norm: 12.8940 2020-09-20 06:16:03,152 - mmaction - INFO - Epoch [33][1080/3520] lr: 5.000e-04, eta: 1 day, 10:21:22, time: 2.051, data_time: 0.077, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7458, loss_cls: 2.1593, loss: 2.1593, grad_norm: 12.8986 2020-09-20 06:16:40,585 - mmaction - INFO - Epoch [33][1100/3520] lr: 5.000e-04, eta: 1 day, 10:20:41, time: 1.872, data_time: 0.282, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7240, loss_cls: 2.2350, loss: 2.2350, grad_norm: 12.9101 2020-09-20 06:17:18,595 - mmaction - INFO - Epoch [33][1120/3520] lr: 5.000e-04, eta: 1 day, 10:20:00, time: 1.902, data_time: 0.164, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7448, loss_cls: 2.1839, loss: 2.1839, grad_norm: 12.6565 2020-09-20 06:17:56,715 - mmaction - INFO - Epoch [33][1140/3520] lr: 5.000e-04, eta: 1 day, 10:19:20, time: 1.905, data_time: 0.099, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7219, loss_cls: 2.2310, loss: 2.2310, grad_norm: 13.1196 2020-09-20 06:18:36,398 - mmaction - INFO - Epoch [33][1160/3520] lr: 5.000e-04, eta: 1 day, 10:18:40, time: 1.985, data_time: 0.382, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7323, loss_cls: 2.1538, loss: 2.1538, grad_norm: 12.6359 2020-09-20 06:19:15,334 - mmaction - INFO - Epoch [33][1180/3520] lr: 5.000e-04, eta: 1 day, 10:18:00, time: 1.944, data_time: 0.238, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1164, loss: 2.1164, grad_norm: 12.5389 2020-09-20 06:19:53,093 - mmaction - INFO - Epoch [33][1200/3520] lr: 5.000e-04, eta: 1 day, 10:17:19, time: 1.889, data_time: 0.301, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7448, loss_cls: 2.2136, loss: 2.2136, grad_norm: 12.8504 2020-09-20 06:20:33,011 - mmaction - INFO - Epoch [33][1220/3520] lr: 5.000e-04, eta: 1 day, 10:16:39, time: 1.995, data_time: 0.113, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7365, loss_cls: 2.1866, loss: 2.1866, grad_norm: 12.2372 2020-09-20 06:21:11,411 - mmaction - INFO - Epoch [33][1240/3520] lr: 5.000e-04, eta: 1 day, 10:15:59, time: 1.923, data_time: 0.009, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7344, loss_cls: 2.1524, loss: 2.1524, grad_norm: 11.9126 2020-09-20 06:21:49,496 - mmaction - INFO - Epoch [33][1260/3520] lr: 5.000e-04, eta: 1 day, 10:15:18, time: 1.901, data_time: 0.004, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7323, loss_cls: 2.1921, loss: 2.1921, grad_norm: 13.0574 2020-09-20 06:22:29,452 - mmaction - INFO - Epoch [33][1280/3520] lr: 5.000e-04, eta: 1 day, 10:14:39, time: 1.998, data_time: 0.189, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7198, loss_cls: 2.1988, loss: 2.1988, grad_norm: 12.8438 2020-09-20 06:23:08,778 - mmaction - INFO - Epoch [33][1300/3520] lr: 5.000e-04, eta: 1 day, 10:13:59, time: 1.970, data_time: 0.270, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7073, loss_cls: 2.2502, loss: 2.2502, grad_norm: 12.9614 2020-09-20 06:23:47,809 - mmaction - INFO - Epoch [33][1320/3520] lr: 5.000e-04, eta: 1 day, 10:13:19, time: 1.950, data_time: 0.048, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7177, loss_cls: 2.2702, loss: 2.2702, grad_norm: 12.9903 2020-09-20 06:24:27,136 - mmaction - INFO - Epoch [33][1340/3520] lr: 5.000e-04, eta: 1 day, 10:12:39, time: 1.966, data_time: 0.662, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7365, loss_cls: 2.1412, loss: 2.1412, grad_norm: 12.5231 2020-09-20 06:25:06,442 - mmaction - INFO - Epoch [33][1360/3520] lr: 5.000e-04, eta: 1 day, 10:11:59, time: 1.964, data_time: 0.579, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.1886, loss: 2.1886, grad_norm: 13.1127 2020-09-20 06:25:45,590 - mmaction - INFO - Epoch [33][1380/3520] lr: 5.000e-04, eta: 1 day, 10:11:19, time: 1.955, data_time: 0.405, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7271, loss_cls: 2.2451, loss: 2.2451, grad_norm: 13.1589 2020-09-20 06:26:24,719 - mmaction - INFO - Epoch [33][1400/3520] lr: 5.000e-04, eta: 1 day, 10:10:39, time: 1.962, data_time: 0.108, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7385, loss_cls: 2.1708, loss: 2.1708, grad_norm: 12.8379 2020-09-20 06:27:04,111 - mmaction - INFO - Epoch [33][1420/3520] lr: 5.000e-04, eta: 1 day, 10:09:59, time: 1.966, data_time: 0.020, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7427, loss_cls: 2.1953, loss: 2.1953, grad_norm: 13.1945 2020-09-20 06:27:41,233 - mmaction - INFO - Epoch [33][1440/3520] lr: 5.000e-04, eta: 1 day, 10:09:18, time: 1.860, data_time: 0.369, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.1839, loss: 2.1839, grad_norm: 13.1744 2020-09-20 06:28:20,157 - mmaction - INFO - Epoch [33][1460/3520] lr: 5.000e-04, eta: 1 day, 10:08:38, time: 1.943, data_time: 0.613, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7135, loss_cls: 2.2425, loss: 2.2425, grad_norm: 13.0361 2020-09-20 06:28:59,705 - mmaction - INFO - Epoch [33][1480/3520] lr: 5.000e-04, eta: 1 day, 10:07:58, time: 1.981, data_time: 0.044, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 2.2867, loss: 2.2867, grad_norm: 13.2048 2020-09-20 06:29:38,140 - mmaction - INFO - Epoch [33][1500/3520] lr: 5.000e-04, eta: 1 day, 10:07:17, time: 1.919, data_time: 0.005, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7260, loss_cls: 2.2165, loss: 2.2165, grad_norm: 12.9493 2020-09-20 06:30:17,886 - mmaction - INFO - Epoch [33][1520/3520] lr: 5.000e-04, eta: 1 day, 10:06:38, time: 1.986, data_time: 0.058, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7438, loss_cls: 2.1254, loss: 2.1254, grad_norm: 12.8854 2020-09-20 06:30:55,588 - mmaction - INFO - Epoch [33][1540/3520] lr: 5.000e-04, eta: 1 day, 10:05:57, time: 1.887, data_time: 0.010, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7094, loss_cls: 2.2730, loss: 2.2730, grad_norm: 13.1206 2020-09-20 06:31:34,159 - mmaction - INFO - Epoch [33][1560/3520] lr: 5.000e-04, eta: 1 day, 10:05:17, time: 1.928, data_time: 0.008, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7448, loss_cls: 2.1428, loss: 2.1428, grad_norm: 12.5751 2020-09-20 06:32:12,388 - mmaction - INFO - Epoch [33][1580/3520] lr: 5.000e-04, eta: 1 day, 10:04:36, time: 1.907, data_time: 0.008, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7438, loss_cls: 2.1611, loss: 2.1611, grad_norm: 13.0583 2020-09-20 06:32:51,320 - mmaction - INFO - Epoch [33][1600/3520] lr: 5.000e-04, eta: 1 day, 10:03:56, time: 1.953, data_time: 0.021, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7344, loss_cls: 2.2201, loss: 2.2201, grad_norm: 12.4676 2020-09-20 06:33:31,389 - mmaction - INFO - Epoch [33][1620/3520] lr: 5.000e-04, eta: 1 day, 10:03:16, time: 2.002, data_time: 0.014, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7271, loss_cls: 2.2287, loss: 2.2287, grad_norm: 13.0726 2020-09-20 06:34:10,628 - mmaction - INFO - Epoch [33][1640/3520] lr: 5.000e-04, eta: 1 day, 10:02:36, time: 1.961, data_time: 0.009, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7094, loss_cls: 2.3128, loss: 2.3128, grad_norm: 13.3878 2020-09-20 06:34:49,223 - mmaction - INFO - Epoch [33][1660/3520] lr: 5.000e-04, eta: 1 day, 10:01:56, time: 1.932, data_time: 0.107, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7219, loss_cls: 2.2557, loss: 2.2557, grad_norm: 12.7496 2020-09-20 06:35:30,029 - mmaction - INFO - Epoch [33][1680/3520] lr: 5.000e-04, eta: 1 day, 10:01:17, time: 2.041, data_time: 0.030, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7250, loss_cls: 2.2011, loss: 2.2011, grad_norm: 12.6148 2020-09-20 06:36:08,969 - mmaction - INFO - Epoch [33][1700/3520] lr: 5.000e-04, eta: 1 day, 10:00:37, time: 1.945, data_time: 0.305, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7115, loss_cls: 2.2370, loss: 2.2370, grad_norm: 12.9936 2020-09-20 06:36:47,405 - mmaction - INFO - Epoch [33][1720/3520] lr: 5.000e-04, eta: 1 day, 9:59:56, time: 1.923, data_time: 0.059, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7573, loss_cls: 2.1189, loss: 2.1189, grad_norm: 12.4476 2020-09-20 06:37:27,414 - mmaction - INFO - Epoch [33][1740/3520] lr: 5.000e-04, eta: 1 day, 9:59:17, time: 2.000, data_time: 0.013, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7469, loss_cls: 2.2177, loss: 2.2177, grad_norm: 12.9248 2020-09-20 06:38:05,915 - mmaction - INFO - Epoch [33][1760/3520] lr: 5.000e-04, eta: 1 day, 9:58:36, time: 1.922, data_time: 0.092, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7187, loss_cls: 2.2996, loss: 2.2996, grad_norm: 13.0855 2020-09-20 06:38:43,025 - mmaction - INFO - Epoch [33][1780/3520] lr: 5.000e-04, eta: 1 day, 9:57:55, time: 1.858, data_time: 0.006, memory: 8337, top1_acc: 0.4479, top5_acc: 0.6990, loss_cls: 2.3042, loss: 2.3042, grad_norm: 13.1074 2020-09-20 06:39:20,709 - mmaction - INFO - Epoch [33][1800/3520] lr: 5.000e-04, eta: 1 day, 9:57:15, time: 1.882, data_time: 0.120, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7542, loss_cls: 2.0899, loss: 2.0899, grad_norm: 12.4621 2020-09-20 06:40:00,035 - mmaction - INFO - Epoch [33][1820/3520] lr: 5.000e-04, eta: 1 day, 9:56:35, time: 1.967, data_time: 0.067, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7323, loss_cls: 2.2360, loss: 2.2360, grad_norm: 12.6263 2020-09-20 06:40:39,766 - mmaction - INFO - Epoch [33][1840/3520] lr: 5.000e-04, eta: 1 day, 9:55:55, time: 1.988, data_time: 0.013, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7531, loss_cls: 2.2089, loss: 2.2089, grad_norm: 12.7466 2020-09-20 06:41:18,273 - mmaction - INFO - Epoch [33][1860/3520] lr: 5.000e-04, eta: 1 day, 9:55:15, time: 1.921, data_time: 0.098, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7646, loss_cls: 2.0925, loss: 2.0925, grad_norm: 12.5692 2020-09-20 06:41:56,453 - mmaction - INFO - Epoch [33][1880/3520] lr: 5.000e-04, eta: 1 day, 9:54:34, time: 1.911, data_time: 0.305, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7458, loss_cls: 2.1689, loss: 2.1689, grad_norm: 12.7647 2020-09-20 06:42:35,707 - mmaction - INFO - Epoch [33][1900/3520] lr: 5.000e-04, eta: 1 day, 9:53:54, time: 1.965, data_time: 0.225, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0703, loss: 2.0703, grad_norm: 12.4839 2020-09-20 06:43:13,114 - mmaction - INFO - Epoch [33][1920/3520] lr: 5.000e-04, eta: 1 day, 9:53:13, time: 1.870, data_time: 0.019, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7271, loss_cls: 2.1864, loss: 2.1864, grad_norm: 12.9149 2020-09-20 06:43:51,488 - mmaction - INFO - Epoch [33][1940/3520] lr: 5.000e-04, eta: 1 day, 9:52:33, time: 1.919, data_time: 0.073, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7240, loss_cls: 2.2272, loss: 2.2272, grad_norm: 13.3244 2020-09-20 06:44:29,026 - mmaction - INFO - Epoch [33][1960/3520] lr: 5.000e-04, eta: 1 day, 9:51:52, time: 1.876, data_time: 0.005, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7583, loss_cls: 2.1033, loss: 2.1033, grad_norm: 12.6986 2020-09-20 06:45:07,475 - mmaction - INFO - Epoch [33][1980/3520] lr: 5.000e-04, eta: 1 day, 9:51:11, time: 1.917, data_time: 0.313, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7344, loss_cls: 2.1981, loss: 2.1981, grad_norm: 12.7289 2020-09-20 06:45:46,069 - mmaction - INFO - Epoch [33][2000/3520] lr: 5.000e-04, eta: 1 day, 9:50:31, time: 1.932, data_time: 0.230, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7375, loss_cls: 2.2378, loss: 2.2378, grad_norm: 13.1181 2020-09-20 06:46:25,206 - mmaction - INFO - Epoch [33][2020/3520] lr: 5.000e-04, eta: 1 day, 9:49:51, time: 1.959, data_time: 0.324, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7302, loss_cls: 2.1893, loss: 2.1893, grad_norm: 12.7429 2020-09-20 06:47:03,349 - mmaction - INFO - Epoch [33][2040/3520] lr: 5.000e-04, eta: 1 day, 9:49:11, time: 1.908, data_time: 0.004, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7281, loss_cls: 2.1902, loss: 2.1902, grad_norm: 12.9634 2020-09-20 06:47:41,863 - mmaction - INFO - Epoch [33][2060/3520] lr: 5.000e-04, eta: 1 day, 9:48:30, time: 1.925, data_time: 0.005, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7208, loss_cls: 2.2249, loss: 2.2249, grad_norm: 12.9973 2020-09-20 06:48:19,843 - mmaction - INFO - Epoch [33][2080/3520] lr: 5.000e-04, eta: 1 day, 9:47:50, time: 1.899, data_time: 0.006, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7115, loss_cls: 2.2963, loss: 2.2963, grad_norm: 12.7669 2020-09-20 06:48:59,278 - mmaction - INFO - Epoch [33][2100/3520] lr: 5.000e-04, eta: 1 day, 9:47:10, time: 1.969, data_time: 0.056, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7292, loss_cls: 2.2589, loss: 2.2589, grad_norm: 13.0985 2020-09-20 06:49:37,591 - mmaction - INFO - Epoch [33][2120/3520] lr: 5.000e-04, eta: 1 day, 9:46:29, time: 1.918, data_time: 0.008, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7260, loss_cls: 2.2470, loss: 2.2470, grad_norm: 13.0977 2020-09-20 06:50:17,978 - mmaction - INFO - Epoch [33][2140/3520] lr: 5.000e-04, eta: 1 day, 9:45:50, time: 2.012, data_time: 0.375, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7208, loss_cls: 2.2341, loss: 2.2341, grad_norm: 12.8376 2020-09-20 06:50:56,198 - mmaction - INFO - Epoch [33][2160/3520] lr: 5.000e-04, eta: 1 day, 9:45:09, time: 1.919, data_time: 0.823, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7177, loss_cls: 2.2347, loss: 2.2347, grad_norm: 12.7033 2020-09-20 06:51:35,584 - mmaction - INFO - Epoch [33][2180/3520] lr: 5.000e-04, eta: 1 day, 9:44:30, time: 1.966, data_time: 0.578, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7292, loss_cls: 2.2347, loss: 2.2347, grad_norm: 13.2526 2020-09-20 06:52:15,313 - mmaction - INFO - Epoch [33][2200/3520] lr: 5.000e-04, eta: 1 day, 9:43:50, time: 1.988, data_time: 0.493, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7281, loss_cls: 2.2047, loss: 2.2047, grad_norm: 12.9596 2020-09-20 06:52:54,525 - mmaction - INFO - Epoch [33][2220/3520] lr: 5.000e-04, eta: 1 day, 9:43:10, time: 1.963, data_time: 0.100, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.2014, loss: 2.2014, grad_norm: 13.2612 2020-09-20 06:53:32,882 - mmaction - INFO - Epoch [33][2240/3520] lr: 5.000e-04, eta: 1 day, 9:42:29, time: 1.918, data_time: 0.056, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7375, loss_cls: 2.2323, loss: 2.2323, grad_norm: 13.5006 2020-09-20 06:54:10,540 - mmaction - INFO - Epoch [33][2260/3520] lr: 5.000e-04, eta: 1 day, 9:41:49, time: 1.880, data_time: 0.006, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7427, loss_cls: 2.1604, loss: 2.1604, grad_norm: 12.9444 2020-09-20 06:54:50,666 - mmaction - INFO - Epoch [33][2280/3520] lr: 5.000e-04, eta: 1 day, 9:41:09, time: 2.004, data_time: 0.090, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7667, loss_cls: 2.1086, loss: 2.1086, grad_norm: 12.7233 2020-09-20 06:55:30,236 - mmaction - INFO - Epoch [33][2300/3520] lr: 5.000e-04, eta: 1 day, 9:40:29, time: 1.983, data_time: 0.784, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7281, loss_cls: 2.2152, loss: 2.2152, grad_norm: 12.7360 2020-09-20 06:56:08,689 - mmaction - INFO - Epoch [33][2320/3520] lr: 5.000e-04, eta: 1 day, 9:39:49, time: 1.921, data_time: 0.433, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7375, loss_cls: 2.1825, loss: 2.1825, grad_norm: 13.1860 2020-09-20 06:56:46,132 - mmaction - INFO - Epoch [33][2340/3520] lr: 5.000e-04, eta: 1 day, 9:39:08, time: 1.872, data_time: 0.531, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7219, loss_cls: 2.1949, loss: 2.1949, grad_norm: 12.5688 2020-09-20 06:57:27,078 - mmaction - INFO - Epoch [33][2360/3520] lr: 5.000e-04, eta: 1 day, 9:38:29, time: 2.046, data_time: 0.459, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.1692, loss: 2.1692, grad_norm: 12.4952 2020-09-20 06:58:06,162 - mmaction - INFO - Epoch [33][2380/3520] lr: 5.000e-04, eta: 1 day, 9:37:49, time: 1.955, data_time: 0.451, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7323, loss_cls: 2.2105, loss: 2.2105, grad_norm: 13.0515 2020-09-20 06:58:44,345 - mmaction - INFO - Epoch [33][2400/3520] lr: 5.000e-04, eta: 1 day, 9:37:08, time: 1.909, data_time: 0.799, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7333, loss_cls: 2.2212, loss: 2.2212, grad_norm: 13.0782 2020-09-20 06:59:23,006 - mmaction - INFO - Epoch [33][2420/3520] lr: 5.000e-04, eta: 1 day, 9:36:28, time: 1.930, data_time: 0.424, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.1875, loss: 2.1875, grad_norm: 13.0073 2020-09-20 07:00:12,511 - mmaction - INFO - Epoch [33][2440/3520] lr: 5.000e-04, eta: 1 day, 9:35:54, time: 2.460, data_time: 0.215, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7240, loss_cls: 2.2882, loss: 2.2882, grad_norm: 13.1881 2020-09-20 07:00:50,199 - mmaction - INFO - Epoch [33][2460/3520] lr: 5.000e-04, eta: 1 day, 9:35:13, time: 1.899, data_time: 0.068, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7385, loss_cls: 2.1866, loss: 2.1866, grad_norm: 12.4798 2020-09-20 07:01:29,157 - mmaction - INFO - Epoch [33][2480/3520] lr: 5.000e-04, eta: 1 day, 9:34:33, time: 1.952, data_time: 0.398, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7229, loss_cls: 2.1925, loss: 2.1925, grad_norm: 12.9594 2020-09-20 07:02:06,805 - mmaction - INFO - Epoch [33][2500/3520] lr: 5.000e-04, eta: 1 day, 9:33:52, time: 1.880, data_time: 0.086, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7354, loss_cls: 2.1927, loss: 2.1927, grad_norm: 13.0042 2020-09-20 07:02:47,983 - mmaction - INFO - Epoch [33][2520/3520] lr: 5.000e-04, eta: 1 day, 9:33:13, time: 2.057, data_time: 0.351, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7396, loss_cls: 2.1829, loss: 2.1829, grad_norm: 12.6934 2020-09-20 07:03:25,738 - mmaction - INFO - Epoch [33][2540/3520] lr: 5.000e-04, eta: 1 day, 9:32:32, time: 1.891, data_time: 0.166, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7375, loss_cls: 2.2197, loss: 2.2197, grad_norm: 12.9752 2020-09-20 07:04:05,351 - mmaction - INFO - Epoch [33][2560/3520] lr: 5.000e-04, eta: 1 day, 9:31:53, time: 1.979, data_time: 0.010, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7177, loss_cls: 2.2475, loss: 2.2475, grad_norm: 13.1451 2020-09-20 07:04:41,755 - mmaction - INFO - Epoch [33][2580/3520] lr: 5.000e-04, eta: 1 day, 9:31:11, time: 1.819, data_time: 0.186, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7521, loss_cls: 2.1274, loss: 2.1274, grad_norm: 12.2558 2020-09-20 07:05:21,099 - mmaction - INFO - Epoch [33][2600/3520] lr: 5.000e-04, eta: 1 day, 9:30:31, time: 1.971, data_time: 0.130, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7396, loss_cls: 2.1531, loss: 2.1531, grad_norm: 12.6347 2020-09-20 07:06:00,755 - mmaction - INFO - Epoch [33][2620/3520] lr: 5.000e-04, eta: 1 day, 9:29:51, time: 1.980, data_time: 0.696, memory: 8337, top1_acc: 0.4333, top5_acc: 0.7333, loss_cls: 2.2667, loss: 2.2667, grad_norm: 13.3831 2020-09-20 07:06:42,779 - mmaction - INFO - Epoch [33][2640/3520] lr: 5.000e-04, eta: 1 day, 9:29:13, time: 2.103, data_time: 1.099, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7208, loss_cls: 2.1889, loss: 2.1889, grad_norm: 12.8127 2020-09-20 07:07:20,171 - mmaction - INFO - Epoch [33][2660/3520] lr: 5.000e-04, eta: 1 day, 9:28:32, time: 1.866, data_time: 0.530, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7437, loss_cls: 2.1327, loss: 2.1327, grad_norm: 12.8865 2020-09-20 07:08:01,115 - mmaction - INFO - Epoch [33][2680/3520] lr: 5.000e-04, eta: 1 day, 9:27:53, time: 2.049, data_time: 0.826, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.1477, loss: 2.1477, grad_norm: 12.5649 2020-09-20 07:08:39,718 - mmaction - INFO - Epoch [33][2700/3520] lr: 5.000e-04, eta: 1 day, 9:27:13, time: 1.929, data_time: 0.008, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7292, loss_cls: 2.2338, loss: 2.2338, grad_norm: 12.5993 2020-09-20 07:09:19,095 - mmaction - INFO - Epoch [33][2720/3520] lr: 5.000e-04, eta: 1 day, 9:26:33, time: 1.972, data_time: 0.044, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7031, loss_cls: 2.2982, loss: 2.2982, grad_norm: 13.1280 2020-09-20 07:10:00,020 - mmaction - INFO - Epoch [33][2740/3520] lr: 5.000e-04, eta: 1 day, 9:25:54, time: 2.044, data_time: 0.251, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7448, loss_cls: 2.1847, loss: 2.1847, grad_norm: 12.8005 2020-09-20 07:10:40,206 - mmaction - INFO - Epoch [33][2760/3520] lr: 5.000e-04, eta: 1 day, 9:25:14, time: 2.011, data_time: 0.316, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7490, loss_cls: 2.2084, loss: 2.2084, grad_norm: 12.9867 2020-09-20 07:11:20,186 - mmaction - INFO - Epoch [33][2780/3520] lr: 5.000e-04, eta: 1 day, 9:24:35, time: 1.994, data_time: 0.011, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7354, loss_cls: 2.1907, loss: 2.1907, grad_norm: 12.6224 2020-09-20 07:11:58,547 - mmaction - INFO - Epoch [33][2800/3520] lr: 5.000e-04, eta: 1 day, 9:23:54, time: 1.922, data_time: 0.009, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7448, loss_cls: 2.1209, loss: 2.1209, grad_norm: 12.7595 2020-09-20 07:12:36,756 - mmaction - INFO - Epoch [33][2820/3520] lr: 5.000e-04, eta: 1 day, 9:23:14, time: 1.908, data_time: 0.010, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7396, loss_cls: 2.1532, loss: 2.1532, grad_norm: 12.5340 2020-09-20 07:13:16,503 - mmaction - INFO - Epoch [33][2840/3520] lr: 5.000e-04, eta: 1 day, 9:22:34, time: 1.989, data_time: 1.221, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7260, loss_cls: 2.2613, loss: 2.2613, grad_norm: 13.0234 2020-09-20 07:13:55,188 - mmaction - INFO - Epoch [33][2860/3520] lr: 5.000e-04, eta: 1 day, 9:21:54, time: 1.936, data_time: 0.508, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7135, loss_cls: 2.2971, loss: 2.2971, grad_norm: 13.3037 2020-09-20 07:14:34,177 - mmaction - INFO - Epoch [33][2880/3520] lr: 5.000e-04, eta: 1 day, 9:21:14, time: 1.948, data_time: 0.170, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7260, loss_cls: 2.2838, loss: 2.2838, grad_norm: 13.0496 2020-09-20 07:15:15,044 - mmaction - INFO - Epoch [33][2900/3520] lr: 5.000e-04, eta: 1 day, 9:20:35, time: 2.044, data_time: 0.171, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1632, loss: 2.1632, grad_norm: 12.5120 2020-09-20 07:15:55,470 - mmaction - INFO - Epoch [33][2920/3520] lr: 5.000e-04, eta: 1 day, 9:19:55, time: 2.021, data_time: 1.030, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7365, loss_cls: 2.2112, loss: 2.2112, grad_norm: 13.1309 2020-09-20 07:16:35,128 - mmaction - INFO - Epoch [33][2940/3520] lr: 5.000e-04, eta: 1 day, 9:19:16, time: 1.983, data_time: 1.333, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7250, loss_cls: 2.2497, loss: 2.2497, grad_norm: 12.8947 2020-09-20 07:17:16,192 - mmaction - INFO - Epoch [33][2960/3520] lr: 5.000e-04, eta: 1 day, 9:18:37, time: 2.052, data_time: 1.268, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7229, loss_cls: 2.2453, loss: 2.2453, grad_norm: 12.9390 2020-09-20 07:17:54,207 - mmaction - INFO - Epoch [33][2980/3520] lr: 5.000e-04, eta: 1 day, 9:17:56, time: 1.901, data_time: 0.720, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7500, loss_cls: 2.1126, loss: 2.1126, grad_norm: 12.6895 2020-09-20 07:18:34,283 - mmaction - INFO - Epoch [33][3000/3520] lr: 5.000e-04, eta: 1 day, 9:17:17, time: 2.003, data_time: 0.497, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.1184, loss: 2.1184, grad_norm: 12.8581 2020-09-20 07:19:12,731 - mmaction - INFO - Epoch [33][3020/3520] lr: 5.000e-04, eta: 1 day, 9:16:36, time: 1.924, data_time: 0.235, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7375, loss_cls: 2.1861, loss: 2.1861, grad_norm: 12.5921 2020-09-20 07:19:52,330 - mmaction - INFO - Epoch [33][3040/3520] lr: 5.000e-04, eta: 1 day, 9:15:56, time: 1.978, data_time: 0.035, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7302, loss_cls: 2.2056, loss: 2.2056, grad_norm: 12.4536 2020-09-20 07:20:30,461 - mmaction - INFO - Epoch [33][3060/3520] lr: 5.000e-04, eta: 1 day, 9:15:16, time: 1.909, data_time: 1.133, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7406, loss_cls: 2.1523, loss: 2.1523, grad_norm: 12.5477 2020-09-20 07:21:10,220 - mmaction - INFO - Epoch [33][3080/3520] lr: 5.000e-04, eta: 1 day, 9:14:36, time: 1.987, data_time: 0.788, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7146, loss_cls: 2.2432, loss: 2.2432, grad_norm: 12.5897 2020-09-20 07:21:48,881 - mmaction - INFO - Epoch [33][3100/3520] lr: 5.000e-04, eta: 1 day, 9:13:56, time: 1.934, data_time: 0.263, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7167, loss_cls: 2.2205, loss: 2.2205, grad_norm: 13.3628 2020-09-20 07:22:28,126 - mmaction - INFO - Epoch [33][3120/3520] lr: 5.000e-04, eta: 1 day, 9:13:16, time: 1.961, data_time: 0.566, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7115, loss_cls: 2.2245, loss: 2.2245, grad_norm: 13.1271 2020-09-20 07:23:06,439 - mmaction - INFO - Epoch [33][3140/3520] lr: 5.000e-04, eta: 1 day, 9:12:36, time: 1.917, data_time: 0.024, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7344, loss_cls: 2.2486, loss: 2.2486, grad_norm: 12.8132 2020-09-20 07:23:47,240 - mmaction - INFO - Epoch [33][3160/3520] lr: 5.000e-04, eta: 1 day, 9:11:56, time: 2.037, data_time: 0.207, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7365, loss_cls: 2.1583, loss: 2.1583, grad_norm: 12.8999 2020-09-20 07:24:25,723 - mmaction - INFO - Epoch [33][3180/3520] lr: 5.000e-04, eta: 1 day, 9:11:16, time: 1.927, data_time: 0.283, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7302, loss_cls: 2.1838, loss: 2.1838, grad_norm: 13.1092 2020-09-20 07:25:04,720 - mmaction - INFO - Epoch [33][3200/3520] lr: 5.000e-04, eta: 1 day, 9:10:36, time: 1.945, data_time: 0.084, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7375, loss_cls: 2.1989, loss: 2.1989, grad_norm: 13.0092 2020-09-20 07:25:43,320 - mmaction - INFO - Epoch [33][3220/3520] lr: 5.000e-04, eta: 1 day, 9:09:56, time: 1.935, data_time: 0.036, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7500, loss_cls: 2.1107, loss: 2.1107, grad_norm: 12.7938 2020-09-20 07:26:23,056 - mmaction - INFO - Epoch [33][3240/3520] lr: 5.000e-04, eta: 1 day, 9:09:16, time: 1.985, data_time: 0.231, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7302, loss_cls: 2.2383, loss: 2.2383, grad_norm: 13.0176 2020-09-20 07:27:01,518 - mmaction - INFO - Epoch [33][3260/3520] lr: 5.000e-04, eta: 1 day, 9:08:36, time: 1.925, data_time: 0.855, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7469, loss_cls: 2.1189, loss: 2.1189, grad_norm: 12.9575 2020-09-20 07:27:39,277 - mmaction - INFO - Epoch [33][3280/3520] lr: 5.000e-04, eta: 1 day, 9:07:55, time: 1.886, data_time: 0.282, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7271, loss_cls: 2.2315, loss: 2.2315, grad_norm: 12.7833 2020-09-20 07:28:18,220 - mmaction - INFO - Epoch [33][3300/3520] lr: 5.000e-04, eta: 1 day, 9:07:15, time: 1.949, data_time: 0.372, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7021, loss_cls: 2.3188, loss: 2.3188, grad_norm: 12.9283 2020-09-20 07:28:56,271 - mmaction - INFO - Epoch [33][3320/3520] lr: 5.000e-04, eta: 1 day, 9:06:34, time: 1.899, data_time: 0.141, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7396, loss_cls: 2.1532, loss: 2.1532, grad_norm: 12.4595 2020-09-20 07:29:34,171 - mmaction - INFO - Epoch [33][3340/3520] lr: 5.000e-04, eta: 1 day, 9:05:54, time: 1.898, data_time: 0.211, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7448, loss_cls: 2.1858, loss: 2.1858, grad_norm: 12.7987 2020-09-20 07:30:13,956 - mmaction - INFO - Epoch [33][3360/3520] lr: 5.000e-04, eta: 1 day, 9:05:14, time: 1.989, data_time: 0.344, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7312, loss_cls: 2.1784, loss: 2.1784, grad_norm: 12.9079 2020-09-20 07:30:52,006 - mmaction - INFO - Epoch [33][3380/3520] lr: 5.000e-04, eta: 1 day, 9:04:33, time: 1.902, data_time: 0.036, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7292, loss_cls: 2.1979, loss: 2.1979, grad_norm: 12.7665 2020-09-20 07:31:31,492 - mmaction - INFO - Epoch [33][3400/3520] lr: 5.000e-04, eta: 1 day, 9:03:54, time: 1.972, data_time: 0.180, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7615, loss_cls: 2.1157, loss: 2.1157, grad_norm: 12.7034 2020-09-20 07:32:09,637 - mmaction - INFO - Epoch [33][3420/3520] lr: 5.000e-04, eta: 1 day, 9:03:13, time: 1.910, data_time: 0.192, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7167, loss_cls: 2.2120, loss: 2.2120, grad_norm: 12.8838 2020-09-20 07:32:50,024 - mmaction - INFO - Epoch [33][3440/3520] lr: 5.000e-04, eta: 1 day, 9:02:34, time: 2.018, data_time: 0.011, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7250, loss_cls: 2.1968, loss: 2.1968, grad_norm: 12.8328 2020-09-20 07:33:29,741 - mmaction - INFO - Epoch [33][3460/3520] lr: 5.000e-04, eta: 1 day, 9:01:54, time: 1.986, data_time: 0.208, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7271, loss_cls: 2.2047, loss: 2.2047, grad_norm: 12.9723 2020-09-20 07:34:05,909 - mmaction - INFO - Epoch [33][3480/3520] lr: 5.000e-04, eta: 1 day, 9:01:13, time: 1.806, data_time: 0.191, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7302, loss_cls: 2.2574, loss: 2.2574, grad_norm: 13.0130 2020-09-20 07:34:46,749 - mmaction - INFO - Epoch [33][3500/3520] lr: 5.000e-04, eta: 1 day, 9:00:33, time: 2.046, data_time: 0.303, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7448, loss_cls: 2.1842, loss: 2.1842, grad_norm: 13.2648 2020-09-20 07:35:22,397 - mmaction - INFO - Epoch [33][3520/3520] lr: 5.000e-04, eta: 1 day, 8:59:52, time: 1.781, data_time: 0.643, memory: 8337, top1_acc: 0.4522, top5_acc: 0.7174, loss_cls: 2.2607, loss: 2.2607, grad_norm: 12.8908 2020-09-20 07:35:38,156 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-09-20 07:37:48,550 - mmaction - INFO - Epoch [34][20/3520] lr: 5.000e-04, eta: 1 day, 8:59:58, time: 6.475, data_time: 5.069, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7375, loss_cls: 2.2006, loss: 2.2006, grad_norm: 12.2656 2020-09-20 07:38:26,657 - mmaction - INFO - Epoch [34][40/3520] lr: 5.000e-04, eta: 1 day, 8:59:18, time: 1.913, data_time: 0.165, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7271, loss_cls: 2.1829, loss: 2.1829, grad_norm: 12.9595 2020-09-20 07:39:05,932 - mmaction - INFO - Epoch [34][60/3520] lr: 5.000e-04, eta: 1 day, 8:58:38, time: 1.965, data_time: 0.146, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7333, loss_cls: 2.2206, loss: 2.2206, grad_norm: 12.7719 2020-09-20 07:39:46,947 - mmaction - INFO - Epoch [34][80/3520] lr: 5.000e-04, eta: 1 day, 8:57:59, time: 2.044, data_time: 0.033, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7385, loss_cls: 2.1387, loss: 2.1387, grad_norm: 12.8446 2020-09-20 07:40:26,079 - mmaction - INFO - Epoch [34][100/3520] lr: 5.000e-04, eta: 1 day, 8:57:19, time: 1.963, data_time: 0.884, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7271, loss_cls: 2.1930, loss: 2.1930, grad_norm: 12.7788 2020-09-20 07:41:05,356 - mmaction - INFO - Epoch [34][120/3520] lr: 5.000e-04, eta: 1 day, 8:56:39, time: 1.963, data_time: 0.630, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7323, loss_cls: 2.2051, loss: 2.2051, grad_norm: 13.0715 2020-09-20 07:41:43,701 - mmaction - INFO - Epoch [34][140/3520] lr: 5.000e-04, eta: 1 day, 8:55:58, time: 1.919, data_time: 0.333, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7417, loss_cls: 2.1154, loss: 2.1154, grad_norm: 12.6760 2020-09-20 07:42:22,038 - mmaction - INFO - Epoch [34][160/3520] lr: 5.000e-04, eta: 1 day, 8:55:18, time: 1.915, data_time: 0.005, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7448, loss_cls: 2.0721, loss: 2.0721, grad_norm: 12.4587 2020-09-20 07:43:00,356 - mmaction - INFO - Epoch [34][180/3520] lr: 5.000e-04, eta: 1 day, 8:54:37, time: 1.915, data_time: 0.033, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7552, loss_cls: 2.0790, loss: 2.0790, grad_norm: 12.5518 2020-09-20 07:43:39,649 - mmaction - INFO - Epoch [34][200/3520] lr: 5.000e-04, eta: 1 day, 8:53:58, time: 1.967, data_time: 0.077, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7583, loss_cls: 2.0949, loss: 2.0949, grad_norm: 12.8998 2020-09-20 07:44:18,799 - mmaction - INFO - Epoch [34][220/3520] lr: 5.000e-04, eta: 1 day, 8:53:18, time: 1.957, data_time: 0.732, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7365, loss_cls: 2.2048, loss: 2.2048, grad_norm: 12.9354 2020-09-20 07:44:58,432 - mmaction - INFO - Epoch [34][240/3520] lr: 5.000e-04, eta: 1 day, 8:52:38, time: 1.982, data_time: 1.075, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7323, loss_cls: 2.1516, loss: 2.1516, grad_norm: 12.7249 2020-09-20 07:45:38,666 - mmaction - INFO - Epoch [34][260/3520] lr: 5.000e-04, eta: 1 day, 8:51:58, time: 2.009, data_time: 0.073, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.1836, loss: 2.1836, grad_norm: 13.3804 2020-09-20 07:46:16,062 - mmaction - INFO - Epoch [34][280/3520] lr: 5.000e-04, eta: 1 day, 8:51:17, time: 1.872, data_time: 0.194, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7240, loss_cls: 2.2268, loss: 2.2268, grad_norm: 12.9622 2020-09-20 07:46:54,875 - mmaction - INFO - Epoch [34][300/3520] lr: 5.000e-04, eta: 1 day, 8:50:37, time: 1.938, data_time: 0.137, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7229, loss_cls: 2.2029, loss: 2.2029, grad_norm: 13.3334 2020-09-20 07:47:35,862 - mmaction - INFO - Epoch [34][320/3520] lr: 5.000e-04, eta: 1 day, 8:49:58, time: 2.053, data_time: 0.235, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.0988, loss: 2.0988, grad_norm: 13.0500 2020-09-20 07:48:13,558 - mmaction - INFO - Epoch [34][340/3520] lr: 5.000e-04, eta: 1 day, 8:49:17, time: 1.885, data_time: 0.073, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7427, loss_cls: 2.1382, loss: 2.1382, grad_norm: 12.6781 2020-09-20 07:48:53,694 - mmaction - INFO - Epoch [34][360/3520] lr: 5.000e-04, eta: 1 day, 8:48:38, time: 2.007, data_time: 0.048, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7573, loss_cls: 2.1641, loss: 2.1641, grad_norm: 12.8896 2020-09-20 07:49:31,962 - mmaction - INFO - Epoch [34][380/3520] lr: 5.000e-04, eta: 1 day, 8:47:57, time: 1.911, data_time: 0.585, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7333, loss_cls: 2.1947, loss: 2.1947, grad_norm: 13.1130 2020-09-20 07:50:09,806 - mmaction - INFO - Epoch [34][400/3520] lr: 5.000e-04, eta: 1 day, 8:47:17, time: 1.893, data_time: 0.007, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7385, loss_cls: 2.1794, loss: 2.1794, grad_norm: 12.6966 2020-09-20 07:50:49,872 - mmaction - INFO - Epoch [34][420/3520] lr: 5.000e-04, eta: 1 day, 8:46:37, time: 2.005, data_time: 0.068, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7302, loss_cls: 2.2111, loss: 2.2111, grad_norm: 12.8119 2020-09-20 07:51:29,202 - mmaction - INFO - Epoch [34][440/3520] lr: 5.000e-04, eta: 1 day, 8:45:57, time: 1.966, data_time: 0.200, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7302, loss_cls: 2.2153, loss: 2.2153, grad_norm: 13.5055 2020-09-20 07:52:07,544 - mmaction - INFO - Epoch [34][460/3520] lr: 5.000e-04, eta: 1 day, 8:45:17, time: 1.916, data_time: 0.004, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7375, loss_cls: 2.1887, loss: 2.1887, grad_norm: 13.3653 2020-09-20 07:52:48,026 - mmaction - INFO - Epoch [34][480/3520] lr: 5.000e-04, eta: 1 day, 8:44:38, time: 2.022, data_time: 0.031, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7313, loss_cls: 2.1729, loss: 2.1729, grad_norm: 13.0280 2020-09-20 07:53:25,326 - mmaction - INFO - Epoch [34][500/3520] lr: 5.000e-04, eta: 1 day, 8:43:57, time: 1.865, data_time: 0.155, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7219, loss_cls: 2.2516, loss: 2.2516, grad_norm: 12.9686 2020-09-20 07:54:04,553 - mmaction - INFO - Epoch [34][520/3520] lr: 5.000e-04, eta: 1 day, 8:43:17, time: 1.964, data_time: 0.349, memory: 8337, top1_acc: 0.4437, top5_acc: 0.7323, loss_cls: 2.2241, loss: 2.2241, grad_norm: 13.2634 2020-09-20 07:54:43,065 - mmaction - INFO - Epoch [34][540/3520] lr: 5.000e-04, eta: 1 day, 8:42:36, time: 1.923, data_time: 0.026, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7323, loss_cls: 2.1770, loss: 2.1770, grad_norm: 13.0864 2020-09-20 07:55:22,994 - mmaction - INFO - Epoch [34][560/3520] lr: 5.000e-04, eta: 1 day, 8:41:57, time: 2.000, data_time: 0.030, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7406, loss_cls: 2.1186, loss: 2.1186, grad_norm: 12.8155 2020-09-20 07:56:01,477 - mmaction - INFO - Epoch [34][580/3520] lr: 5.000e-04, eta: 1 day, 8:41:16, time: 1.924, data_time: 0.502, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7406, loss_cls: 2.1190, loss: 2.1190, grad_norm: 13.1430 2020-09-20 07:56:40,098 - mmaction - INFO - Epoch [34][600/3520] lr: 5.000e-04, eta: 1 day, 8:40:36, time: 1.931, data_time: 0.727, memory: 8337, top1_acc: 0.4354, top5_acc: 0.7063, loss_cls: 2.2922, loss: 2.2922, grad_norm: 13.1195 2020-09-20 07:57:18,851 - mmaction - INFO - Epoch [34][620/3520] lr: 5.000e-04, eta: 1 day, 8:39:56, time: 1.934, data_time: 0.222, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7583, loss_cls: 2.0911, loss: 2.0911, grad_norm: 13.2384 2020-09-20 07:57:58,895 - mmaction - INFO - Epoch [34][640/3520] lr: 5.000e-04, eta: 1 day, 8:39:16, time: 2.005, data_time: 0.367, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7760, loss_cls: 2.0280, loss: 2.0280, grad_norm: 12.5001 2020-09-20 07:58:36,938 - mmaction - INFO - Epoch [34][660/3520] lr: 5.000e-04, eta: 1 day, 8:38:36, time: 1.899, data_time: 0.084, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.2482, loss: 2.2482, grad_norm: 12.9838 2020-09-20 07:59:15,288 - mmaction - INFO - Epoch [34][680/3520] lr: 5.000e-04, eta: 1 day, 8:37:55, time: 1.918, data_time: 0.460, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7344, loss_cls: 2.1099, loss: 2.1099, grad_norm: 12.9477 2020-09-20 07:59:54,463 - mmaction - INFO - Epoch [34][700/3520] lr: 5.000e-04, eta: 1 day, 8:37:15, time: 1.958, data_time: 0.059, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7344, loss_cls: 2.2500, loss: 2.2500, grad_norm: 13.4290 2020-09-20 08:00:35,223 - mmaction - INFO - Epoch [34][720/3520] lr: 5.000e-04, eta: 1 day, 8:36:36, time: 2.029, data_time: 0.031, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7333, loss_cls: 2.1671, loss: 2.1671, grad_norm: 12.7878 2020-09-20 08:01:14,486 - mmaction - INFO - Epoch [34][740/3520] lr: 5.000e-04, eta: 1 day, 8:35:56, time: 1.971, data_time: 0.082, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7229, loss_cls: 2.2350, loss: 2.2350, grad_norm: 12.9654 2020-09-20 08:01:52,785 - mmaction - INFO - Epoch [34][760/3520] lr: 5.000e-04, eta: 1 day, 8:35:16, time: 1.916, data_time: 0.209, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7167, loss_cls: 2.2424, loss: 2.2424, grad_norm: 13.1780 2020-09-20 08:02:32,466 - mmaction - INFO - Epoch [34][780/3520] lr: 5.000e-04, eta: 1 day, 8:34:36, time: 1.986, data_time: 0.583, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7448, loss_cls: 2.1707, loss: 2.1707, grad_norm: 13.0524 2020-09-20 08:03:11,920 - mmaction - INFO - Epoch [34][800/3520] lr: 5.000e-04, eta: 1 day, 8:33:56, time: 1.970, data_time: 0.173, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7302, loss_cls: 2.1819, loss: 2.1819, grad_norm: 13.2302 2020-09-20 08:03:51,430 - mmaction - INFO - Epoch [34][820/3520] lr: 5.000e-04, eta: 1 day, 8:33:16, time: 1.976, data_time: 0.232, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7531, loss_cls: 2.1872, loss: 2.1872, grad_norm: 12.9066 2020-09-20 08:04:32,006 - mmaction - INFO - Epoch [34][840/3520] lr: 5.000e-04, eta: 1 day, 8:32:37, time: 2.030, data_time: 0.641, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7365, loss_cls: 2.1442, loss: 2.1442, grad_norm: 12.8039 2020-09-20 08:05:08,790 - mmaction - INFO - Epoch [34][860/3520] lr: 5.000e-04, eta: 1 day, 8:31:56, time: 1.841, data_time: 0.811, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7458, loss_cls: 2.1582, loss: 2.1582, grad_norm: 13.3950 2020-09-20 08:05:48,239 - mmaction - INFO - Epoch [34][880/3520] lr: 5.000e-04, eta: 1 day, 8:31:16, time: 1.969, data_time: 0.707, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7250, loss_cls: 2.1979, loss: 2.1979, grad_norm: 13.0342 2020-09-20 08:06:25,387 - mmaction - INFO - Epoch [34][900/3520] lr: 5.000e-04, eta: 1 day, 8:30:35, time: 1.861, data_time: 0.081, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7323, loss_cls: 2.2198, loss: 2.2198, grad_norm: 13.0502 2020-09-20 08:07:04,586 - mmaction - INFO - Epoch [34][920/3520] lr: 5.000e-04, eta: 1 day, 8:29:55, time: 1.957, data_time: 0.041, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7552, loss_cls: 2.0925, loss: 2.0925, grad_norm: 13.2638 2020-09-20 08:07:43,678 - mmaction - INFO - Epoch [34][940/3520] lr: 5.000e-04, eta: 1 day, 8:29:15, time: 1.958, data_time: 0.173, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.1770, loss: 2.1770, grad_norm: 12.8902 2020-09-20 08:08:22,974 - mmaction - INFO - Epoch [34][960/3520] lr: 5.000e-04, eta: 1 day, 8:28:35, time: 1.961, data_time: 0.566, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7417, loss_cls: 2.1475, loss: 2.1475, grad_norm: 13.0134 2020-09-20 08:09:02,397 - mmaction - INFO - Epoch [34][980/3520] lr: 5.000e-04, eta: 1 day, 8:27:55, time: 1.972, data_time: 0.021, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7146, loss_cls: 2.2767, loss: 2.2767, grad_norm: 13.3800 2020-09-20 08:09:40,602 - mmaction - INFO - Epoch [34][1000/3520] lr: 5.000e-04, eta: 1 day, 8:27:15, time: 1.911, data_time: 0.413, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7365, loss_cls: 2.2222, loss: 2.2222, grad_norm: 13.2689 2020-09-20 08:10:18,093 - mmaction - INFO - Epoch [34][1020/3520] lr: 5.000e-04, eta: 1 day, 8:26:34, time: 1.877, data_time: 0.020, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7750, loss_cls: 2.0344, loss: 2.0344, grad_norm: 12.8669 2020-09-20 08:10:56,194 - mmaction - INFO - Epoch [34][1040/3520] lr: 5.000e-04, eta: 1 day, 8:25:54, time: 1.903, data_time: 0.006, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7510, loss_cls: 2.1300, loss: 2.1300, grad_norm: 12.5870 2020-09-20 08:11:32,717 - mmaction - INFO - Epoch [34][1060/3520] lr: 5.000e-04, eta: 1 day, 8:25:12, time: 1.828, data_time: 0.075, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7531, loss_cls: 2.0981, loss: 2.0981, grad_norm: 13.2468 2020-09-20 08:12:12,494 - mmaction - INFO - Epoch [34][1080/3520] lr: 5.000e-04, eta: 1 day, 8:24:33, time: 1.986, data_time: 1.019, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7313, loss_cls: 2.1786, loss: 2.1786, grad_norm: 13.7964 2020-09-20 08:12:52,166 - mmaction - INFO - Epoch [34][1100/3520] lr: 5.000e-04, eta: 1 day, 8:23:53, time: 1.984, data_time: 0.466, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7219, loss_cls: 2.2635, loss: 2.2635, grad_norm: 13.3508 2020-09-20 08:13:32,491 - mmaction - INFO - Epoch [34][1120/3520] lr: 5.000e-04, eta: 1 day, 8:23:13, time: 2.016, data_time: 0.866, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7646, loss_cls: 2.0842, loss: 2.0842, grad_norm: 12.7285 2020-09-20 08:14:10,805 - mmaction - INFO - Epoch [34][1140/3520] lr: 5.000e-04, eta: 1 day, 8:22:33, time: 1.917, data_time: 0.301, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7406, loss_cls: 2.1407, loss: 2.1407, grad_norm: 13.2459 2020-09-20 08:14:50,016 - mmaction - INFO - Epoch [34][1160/3520] lr: 5.000e-04, eta: 1 day, 8:21:53, time: 1.957, data_time: 0.021, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7594, loss_cls: 2.0780, loss: 2.0780, grad_norm: 13.0171 2020-09-20 08:15:26,913 - mmaction - INFO - Epoch [34][1180/3520] lr: 5.000e-04, eta: 1 day, 8:21:12, time: 1.847, data_time: 0.006, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7385, loss_cls: 2.1642, loss: 2.1642, grad_norm: 12.9113 2020-09-20 08:16:05,868 - mmaction - INFO - Epoch [34][1200/3520] lr: 5.000e-04, eta: 1 day, 8:20:32, time: 1.947, data_time: 0.008, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7292, loss_cls: 2.1639, loss: 2.1639, grad_norm: 13.5275 2020-09-20 08:16:43,993 - mmaction - INFO - Epoch [34][1220/3520] lr: 5.000e-04, eta: 1 day, 8:19:51, time: 1.907, data_time: 0.083, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7427, loss_cls: 2.1729, loss: 2.1729, grad_norm: 13.1021 2020-09-20 08:17:22,818 - mmaction - INFO - Epoch [34][1240/3520] lr: 5.000e-04, eta: 1 day, 8:19:11, time: 1.941, data_time: 0.036, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7427, loss_cls: 2.2000, loss: 2.2000, grad_norm: 13.5306 2020-09-20 08:18:00,973 - mmaction - INFO - Epoch [34][1260/3520] lr: 5.000e-04, eta: 1 day, 8:18:31, time: 1.908, data_time: 0.046, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7552, loss_cls: 2.1197, loss: 2.1197, grad_norm: 12.8814 2020-09-20 08:18:40,240 - mmaction - INFO - Epoch [34][1280/3520] lr: 5.000e-04, eta: 1 day, 8:17:51, time: 1.961, data_time: 0.007, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7396, loss_cls: 2.1687, loss: 2.1687, grad_norm: 13.0429 2020-09-20 08:19:18,951 - mmaction - INFO - Epoch [34][1300/3520] lr: 5.000e-04, eta: 1 day, 8:17:11, time: 1.938, data_time: 0.247, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7635, loss_cls: 2.0703, loss: 2.0703, grad_norm: 12.7010 2020-09-20 08:19:58,647 - mmaction - INFO - Epoch [34][1320/3520] lr: 5.000e-04, eta: 1 day, 8:16:31, time: 1.985, data_time: 1.152, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7344, loss_cls: 2.2079, loss: 2.2079, grad_norm: 13.2789 2020-09-20 08:20:37,282 - mmaction - INFO - Epoch [34][1340/3520] lr: 5.000e-04, eta: 1 day, 8:15:51, time: 1.932, data_time: 0.266, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7219, loss_cls: 2.2235, loss: 2.2235, grad_norm: 13.1826 2020-09-20 08:21:18,455 - mmaction - INFO - Epoch [34][1360/3520] lr: 5.000e-04, eta: 1 day, 8:15:12, time: 2.058, data_time: 0.349, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7312, loss_cls: 2.2513, loss: 2.2513, grad_norm: 13.4050 2020-09-20 08:21:55,449 - mmaction - INFO - Epoch [34][1380/3520] lr: 5.000e-04, eta: 1 day, 8:14:31, time: 1.848, data_time: 0.119, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7510, loss_cls: 2.1422, loss: 2.1422, grad_norm: 13.2178 2020-09-20 08:22:34,313 - mmaction - INFO - Epoch [34][1400/3520] lr: 5.000e-04, eta: 1 day, 8:13:50, time: 1.943, data_time: 0.102, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2500, loss: 2.2500, grad_norm: 13.4100 2020-09-20 08:23:13,883 - mmaction - INFO - Epoch [34][1420/3520] lr: 5.000e-04, eta: 1 day, 8:13:11, time: 1.979, data_time: 0.117, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7354, loss_cls: 2.1957, loss: 2.1957, grad_norm: 13.4003 2020-09-20 08:23:54,539 - mmaction - INFO - Epoch [34][1440/3520] lr: 5.000e-04, eta: 1 day, 8:12:31, time: 2.032, data_time: 0.098, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7281, loss_cls: 2.2229, loss: 2.2229, grad_norm: 13.0201 2020-09-20 08:24:32,098 - mmaction - INFO - Epoch [34][1460/3520] lr: 5.000e-04, eta: 1 day, 8:11:51, time: 1.881, data_time: 0.008, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7417, loss_cls: 2.1961, loss: 2.1961, grad_norm: 13.1232 2020-09-20 08:25:10,737 - mmaction - INFO - Epoch [34][1480/3520] lr: 5.000e-04, eta: 1 day, 8:11:10, time: 1.923, data_time: 0.043, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7115, loss_cls: 2.2461, loss: 2.2461, grad_norm: 13.1305 2020-09-20 08:25:50,139 - mmaction - INFO - Epoch [34][1500/3520] lr: 5.000e-04, eta: 1 day, 8:10:31, time: 1.979, data_time: 0.774, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7500, loss_cls: 2.1373, loss: 2.1373, grad_norm: 13.0005 2020-09-20 08:26:29,796 - mmaction - INFO - Epoch [34][1520/3520] lr: 5.000e-04, eta: 1 day, 8:09:51, time: 1.981, data_time: 0.215, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7521, loss_cls: 2.1001, loss: 2.1001, grad_norm: 12.9133 2020-09-20 08:27:07,080 - mmaction - INFO - Epoch [34][1540/3520] lr: 5.000e-04, eta: 1 day, 8:09:10, time: 1.863, data_time: 0.008, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7490, loss_cls: 2.1393, loss: 2.1393, grad_norm: 12.8992 2020-09-20 08:27:44,086 - mmaction - INFO - Epoch [34][1560/3520] lr: 5.000e-04, eta: 1 day, 8:08:29, time: 1.854, data_time: 0.080, memory: 8337, top1_acc: 0.4375, top5_acc: 0.6948, loss_cls: 2.3303, loss: 2.3303, grad_norm: 13.3567 2020-09-20 08:28:22,039 - mmaction - INFO - Epoch [34][1580/3520] lr: 5.000e-04, eta: 1 day, 8:07:48, time: 1.898, data_time: 0.020, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7281, loss_cls: 2.1517, loss: 2.1517, grad_norm: 13.1374 2020-09-20 08:29:00,126 - mmaction - INFO - Epoch [34][1600/3520] lr: 5.000e-04, eta: 1 day, 8:07:08, time: 1.905, data_time: 0.046, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7469, loss_cls: 2.1074, loss: 2.1074, grad_norm: 13.1294 2020-09-20 08:29:38,623 - mmaction - INFO - Epoch [34][1620/3520] lr: 5.000e-04, eta: 1 day, 8:06:27, time: 1.924, data_time: 0.048, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7458, loss_cls: 2.0998, loss: 2.0998, grad_norm: 13.1013 2020-09-20 08:30:17,815 - mmaction - INFO - Epoch [34][1640/3520] lr: 5.000e-04, eta: 1 day, 8:05:47, time: 1.958, data_time: 0.150, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7375, loss_cls: 2.1847, loss: 2.1847, grad_norm: 13.3027 2020-09-20 08:30:56,264 - mmaction - INFO - Epoch [34][1660/3520] lr: 5.000e-04, eta: 1 day, 8:05:07, time: 1.924, data_time: 0.041, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7208, loss_cls: 2.2344, loss: 2.2344, grad_norm: 13.2936 2020-09-20 08:31:35,030 - mmaction - INFO - Epoch [34][1680/3520] lr: 5.000e-04, eta: 1 day, 8:04:27, time: 1.937, data_time: 0.123, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7625, loss_cls: 2.1432, loss: 2.1432, grad_norm: 13.1659 2020-09-20 08:32:12,602 - mmaction - INFO - Epoch [34][1700/3520] lr: 5.000e-04, eta: 1 day, 8:03:46, time: 1.879, data_time: 0.051, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7292, loss_cls: 2.2245, loss: 2.2245, grad_norm: 13.4879 2020-09-20 08:32:52,049 - mmaction - INFO - Epoch [34][1720/3520] lr: 5.000e-04, eta: 1 day, 8:03:06, time: 1.971, data_time: 0.113, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.0775, loss: 2.0775, grad_norm: 12.6385 2020-09-20 08:33:31,984 - mmaction - INFO - Epoch [34][1740/3520] lr: 5.000e-04, eta: 1 day, 8:02:27, time: 1.999, data_time: 0.007, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7177, loss_cls: 2.2386, loss: 2.2386, grad_norm: 13.3623 2020-09-20 08:34:08,900 - mmaction - INFO - Epoch [34][1760/3520] lr: 5.000e-04, eta: 1 day, 8:01:46, time: 1.844, data_time: 0.027, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7427, loss_cls: 2.1620, loss: 2.1620, grad_norm: 13.1177 2020-09-20 08:34:45,769 - mmaction - INFO - Epoch [34][1780/3520] lr: 5.000e-04, eta: 1 day, 8:01:05, time: 1.845, data_time: 0.064, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7479, loss_cls: 2.1713, loss: 2.1713, grad_norm: 13.2418 2020-09-20 08:35:25,374 - mmaction - INFO - Epoch [34][1800/3520] lr: 5.000e-04, eta: 1 day, 8:00:25, time: 1.980, data_time: 0.037, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7365, loss_cls: 2.2184, loss: 2.2184, grad_norm: 13.5581 2020-09-20 08:36:03,410 - mmaction - INFO - Epoch [34][1820/3520] lr: 5.000e-04, eta: 1 day, 7:59:44, time: 1.902, data_time: 0.003, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7354, loss_cls: 2.2088, loss: 2.2088, grad_norm: 13.5911 2020-09-20 08:36:43,052 - mmaction - INFO - Epoch [34][1840/3520] lr: 5.000e-04, eta: 1 day, 7:59:05, time: 1.980, data_time: 0.004, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7292, loss_cls: 2.1952, loss: 2.1952, grad_norm: 13.2461 2020-09-20 08:37:21,458 - mmaction - INFO - Epoch [34][1860/3520] lr: 5.000e-04, eta: 1 day, 7:58:24, time: 1.921, data_time: 0.392, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7229, loss_cls: 2.2040, loss: 2.2040, grad_norm: 13.1123 2020-09-20 08:37:59,837 - mmaction - INFO - Epoch [34][1880/3520] lr: 5.000e-04, eta: 1 day, 7:57:44, time: 1.920, data_time: 0.009, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7198, loss_cls: 2.2058, loss: 2.2058, grad_norm: 13.1429 2020-09-20 08:38:38,856 - mmaction - INFO - Epoch [34][1900/3520] lr: 5.000e-04, eta: 1 day, 7:57:04, time: 1.951, data_time: 0.160, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7323, loss_cls: 2.2347, loss: 2.2347, grad_norm: 13.4687 2020-09-20 08:39:14,225 - mmaction - INFO - Epoch [34][1920/3520] lr: 5.000e-04, eta: 1 day, 7:56:22, time: 1.765, data_time: 0.017, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7385, loss_cls: 2.2061, loss: 2.2061, grad_norm: 13.0602 2020-09-20 08:39:54,335 - mmaction - INFO - Epoch [34][1940/3520] lr: 5.000e-04, eta: 1 day, 7:55:43, time: 2.009, data_time: 0.526, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7375, loss_cls: 2.1576, loss: 2.1576, grad_norm: 13.5501 2020-09-20 08:40:33,635 - mmaction - INFO - Epoch [34][1960/3520] lr: 5.000e-04, eta: 1 day, 7:55:03, time: 1.962, data_time: 0.037, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7490, loss_cls: 2.1028, loss: 2.1028, grad_norm: 13.0473 2020-09-20 08:41:11,429 - mmaction - INFO - Epoch [34][1980/3520] lr: 5.000e-04, eta: 1 day, 7:54:22, time: 1.892, data_time: 0.008, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7521, loss_cls: 2.1269, loss: 2.1269, grad_norm: 13.0663 2020-09-20 08:41:49,304 - mmaction - INFO - Epoch [34][2000/3520] lr: 5.000e-04, eta: 1 day, 7:53:41, time: 1.894, data_time: 0.040, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7198, loss_cls: 2.2710, loss: 2.2710, grad_norm: 13.3797 2020-09-20 08:42:29,324 - mmaction - INFO - Epoch [34][2020/3520] lr: 5.000e-04, eta: 1 day, 7:53:02, time: 2.001, data_time: 0.705, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7167, loss_cls: 2.3053, loss: 2.3053, grad_norm: 13.4695 2020-09-20 08:43:07,022 - mmaction - INFO - Epoch [34][2040/3520] lr: 5.000e-04, eta: 1 day, 7:52:21, time: 1.884, data_time: 1.007, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7219, loss_cls: 2.2977, loss: 2.2977, grad_norm: 13.4202 2020-09-20 08:43:46,558 - mmaction - INFO - Epoch [34][2060/3520] lr: 5.000e-04, eta: 1 day, 7:51:41, time: 1.977, data_time: 0.777, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7260, loss_cls: 2.2075, loss: 2.2075, grad_norm: 13.5291 2020-09-20 08:44:25,732 - mmaction - INFO - Epoch [34][2080/3520] lr: 5.000e-04, eta: 1 day, 7:51:01, time: 1.956, data_time: 0.147, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7167, loss_cls: 2.2384, loss: 2.2384, grad_norm: 13.1776 2020-09-20 08:45:05,030 - mmaction - INFO - Epoch [34][2100/3520] lr: 5.000e-04, eta: 1 day, 7:50:21, time: 1.965, data_time: 0.709, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7344, loss_cls: 2.1904, loss: 2.1904, grad_norm: 12.9524 2020-09-20 08:45:41,528 - mmaction - INFO - Epoch [34][2120/3520] lr: 5.000e-04, eta: 1 day, 7:49:40, time: 1.826, data_time: 0.134, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7646, loss_cls: 2.0854, loss: 2.0854, grad_norm: 13.3888 2020-09-20 08:46:18,250 - mmaction - INFO - Epoch [34][2140/3520] lr: 5.000e-04, eta: 1 day, 7:48:59, time: 1.838, data_time: 0.143, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7479, loss_cls: 2.1521, loss: 2.1521, grad_norm: 13.0777 2020-09-20 08:46:57,978 - mmaction - INFO - Epoch [34][2160/3520] lr: 5.000e-04, eta: 1 day, 7:48:19, time: 1.985, data_time: 0.300, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7240, loss_cls: 2.2154, loss: 2.2154, grad_norm: 13.3430 2020-09-20 08:47:34,950 - mmaction - INFO - Epoch [34][2180/3520] lr: 5.000e-04, eta: 1 day, 7:47:38, time: 1.849, data_time: 0.271, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7271, loss_cls: 2.1376, loss: 2.1376, grad_norm: 13.0657 2020-09-20 08:48:13,841 - mmaction - INFO - Epoch [34][2200/3520] lr: 5.000e-04, eta: 1 day, 7:46:58, time: 1.943, data_time: 0.102, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7333, loss_cls: 2.1690, loss: 2.1690, grad_norm: 12.9867 2020-09-20 08:48:51,824 - mmaction - INFO - Epoch [34][2220/3520] lr: 5.000e-04, eta: 1 day, 7:46:18, time: 1.902, data_time: 0.168, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7469, loss_cls: 2.1379, loss: 2.1379, grad_norm: 12.9054 2020-09-20 08:49:30,314 - mmaction - INFO - Epoch [34][2240/3520] lr: 5.000e-04, eta: 1 day, 7:45:37, time: 1.924, data_time: 0.410, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7385, loss_cls: 2.1618, loss: 2.1618, grad_norm: 13.4344 2020-09-20 08:50:08,619 - mmaction - INFO - Epoch [34][2260/3520] lr: 5.000e-04, eta: 1 day, 7:44:57, time: 1.915, data_time: 0.028, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.1961, loss: 2.1961, grad_norm: 13.5274 2020-09-20 08:50:48,164 - mmaction - INFO - Epoch [34][2280/3520] lr: 5.000e-04, eta: 1 day, 7:44:17, time: 1.978, data_time: 0.018, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7521, loss_cls: 2.1389, loss: 2.1389, grad_norm: 13.2628 2020-09-20 08:51:26,154 - mmaction - INFO - Epoch [34][2300/3520] lr: 5.000e-04, eta: 1 day, 7:43:37, time: 1.900, data_time: 0.009, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7510, loss_cls: 2.1309, loss: 2.1309, grad_norm: 13.4381 2020-09-20 08:52:07,471 - mmaction - INFO - Epoch [34][2320/3520] lr: 5.000e-04, eta: 1 day, 7:42:58, time: 2.063, data_time: 0.177, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7344, loss_cls: 2.1637, loss: 2.1637, grad_norm: 13.2282 2020-09-20 08:52:45,485 - mmaction - INFO - Epoch [34][2340/3520] lr: 5.000e-04, eta: 1 day, 7:42:17, time: 1.903, data_time: 0.090, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7177, loss_cls: 2.2155, loss: 2.2155, grad_norm: 13.3691 2020-09-20 08:53:24,488 - mmaction - INFO - Epoch [34][2360/3520] lr: 5.000e-04, eta: 1 day, 7:41:37, time: 1.948, data_time: 0.277, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7510, loss_cls: 2.1164, loss: 2.1164, grad_norm: 13.2855 2020-09-20 08:54:02,881 - mmaction - INFO - Epoch [34][2380/3520] lr: 5.000e-04, eta: 1 day, 7:40:57, time: 1.923, data_time: 0.006, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7208, loss_cls: 2.2322, loss: 2.2322, grad_norm: 13.4141 2020-09-20 08:54:39,716 - mmaction - INFO - Epoch [34][2400/3520] lr: 5.000e-04, eta: 1 day, 7:40:16, time: 1.841, data_time: 0.004, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7313, loss_cls: 2.2015, loss: 2.2015, grad_norm: 13.6205 2020-09-20 08:55:18,928 - mmaction - INFO - Epoch [34][2420/3520] lr: 5.000e-04, eta: 1 day, 7:39:36, time: 1.961, data_time: 0.282, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7219, loss_cls: 2.2446, loss: 2.2446, grad_norm: 13.4900 2020-09-20 08:55:57,779 - mmaction - INFO - Epoch [34][2440/3520] lr: 5.000e-04, eta: 1 day, 7:38:56, time: 1.939, data_time: 0.045, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7240, loss_cls: 2.2241, loss: 2.2241, grad_norm: 13.3764 2020-09-20 08:56:37,499 - mmaction - INFO - Epoch [34][2460/3520] lr: 5.000e-04, eta: 1 day, 7:38:16, time: 1.989, data_time: 0.455, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7333, loss_cls: 2.1664, loss: 2.1664, grad_norm: 13.2389 2020-09-20 08:57:16,389 - mmaction - INFO - Epoch [34][2480/3520] lr: 5.000e-04, eta: 1 day, 7:37:36, time: 1.945, data_time: 0.129, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7333, loss_cls: 2.1934, loss: 2.1934, grad_norm: 13.4345 2020-09-20 08:57:53,863 - mmaction - INFO - Epoch [34][2500/3520] lr: 5.000e-04, eta: 1 day, 7:36:55, time: 1.870, data_time: 0.172, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7250, loss_cls: 2.2245, loss: 2.2245, grad_norm: 13.3433 2020-09-20 08:58:34,436 - mmaction - INFO - Epoch [34][2520/3520] lr: 5.000e-04, eta: 1 day, 7:36:16, time: 2.032, data_time: 0.074, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7333, loss_cls: 2.1559, loss: 2.1559, grad_norm: 13.1490 2020-09-20 08:59:12,204 - mmaction - INFO - Epoch [34][2540/3520] lr: 5.000e-04, eta: 1 day, 7:35:35, time: 1.886, data_time: 0.006, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7323, loss_cls: 2.1888, loss: 2.1888, grad_norm: 13.3799 2020-09-20 08:59:51,216 - mmaction - INFO - Epoch [34][2560/3520] lr: 5.000e-04, eta: 1 day, 7:34:55, time: 1.953, data_time: 0.228, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7406, loss_cls: 2.1888, loss: 2.1888, grad_norm: 13.3061 2020-09-20 09:00:37,354 - mmaction - INFO - Epoch [34][2580/3520] lr: 5.000e-04, eta: 1 day, 7:34:18, time: 2.274, data_time: 0.040, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7375, loss_cls: 2.0993, loss: 2.0993, grad_norm: 13.2193 2020-09-20 09:01:16,598 - mmaction - INFO - Epoch [34][2600/3520] lr: 5.000e-04, eta: 1 day, 7:33:39, time: 1.995, data_time: 0.087, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7323, loss_cls: 2.1402, loss: 2.1402, grad_norm: 13.5976 2020-09-20 09:01:54,731 - mmaction - INFO - Epoch [34][2620/3520] lr: 5.000e-04, eta: 1 day, 7:32:58, time: 1.903, data_time: 0.007, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7302, loss_cls: 2.2178, loss: 2.2178, grad_norm: 13.8203 2020-09-20 09:02:32,698 - mmaction - INFO - Epoch [34][2640/3520] lr: 5.000e-04, eta: 1 day, 7:32:18, time: 1.899, data_time: 0.294, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7448, loss_cls: 2.1405, loss: 2.1405, grad_norm: 13.1125 2020-09-20 09:03:11,215 - mmaction - INFO - Epoch [34][2660/3520] lr: 5.000e-04, eta: 1 day, 7:31:38, time: 1.929, data_time: 0.228, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7177, loss_cls: 2.2212, loss: 2.2212, grad_norm: 13.1481 2020-09-20 09:03:51,335 - mmaction - INFO - Epoch [34][2680/3520] lr: 5.000e-04, eta: 1 day, 7:30:58, time: 2.005, data_time: 0.002, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7417, loss_cls: 2.1628, loss: 2.1628, grad_norm: 12.9016 2020-09-20 09:04:28,975 - mmaction - INFO - Epoch [34][2700/3520] lr: 5.000e-04, eta: 1 day, 7:30:17, time: 1.881, data_time: 0.487, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7167, loss_cls: 2.2555, loss: 2.2555, grad_norm: 13.4813 2020-09-20 09:05:07,080 - mmaction - INFO - Epoch [34][2720/3520] lr: 5.000e-04, eta: 1 day, 7:29:37, time: 1.907, data_time: 0.167, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7208, loss_cls: 2.2615, loss: 2.2615, grad_norm: 13.8398 2020-09-20 09:05:44,617 - mmaction - INFO - Epoch [34][2740/3520] lr: 5.000e-04, eta: 1 day, 7:28:56, time: 1.874, data_time: 0.020, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7198, loss_cls: 2.2170, loss: 2.2170, grad_norm: 13.3592 2020-09-20 09:06:23,943 - mmaction - INFO - Epoch [34][2760/3520] lr: 5.000e-04, eta: 1 day, 7:28:16, time: 1.969, data_time: 0.096, memory: 8337, top1_acc: 0.4687, top5_acc: 0.7396, loss_cls: 2.1589, loss: 2.1589, grad_norm: 13.3340 2020-09-20 09:07:00,808 - mmaction - INFO - Epoch [34][2780/3520] lr: 5.000e-04, eta: 1 day, 7:27:35, time: 1.840, data_time: 0.020, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.1656, loss: 2.1656, grad_norm: 13.0916 2020-09-20 09:07:40,095 - mmaction - INFO - Epoch [34][2800/3520] lr: 5.000e-04, eta: 1 day, 7:26:55, time: 1.967, data_time: 0.008, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7281, loss_cls: 2.1913, loss: 2.1913, grad_norm: 12.6886 2020-09-20 09:08:19,311 - mmaction - INFO - Epoch [34][2820/3520] lr: 5.000e-04, eta: 1 day, 7:26:15, time: 1.961, data_time: 0.612, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7427, loss_cls: 2.1719, loss: 2.1719, grad_norm: 13.0969 2020-09-20 09:08:58,485 - mmaction - INFO - Epoch [34][2840/3520] lr: 5.000e-04, eta: 1 day, 7:25:35, time: 1.952, data_time: 0.039, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7542, loss_cls: 2.1765, loss: 2.1765, grad_norm: 13.6123 2020-09-20 09:09:36,634 - mmaction - INFO - Epoch [34][2860/3520] lr: 5.000e-04, eta: 1 day, 7:24:55, time: 1.913, data_time: 0.090, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7479, loss_cls: 2.2021, loss: 2.2021, grad_norm: 13.2736 2020-09-20 09:10:16,047 - mmaction - INFO - Epoch [34][2880/3520] lr: 5.000e-04, eta: 1 day, 7:24:15, time: 1.971, data_time: 0.146, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7344, loss_cls: 2.1767, loss: 2.1767, grad_norm: 13.1412 2020-09-20 09:10:53,860 - mmaction - INFO - Epoch [34][2900/3520] lr: 5.000e-04, eta: 1 day, 7:23:35, time: 1.891, data_time: 0.007, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7302, loss_cls: 2.1868, loss: 2.1868, grad_norm: 13.2597 2020-09-20 09:11:33,696 - mmaction - INFO - Epoch [34][2920/3520] lr: 5.000e-04, eta: 1 day, 7:22:55, time: 1.993, data_time: 0.116, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7312, loss_cls: 2.2251, loss: 2.2251, grad_norm: 13.6498 2020-09-20 09:12:12,846 - mmaction - INFO - Epoch [34][2940/3520] lr: 5.000e-04, eta: 1 day, 7:22:15, time: 1.954, data_time: 0.017, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7365, loss_cls: 2.1775, loss: 2.1775, grad_norm: 13.5052 2020-09-20 09:12:49,783 - mmaction - INFO - Epoch [34][2960/3520] lr: 5.000e-04, eta: 1 day, 7:21:34, time: 1.849, data_time: 0.194, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7396, loss_cls: 2.1678, loss: 2.1678, grad_norm: 13.3259 2020-09-20 09:13:27,923 - mmaction - INFO - Epoch [34][2980/3520] lr: 5.000e-04, eta: 1 day, 7:20:54, time: 1.906, data_time: 0.148, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7458, loss_cls: 2.1930, loss: 2.1930, grad_norm: 13.4135 2020-09-20 09:14:06,227 - mmaction - INFO - Epoch [34][3000/3520] lr: 5.000e-04, eta: 1 day, 7:20:13, time: 1.914, data_time: 0.043, memory: 8337, top1_acc: 0.4396, top5_acc: 0.7177, loss_cls: 2.2631, loss: 2.2631, grad_norm: 13.6289 2020-09-20 09:14:44,636 - mmaction - INFO - Epoch [34][3020/3520] lr: 5.000e-04, eta: 1 day, 7:19:33, time: 1.921, data_time: 0.041, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7396, loss_cls: 2.2163, loss: 2.2163, grad_norm: 13.4050 2020-09-20 09:15:22,977 - mmaction - INFO - Epoch [34][3040/3520] lr: 5.000e-04, eta: 1 day, 7:18:53, time: 1.919, data_time: 0.703, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7344, loss_cls: 2.1578, loss: 2.1578, grad_norm: 13.1240 2020-09-20 09:16:01,865 - mmaction - INFO - Epoch [34][3060/3520] lr: 5.000e-04, eta: 1 day, 7:18:12, time: 1.945, data_time: 0.270, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7125, loss_cls: 2.2904, loss: 2.2904, grad_norm: 13.5722 2020-09-20 09:16:40,255 - mmaction - INFO - Epoch [34][3080/3520] lr: 5.000e-04, eta: 1 day, 7:17:32, time: 1.918, data_time: 0.018, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7354, loss_cls: 2.1422, loss: 2.1422, grad_norm: 13.0480 2020-09-20 09:17:18,629 - mmaction - INFO - Epoch [34][3100/3520] lr: 5.000e-04, eta: 1 day, 7:16:52, time: 1.919, data_time: 0.427, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.1737, loss: 2.1737, grad_norm: 13.3997 2020-09-20 09:17:57,626 - mmaction - INFO - Epoch [34][3120/3520] lr: 5.000e-04, eta: 1 day, 7:16:12, time: 1.947, data_time: 0.008, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7479, loss_cls: 2.0984, loss: 2.0984, grad_norm: 13.0583 2020-09-20 09:18:37,540 - mmaction - INFO - Epoch [34][3140/3520] lr: 5.000e-04, eta: 1 day, 7:15:32, time: 1.999, data_time: 0.007, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7521, loss_cls: 2.1448, loss: 2.1448, grad_norm: 13.1251 2020-09-20 09:19:15,178 - mmaction - INFO - Epoch [34][3160/3520] lr: 5.000e-04, eta: 1 day, 7:14:52, time: 1.882, data_time: 0.108, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7229, loss_cls: 2.2407, loss: 2.2407, grad_norm: 13.5827 2020-09-20 09:19:51,552 - mmaction - INFO - Epoch [34][3180/3520] lr: 5.000e-04, eta: 1 day, 7:14:10, time: 1.815, data_time: 0.004, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7333, loss_cls: 2.2011, loss: 2.2011, grad_norm: 13.3988 2020-09-20 09:20:31,499 - mmaction - INFO - Epoch [34][3200/3520] lr: 5.000e-04, eta: 1 day, 7:13:31, time: 1.998, data_time: 0.009, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7625, loss_cls: 2.1262, loss: 2.1262, grad_norm: 13.4251 2020-09-20 09:21:11,093 - mmaction - INFO - Epoch [34][3220/3520] lr: 5.000e-04, eta: 1 day, 7:12:51, time: 1.982, data_time: 0.006, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7396, loss_cls: 2.1167, loss: 2.1167, grad_norm: 13.2907 2020-09-20 09:21:48,765 - mmaction - INFO - Epoch [34][3240/3520] lr: 5.000e-04, eta: 1 day, 7:12:10, time: 1.880, data_time: 0.025, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7385, loss_cls: 2.1542, loss: 2.1542, grad_norm: 13.0800 2020-09-20 09:22:27,807 - mmaction - INFO - Epoch [34][3260/3520] lr: 5.000e-04, eta: 1 day, 7:11:30, time: 1.954, data_time: 0.018, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7469, loss_cls: 2.1675, loss: 2.1675, grad_norm: 12.9185 2020-09-20 09:23:05,911 - mmaction - INFO - Epoch [34][3280/3520] lr: 5.000e-04, eta: 1 day, 7:10:50, time: 1.902, data_time: 0.006, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7177, loss_cls: 2.2423, loss: 2.2423, grad_norm: 13.2000 2020-09-20 09:23:43,180 - mmaction - INFO - Epoch [34][3300/3520] lr: 5.000e-04, eta: 1 day, 7:10:09, time: 1.862, data_time: 0.020, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7521, loss_cls: 2.1206, loss: 2.1206, grad_norm: 13.1901 2020-09-20 09:24:21,775 - mmaction - INFO - Epoch [34][3320/3520] lr: 5.000e-04, eta: 1 day, 7:09:29, time: 1.930, data_time: 0.124, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7333, loss_cls: 2.2049, loss: 2.2049, grad_norm: 13.2593 2020-09-20 09:24:59,963 - mmaction - INFO - Epoch [34][3340/3520] lr: 5.000e-04, eta: 1 day, 7:08:48, time: 1.914, data_time: 0.129, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7385, loss_cls: 2.1289, loss: 2.1289, grad_norm: 13.2543 2020-09-20 09:25:37,461 - mmaction - INFO - Epoch [34][3360/3520] lr: 5.000e-04, eta: 1 day, 7:08:08, time: 1.872, data_time: 0.133, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7510, loss_cls: 2.1000, loss: 2.1000, grad_norm: 12.7067 2020-09-20 09:26:16,294 - mmaction - INFO - Epoch [34][3380/3520] lr: 5.000e-04, eta: 1 day, 7:07:28, time: 1.946, data_time: 0.062, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7448, loss_cls: 2.2224, loss: 2.2224, grad_norm: 13.4496 2020-09-20 09:26:54,474 - mmaction - INFO - Epoch [34][3400/3520] lr: 5.000e-04, eta: 1 day, 7:06:47, time: 1.906, data_time: 0.029, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7323, loss_cls: 2.2357, loss: 2.2357, grad_norm: 13.5089 2020-09-20 09:27:31,682 - mmaction - INFO - Epoch [34][3420/3520] lr: 5.000e-04, eta: 1 day, 7:06:06, time: 1.860, data_time: 0.093, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7177, loss_cls: 2.2635, loss: 2.2635, grad_norm: 13.5777 2020-09-20 09:28:10,777 - mmaction - INFO - Epoch [34][3440/3520] lr: 5.000e-04, eta: 1 day, 7:05:26, time: 1.958, data_time: 0.011, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7156, loss_cls: 2.2464, loss: 2.2464, grad_norm: 13.6540 2020-09-20 09:28:49,053 - mmaction - INFO - Epoch [34][3460/3520] lr: 5.000e-04, eta: 1 day, 7:04:46, time: 1.914, data_time: 0.395, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1304, loss: 2.1304, grad_norm: 13.4245 2020-09-20 09:29:29,936 - mmaction - INFO - Epoch [34][3480/3520] lr: 5.000e-04, eta: 1 day, 7:04:07, time: 2.042, data_time: 0.112, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7438, loss_cls: 2.1962, loss: 2.1962, grad_norm: 12.8739 2020-09-20 09:30:06,749 - mmaction - INFO - Epoch [34][3500/3520] lr: 5.000e-04, eta: 1 day, 7:03:26, time: 1.840, data_time: 0.031, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7240, loss_cls: 2.1661, loss: 2.1661, grad_norm: 12.9579 2020-09-20 09:30:42,361 - mmaction - INFO - Epoch [34][3520/3520] lr: 5.000e-04, eta: 1 day, 7:02:44, time: 1.783, data_time: 0.009, memory: 8337, top1_acc: 0.4685, top5_acc: 0.7413, loss_cls: 2.1222, loss: 2.1222, grad_norm: 13.4397 2020-09-20 09:30:59,349 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-09-20 09:46:59,101 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 09:46:59,703 - mmaction - INFO - top1_acc 0.2676 top5_acc 0.5474 2020-09-20 09:46:59,703 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 09:46:59,851 - mmaction - INFO - mean_acc 0.1993 2020-09-20 09:46:59,861 - mmaction - INFO - Epoch(val) [34][3520] top1_acc: 0.2676, top5_acc: 0.5474, mean_class_accuracy: 0.1993 2020-09-20 09:49:04,233 - mmaction - INFO - Epoch [35][20/3520] lr: 5.000e-04, eta: 1 day, 7:02:44, time: 6.207, data_time: 4.535, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7229, loss_cls: 2.1839, loss: 2.1839, grad_norm: 13.1571 2020-09-20 09:49:40,813 - mmaction - INFO - Epoch [35][40/3520] lr: 5.000e-04, eta: 1 day, 7:02:03, time: 1.832, data_time: 1.021, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7333, loss_cls: 2.1422, loss: 2.1422, grad_norm: 13.0833 2020-09-20 09:50:20,963 - mmaction - INFO - Epoch [35][60/3520] lr: 5.000e-04, eta: 1 day, 7:01:24, time: 2.012, data_time: 0.341, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.1668, loss: 2.1668, grad_norm: 13.2251 2020-09-20 09:50:59,437 - mmaction - INFO - Epoch [35][80/3520] lr: 5.000e-04, eta: 1 day, 7:00:43, time: 1.926, data_time: 0.022, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7073, loss_cls: 2.1965, loss: 2.1965, grad_norm: 13.4087 2020-09-20 09:51:39,497 - mmaction - INFO - Epoch [35][100/3520] lr: 5.000e-04, eta: 1 day, 7:00:04, time: 2.003, data_time: 0.107, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7625, loss_cls: 2.1174, loss: 2.1174, grad_norm: 13.3962 2020-09-20 09:52:16,637 - mmaction - INFO - Epoch [35][120/3520] lr: 5.000e-04, eta: 1 day, 6:59:23, time: 1.854, data_time: 0.004, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7354, loss_cls: 2.2195, loss: 2.2195, grad_norm: 13.7985 2020-09-20 09:52:57,690 - mmaction - INFO - Epoch [35][140/3520] lr: 5.000e-04, eta: 1 day, 6:58:44, time: 2.056, data_time: 0.040, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7583, loss_cls: 2.0382, loss: 2.0382, grad_norm: 13.1007 2020-09-20 09:53:35,879 - mmaction - INFO - Epoch [35][160/3520] lr: 5.000e-04, eta: 1 day, 6:58:03, time: 1.907, data_time: 0.019, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7229, loss_cls: 2.2063, loss: 2.2063, grad_norm: 13.3277 2020-09-20 09:54:14,545 - mmaction - INFO - Epoch [35][180/3520] lr: 5.000e-04, eta: 1 day, 6:57:23, time: 1.936, data_time: 0.242, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7500, loss_cls: 2.1674, loss: 2.1674, grad_norm: 13.1883 2020-09-20 09:54:55,132 - mmaction - INFO - Epoch [35][200/3520] lr: 5.000e-04, eta: 1 day, 6:56:44, time: 2.029, data_time: 0.524, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7438, loss_cls: 2.1227, loss: 2.1227, grad_norm: 13.2264 2020-09-20 09:55:33,262 - mmaction - INFO - Epoch [35][220/3520] lr: 5.000e-04, eta: 1 day, 6:56:04, time: 1.905, data_time: 0.548, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7406, loss_cls: 2.1632, loss: 2.1632, grad_norm: 13.0095 2020-09-20 09:56:13,160 - mmaction - INFO - Epoch [35][240/3520] lr: 5.000e-04, eta: 1 day, 6:55:24, time: 1.996, data_time: 0.107, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7615, loss_cls: 2.0710, loss: 2.0710, grad_norm: 12.9602 2020-09-20 09:56:49,792 - mmaction - INFO - Epoch [35][260/3520] lr: 5.000e-04, eta: 1 day, 6:54:43, time: 1.829, data_time: 0.091, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7510, loss_cls: 2.0882, loss: 2.0882, grad_norm: 13.3228 2020-09-20 09:57:29,755 - mmaction - INFO - Epoch [35][280/3520] lr: 5.000e-04, eta: 1 day, 6:54:03, time: 2.000, data_time: 0.077, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7198, loss_cls: 2.2645, loss: 2.2645, grad_norm: 13.5731 2020-09-20 09:58:07,444 - mmaction - INFO - Epoch [35][300/3520] lr: 5.000e-04, eta: 1 day, 6:53:23, time: 1.883, data_time: 0.014, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1343, loss: 2.1343, grad_norm: 13.0543 2020-09-20 09:58:46,601 - mmaction - INFO - Epoch [35][320/3520] lr: 5.000e-04, eta: 1 day, 6:52:43, time: 1.957, data_time: 0.007, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7469, loss_cls: 2.0972, loss: 2.0972, grad_norm: 12.8339 2020-09-20 09:59:25,373 - mmaction - INFO - Epoch [35][340/3520] lr: 5.000e-04, eta: 1 day, 6:52:02, time: 1.938, data_time: 0.030, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7260, loss_cls: 2.2221, loss: 2.2221, grad_norm: 13.4252 2020-09-20 10:00:10,707 - mmaction - INFO - Epoch [35][360/3520] lr: 5.000e-04, eta: 1 day, 6:51:25, time: 2.262, data_time: 0.258, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7635, loss_cls: 2.1009, loss: 2.1009, grad_norm: 13.4509 2020-09-20 10:00:47,607 - mmaction - INFO - Epoch [35][380/3520] lr: 5.000e-04, eta: 1 day, 6:50:44, time: 1.852, data_time: 0.221, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7344, loss_cls: 2.2148, loss: 2.2148, grad_norm: 13.7282 2020-09-20 10:01:26,871 - mmaction - INFO - Epoch [35][400/3520] lr: 5.000e-04, eta: 1 day, 6:50:05, time: 1.964, data_time: 0.067, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7594, loss_cls: 2.0448, loss: 2.0448, grad_norm: 12.5259 2020-09-20 10:02:06,065 - mmaction - INFO - Epoch [35][420/3520] lr: 5.000e-04, eta: 1 day, 6:49:25, time: 1.956, data_time: 1.148, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7333, loss_cls: 2.1716, loss: 2.1716, grad_norm: 13.2803 2020-09-20 10:02:46,437 - mmaction - INFO - Epoch [35][440/3520] lr: 5.000e-04, eta: 1 day, 6:48:45, time: 2.022, data_time: 0.138, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7385, loss_cls: 2.1578, loss: 2.1578, grad_norm: 13.6900 2020-09-20 10:03:25,607 - mmaction - INFO - Epoch [35][460/3520] lr: 5.000e-04, eta: 1 day, 6:48:05, time: 1.958, data_time: 0.200, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.1285, loss: 2.1285, grad_norm: 13.3762 2020-09-20 10:04:04,048 - mmaction - INFO - Epoch [35][480/3520] lr: 5.000e-04, eta: 1 day, 6:47:25, time: 1.920, data_time: 0.065, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7521, loss_cls: 2.1630, loss: 2.1630, grad_norm: 13.2357 2020-09-20 10:04:43,653 - mmaction - INFO - Epoch [35][500/3520] lr: 5.000e-04, eta: 1 day, 6:46:45, time: 1.981, data_time: 0.335, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1754, loss: 2.1754, grad_norm: 13.2623 2020-09-20 10:05:21,865 - mmaction - INFO - Epoch [35][520/3520] lr: 5.000e-04, eta: 1 day, 6:46:05, time: 1.909, data_time: 1.194, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7552, loss_cls: 2.0769, loss: 2.0769, grad_norm: 13.2585 2020-09-20 10:06:02,336 - mmaction - INFO - Epoch [35][540/3520] lr: 5.000e-04, eta: 1 day, 6:45:25, time: 2.025, data_time: 0.383, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7177, loss_cls: 2.2631, loss: 2.2631, grad_norm: 13.9631 2020-09-20 10:06:42,679 - mmaction - INFO - Epoch [35][560/3520] lr: 5.000e-04, eta: 1 day, 6:44:46, time: 2.014, data_time: 0.068, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7635, loss_cls: 2.0156, loss: 2.0156, grad_norm: 12.9432 2020-09-20 10:07:21,585 - mmaction - INFO - Epoch [35][580/3520] lr: 5.000e-04, eta: 1 day, 6:44:06, time: 1.948, data_time: 0.075, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7500, loss_cls: 2.1294, loss: 2.1294, grad_norm: 13.5639 2020-09-20 10:08:00,040 - mmaction - INFO - Epoch [35][600/3520] lr: 5.000e-04, eta: 1 day, 6:43:26, time: 1.919, data_time: 0.032, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7219, loss_cls: 2.2281, loss: 2.2281, grad_norm: 13.4065 2020-09-20 10:08:38,495 - mmaction - INFO - Epoch [35][620/3520] lr: 5.000e-04, eta: 1 day, 6:42:45, time: 1.927, data_time: 0.426, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7125, loss_cls: 2.2341, loss: 2.2341, grad_norm: 13.6623 2020-09-20 10:09:17,633 - mmaction - INFO - Epoch [35][640/3520] lr: 5.000e-04, eta: 1 day, 6:42:05, time: 1.954, data_time: 0.220, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7271, loss_cls: 2.2191, loss: 2.2191, grad_norm: 13.2502 2020-09-20 10:09:57,025 - mmaction - INFO - Epoch [35][660/3520] lr: 5.000e-04, eta: 1 day, 6:41:26, time: 1.973, data_time: 0.297, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7344, loss_cls: 2.1664, loss: 2.1664, grad_norm: 13.2234 2020-09-20 10:10:35,430 - mmaction - INFO - Epoch [35][680/3520] lr: 5.000e-04, eta: 1 day, 6:40:45, time: 1.916, data_time: 0.019, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7677, loss_cls: 2.0252, loss: 2.0252, grad_norm: 13.1456 2020-09-20 10:11:14,700 - mmaction - INFO - Epoch [35][700/3520] lr: 5.000e-04, eta: 1 day, 6:40:05, time: 1.967, data_time: 0.041, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7333, loss_cls: 2.0902, loss: 2.0902, grad_norm: 13.5510 2020-09-20 10:11:56,148 - mmaction - INFO - Epoch [35][720/3520] lr: 5.000e-04, eta: 1 day, 6:39:27, time: 2.070, data_time: 1.123, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7427, loss_cls: 2.2180, loss: 2.2180, grad_norm: 13.4334 2020-09-20 10:12:36,362 - mmaction - INFO - Epoch [35][740/3520] lr: 5.000e-04, eta: 1 day, 6:38:47, time: 2.010, data_time: 0.451, memory: 8337, top1_acc: 0.4365, top5_acc: 0.7271, loss_cls: 2.2509, loss: 2.2509, grad_norm: 14.1373 2020-09-20 10:13:14,564 - mmaction - INFO - Epoch [35][760/3520] lr: 5.000e-04, eta: 1 day, 6:38:07, time: 1.910, data_time: 0.007, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7271, loss_cls: 2.1956, loss: 2.1956, grad_norm: 13.4897 2020-09-20 10:13:51,934 - mmaction - INFO - Epoch [35][780/3520] lr: 5.000e-04, eta: 1 day, 6:37:26, time: 1.871, data_time: 0.006, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7385, loss_cls: 2.1398, loss: 2.1398, grad_norm: 13.4616 2020-09-20 10:14:31,474 - mmaction - INFO - Epoch [35][800/3520] lr: 5.000e-04, eta: 1 day, 6:36:46, time: 1.974, data_time: 0.007, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7354, loss_cls: 2.1782, loss: 2.1782, grad_norm: 13.5148 2020-09-20 10:15:10,106 - mmaction - INFO - Epoch [35][820/3520] lr: 5.000e-04, eta: 1 day, 6:36:06, time: 1.934, data_time: 0.039, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7417, loss_cls: 2.2210, loss: 2.2210, grad_norm: 13.7465 2020-09-20 10:15:49,003 - mmaction - INFO - Epoch [35][840/3520] lr: 5.000e-04, eta: 1 day, 6:35:26, time: 1.946, data_time: 0.005, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7437, loss_cls: 2.1261, loss: 2.1261, grad_norm: 13.4193 2020-09-20 10:16:27,836 - mmaction - INFO - Epoch [35][860/3520] lr: 5.000e-04, eta: 1 day, 6:34:46, time: 1.938, data_time: 0.167, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7438, loss_cls: 2.1804, loss: 2.1804, grad_norm: 13.5733 2020-09-20 10:17:07,714 - mmaction - INFO - Epoch [35][880/3520] lr: 5.000e-04, eta: 1 day, 6:34:06, time: 1.996, data_time: 0.235, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7365, loss_cls: 2.1068, loss: 2.1068, grad_norm: 13.1019 2020-09-20 10:17:47,626 - mmaction - INFO - Epoch [35][900/3520] lr: 5.000e-04, eta: 1 day, 6:33:27, time: 1.994, data_time: 0.761, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7229, loss_cls: 2.2006, loss: 2.2006, grad_norm: 13.7076 2020-09-20 10:18:28,334 - mmaction - INFO - Epoch [35][920/3520] lr: 5.000e-04, eta: 1 day, 6:32:47, time: 2.038, data_time: 0.010, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7469, loss_cls: 2.1451, loss: 2.1451, grad_norm: 13.1425 2020-09-20 10:19:07,968 - mmaction - INFO - Epoch [35][940/3520] lr: 5.000e-04, eta: 1 day, 6:32:08, time: 1.981, data_time: 0.147, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7385, loss_cls: 2.1722, loss: 2.1722, grad_norm: 13.5517 2020-09-20 10:19:47,163 - mmaction - INFO - Epoch [35][960/3520] lr: 5.000e-04, eta: 1 day, 6:31:28, time: 1.958, data_time: 0.333, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7417, loss_cls: 2.1689, loss: 2.1689, grad_norm: 13.3355 2020-09-20 10:20:27,333 - mmaction - INFO - Epoch [35][980/3520] lr: 5.000e-04, eta: 1 day, 6:30:48, time: 2.008, data_time: 0.701, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.2254, loss: 2.2254, grad_norm: 13.9054 2020-09-20 10:21:06,421 - mmaction - INFO - Epoch [35][1000/3520] lr: 5.000e-04, eta: 1 day, 6:30:08, time: 1.956, data_time: 0.035, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7365, loss_cls: 2.1643, loss: 2.1643, grad_norm: 13.0569 2020-09-20 10:21:44,733 - mmaction - INFO - Epoch [35][1020/3520] lr: 5.000e-04, eta: 1 day, 6:29:28, time: 1.917, data_time: 0.437, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7510, loss_cls: 2.0925, loss: 2.0925, grad_norm: 12.6790 2020-09-20 10:22:24,364 - mmaction - INFO - Epoch [35][1040/3520] lr: 5.000e-04, eta: 1 day, 6:28:48, time: 1.982, data_time: 0.386, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.1385, loss: 2.1385, grad_norm: 13.6039 2020-09-20 10:23:03,748 - mmaction - INFO - Epoch [35][1060/3520] lr: 5.000e-04, eta: 1 day, 6:28:08, time: 1.966, data_time: 0.040, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7562, loss_cls: 2.1001, loss: 2.1001, grad_norm: 13.3222 2020-09-20 10:23:42,449 - mmaction - INFO - Epoch [35][1080/3520] lr: 5.000e-04, eta: 1 day, 6:27:28, time: 1.939, data_time: 0.283, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7208, loss_cls: 2.2241, loss: 2.2241, grad_norm: 14.1257 2020-09-20 10:24:20,895 - mmaction - INFO - Epoch [35][1100/3520] lr: 5.000e-04, eta: 1 day, 6:26:48, time: 1.917, data_time: 0.180, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7240, loss_cls: 2.2014, loss: 2.2014, grad_norm: 13.7374 2020-09-20 10:24:57,803 - mmaction - INFO - Epoch [35][1120/3520] lr: 5.000e-04, eta: 1 day, 6:26:07, time: 1.851, data_time: 0.088, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7656, loss_cls: 2.1092, loss: 2.1092, grad_norm: 13.0100 2020-09-20 10:25:38,217 - mmaction - INFO - Epoch [35][1140/3520] lr: 5.000e-04, eta: 1 day, 6:25:27, time: 2.018, data_time: 0.836, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7417, loss_cls: 2.1540, loss: 2.1540, grad_norm: 13.7112 2020-09-20 10:26:18,582 - mmaction - INFO - Epoch [35][1160/3520] lr: 5.000e-04, eta: 1 day, 6:24:48, time: 2.021, data_time: 0.197, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7615, loss_cls: 2.0979, loss: 2.0979, grad_norm: 13.4357 2020-09-20 10:26:57,415 - mmaction - INFO - Epoch [35][1180/3520] lr: 5.000e-04, eta: 1 day, 6:24:08, time: 1.938, data_time: 0.342, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7208, loss_cls: 2.2428, loss: 2.2428, grad_norm: 14.1820 2020-09-20 10:27:35,482 - mmaction - INFO - Epoch [35][1200/3520] lr: 5.000e-04, eta: 1 day, 6:23:28, time: 1.907, data_time: 0.573, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7521, loss_cls: 2.1656, loss: 2.1656, grad_norm: 13.7613 2020-09-20 10:28:15,389 - mmaction - INFO - Epoch [35][1220/3520] lr: 5.000e-04, eta: 1 day, 6:22:48, time: 1.991, data_time: 0.139, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7354, loss_cls: 2.1660, loss: 2.1660, grad_norm: 13.4576 2020-09-20 10:28:53,740 - mmaction - INFO - Epoch [35][1240/3520] lr: 5.000e-04, eta: 1 day, 6:22:08, time: 1.921, data_time: 0.133, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7240, loss_cls: 2.1969, loss: 2.1969, grad_norm: 13.0422 2020-09-20 10:29:30,733 - mmaction - INFO - Epoch [35][1260/3520] lr: 5.000e-04, eta: 1 day, 6:21:27, time: 1.843, data_time: 0.417, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7146, loss_cls: 2.2821, loss: 2.2821, grad_norm: 13.7099 2020-09-20 10:30:10,743 - mmaction - INFO - Epoch [35][1280/3520] lr: 5.000e-04, eta: 1 day, 6:20:47, time: 2.004, data_time: 0.190, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7240, loss_cls: 2.1914, loss: 2.1914, grad_norm: 13.2523 2020-09-20 10:30:49,906 - mmaction - INFO - Epoch [35][1300/3520] lr: 5.000e-04, eta: 1 day, 6:20:07, time: 1.958, data_time: 0.263, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7333, loss_cls: 2.2107, loss: 2.2107, grad_norm: 13.9965 2020-09-20 10:31:28,575 - mmaction - INFO - Epoch [35][1320/3520] lr: 5.000e-04, eta: 1 day, 6:19:27, time: 1.934, data_time: 0.081, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7167, loss_cls: 2.2680, loss: 2.2680, grad_norm: 14.3291 2020-09-20 10:32:06,958 - mmaction - INFO - Epoch [35][1340/3520] lr: 5.000e-04, eta: 1 day, 6:18:47, time: 1.920, data_time: 0.055, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7417, loss_cls: 2.1612, loss: 2.1612, grad_norm: 13.2847 2020-09-20 10:32:46,617 - mmaction - INFO - Epoch [35][1360/3520] lr: 5.000e-04, eta: 1 day, 6:18:07, time: 1.982, data_time: 0.067, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7354, loss_cls: 2.1177, loss: 2.1177, grad_norm: 13.6976 2020-09-20 10:33:25,106 - mmaction - INFO - Epoch [35][1380/3520] lr: 5.000e-04, eta: 1 day, 6:17:27, time: 1.925, data_time: 0.072, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7344, loss_cls: 2.1232, loss: 2.1232, grad_norm: 13.3677 2020-09-20 10:34:05,284 - mmaction - INFO - Epoch [35][1400/3520] lr: 5.000e-04, eta: 1 day, 6:16:47, time: 2.009, data_time: 0.071, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7458, loss_cls: 2.1588, loss: 2.1588, grad_norm: 13.6548 2020-09-20 10:34:44,901 - mmaction - INFO - Epoch [35][1420/3520] lr: 5.000e-04, eta: 1 day, 6:16:08, time: 1.980, data_time: 0.030, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7479, loss_cls: 2.0965, loss: 2.0965, grad_norm: 13.5632 2020-09-20 10:35:22,587 - mmaction - INFO - Epoch [35][1440/3520] lr: 5.000e-04, eta: 1 day, 6:15:27, time: 1.883, data_time: 0.128, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7354, loss_cls: 2.1941, loss: 2.1941, grad_norm: 13.6929 2020-09-20 10:36:02,469 - mmaction - INFO - Epoch [35][1460/3520] lr: 5.000e-04, eta: 1 day, 6:14:47, time: 1.994, data_time: 0.980, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7271, loss_cls: 2.2616, loss: 2.2616, grad_norm: 13.7747 2020-09-20 10:36:43,529 - mmaction - INFO - Epoch [35][1480/3520] lr: 5.000e-04, eta: 1 day, 6:14:08, time: 2.054, data_time: 0.397, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7406, loss_cls: 2.1429, loss: 2.1429, grad_norm: 13.6866 2020-09-20 10:37:20,203 - mmaction - INFO - Epoch [35][1500/3520] lr: 5.000e-04, eta: 1 day, 6:13:27, time: 1.832, data_time: 0.043, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7292, loss_cls: 2.2102, loss: 2.2102, grad_norm: 13.6918 2020-09-20 10:37:59,350 - mmaction - INFO - Epoch [35][1520/3520] lr: 5.000e-04, eta: 1 day, 6:12:47, time: 1.957, data_time: 0.065, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7448, loss_cls: 2.1738, loss: 2.1738, grad_norm: 13.5028 2020-09-20 10:38:38,402 - mmaction - INFO - Epoch [35][1540/3520] lr: 5.000e-04, eta: 1 day, 6:12:07, time: 1.953, data_time: 0.115, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7510, loss_cls: 2.0782, loss: 2.0782, grad_norm: 13.0624 2020-09-20 10:39:16,158 - mmaction - INFO - Epoch [35][1560/3520] lr: 5.000e-04, eta: 1 day, 6:11:27, time: 1.891, data_time: 0.224, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7375, loss_cls: 2.1594, loss: 2.1594, grad_norm: 13.1828 2020-09-20 10:39:55,963 - mmaction - INFO - Epoch [35][1580/3520] lr: 5.000e-04, eta: 1 day, 6:10:47, time: 1.990, data_time: 0.300, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.1869, loss: 2.1869, grad_norm: 13.1806 2020-09-20 10:40:36,059 - mmaction - INFO - Epoch [35][1600/3520] lr: 5.000e-04, eta: 1 day, 6:10:08, time: 2.005, data_time: 0.084, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7437, loss_cls: 2.1269, loss: 2.1269, grad_norm: 13.3442 2020-09-20 10:41:15,171 - mmaction - INFO - Epoch [35][1620/3520] lr: 5.000e-04, eta: 1 day, 6:09:28, time: 1.953, data_time: 0.040, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7010, loss_cls: 2.3139, loss: 2.3139, grad_norm: 13.8782 2020-09-20 10:41:54,826 - mmaction - INFO - Epoch [35][1640/3520] lr: 5.000e-04, eta: 1 day, 6:08:48, time: 1.986, data_time: 0.331, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7302, loss_cls: 2.1319, loss: 2.1319, grad_norm: 13.3000 2020-09-20 10:42:33,208 - mmaction - INFO - Epoch [35][1660/3520] lr: 5.000e-04, eta: 1 day, 6:08:08, time: 1.916, data_time: 0.544, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7385, loss_cls: 2.2257, loss: 2.2257, grad_norm: 13.5937 2020-09-20 10:43:11,792 - mmaction - INFO - Epoch [35][1680/3520] lr: 5.000e-04, eta: 1 day, 6:07:27, time: 1.929, data_time: 0.820, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7448, loss_cls: 2.1154, loss: 2.1154, grad_norm: 13.3874 2020-09-20 10:43:50,388 - mmaction - INFO - Epoch [35][1700/3520] lr: 5.000e-04, eta: 1 day, 6:06:47, time: 1.933, data_time: 0.319, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7354, loss_cls: 2.1689, loss: 2.1689, grad_norm: 13.0554 2020-09-20 10:44:29,937 - mmaction - INFO - Epoch [35][1720/3520] lr: 5.000e-04, eta: 1 day, 6:06:07, time: 1.972, data_time: 0.585, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7250, loss_cls: 2.2195, loss: 2.2195, grad_norm: 13.1253 2020-09-20 10:45:10,974 - mmaction - INFO - Epoch [35][1740/3520] lr: 5.000e-04, eta: 1 day, 6:05:28, time: 2.057, data_time: 0.020, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7542, loss_cls: 2.0943, loss: 2.0943, grad_norm: 12.8884 2020-09-20 10:45:47,948 - mmaction - INFO - Epoch [35][1760/3520] lr: 5.000e-04, eta: 1 day, 6:04:47, time: 1.845, data_time: 0.006, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7229, loss_cls: 2.2358, loss: 2.2358, grad_norm: 13.5637 2020-09-20 10:46:26,418 - mmaction - INFO - Epoch [35][1780/3520] lr: 5.000e-04, eta: 1 day, 6:04:07, time: 1.927, data_time: 0.141, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1368, loss: 2.1368, grad_norm: 13.3344 2020-09-20 10:47:05,800 - mmaction - INFO - Epoch [35][1800/3520] lr: 5.000e-04, eta: 1 day, 6:03:27, time: 1.969, data_time: 1.079, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7292, loss_cls: 2.2805, loss: 2.2805, grad_norm: 13.8379 2020-09-20 10:47:45,877 - mmaction - INFO - Epoch [35][1820/3520] lr: 5.000e-04, eta: 1 day, 6:02:48, time: 2.005, data_time: 0.208, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7396, loss_cls: 2.1484, loss: 2.1484, grad_norm: 13.3865 2020-09-20 10:48:25,994 - mmaction - INFO - Epoch [35][1840/3520] lr: 5.000e-04, eta: 1 day, 6:02:08, time: 2.006, data_time: 0.145, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7146, loss_cls: 2.2496, loss: 2.2496, grad_norm: 13.8220 2020-09-20 10:49:03,361 - mmaction - INFO - Epoch [35][1860/3520] lr: 5.000e-04, eta: 1 day, 6:01:28, time: 1.868, data_time: 0.003, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7552, loss_cls: 2.0925, loss: 2.0925, grad_norm: 13.2552 2020-09-20 10:49:42,299 - mmaction - INFO - Epoch [35][1880/3520] lr: 5.000e-04, eta: 1 day, 6:00:48, time: 1.943, data_time: 0.072, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7438, loss_cls: 2.2108, loss: 2.2108, grad_norm: 13.5473 2020-09-20 10:50:21,969 - mmaction - INFO - Epoch [35][1900/3520] lr: 5.000e-04, eta: 1 day, 6:00:08, time: 1.987, data_time: 0.063, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7562, loss_cls: 2.1054, loss: 2.1054, grad_norm: 13.8164 2020-09-20 10:51:00,620 - mmaction - INFO - Epoch [35][1920/3520] lr: 5.000e-04, eta: 1 day, 5:59:28, time: 1.928, data_time: 0.453, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7490, loss_cls: 2.1947, loss: 2.1947, grad_norm: 13.7609 2020-09-20 10:51:39,268 - mmaction - INFO - Epoch [35][1940/3520] lr: 5.000e-04, eta: 1 day, 5:58:48, time: 1.937, data_time: 0.777, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7438, loss_cls: 2.1468, loss: 2.1468, grad_norm: 13.7121 2020-09-20 10:52:19,485 - mmaction - INFO - Epoch [35][1960/3520] lr: 5.000e-04, eta: 1 day, 5:58:08, time: 2.011, data_time: 1.398, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7552, loss_cls: 2.0741, loss: 2.0741, grad_norm: 12.9484 2020-09-20 10:52:58,704 - mmaction - INFO - Epoch [35][1980/3520] lr: 5.000e-04, eta: 1 day, 5:57:28, time: 1.961, data_time: 0.750, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7510, loss_cls: 2.1190, loss: 2.1190, grad_norm: 13.4664 2020-09-20 10:53:36,551 - mmaction - INFO - Epoch [35][2000/3520] lr: 5.000e-04, eta: 1 day, 5:56:48, time: 1.893, data_time: 0.083, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7427, loss_cls: 2.1418, loss: 2.1418, grad_norm: 13.2074 2020-09-20 10:54:14,538 - mmaction - INFO - Epoch [35][2020/3520] lr: 5.000e-04, eta: 1 day, 5:56:07, time: 1.899, data_time: 0.371, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7615, loss_cls: 2.0892, loss: 2.0892, grad_norm: 13.0674 2020-09-20 10:54:53,194 - mmaction - INFO - Epoch [35][2040/3520] lr: 5.000e-04, eta: 1 day, 5:55:27, time: 1.931, data_time: 0.006, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7458, loss_cls: 2.1291, loss: 2.1291, grad_norm: 13.8470 2020-09-20 10:55:33,636 - mmaction - INFO - Epoch [35][2060/3520] lr: 5.000e-04, eta: 1 day, 5:54:48, time: 2.022, data_time: 0.009, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7260, loss_cls: 2.2179, loss: 2.2179, grad_norm: 13.5337 2020-09-20 10:56:10,277 - mmaction - INFO - Epoch [35][2080/3520] lr: 5.000e-04, eta: 1 day, 5:54:07, time: 1.834, data_time: 0.054, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7344, loss_cls: 2.1427, loss: 2.1427, grad_norm: 13.8165 2020-09-20 10:56:49,723 - mmaction - INFO - Epoch [35][2100/3520] lr: 5.000e-04, eta: 1 day, 5:53:27, time: 1.970, data_time: 0.108, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7531, loss_cls: 2.1034, loss: 2.1034, grad_norm: 13.1629 2020-09-20 10:57:28,925 - mmaction - INFO - Epoch [35][2120/3520] lr: 5.000e-04, eta: 1 day, 5:52:47, time: 1.963, data_time: 0.008, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7844, loss_cls: 1.9975, loss: 1.9975, grad_norm: 13.2245 2020-09-20 10:58:07,703 - mmaction - INFO - Epoch [35][2140/3520] lr: 5.000e-04, eta: 1 day, 5:52:07, time: 1.938, data_time: 0.033, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7448, loss_cls: 2.1242, loss: 2.1242, grad_norm: 13.6164 2020-09-20 10:58:46,844 - mmaction - INFO - Epoch [35][2160/3520] lr: 5.000e-04, eta: 1 day, 5:51:27, time: 1.958, data_time: 0.149, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7385, loss_cls: 2.1372, loss: 2.1372, grad_norm: 13.1936 2020-09-20 10:59:25,612 - mmaction - INFO - Epoch [35][2180/3520] lr: 5.000e-04, eta: 1 day, 5:50:47, time: 1.938, data_time: 0.289, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7271, loss_cls: 2.1791, loss: 2.1791, grad_norm: 13.2390 2020-09-20 11:00:06,503 - mmaction - INFO - Epoch [35][2200/3520] lr: 5.000e-04, eta: 1 day, 5:50:08, time: 2.036, data_time: 0.042, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7396, loss_cls: 2.2075, loss: 2.2075, grad_norm: 13.7459 2020-09-20 11:00:46,203 - mmaction - INFO - Epoch [35][2220/3520] lr: 5.000e-04, eta: 1 day, 5:49:28, time: 1.994, data_time: 0.061, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7385, loss_cls: 2.1631, loss: 2.1631, grad_norm: 13.3929 2020-09-20 11:01:26,715 - mmaction - INFO - Epoch [35][2240/3520] lr: 5.000e-04, eta: 1 day, 5:48:49, time: 2.025, data_time: 0.286, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7208, loss_cls: 2.2446, loss: 2.2446, grad_norm: 13.8678 2020-09-20 11:02:05,437 - mmaction - INFO - Epoch [35][2260/3520] lr: 5.000e-04, eta: 1 day, 5:48:08, time: 1.933, data_time: 0.007, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7208, loss_cls: 2.1700, loss: 2.1700, grad_norm: 13.5510 2020-09-20 11:02:45,555 - mmaction - INFO - Epoch [35][2280/3520] lr: 5.000e-04, eta: 1 day, 5:47:29, time: 2.007, data_time: 0.091, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7208, loss_cls: 2.2171, loss: 2.2171, grad_norm: 13.7669 2020-09-20 11:03:22,965 - mmaction - INFO - Epoch [35][2300/3520] lr: 5.000e-04, eta: 1 day, 5:46:48, time: 1.869, data_time: 0.394, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7333, loss_cls: 2.1395, loss: 2.1395, grad_norm: 13.8130 2020-09-20 11:04:04,250 - mmaction - INFO - Epoch [35][2320/3520] lr: 5.000e-04, eta: 1 day, 5:46:09, time: 2.031, data_time: 0.967, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7281, loss_cls: 2.1896, loss: 2.1896, grad_norm: 13.5299 2020-09-20 11:04:42,653 - mmaction - INFO - Epoch [35][2340/3520] lr: 5.000e-04, eta: 1 day, 5:45:29, time: 1.954, data_time: 0.059, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7344, loss_cls: 2.2023, loss: 2.2023, grad_norm: 14.0292 2020-09-20 11:05:22,123 - mmaction - INFO - Epoch [35][2360/3520] lr: 5.000e-04, eta: 1 day, 5:44:49, time: 1.975, data_time: 0.668, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7427, loss_cls: 2.1192, loss: 2.1192, grad_norm: 13.5651 2020-09-20 11:06:02,243 - mmaction - INFO - Epoch [35][2380/3520] lr: 5.000e-04, eta: 1 day, 5:44:10, time: 2.003, data_time: 0.323, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7375, loss_cls: 2.1219, loss: 2.1219, grad_norm: 13.9098 2020-09-20 11:06:41,768 - mmaction - INFO - Epoch [35][2400/3520] lr: 5.000e-04, eta: 1 day, 5:43:30, time: 1.979, data_time: 0.061, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7792, loss_cls: 2.0417, loss: 2.0417, grad_norm: 13.7584 2020-09-20 11:07:20,972 - mmaction - INFO - Epoch [35][2420/3520] lr: 5.000e-04, eta: 1 day, 5:42:50, time: 1.957, data_time: 0.804, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7458, loss_cls: 2.1624, loss: 2.1624, grad_norm: 13.7238 2020-09-20 11:08:01,776 - mmaction - INFO - Epoch [35][2440/3520] lr: 5.000e-04, eta: 1 day, 5:42:11, time: 2.042, data_time: 0.433, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7531, loss_cls: 2.1497, loss: 2.1497, grad_norm: 13.5241 2020-09-20 11:08:41,053 - mmaction - INFO - Epoch [35][2460/3520] lr: 5.000e-04, eta: 1 day, 5:41:31, time: 1.964, data_time: 1.035, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7615, loss_cls: 2.1504, loss: 2.1504, grad_norm: 13.7114 2020-09-20 11:09:20,466 - mmaction - INFO - Epoch [35][2480/3520] lr: 5.000e-04, eta: 1 day, 5:40:51, time: 1.971, data_time: 1.026, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7323, loss_cls: 2.1446, loss: 2.1446, grad_norm: 13.4353 2020-09-20 11:09:59,852 - mmaction - INFO - Epoch [35][2500/3520] lr: 5.000e-04, eta: 1 day, 5:40:11, time: 1.966, data_time: 0.181, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7250, loss_cls: 2.2125, loss: 2.2125, grad_norm: 13.8291 2020-09-20 11:10:39,428 - mmaction - INFO - Epoch [35][2520/3520] lr: 5.000e-04, eta: 1 day, 5:39:32, time: 1.982, data_time: 0.099, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7260, loss_cls: 2.2290, loss: 2.2290, grad_norm: 14.0803 2020-09-20 11:11:17,062 - mmaction - INFO - Epoch [35][2540/3520] lr: 5.000e-04, eta: 1 day, 5:38:51, time: 1.874, data_time: 0.050, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7271, loss_cls: 2.2024, loss: 2.2024, grad_norm: 13.5129 2020-09-20 11:11:56,836 - mmaction - INFO - Epoch [35][2560/3520] lr: 5.000e-04, eta: 1 day, 5:38:11, time: 1.996, data_time: 0.213, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7125, loss_cls: 2.2685, loss: 2.2685, grad_norm: 14.1059 2020-09-20 11:12:37,844 - mmaction - INFO - Epoch [35][2580/3520] lr: 5.000e-04, eta: 1 day, 5:37:32, time: 2.047, data_time: 0.058, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7417, loss_cls: 2.1338, loss: 2.1338, grad_norm: 13.4661 2020-09-20 11:13:16,306 - mmaction - INFO - Epoch [35][2600/3520] lr: 5.000e-04, eta: 1 day, 5:36:52, time: 1.924, data_time: 0.008, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7063, loss_cls: 2.2355, loss: 2.2355, grad_norm: 13.9794 2020-09-20 11:13:56,561 - mmaction - INFO - Epoch [35][2620/3520] lr: 5.000e-04, eta: 1 day, 5:36:13, time: 2.014, data_time: 0.047, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7375, loss_cls: 2.2084, loss: 2.2084, grad_norm: 14.2462 2020-09-20 11:14:34,164 - mmaction - INFO - Epoch [35][2640/3520] lr: 5.000e-04, eta: 1 day, 5:35:32, time: 1.878, data_time: 0.009, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1341, loss: 2.1341, grad_norm: 13.2630 2020-09-20 11:15:14,734 - mmaction - INFO - Epoch [35][2660/3520] lr: 5.000e-04, eta: 1 day, 5:34:53, time: 2.033, data_time: 0.099, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7385, loss_cls: 2.1688, loss: 2.1688, grad_norm: 13.7307 2020-09-20 11:15:53,879 - mmaction - INFO - Epoch [35][2680/3520] lr: 5.000e-04, eta: 1 day, 5:34:13, time: 1.956, data_time: 0.092, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7479, loss_cls: 2.1715, loss: 2.1715, grad_norm: 13.5911 2020-09-20 11:16:33,811 - mmaction - INFO - Epoch [35][2700/3520] lr: 5.000e-04, eta: 1 day, 5:33:33, time: 1.997, data_time: 1.134, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7271, loss_cls: 2.2615, loss: 2.2615, grad_norm: 14.5362 2020-09-20 11:17:12,047 - mmaction - INFO - Epoch [35][2720/3520] lr: 5.000e-04, eta: 1 day, 5:32:53, time: 1.910, data_time: 0.196, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7135, loss_cls: 2.2585, loss: 2.2585, grad_norm: 14.0083 2020-09-20 11:17:51,360 - mmaction - INFO - Epoch [35][2740/3520] lr: 5.000e-04, eta: 1 day, 5:32:13, time: 1.968, data_time: 0.095, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7177, loss_cls: 2.2159, loss: 2.2159, grad_norm: 14.0751 2020-09-20 11:18:31,004 - mmaction - INFO - Epoch [35][2760/3520] lr: 5.000e-04, eta: 1 day, 5:31:33, time: 1.977, data_time: 0.006, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7323, loss_cls: 2.1918, loss: 2.1918, grad_norm: 13.8701 2020-09-20 11:19:09,924 - mmaction - INFO - Epoch [35][2780/3520] lr: 5.000e-04, eta: 1 day, 5:30:53, time: 1.950, data_time: 0.122, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7323, loss_cls: 2.1946, loss: 2.1946, grad_norm: 13.6048 2020-09-20 11:19:48,927 - mmaction - INFO - Epoch [35][2800/3520] lr: 5.000e-04, eta: 1 day, 5:30:13, time: 1.947, data_time: 0.016, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7375, loss_cls: 2.0957, loss: 2.0957, grad_norm: 13.3889 2020-09-20 11:20:28,785 - mmaction - INFO - Epoch [35][2820/3520] lr: 5.000e-04, eta: 1 day, 5:29:33, time: 1.974, data_time: 0.264, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7365, loss_cls: 2.2013, loss: 2.2013, grad_norm: 13.5470 2020-09-20 11:21:06,953 - mmaction - INFO - Epoch [35][2840/3520] lr: 5.000e-04, eta: 1 day, 5:28:53, time: 1.932, data_time: 0.048, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7229, loss_cls: 2.2070, loss: 2.2070, grad_norm: 13.8296 2020-09-20 11:21:44,214 - mmaction - INFO - Epoch [35][2860/3520] lr: 5.000e-04, eta: 1 day, 5:28:12, time: 1.863, data_time: 0.003, memory: 8337, top1_acc: 0.4469, top5_acc: 0.6896, loss_cls: 2.2907, loss: 2.2907, grad_norm: 13.7240 2020-09-20 11:22:23,174 - mmaction - INFO - Epoch [35][2880/3520] lr: 5.000e-04, eta: 1 day, 5:27:32, time: 1.945, data_time: 0.032, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7458, loss_cls: 2.1097, loss: 2.1097, grad_norm: 13.5195 2020-09-20 11:23:02,473 - mmaction - INFO - Epoch [35][2900/3520] lr: 5.000e-04, eta: 1 day, 5:26:53, time: 1.968, data_time: 0.587, memory: 8337, top1_acc: 0.4344, top5_acc: 0.7271, loss_cls: 2.2374, loss: 2.2374, grad_norm: 13.7405 2020-09-20 11:23:42,341 - mmaction - INFO - Epoch [35][2920/3520] lr: 5.000e-04, eta: 1 day, 5:26:13, time: 1.990, data_time: 0.221, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7552, loss_cls: 2.1000, loss: 2.1000, grad_norm: 13.8114 2020-09-20 11:24:20,234 - mmaction - INFO - Epoch [35][2940/3520] lr: 5.000e-04, eta: 1 day, 5:25:32, time: 1.896, data_time: 0.006, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7490, loss_cls: 2.1395, loss: 2.1395, grad_norm: 13.5209 2020-09-20 11:24:58,364 - mmaction - INFO - Epoch [35][2960/3520] lr: 5.000e-04, eta: 1 day, 5:24:52, time: 1.905, data_time: 0.339, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7531, loss_cls: 2.1305, loss: 2.1305, grad_norm: 13.9358 2020-09-20 11:25:37,343 - mmaction - INFO - Epoch [35][2980/3520] lr: 5.000e-04, eta: 1 day, 5:24:12, time: 1.950, data_time: 0.069, memory: 8337, top1_acc: 0.4375, top5_acc: 0.7365, loss_cls: 2.2844, loss: 2.2844, grad_norm: 14.0465 2020-09-20 11:26:14,506 - mmaction - INFO - Epoch [35][3000/3520] lr: 5.000e-04, eta: 1 day, 5:23:31, time: 1.856, data_time: 0.081, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7312, loss_cls: 2.2075, loss: 2.2075, grad_norm: 13.7599 2020-09-20 11:26:53,303 - mmaction - INFO - Epoch [35][3020/3520] lr: 5.000e-04, eta: 1 day, 5:22:51, time: 1.943, data_time: 0.129, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7615, loss_cls: 2.1256, loss: 2.1256, grad_norm: 13.6534 2020-09-20 11:27:33,052 - mmaction - INFO - Epoch [35][3040/3520] lr: 5.000e-04, eta: 1 day, 5:22:12, time: 1.986, data_time: 0.350, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7396, loss_cls: 2.1390, loss: 2.1390, grad_norm: 13.7207 2020-09-20 11:28:12,007 - mmaction - INFO - Epoch [35][3060/3520] lr: 5.000e-04, eta: 1 day, 5:21:32, time: 1.950, data_time: 0.183, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7427, loss_cls: 2.1665, loss: 2.1665, grad_norm: 13.5790 2020-09-20 11:28:51,268 - mmaction - INFO - Epoch [35][3080/3520] lr: 5.000e-04, eta: 1 day, 5:20:52, time: 1.962, data_time: 0.007, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7302, loss_cls: 2.1051, loss: 2.1051, grad_norm: 13.0983 2020-09-20 11:29:31,598 - mmaction - INFO - Epoch [35][3100/3520] lr: 5.000e-04, eta: 1 day, 5:20:12, time: 2.019, data_time: 0.006, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7167, loss_cls: 2.2268, loss: 2.2268, grad_norm: 13.4371 2020-09-20 11:30:10,222 - mmaction - INFO - Epoch [35][3120/3520] lr: 5.000e-04, eta: 1 day, 5:19:32, time: 1.931, data_time: 0.047, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7656, loss_cls: 2.0767, loss: 2.0767, grad_norm: 13.1244 2020-09-20 11:30:50,476 - mmaction - INFO - Epoch [35][3140/3520] lr: 5.000e-04, eta: 1 day, 5:18:53, time: 2.012, data_time: 0.035, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7552, loss_cls: 2.0712, loss: 2.0712, grad_norm: 13.4909 2020-09-20 11:31:30,008 - mmaction - INFO - Epoch [35][3160/3520] lr: 5.000e-04, eta: 1 day, 5:18:13, time: 1.972, data_time: 0.006, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7365, loss_cls: 2.1663, loss: 2.1663, grad_norm: 13.6332 2020-09-20 11:32:08,175 - mmaction - INFO - Epoch [35][3180/3520] lr: 5.000e-04, eta: 1 day, 5:17:33, time: 1.913, data_time: 0.036, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7427, loss_cls: 2.1218, loss: 2.1218, grad_norm: 13.2483 2020-09-20 11:32:48,352 - mmaction - INFO - Epoch [35][3200/3520] lr: 5.000e-04, eta: 1 day, 5:16:53, time: 2.010, data_time: 0.468, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.1558, loss: 2.1558, grad_norm: 13.3363 2020-09-20 11:33:27,914 - mmaction - INFO - Epoch [35][3220/3520] lr: 5.000e-04, eta: 1 day, 5:16:13, time: 1.977, data_time: 0.049, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7521, loss_cls: 2.1284, loss: 2.1284, grad_norm: 13.7549 2020-09-20 11:34:07,327 - mmaction - INFO - Epoch [35][3240/3520] lr: 5.000e-04, eta: 1 day, 5:15:34, time: 1.970, data_time: 0.007, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7115, loss_cls: 2.2226, loss: 2.2226, grad_norm: 14.1154 2020-09-20 11:34:45,693 - mmaction - INFO - Epoch [35][3260/3520] lr: 5.000e-04, eta: 1 day, 5:14:53, time: 1.919, data_time: 0.317, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.1368, loss: 2.1368, grad_norm: 13.7892 2020-09-20 11:35:25,822 - mmaction - INFO - Epoch [35][3280/3520] lr: 5.000e-04, eta: 1 day, 5:14:14, time: 2.005, data_time: 0.352, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.1071, loss: 2.1071, grad_norm: 13.5847 2020-09-20 11:36:04,148 - mmaction - INFO - Epoch [35][3300/3520] lr: 5.000e-04, eta: 1 day, 5:13:34, time: 1.918, data_time: 0.754, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7271, loss_cls: 2.2782, loss: 2.2782, grad_norm: 13.6481 2020-09-20 11:36:44,842 - mmaction - INFO - Epoch [35][3320/3520] lr: 5.000e-04, eta: 1 day, 5:12:54, time: 2.035, data_time: 0.858, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7635, loss_cls: 2.0748, loss: 2.0748, grad_norm: 13.6426 2020-09-20 11:37:23,567 - mmaction - INFO - Epoch [35][3340/3520] lr: 5.000e-04, eta: 1 day, 5:12:14, time: 1.934, data_time: 0.078, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7302, loss_cls: 2.1622, loss: 2.1622, grad_norm: 13.3672 2020-09-20 11:38:03,127 - mmaction - INFO - Epoch [35][3360/3520] lr: 5.000e-04, eta: 1 day, 5:11:34, time: 1.980, data_time: 0.098, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7302, loss_cls: 2.1593, loss: 2.1593, grad_norm: 13.6797 2020-09-20 11:38:41,574 - mmaction - INFO - Epoch [35][3380/3520] lr: 5.000e-04, eta: 1 day, 5:10:54, time: 1.923, data_time: 0.188, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7198, loss_cls: 2.1896, loss: 2.1896, grad_norm: 13.6999 2020-09-20 11:39:21,459 - mmaction - INFO - Epoch [35][3400/3520] lr: 5.000e-04, eta: 1 day, 5:10:15, time: 1.994, data_time: 0.016, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7375, loss_cls: 2.1582, loss: 2.1582, grad_norm: 13.8560 2020-09-20 11:40:00,872 - mmaction - INFO - Epoch [35][3420/3520] lr: 5.000e-04, eta: 1 day, 5:09:35, time: 1.966, data_time: 0.781, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7344, loss_cls: 2.2106, loss: 2.2106, grad_norm: 13.9116 2020-09-20 11:40:42,003 - mmaction - INFO - Epoch [35][3440/3520] lr: 5.000e-04, eta: 1 day, 5:08:56, time: 2.061, data_time: 0.502, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7365, loss_cls: 2.1221, loss: 2.1221, grad_norm: 14.0075 2020-09-20 11:41:22,937 - mmaction - INFO - Epoch [35][3460/3520] lr: 5.000e-04, eta: 1 day, 5:08:17, time: 2.044, data_time: 1.292, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7448, loss_cls: 2.1157, loss: 2.1157, grad_norm: 13.5456 2020-09-20 11:42:01,363 - mmaction - INFO - Epoch [35][3480/3520] lr: 5.000e-04, eta: 1 day, 5:07:36, time: 1.924, data_time: 0.029, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7469, loss_cls: 2.1306, loss: 2.1306, grad_norm: 13.1138 2020-09-20 11:42:41,697 - mmaction - INFO - Epoch [35][3500/3520] lr: 5.000e-04, eta: 1 day, 5:06:57, time: 2.017, data_time: 0.006, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7677, loss_cls: 2.1249, loss: 2.1249, grad_norm: 14.2933 2020-09-20 11:43:17,260 - mmaction - INFO - Epoch [35][3520/3520] lr: 5.000e-04, eta: 1 day, 5:06:15, time: 1.778, data_time: 0.011, memory: 8337, top1_acc: 0.4739, top5_acc: 0.7391, loss_cls: 2.1598, loss: 2.1598, grad_norm: 14.0646 2020-09-20 11:43:32,455 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-09-20 11:45:40,374 - mmaction - INFO - Epoch [36][20/3520] lr: 5.000e-04, eta: 1 day, 5:06:13, time: 6.361, data_time: 4.585, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7292, loss_cls: 2.1938, loss: 2.1938, grad_norm: 13.8515 2020-09-20 11:46:20,529 - mmaction - INFO - Epoch [36][40/3520] lr: 5.000e-04, eta: 1 day, 5:05:34, time: 2.013, data_time: 0.143, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7573, loss_cls: 2.1021, loss: 2.1021, grad_norm: 13.2948 2020-09-20 11:46:59,985 - mmaction - INFO - Epoch [36][60/3520] lr: 5.000e-04, eta: 1 day, 5:04:54, time: 1.975, data_time: 0.699, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7354, loss_cls: 2.0795, loss: 2.0795, grad_norm: 13.2639 2020-09-20 11:47:37,995 - mmaction - INFO - Epoch [36][80/3520] lr: 5.000e-04, eta: 1 day, 5:04:14, time: 1.902, data_time: 0.715, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7552, loss_cls: 2.0653, loss: 2.0653, grad_norm: 13.1231 2020-09-20 11:48:18,323 - mmaction - INFO - Epoch [36][100/3520] lr: 5.000e-04, eta: 1 day, 5:03:34, time: 2.017, data_time: 0.379, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.1772, loss: 2.1772, grad_norm: 13.5616 2020-09-20 11:48:57,018 - mmaction - INFO - Epoch [36][120/3520] lr: 5.000e-04, eta: 1 day, 5:02:54, time: 1.932, data_time: 0.119, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7385, loss_cls: 2.2199, loss: 2.2199, grad_norm: 13.6583 2020-09-20 11:49:36,624 - mmaction - INFO - Epoch [36][140/3520] lr: 5.000e-04, eta: 1 day, 5:02:14, time: 1.982, data_time: 0.078, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.1736, loss: 2.1736, grad_norm: 13.5407 2020-09-20 11:50:14,232 - mmaction - INFO - Epoch [36][160/3520] lr: 5.000e-04, eta: 1 day, 5:01:34, time: 1.882, data_time: 0.041, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7417, loss_cls: 2.1141, loss: 2.1141, grad_norm: 13.6521 2020-09-20 11:50:55,687 - mmaction - INFO - Epoch [36][180/3520] lr: 5.000e-04, eta: 1 day, 5:00:55, time: 2.070, data_time: 0.107, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7479, loss_cls: 2.0891, loss: 2.0891, grad_norm: 13.6196 2020-09-20 11:51:33,285 - mmaction - INFO - Epoch [36][200/3520] lr: 5.000e-04, eta: 1 day, 5:00:14, time: 1.882, data_time: 0.096, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7375, loss_cls: 2.1853, loss: 2.1853, grad_norm: 14.3150 2020-09-20 11:52:12,696 - mmaction - INFO - Epoch [36][220/3520] lr: 5.000e-04, eta: 1 day, 4:59:34, time: 1.971, data_time: 0.008, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7552, loss_cls: 2.0523, loss: 2.0523, grad_norm: 13.1078 2020-09-20 11:52:50,637 - mmaction - INFO - Epoch [36][240/3520] lr: 5.000e-04, eta: 1 day, 4:58:54, time: 1.897, data_time: 0.122, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7479, loss_cls: 2.1296, loss: 2.1296, grad_norm: 13.7879 2020-09-20 11:53:29,225 - mmaction - INFO - Epoch [36][260/3520] lr: 5.000e-04, eta: 1 day, 4:58:14, time: 1.927, data_time: 0.391, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7594, loss_cls: 2.0818, loss: 2.0818, grad_norm: 13.4131 2020-09-20 11:54:08,002 - mmaction - INFO - Epoch [36][280/3520] lr: 5.000e-04, eta: 1 day, 4:57:34, time: 1.941, data_time: 0.007, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7385, loss_cls: 2.1605, loss: 2.1605, grad_norm: 13.2202 2020-09-20 11:54:45,101 - mmaction - INFO - Epoch [36][300/3520] lr: 5.000e-04, eta: 1 day, 4:56:53, time: 1.852, data_time: 0.137, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7594, loss_cls: 2.0448, loss: 2.0448, grad_norm: 13.6622 2020-09-20 11:55:24,059 - mmaction - INFO - Epoch [36][320/3520] lr: 5.000e-04, eta: 1 day, 4:56:13, time: 1.950, data_time: 0.464, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7604, loss_cls: 2.0455, loss: 2.0455, grad_norm: 13.4118 2020-09-20 11:56:03,313 - mmaction - INFO - Epoch [36][340/3520] lr: 5.000e-04, eta: 1 day, 4:55:33, time: 1.963, data_time: 0.009, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7573, loss_cls: 2.1240, loss: 2.1240, grad_norm: 13.6622 2020-09-20 11:56:42,450 - mmaction - INFO - Epoch [36][360/3520] lr: 5.000e-04, eta: 1 day, 4:54:53, time: 1.957, data_time: 0.940, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7615, loss_cls: 2.0987, loss: 2.0987, grad_norm: 13.8180 2020-09-20 11:57:23,482 - mmaction - INFO - Epoch [36][380/3520] lr: 5.000e-04, eta: 1 day, 4:54:14, time: 2.048, data_time: 1.002, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.0991, loss: 2.0991, grad_norm: 13.8977 2020-09-20 11:58:01,727 - mmaction - INFO - Epoch [36][400/3520] lr: 5.000e-04, eta: 1 day, 4:53:34, time: 1.916, data_time: 0.006, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7083, loss_cls: 2.2569, loss: 2.2569, grad_norm: 14.0493 2020-09-20 11:58:40,554 - mmaction - INFO - Epoch [36][420/3520] lr: 5.000e-04, eta: 1 day, 4:52:53, time: 1.940, data_time: 0.073, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7615, loss_cls: 2.1255, loss: 2.1255, grad_norm: 13.7616 2020-09-20 11:59:19,928 - mmaction - INFO - Epoch [36][440/3520] lr: 5.000e-04, eta: 1 day, 4:52:14, time: 1.969, data_time: 0.572, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7427, loss_cls: 2.1221, loss: 2.1221, grad_norm: 13.6010 2020-09-20 11:59:58,784 - mmaction - INFO - Epoch [36][460/3520] lr: 5.000e-04, eta: 1 day, 4:51:33, time: 1.935, data_time: 0.811, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7583, loss_cls: 2.0827, loss: 2.0827, grad_norm: 13.7811 2020-09-20 12:00:43,138 - mmaction - INFO - Epoch [36][480/3520] lr: 5.000e-04, eta: 1 day, 4:50:56, time: 2.211, data_time: 0.090, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7510, loss_cls: 2.1012, loss: 2.1012, grad_norm: 13.3461 2020-09-20 12:01:21,497 - mmaction - INFO - Epoch [36][500/3520] lr: 5.000e-04, eta: 1 day, 4:50:16, time: 1.930, data_time: 0.051, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7427, loss_cls: 2.1343, loss: 2.1343, grad_norm: 13.9871 2020-09-20 12:02:00,491 - mmaction - INFO - Epoch [36][520/3520] lr: 5.000e-04, eta: 1 day, 4:49:36, time: 1.953, data_time: 0.008, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7396, loss_cls: 2.1304, loss: 2.1304, grad_norm: 13.9922 2020-09-20 12:02:39,856 - mmaction - INFO - Epoch [36][540/3520] lr: 5.000e-04, eta: 1 day, 4:48:56, time: 1.965, data_time: 0.004, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7146, loss_cls: 2.2067, loss: 2.2067, grad_norm: 14.2013 2020-09-20 12:03:19,596 - mmaction - INFO - Epoch [36][560/3520] lr: 5.000e-04, eta: 1 day, 4:48:16, time: 1.988, data_time: 0.087, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7354, loss_cls: 2.1737, loss: 2.1737, grad_norm: 13.7569 2020-09-20 12:03:57,729 - mmaction - INFO - Epoch [36][580/3520] lr: 5.000e-04, eta: 1 day, 4:47:36, time: 1.908, data_time: 0.447, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7313, loss_cls: 2.2401, loss: 2.2401, grad_norm: 14.1264 2020-09-20 12:04:35,979 - mmaction - INFO - Epoch [36][600/3520] lr: 5.000e-04, eta: 1 day, 4:46:55, time: 1.913, data_time: 0.731, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1690, loss: 2.1690, grad_norm: 13.7948 2020-09-20 12:05:14,895 - mmaction - INFO - Epoch [36][620/3520] lr: 5.000e-04, eta: 1 day, 4:46:15, time: 1.943, data_time: 0.033, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7313, loss_cls: 2.2415, loss: 2.2415, grad_norm: 14.1670 2020-09-20 12:05:53,395 - mmaction - INFO - Epoch [36][640/3520] lr: 5.000e-04, eta: 1 day, 4:45:35, time: 1.927, data_time: 0.010, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.0890, loss: 2.0890, grad_norm: 13.4936 2020-09-20 12:06:32,002 - mmaction - INFO - Epoch [36][660/3520] lr: 5.000e-04, eta: 1 day, 4:44:55, time: 1.932, data_time: 0.195, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1648, loss: 2.1648, grad_norm: 13.8748 2020-09-20 12:07:09,267 - mmaction - INFO - Epoch [36][680/3520] lr: 5.000e-04, eta: 1 day, 4:44:14, time: 1.860, data_time: 0.107, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7573, loss_cls: 2.1818, loss: 2.1818, grad_norm: 13.9441 2020-09-20 12:07:48,362 - mmaction - INFO - Epoch [36][700/3520] lr: 5.000e-04, eta: 1 day, 4:43:34, time: 1.957, data_time: 0.386, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7365, loss_cls: 2.0675, loss: 2.0675, grad_norm: 13.3790 2020-09-20 12:08:27,406 - mmaction - INFO - Epoch [36][720/3520] lr: 5.000e-04, eta: 1 day, 4:42:54, time: 1.952, data_time: 0.167, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7458, loss_cls: 2.1677, loss: 2.1677, grad_norm: 13.8509 2020-09-20 12:09:06,460 - mmaction - INFO - Epoch [36][740/3520] lr: 5.000e-04, eta: 1 day, 4:42:14, time: 1.953, data_time: 0.018, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1963, loss: 2.1963, grad_norm: 13.8699 2020-09-20 12:09:43,244 - mmaction - INFO - Epoch [36][760/3520] lr: 5.000e-04, eta: 1 day, 4:41:33, time: 1.838, data_time: 0.039, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7667, loss_cls: 2.0721, loss: 2.0721, grad_norm: 13.3818 2020-09-20 12:10:22,456 - mmaction - INFO - Epoch [36][780/3520] lr: 5.000e-04, eta: 1 day, 4:40:54, time: 1.961, data_time: 0.221, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7417, loss_cls: 2.1522, loss: 2.1522, grad_norm: 13.8395 2020-09-20 12:11:03,659 - mmaction - INFO - Epoch [36][800/3520] lr: 5.000e-04, eta: 1 day, 4:40:14, time: 2.061, data_time: 1.097, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7354, loss_cls: 2.1675, loss: 2.1675, grad_norm: 14.1545 2020-09-20 12:11:41,883 - mmaction - INFO - Epoch [36][820/3520] lr: 5.000e-04, eta: 1 day, 4:39:34, time: 1.911, data_time: 0.469, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7594, loss_cls: 2.0571, loss: 2.0571, grad_norm: 14.0394 2020-09-20 12:12:20,852 - mmaction - INFO - Epoch [36][840/3520] lr: 5.000e-04, eta: 1 day, 4:38:54, time: 1.948, data_time: 0.234, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7458, loss_cls: 2.1704, loss: 2.1704, grad_norm: 14.2984 2020-09-20 12:12:57,945 - mmaction - INFO - Epoch [36][860/3520] lr: 5.000e-04, eta: 1 day, 4:38:13, time: 1.853, data_time: 0.141, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7260, loss_cls: 2.2518, loss: 2.2518, grad_norm: 14.0027 2020-09-20 12:13:36,359 - mmaction - INFO - Epoch [36][880/3520] lr: 5.000e-04, eta: 1 day, 4:37:33, time: 1.924, data_time: 0.215, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7500, loss_cls: 2.1452, loss: 2.1452, grad_norm: 14.3395 2020-09-20 12:14:15,722 - mmaction - INFO - Epoch [36][900/3520] lr: 5.000e-04, eta: 1 day, 4:36:53, time: 1.966, data_time: 0.014, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7354, loss_cls: 2.1704, loss: 2.1704, grad_norm: 13.9487 2020-09-20 12:14:55,028 - mmaction - INFO - Epoch [36][920/3520] lr: 5.000e-04, eta: 1 day, 4:36:13, time: 1.965, data_time: 0.305, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7500, loss_cls: 2.1772, loss: 2.1772, grad_norm: 14.0845 2020-09-20 12:15:33,281 - mmaction - INFO - Epoch [36][940/3520] lr: 5.000e-04, eta: 1 day, 4:35:33, time: 1.914, data_time: 0.513, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7448, loss_cls: 2.1125, loss: 2.1125, grad_norm: 13.9913 2020-09-20 12:16:11,770 - mmaction - INFO - Epoch [36][960/3520] lr: 5.000e-04, eta: 1 day, 4:34:53, time: 1.925, data_time: 0.171, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7531, loss_cls: 2.1159, loss: 2.1159, grad_norm: 14.2312 2020-09-20 12:16:49,648 - mmaction - INFO - Epoch [36][980/3520] lr: 5.000e-04, eta: 1 day, 4:34:12, time: 1.887, data_time: 0.007, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7573, loss_cls: 2.0396, loss: 2.0396, grad_norm: 13.2858 2020-09-20 12:17:27,235 - mmaction - INFO - Epoch [36][1000/3520] lr: 5.000e-04, eta: 1 day, 4:33:32, time: 1.886, data_time: 0.011, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7167, loss_cls: 2.1718, loss: 2.1718, grad_norm: 14.1734 2020-09-20 12:18:05,532 - mmaction - INFO - Epoch [36][1020/3520] lr: 5.000e-04, eta: 1 day, 4:32:52, time: 1.914, data_time: 0.030, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7604, loss_cls: 2.0431, loss: 2.0431, grad_norm: 13.7367 2020-09-20 12:18:43,278 - mmaction - INFO - Epoch [36][1040/3520] lr: 5.000e-04, eta: 1 day, 4:32:11, time: 1.888, data_time: 0.004, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7656, loss_cls: 2.0655, loss: 2.0655, grad_norm: 13.4761 2020-09-20 12:19:22,446 - mmaction - INFO - Epoch [36][1060/3520] lr: 5.000e-04, eta: 1 day, 4:31:31, time: 1.957, data_time: 0.139, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7417, loss_cls: 2.1138, loss: 2.1138, grad_norm: 13.7392 2020-09-20 12:20:00,558 - mmaction - INFO - Epoch [36][1080/3520] lr: 5.000e-04, eta: 1 day, 4:30:51, time: 1.904, data_time: 0.110, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7448, loss_cls: 2.1104, loss: 2.1104, grad_norm: 13.4338 2020-09-20 12:20:40,045 - mmaction - INFO - Epoch [36][1100/3520] lr: 5.000e-04, eta: 1 day, 4:30:11, time: 1.978, data_time: 0.687, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7510, loss_cls: 2.1353, loss: 2.1353, grad_norm: 14.0998 2020-09-20 12:21:17,496 - mmaction - INFO - Epoch [36][1120/3520] lr: 5.000e-04, eta: 1 day, 4:29:30, time: 1.872, data_time: 0.445, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7312, loss_cls: 2.1726, loss: 2.1726, grad_norm: 13.8828 2020-09-20 12:21:57,701 - mmaction - INFO - Epoch [36][1140/3520] lr: 5.000e-04, eta: 1 day, 4:28:51, time: 2.009, data_time: 0.998, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7646, loss_cls: 2.0331, loss: 2.0331, grad_norm: 13.4161 2020-09-20 12:22:37,338 - mmaction - INFO - Epoch [36][1160/3520] lr: 5.000e-04, eta: 1 day, 4:28:11, time: 1.983, data_time: 0.092, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7323, loss_cls: 2.1623, loss: 2.1623, grad_norm: 13.4677 2020-09-20 12:23:15,053 - mmaction - INFO - Epoch [36][1180/3520] lr: 5.000e-04, eta: 1 day, 4:27:31, time: 1.886, data_time: 0.185, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7677, loss_cls: 2.0692, loss: 2.0692, grad_norm: 13.5113 2020-09-20 12:23:54,842 - mmaction - INFO - Epoch [36][1200/3520] lr: 5.000e-04, eta: 1 day, 4:26:51, time: 1.989, data_time: 0.518, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7490, loss_cls: 2.1838, loss: 2.1838, grad_norm: 14.2248 2020-09-20 12:24:31,553 - mmaction - INFO - Epoch [36][1220/3520] lr: 5.000e-04, eta: 1 day, 4:26:10, time: 1.833, data_time: 0.567, memory: 8337, top1_acc: 0.4260, top5_acc: 0.7177, loss_cls: 2.2040, loss: 2.2040, grad_norm: 13.8224 2020-09-20 12:25:11,637 - mmaction - INFO - Epoch [36][1240/3520] lr: 5.000e-04, eta: 1 day, 4:25:31, time: 2.006, data_time: 0.008, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7333, loss_cls: 2.1338, loss: 2.1338, grad_norm: 13.9550 2020-09-20 12:25:51,284 - mmaction - INFO - Epoch [36][1260/3520] lr: 5.000e-04, eta: 1 day, 4:24:51, time: 1.983, data_time: 0.429, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7542, loss_cls: 2.0541, loss: 2.0541, grad_norm: 13.6405 2020-09-20 12:26:29,212 - mmaction - INFO - Epoch [36][1280/3520] lr: 5.000e-04, eta: 1 day, 4:24:10, time: 1.894, data_time: 1.215, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7469, loss_cls: 2.1690, loss: 2.1690, grad_norm: 13.7904 2020-09-20 12:27:09,602 - mmaction - INFO - Epoch [36][1300/3520] lr: 5.000e-04, eta: 1 day, 4:23:31, time: 2.022, data_time: 0.146, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7490, loss_cls: 2.0535, loss: 2.0535, grad_norm: 13.5115 2020-09-20 12:27:47,346 - mmaction - INFO - Epoch [36][1320/3520] lr: 5.000e-04, eta: 1 day, 4:22:51, time: 1.887, data_time: 0.115, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7469, loss_cls: 2.0848, loss: 2.0848, grad_norm: 13.8834 2020-09-20 12:28:24,731 - mmaction - INFO - Epoch [36][1340/3520] lr: 5.000e-04, eta: 1 day, 4:22:10, time: 1.869, data_time: 0.003, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7354, loss_cls: 2.1792, loss: 2.1792, grad_norm: 13.8390 2020-09-20 12:29:02,288 - mmaction - INFO - Epoch [36][1360/3520] lr: 5.000e-04, eta: 1 day, 4:21:29, time: 1.878, data_time: 0.088, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7594, loss_cls: 2.1271, loss: 2.1271, grad_norm: 13.4088 2020-09-20 12:29:42,883 - mmaction - INFO - Epoch [36][1380/3520] lr: 5.000e-04, eta: 1 day, 4:20:50, time: 2.030, data_time: 0.441, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7437, loss_cls: 2.1405, loss: 2.1405, grad_norm: 13.8864 2020-09-20 12:30:21,399 - mmaction - INFO - Epoch [36][1400/3520] lr: 5.000e-04, eta: 1 day, 4:20:10, time: 1.923, data_time: 0.006, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.1177, loss: 2.1177, grad_norm: 13.9123 2020-09-20 12:30:59,471 - mmaction - INFO - Epoch [36][1420/3520] lr: 5.000e-04, eta: 1 day, 4:19:29, time: 1.905, data_time: 0.048, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7271, loss_cls: 2.1150, loss: 2.1150, grad_norm: 14.0224 2020-09-20 12:31:38,676 - mmaction - INFO - Epoch [36][1440/3520] lr: 5.000e-04, eta: 1 day, 4:18:50, time: 1.959, data_time: 0.485, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7219, loss_cls: 2.2292, loss: 2.2292, grad_norm: 14.0734 2020-09-20 12:32:17,846 - mmaction - INFO - Epoch [36][1460/3520] lr: 5.000e-04, eta: 1 day, 4:18:10, time: 1.959, data_time: 0.499, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7719, loss_cls: 2.0456, loss: 2.0456, grad_norm: 14.1348 2020-09-20 12:32:57,205 - mmaction - INFO - Epoch [36][1480/3520] lr: 5.000e-04, eta: 1 day, 4:17:30, time: 1.969, data_time: 0.388, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7344, loss_cls: 2.2048, loss: 2.2048, grad_norm: 14.6130 2020-09-20 12:33:35,979 - mmaction - INFO - Epoch [36][1500/3520] lr: 5.000e-04, eta: 1 day, 4:16:50, time: 1.938, data_time: 0.217, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7344, loss_cls: 2.1796, loss: 2.1796, grad_norm: 13.9441 2020-09-20 12:34:16,384 - mmaction - INFO - Epoch [36][1520/3520] lr: 5.000e-04, eta: 1 day, 4:16:10, time: 2.022, data_time: 0.249, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7719, loss_cls: 1.9867, loss: 1.9867, grad_norm: 13.6215 2020-09-20 12:34:53,601 - mmaction - INFO - Epoch [36][1540/3520] lr: 5.000e-04, eta: 1 day, 4:15:30, time: 1.860, data_time: 0.283, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7427, loss_cls: 2.1938, loss: 2.1938, grad_norm: 13.9801 2020-09-20 12:35:30,412 - mmaction - INFO - Epoch [36][1560/3520] lr: 5.000e-04, eta: 1 day, 4:14:49, time: 1.841, data_time: 0.136, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7115, loss_cls: 2.2661, loss: 2.2661, grad_norm: 14.2922 2020-09-20 12:36:09,839 - mmaction - INFO - Epoch [36][1580/3520] lr: 5.000e-04, eta: 1 day, 4:14:09, time: 1.969, data_time: 0.845, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7469, loss_cls: 2.1529, loss: 2.1529, grad_norm: 14.1838 2020-09-20 12:36:49,026 - mmaction - INFO - Epoch [36][1600/3520] lr: 5.000e-04, eta: 1 day, 4:13:29, time: 1.961, data_time: 0.994, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7500, loss_cls: 2.0521, loss: 2.0521, grad_norm: 14.2599 2020-09-20 12:37:27,739 - mmaction - INFO - Epoch [36][1620/3520] lr: 5.000e-04, eta: 1 day, 4:12:49, time: 1.936, data_time: 0.113, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7312, loss_cls: 2.1574, loss: 2.1574, grad_norm: 14.0214 2020-09-20 12:38:06,024 - mmaction - INFO - Epoch [36][1640/3520] lr: 5.000e-04, eta: 1 day, 4:12:09, time: 1.913, data_time: 0.005, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.0884, loss: 2.0884, grad_norm: 13.4662 2020-09-20 12:38:43,428 - mmaction - INFO - Epoch [36][1660/3520] lr: 5.000e-04, eta: 1 day, 4:11:28, time: 1.871, data_time: 0.197, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.1568, loss: 2.1568, grad_norm: 13.7955 2020-09-20 12:39:22,556 - mmaction - INFO - Epoch [36][1680/3520] lr: 5.000e-04, eta: 1 day, 4:10:48, time: 1.957, data_time: 0.120, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.1980, loss: 2.1980, grad_norm: 14.2709 2020-09-20 12:40:00,600 - mmaction - INFO - Epoch [36][1700/3520] lr: 5.000e-04, eta: 1 day, 4:10:08, time: 1.902, data_time: 0.004, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7333, loss_cls: 2.1828, loss: 2.1828, grad_norm: 13.9015 2020-09-20 12:40:40,031 - mmaction - INFO - Epoch [36][1720/3520] lr: 5.000e-04, eta: 1 day, 4:09:28, time: 1.970, data_time: 0.298, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7406, loss_cls: 2.1855, loss: 2.1855, grad_norm: 13.7387 2020-09-20 12:41:19,281 - mmaction - INFO - Epoch [36][1740/3520] lr: 5.000e-04, eta: 1 day, 4:08:48, time: 1.965, data_time: 0.060, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7625, loss_cls: 2.0938, loss: 2.0938, grad_norm: 13.7088 2020-09-20 12:41:58,481 - mmaction - INFO - Epoch [36][1760/3520] lr: 5.000e-04, eta: 1 day, 4:08:08, time: 1.959, data_time: 0.006, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7552, loss_cls: 2.1007, loss: 2.1007, grad_norm: 13.9043 2020-09-20 12:42:37,780 - mmaction - INFO - Epoch [36][1780/3520] lr: 5.000e-04, eta: 1 day, 4:07:28, time: 1.964, data_time: 0.111, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7406, loss_cls: 2.1192, loss: 2.1192, grad_norm: 13.6765 2020-09-20 12:43:17,832 - mmaction - INFO - Epoch [36][1800/3520] lr: 5.000e-04, eta: 1 day, 4:06:49, time: 2.001, data_time: 0.025, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7354, loss_cls: 2.2171, loss: 2.2171, grad_norm: 13.9809 2020-09-20 12:43:57,421 - mmaction - INFO - Epoch [36][1820/3520] lr: 5.000e-04, eta: 1 day, 4:06:09, time: 1.982, data_time: 0.009, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.1940, loss: 2.1940, grad_norm: 14.0606 2020-09-20 12:44:34,093 - mmaction - INFO - Epoch [36][1840/3520] lr: 5.000e-04, eta: 1 day, 4:05:28, time: 1.832, data_time: 0.008, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7333, loss_cls: 2.1464, loss: 2.1464, grad_norm: 14.0516 2020-09-20 12:45:13,178 - mmaction - INFO - Epoch [36][1860/3520] lr: 5.000e-04, eta: 1 day, 4:04:48, time: 1.956, data_time: 0.088, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7333, loss_cls: 2.1559, loss: 2.1559, grad_norm: 13.5332 2020-09-20 12:45:50,769 - mmaction - INFO - Epoch [36][1880/3520] lr: 5.000e-04, eta: 1 day, 4:04:08, time: 1.877, data_time: 0.124, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7344, loss_cls: 2.2338, loss: 2.2338, grad_norm: 14.3327 2020-09-20 12:46:29,443 - mmaction - INFO - Epoch [36][1900/3520] lr: 5.000e-04, eta: 1 day, 4:03:28, time: 1.936, data_time: 0.301, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1343, loss: 2.1343, grad_norm: 13.4443 2020-09-20 12:47:09,583 - mmaction - INFO - Epoch [36][1920/3520] lr: 5.000e-04, eta: 1 day, 4:02:48, time: 2.006, data_time: 0.160, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7427, loss_cls: 2.1632, loss: 2.1632, grad_norm: 13.9130 2020-09-20 12:47:46,745 - mmaction - INFO - Epoch [36][1940/3520] lr: 5.000e-04, eta: 1 day, 4:02:07, time: 1.856, data_time: 0.071, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7448, loss_cls: 2.1456, loss: 2.1456, grad_norm: 14.0793 2020-09-20 12:48:27,200 - mmaction - INFO - Epoch [36][1960/3520] lr: 5.000e-04, eta: 1 day, 4:01:28, time: 2.026, data_time: 0.009, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7240, loss_cls: 2.2000, loss: 2.2000, grad_norm: 14.0640 2020-09-20 12:49:05,063 - mmaction - INFO - Epoch [36][1980/3520] lr: 5.000e-04, eta: 1 day, 4:00:48, time: 1.890, data_time: 0.031, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7312, loss_cls: 2.1798, loss: 2.1798, grad_norm: 13.3693 2020-09-20 12:49:43,699 - mmaction - INFO - Epoch [36][2000/3520] lr: 5.000e-04, eta: 1 day, 4:00:07, time: 1.935, data_time: 0.039, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7365, loss_cls: 2.1866, loss: 2.1866, grad_norm: 13.9697 2020-09-20 12:50:23,022 - mmaction - INFO - Epoch [36][2020/3520] lr: 5.000e-04, eta: 1 day, 3:59:28, time: 1.962, data_time: 0.375, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7375, loss_cls: 2.1173, loss: 2.1173, grad_norm: 13.6981 2020-09-20 12:51:00,631 - mmaction - INFO - Epoch [36][2040/3520] lr: 5.000e-04, eta: 1 day, 3:58:47, time: 1.883, data_time: 0.160, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7396, loss_cls: 2.1818, loss: 2.1818, grad_norm: 14.0773 2020-09-20 12:51:40,431 - mmaction - INFO - Epoch [36][2060/3520] lr: 5.000e-04, eta: 1 day, 3:58:07, time: 1.990, data_time: 0.040, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7115, loss_cls: 2.2827, loss: 2.2827, grad_norm: 14.6019 2020-09-20 12:52:18,374 - mmaction - INFO - Epoch [36][2080/3520] lr: 5.000e-04, eta: 1 day, 3:57:27, time: 1.895, data_time: 0.255, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7500, loss_cls: 2.1277, loss: 2.1277, grad_norm: 14.1317 2020-09-20 12:52:56,833 - mmaction - INFO - Epoch [36][2100/3520] lr: 5.000e-04, eta: 1 day, 3:56:47, time: 1.923, data_time: 0.051, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7385, loss_cls: 2.1786, loss: 2.1786, grad_norm: 14.0193 2020-09-20 12:53:35,982 - mmaction - INFO - Epoch [36][2120/3520] lr: 5.000e-04, eta: 1 day, 3:56:07, time: 1.960, data_time: 0.042, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.1137, loss: 2.1137, grad_norm: 14.1205 2020-09-20 12:54:15,569 - mmaction - INFO - Epoch [36][2140/3520] lr: 5.000e-04, eta: 1 day, 3:55:27, time: 1.978, data_time: 0.109, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7281, loss_cls: 2.1464, loss: 2.1464, grad_norm: 14.2820 2020-09-20 12:54:52,948 - mmaction - INFO - Epoch [36][2160/3520] lr: 5.000e-04, eta: 1 day, 3:54:47, time: 1.867, data_time: 0.084, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7219, loss_cls: 2.2493, loss: 2.2493, grad_norm: 14.2455 2020-09-20 12:55:33,030 - mmaction - INFO - Epoch [36][2180/3520] lr: 5.000e-04, eta: 1 day, 3:54:07, time: 2.007, data_time: 1.279, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7458, loss_cls: 2.0795, loss: 2.0795, grad_norm: 13.7577 2020-09-20 12:56:11,608 - mmaction - INFO - Epoch [36][2200/3520] lr: 5.000e-04, eta: 1 day, 3:53:27, time: 1.927, data_time: 0.097, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7292, loss_cls: 2.1853, loss: 2.1853, grad_norm: 14.0048 2020-09-20 12:56:49,505 - mmaction - INFO - Epoch [36][2220/3520] lr: 5.000e-04, eta: 1 day, 3:52:47, time: 1.897, data_time: 0.028, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7375, loss_cls: 2.2547, loss: 2.2547, grad_norm: 14.0822 2020-09-20 12:57:28,473 - mmaction - INFO - Epoch [36][2240/3520] lr: 5.000e-04, eta: 1 day, 3:52:07, time: 1.945, data_time: 0.542, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7677, loss_cls: 2.0448, loss: 2.0448, grad_norm: 14.0083 2020-09-20 12:58:07,056 - mmaction - INFO - Epoch [36][2260/3520] lr: 5.000e-04, eta: 1 day, 3:51:26, time: 1.932, data_time: 0.822, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7625, loss_cls: 2.0551, loss: 2.0551, grad_norm: 13.4381 2020-09-20 12:58:47,899 - mmaction - INFO - Epoch [36][2280/3520] lr: 5.000e-04, eta: 1 day, 3:50:47, time: 2.040, data_time: 0.558, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7010, loss_cls: 2.2913, loss: 2.2913, grad_norm: 14.2070 2020-09-20 12:59:26,346 - mmaction - INFO - Epoch [36][2300/3520] lr: 5.000e-04, eta: 1 day, 3:50:07, time: 1.921, data_time: 0.095, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7250, loss_cls: 2.2300, loss: 2.2300, grad_norm: 14.3405 2020-09-20 13:00:10,005 - mmaction - INFO - Epoch [36][2320/3520] lr: 5.000e-04, eta: 1 day, 3:49:29, time: 2.175, data_time: 0.343, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7250, loss_cls: 2.2080, loss: 2.2080, grad_norm: 13.5418 2020-09-20 13:00:49,202 - mmaction - INFO - Epoch [36][2340/3520] lr: 5.000e-04, eta: 1 day, 3:48:49, time: 1.968, data_time: 0.201, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.1736, loss: 2.1736, grad_norm: 14.3898 2020-09-20 13:01:26,928 - mmaction - INFO - Epoch [36][2360/3520] lr: 5.000e-04, eta: 1 day, 3:48:09, time: 1.888, data_time: 0.007, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7479, loss_cls: 2.1527, loss: 2.1527, grad_norm: 13.9962 2020-09-20 13:02:04,700 - mmaction - INFO - Epoch [36][2380/3520] lr: 5.000e-04, eta: 1 day, 3:47:28, time: 1.888, data_time: 0.014, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7427, loss_cls: 2.1934, loss: 2.1934, grad_norm: 13.9832 2020-09-20 13:02:44,410 - mmaction - INFO - Epoch [36][2400/3520] lr: 5.000e-04, eta: 1 day, 3:46:48, time: 1.988, data_time: 0.281, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1048, loss: 2.1048, grad_norm: 13.8525 2020-09-20 13:03:23,085 - mmaction - INFO - Epoch [36][2420/3520] lr: 5.000e-04, eta: 1 day, 3:46:08, time: 1.931, data_time: 0.069, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7469, loss_cls: 2.1301, loss: 2.1301, grad_norm: 13.9630 2020-09-20 13:04:00,945 - mmaction - INFO - Epoch [36][2440/3520] lr: 5.000e-04, eta: 1 day, 3:45:28, time: 1.895, data_time: 0.023, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7490, loss_cls: 2.1874, loss: 2.1874, grad_norm: 14.5278 2020-09-20 13:04:41,233 - mmaction - INFO - Epoch [36][2460/3520] lr: 5.000e-04, eta: 1 day, 3:44:48, time: 2.012, data_time: 0.130, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7594, loss_cls: 2.1040, loss: 2.1040, grad_norm: 13.5439 2020-09-20 13:05:19,096 - mmaction - INFO - Epoch [36][2480/3520] lr: 5.000e-04, eta: 1 day, 3:44:08, time: 1.894, data_time: 0.007, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7302, loss_cls: 2.1841, loss: 2.1841, grad_norm: 13.8685 2020-09-20 13:05:59,934 - mmaction - INFO - Epoch [36][2500/3520] lr: 5.000e-04, eta: 1 day, 3:43:29, time: 2.039, data_time: 0.008, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7417, loss_cls: 2.1737, loss: 2.1737, grad_norm: 13.9036 2020-09-20 13:06:37,035 - mmaction - INFO - Epoch [36][2520/3520] lr: 5.000e-04, eta: 1 day, 3:42:48, time: 1.858, data_time: 0.008, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7344, loss_cls: 2.1567, loss: 2.1567, grad_norm: 13.6035 2020-09-20 13:07:15,432 - mmaction - INFO - Epoch [36][2540/3520] lr: 5.000e-04, eta: 1 day, 3:42:08, time: 1.917, data_time: 0.063, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7406, loss_cls: 2.1818, loss: 2.1818, grad_norm: 13.7289 2020-09-20 13:07:52,596 - mmaction - INFO - Epoch [36][2560/3520] lr: 5.000e-04, eta: 1 day, 3:41:27, time: 1.862, data_time: 0.007, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7354, loss_cls: 2.1220, loss: 2.1220, grad_norm: 13.8827 2020-09-20 13:08:31,451 - mmaction - INFO - Epoch [36][2580/3520] lr: 5.000e-04, eta: 1 day, 3:40:47, time: 1.941, data_time: 0.060, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7510, loss_cls: 2.1119, loss: 2.1119, grad_norm: 13.7404 2020-09-20 13:09:09,943 - mmaction - INFO - Epoch [36][2600/3520] lr: 5.000e-04, eta: 1 day, 3:40:07, time: 1.926, data_time: 0.519, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7281, loss_cls: 2.1391, loss: 2.1391, grad_norm: 13.8472 2020-09-20 13:09:47,892 - mmaction - INFO - Epoch [36][2620/3520] lr: 5.000e-04, eta: 1 day, 3:39:27, time: 1.896, data_time: 0.324, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7573, loss_cls: 2.0919, loss: 2.0919, grad_norm: 13.6585 2020-09-20 13:10:24,349 - mmaction - INFO - Epoch [36][2640/3520] lr: 5.000e-04, eta: 1 day, 3:38:46, time: 1.824, data_time: 0.755, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7708, loss_cls: 2.1031, loss: 2.1031, grad_norm: 14.1419 2020-09-20 13:11:03,631 - mmaction - INFO - Epoch [36][2660/3520] lr: 5.000e-04, eta: 1 day, 3:38:06, time: 1.957, data_time: 1.326, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7594, loss_cls: 1.9861, loss: 1.9861, grad_norm: 13.3162 2020-09-20 13:11:42,022 - mmaction - INFO - Epoch [36][2680/3520] lr: 5.000e-04, eta: 1 day, 3:37:26, time: 1.926, data_time: 0.269, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7323, loss_cls: 2.1686, loss: 2.1686, grad_norm: 13.8693 2020-09-20 13:12:19,371 - mmaction - INFO - Epoch [36][2700/3520] lr: 5.000e-04, eta: 1 day, 3:36:45, time: 1.867, data_time: 0.023, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7104, loss_cls: 2.2225, loss: 2.2225, grad_norm: 13.8037 2020-09-20 13:12:59,349 - mmaction - INFO - Epoch [36][2720/3520] lr: 5.000e-04, eta: 1 day, 3:36:05, time: 1.995, data_time: 0.127, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7469, loss_cls: 2.1132, loss: 2.1132, grad_norm: 14.1349 2020-09-20 13:13:38,575 - mmaction - INFO - Epoch [36][2740/3520] lr: 5.000e-04, eta: 1 day, 3:35:26, time: 1.964, data_time: 0.135, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7552, loss_cls: 2.0656, loss: 2.0656, grad_norm: 13.6380 2020-09-20 13:14:16,558 - mmaction - INFO - Epoch [36][2760/3520] lr: 5.000e-04, eta: 1 day, 3:34:45, time: 1.899, data_time: 0.679, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7458, loss_cls: 2.1575, loss: 2.1575, grad_norm: 14.1272 2020-09-20 13:14:56,331 - mmaction - INFO - Epoch [36][2780/3520] lr: 5.000e-04, eta: 1 day, 3:34:06, time: 1.991, data_time: 0.009, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7323, loss_cls: 2.1828, loss: 2.1828, grad_norm: 14.1848 2020-09-20 13:15:34,657 - mmaction - INFO - Epoch [36][2800/3520] lr: 5.000e-04, eta: 1 day, 3:33:25, time: 1.917, data_time: 0.034, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7417, loss_cls: 2.1849, loss: 2.1849, grad_norm: 14.5841 2020-09-20 13:16:13,026 - mmaction - INFO - Epoch [36][2820/3520] lr: 5.000e-04, eta: 1 day, 3:32:45, time: 1.916, data_time: 0.305, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7302, loss_cls: 2.1462, loss: 2.1462, grad_norm: 14.4316 2020-09-20 13:16:52,426 - mmaction - INFO - Epoch [36][2840/3520] lr: 5.000e-04, eta: 1 day, 3:32:05, time: 1.973, data_time: 0.065, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7521, loss_cls: 2.0804, loss: 2.0804, grad_norm: 13.8748 2020-09-20 13:17:30,879 - mmaction - INFO - Epoch [36][2860/3520] lr: 5.000e-04, eta: 1 day, 3:31:25, time: 1.922, data_time: 0.071, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7229, loss_cls: 2.1668, loss: 2.1668, grad_norm: 13.7992 2020-09-20 13:18:10,460 - mmaction - INFO - Epoch [36][2880/3520] lr: 5.000e-04, eta: 1 day, 3:30:46, time: 1.978, data_time: 0.003, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7573, loss_cls: 2.0467, loss: 2.0467, grad_norm: 13.7252 2020-09-20 13:18:48,781 - mmaction - INFO - Epoch [36][2900/3520] lr: 5.000e-04, eta: 1 day, 3:30:05, time: 1.917, data_time: 0.028, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7125, loss_cls: 2.2747, loss: 2.2747, grad_norm: 14.2930 2020-09-20 13:19:26,920 - mmaction - INFO - Epoch [36][2920/3520] lr: 5.000e-04, eta: 1 day, 3:29:25, time: 1.907, data_time: 0.211, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7458, loss_cls: 2.1378, loss: 2.1378, grad_norm: 13.9135 2020-09-20 13:20:04,905 - mmaction - INFO - Epoch [36][2940/3520] lr: 5.000e-04, eta: 1 day, 3:28:45, time: 1.896, data_time: 0.019, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7073, loss_cls: 2.2576, loss: 2.2576, grad_norm: 14.5727 2020-09-20 13:20:44,498 - mmaction - INFO - Epoch [36][2960/3520] lr: 5.000e-04, eta: 1 day, 3:28:05, time: 1.982, data_time: 0.012, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7552, loss_cls: 2.1143, loss: 2.1143, grad_norm: 13.8297 2020-09-20 13:21:20,615 - mmaction - INFO - Epoch [36][2980/3520] lr: 5.000e-04, eta: 1 day, 3:27:24, time: 1.805, data_time: 0.450, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7615, loss_cls: 2.1108, loss: 2.1108, grad_norm: 13.6601 2020-09-20 13:22:01,353 - mmaction - INFO - Epoch [36][3000/3520] lr: 5.000e-04, eta: 1 day, 3:26:45, time: 2.039, data_time: 0.565, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7094, loss_cls: 2.2146, loss: 2.2146, grad_norm: 14.2589 2020-09-20 13:22:40,128 - mmaction - INFO - Epoch [36][3020/3520] lr: 5.000e-04, eta: 1 day, 3:26:05, time: 1.938, data_time: 0.024, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7052, loss_cls: 2.2362, loss: 2.2362, grad_norm: 14.0346 2020-09-20 13:23:18,994 - mmaction - INFO - Epoch [36][3040/3520] lr: 5.000e-04, eta: 1 day, 3:25:25, time: 1.944, data_time: 0.004, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7552, loss_cls: 2.1062, loss: 2.1062, grad_norm: 13.9008 2020-09-20 13:23:57,304 - mmaction - INFO - Epoch [36][3060/3520] lr: 5.000e-04, eta: 1 day, 3:24:44, time: 1.914, data_time: 0.192, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7521, loss_cls: 2.0767, loss: 2.0767, grad_norm: 13.9369 2020-09-20 13:24:35,699 - mmaction - INFO - Epoch [36][3080/3520] lr: 5.000e-04, eta: 1 day, 3:24:04, time: 1.921, data_time: 0.075, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7490, loss_cls: 2.1468, loss: 2.1468, grad_norm: 13.7683 2020-09-20 13:25:15,290 - mmaction - INFO - Epoch [36][3100/3520] lr: 5.000e-04, eta: 1 day, 3:23:24, time: 1.979, data_time: 0.011, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7594, loss_cls: 2.0658, loss: 2.0658, grad_norm: 13.7117 2020-09-20 13:25:53,390 - mmaction - INFO - Epoch [36][3120/3520] lr: 5.000e-04, eta: 1 day, 3:22:44, time: 1.905, data_time: 0.206, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7458, loss_cls: 2.0935, loss: 2.0935, grad_norm: 14.0119 2020-09-20 13:26:29,716 - mmaction - INFO - Epoch [36][3140/3520] lr: 5.000e-04, eta: 1 day, 3:22:03, time: 1.813, data_time: 0.345, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7542, loss_cls: 2.1217, loss: 2.1217, grad_norm: 13.8216 2020-09-20 13:27:08,310 - mmaction - INFO - Epoch [36][3160/3520] lr: 5.000e-04, eta: 1 day, 3:21:23, time: 1.933, data_time: 0.216, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7354, loss_cls: 2.1669, loss: 2.1669, grad_norm: 14.2059 2020-09-20 13:27:48,451 - mmaction - INFO - Epoch [36][3180/3520] lr: 5.000e-04, eta: 1 day, 3:20:44, time: 2.007, data_time: 0.820, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7333, loss_cls: 2.1709, loss: 2.1709, grad_norm: 13.3098 2020-09-20 13:28:27,262 - mmaction - INFO - Epoch [36][3200/3520] lr: 5.000e-04, eta: 1 day, 3:20:04, time: 1.941, data_time: 0.449, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7417, loss_cls: 2.1202, loss: 2.1202, grad_norm: 13.5393 2020-09-20 13:29:05,399 - mmaction - INFO - Epoch [36][3220/3520] lr: 5.000e-04, eta: 1 day, 3:19:23, time: 1.907, data_time: 0.202, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7365, loss_cls: 2.1970, loss: 2.1970, grad_norm: 13.9375 2020-09-20 13:29:43,906 - mmaction - INFO - Epoch [36][3240/3520] lr: 5.000e-04, eta: 1 day, 3:18:43, time: 1.924, data_time: 0.436, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7333, loss_cls: 2.1973, loss: 2.1973, grad_norm: 13.8475 2020-09-20 13:30:24,972 - mmaction - INFO - Epoch [36][3260/3520] lr: 5.000e-04, eta: 1 day, 3:18:04, time: 2.054, data_time: 0.409, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7385, loss_cls: 2.1518, loss: 2.1518, grad_norm: 13.5784 2020-09-20 13:31:02,324 - mmaction - INFO - Epoch [36][3280/3520] lr: 5.000e-04, eta: 1 day, 3:17:23, time: 1.867, data_time: 0.031, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7552, loss_cls: 2.0874, loss: 2.0874, grad_norm: 13.8474 2020-09-20 13:31:40,686 - mmaction - INFO - Epoch [36][3300/3520] lr: 5.000e-04, eta: 1 day, 3:16:43, time: 1.919, data_time: 0.006, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7417, loss_cls: 2.1415, loss: 2.1415, grad_norm: 14.0048 2020-09-20 13:32:17,469 - mmaction - INFO - Epoch [36][3320/3520] lr: 5.000e-04, eta: 1 day, 3:16:02, time: 1.839, data_time: 0.008, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7573, loss_cls: 2.1413, loss: 2.1413, grad_norm: 14.2171 2020-09-20 13:32:58,740 - mmaction - INFO - Epoch [36][3340/3520] lr: 5.000e-04, eta: 1 day, 3:15:23, time: 2.063, data_time: 0.006, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7469, loss_cls: 2.1684, loss: 2.1684, grad_norm: 13.7942 2020-09-20 13:33:37,328 - mmaction - INFO - Epoch [36][3360/3520] lr: 5.000e-04, eta: 1 day, 3:14:43, time: 1.928, data_time: 0.349, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7250, loss_cls: 2.1449, loss: 2.1449, grad_norm: 14.2486 2020-09-20 13:34:15,176 - mmaction - INFO - Epoch [36][3380/3520] lr: 5.000e-04, eta: 1 day, 3:14:03, time: 1.894, data_time: 0.243, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7573, loss_cls: 2.1257, loss: 2.1257, grad_norm: 14.3426 2020-09-20 13:34:52,777 - mmaction - INFO - Epoch [36][3400/3520] lr: 5.000e-04, eta: 1 day, 3:13:22, time: 1.879, data_time: 0.007, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7437, loss_cls: 2.1204, loss: 2.1204, grad_norm: 14.1534 2020-09-20 13:35:31,892 - mmaction - INFO - Epoch [36][3420/3520] lr: 5.000e-04, eta: 1 day, 3:12:42, time: 1.958, data_time: 0.036, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7573, loss_cls: 2.0595, loss: 2.0595, grad_norm: 14.2446 2020-09-20 13:36:09,609 - mmaction - INFO - Epoch [36][3440/3520] lr: 5.000e-04, eta: 1 day, 3:12:02, time: 1.885, data_time: 0.182, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7365, loss_cls: 2.2238, loss: 2.2238, grad_norm: 14.1954 2020-09-20 13:36:48,828 - mmaction - INFO - Epoch [36][3460/3520] lr: 5.000e-04, eta: 1 day, 3:11:22, time: 1.961, data_time: 0.031, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7260, loss_cls: 2.1513, loss: 2.1513, grad_norm: 14.3056 2020-09-20 13:37:25,592 - mmaction - INFO - Epoch [36][3480/3520] lr: 5.000e-04, eta: 1 day, 3:10:41, time: 1.835, data_time: 0.005, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7312, loss_cls: 2.2061, loss: 2.2061, grad_norm: 13.9718 2020-09-20 13:38:04,167 - mmaction - INFO - Epoch [36][3500/3520] lr: 5.000e-04, eta: 1 day, 3:10:01, time: 1.931, data_time: 0.043, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7354, loss_cls: 2.2024, loss: 2.2024, grad_norm: 14.4577 2020-09-20 13:38:39,169 - mmaction - INFO - Epoch [36][3520/3520] lr: 5.000e-04, eta: 1 day, 3:09:20, time: 1.748, data_time: 0.612, memory: 8337, top1_acc: 0.4674, top5_acc: 0.7370, loss_cls: 2.1914, loss: 2.1914, grad_norm: 13.9366 2020-09-20 13:38:54,597 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-20 13:54:58,737 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 13:54:59,372 - mmaction - INFO - top1_acc 0.2679 top5_acc 0.5455 2020-09-20 13:54:59,372 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 13:54:59,589 - mmaction - INFO - mean_acc 0.2020 2020-09-20 13:54:59,598 - mmaction - INFO - Epoch(val) [36][3520] top1_acc: 0.2679, top5_acc: 0.5455, mean_class_accuracy: 0.2020 2020-09-20 13:57:19,515 - mmaction - INFO - Epoch [37][20/3520] lr: 5.000e-04, eta: 1 day, 3:09:19, time: 6.983, data_time: 5.364, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7740, loss_cls: 2.0771, loss: 2.0771, grad_norm: 13.8200 2020-09-20 13:57:58,241 - mmaction - INFO - Epoch [37][40/3520] lr: 5.000e-04, eta: 1 day, 3:08:39, time: 1.945, data_time: 0.143, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7344, loss_cls: 2.1638, loss: 2.1638, grad_norm: 14.1054 2020-09-20 13:58:38,260 - mmaction - INFO - Epoch [37][60/3520] lr: 5.000e-04, eta: 1 day, 3:07:59, time: 2.002, data_time: 0.008, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7479, loss_cls: 2.1242, loss: 2.1242, grad_norm: 13.8644 2020-09-20 13:59:17,229 - mmaction - INFO - Epoch [37][80/3520] lr: 5.000e-04, eta: 1 day, 3:07:19, time: 1.947, data_time: 0.375, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7281, loss_cls: 2.1371, loss: 2.1371, grad_norm: 14.1661 2020-09-20 13:59:56,518 - mmaction - INFO - Epoch [37][100/3520] lr: 5.000e-04, eta: 1 day, 3:06:40, time: 1.966, data_time: 1.191, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7208, loss_cls: 2.1519, loss: 2.1519, grad_norm: 14.0514 2020-09-20 14:00:42,892 - mmaction - INFO - Epoch [37][120/3520] lr: 5.000e-04, eta: 1 day, 3:06:02, time: 2.301, data_time: 0.511, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7479, loss_cls: 2.1361, loss: 2.1361, grad_norm: 13.6759 2020-09-20 14:01:21,486 - mmaction - INFO - Epoch [37][140/3520] lr: 5.000e-04, eta: 1 day, 3:05:22, time: 1.948, data_time: 0.120, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7740, loss_cls: 2.0259, loss: 2.0259, grad_norm: 14.0518 2020-09-20 14:01:59,030 - mmaction - INFO - Epoch [37][160/3520] lr: 5.000e-04, eta: 1 day, 3:04:42, time: 1.874, data_time: 0.218, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7458, loss_cls: 2.1326, loss: 2.1326, grad_norm: 14.2318 2020-09-20 14:02:41,425 - mmaction - INFO - Epoch [37][180/3520] lr: 5.000e-04, eta: 1 day, 3:04:03, time: 2.122, data_time: 0.298, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7594, loss_cls: 2.1306, loss: 2.1306, grad_norm: 14.2062 2020-09-20 14:03:22,182 - mmaction - INFO - Epoch [37][200/3520] lr: 5.000e-04, eta: 1 day, 3:03:24, time: 2.038, data_time: 0.048, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7698, loss_cls: 2.0864, loss: 2.0864, grad_norm: 14.3627 2020-09-20 14:04:00,459 - mmaction - INFO - Epoch [37][220/3520] lr: 5.000e-04, eta: 1 day, 3:02:44, time: 1.913, data_time: 0.143, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7646, loss_cls: 2.0628, loss: 2.0628, grad_norm: 14.3093 2020-09-20 14:04:38,605 - mmaction - INFO - Epoch [37][240/3520] lr: 5.000e-04, eta: 1 day, 3:02:03, time: 1.908, data_time: 0.146, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7542, loss_cls: 2.0754, loss: 2.0754, grad_norm: 13.6661 2020-09-20 14:05:18,101 - mmaction - INFO - Epoch [37][260/3520] lr: 5.000e-04, eta: 1 day, 3:01:24, time: 1.974, data_time: 0.156, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7312, loss_cls: 2.1778, loss: 2.1778, grad_norm: 13.9672 2020-09-20 14:05:58,772 - mmaction - INFO - Epoch [37][280/3520] lr: 5.000e-04, eta: 1 day, 3:00:44, time: 2.034, data_time: 0.578, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7490, loss_cls: 2.1080, loss: 2.1080, grad_norm: 13.4919 2020-09-20 14:06:37,338 - mmaction - INFO - Epoch [37][300/3520] lr: 5.000e-04, eta: 1 day, 3:00:04, time: 1.928, data_time: 0.041, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7604, loss_cls: 2.0494, loss: 2.0494, grad_norm: 13.9116 2020-09-20 14:07:16,220 - mmaction - INFO - Epoch [37][320/3520] lr: 5.000e-04, eta: 1 day, 2:59:24, time: 1.945, data_time: 0.068, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7594, loss_cls: 2.0519, loss: 2.0519, grad_norm: 13.8240 2020-09-20 14:07:56,536 - mmaction - INFO - Epoch [37][340/3520] lr: 5.000e-04, eta: 1 day, 2:58:45, time: 2.015, data_time: 0.459, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7667, loss_cls: 2.0917, loss: 2.0917, grad_norm: 14.4092 2020-09-20 14:08:35,203 - mmaction - INFO - Epoch [37][360/3520] lr: 5.000e-04, eta: 1 day, 2:58:05, time: 1.933, data_time: 0.023, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7479, loss_cls: 2.1283, loss: 2.1283, grad_norm: 14.4252 2020-09-20 14:09:13,549 - mmaction - INFO - Epoch [37][380/3520] lr: 5.000e-04, eta: 1 day, 2:57:24, time: 1.913, data_time: 0.145, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7500, loss_cls: 2.0443, loss: 2.0443, grad_norm: 13.3633 2020-09-20 14:09:53,040 - mmaction - INFO - Epoch [37][400/3520] lr: 5.000e-04, eta: 1 day, 2:56:45, time: 1.979, data_time: 0.163, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7354, loss_cls: 2.1346, loss: 2.1346, grad_norm: 14.4551 2020-09-20 14:10:33,284 - mmaction - INFO - Epoch [37][420/3520] lr: 5.000e-04, eta: 1 day, 2:56:05, time: 2.012, data_time: 1.254, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7625, loss_cls: 2.1010, loss: 2.1010, grad_norm: 14.4257 2020-09-20 14:11:13,029 - mmaction - INFO - Epoch [37][440/3520] lr: 5.000e-04, eta: 1 day, 2:55:25, time: 1.988, data_time: 0.388, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7406, loss_cls: 2.1067, loss: 2.1067, grad_norm: 14.2425 2020-09-20 14:11:53,712 - mmaction - INFO - Epoch [37][460/3520] lr: 5.000e-04, eta: 1 day, 2:54:46, time: 2.030, data_time: 0.083, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7531, loss_cls: 2.1056, loss: 2.1056, grad_norm: 13.9845 2020-09-20 14:12:34,503 - mmaction - INFO - Epoch [37][480/3520] lr: 5.000e-04, eta: 1 day, 2:54:07, time: 2.044, data_time: 0.037, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7198, loss_cls: 2.1777, loss: 2.1777, grad_norm: 13.8186 2020-09-20 14:13:13,769 - mmaction - INFO - Epoch [37][500/3520] lr: 5.000e-04, eta: 1 day, 2:53:27, time: 1.957, data_time: 0.007, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7479, loss_cls: 2.1512, loss: 2.1512, grad_norm: 14.4268 2020-09-20 14:13:52,839 - mmaction - INFO - Epoch [37][520/3520] lr: 5.000e-04, eta: 1 day, 2:52:47, time: 1.959, data_time: 0.081, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7354, loss_cls: 2.2071, loss: 2.2071, grad_norm: 14.3056 2020-09-20 14:14:29,015 - mmaction - INFO - Epoch [37][540/3520] lr: 5.000e-04, eta: 1 day, 2:52:06, time: 1.808, data_time: 0.089, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7479, loss_cls: 2.0847, loss: 2.0847, grad_norm: 14.2205 2020-09-20 14:15:07,686 - mmaction - INFO - Epoch [37][560/3520] lr: 5.000e-04, eta: 1 day, 2:51:26, time: 1.934, data_time: 0.006, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7542, loss_cls: 2.1363, loss: 2.1363, grad_norm: 14.2948 2020-09-20 14:15:47,884 - mmaction - INFO - Epoch [37][580/3520] lr: 5.000e-04, eta: 1 day, 2:50:46, time: 2.008, data_time: 0.206, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7615, loss_cls: 2.1138, loss: 2.1138, grad_norm: 14.2863 2020-09-20 14:16:28,232 - mmaction - INFO - Epoch [37][600/3520] lr: 5.000e-04, eta: 1 day, 2:50:07, time: 2.018, data_time: 0.728, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.1847, loss: 2.1847, grad_norm: 14.4617 2020-09-20 14:17:06,613 - mmaction - INFO - Epoch [37][620/3520] lr: 5.000e-04, eta: 1 day, 2:49:27, time: 1.919, data_time: 0.307, memory: 8337, top1_acc: 0.4417, top5_acc: 0.7115, loss_cls: 2.2934, loss: 2.2934, grad_norm: 14.4815 2020-09-20 14:17:45,878 - mmaction - INFO - Epoch [37][640/3520] lr: 5.000e-04, eta: 1 day, 2:48:47, time: 1.966, data_time: 0.447, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7344, loss_cls: 2.1675, loss: 2.1675, grad_norm: 13.5737 2020-09-20 14:18:24,703 - mmaction - INFO - Epoch [37][660/3520] lr: 5.000e-04, eta: 1 day, 2:48:07, time: 1.941, data_time: 0.423, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7490, loss_cls: 2.1461, loss: 2.1461, grad_norm: 14.2198 2020-09-20 14:19:03,878 - mmaction - INFO - Epoch [37][680/3520] lr: 5.000e-04, eta: 1 day, 2:47:27, time: 1.959, data_time: 0.342, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7656, loss_cls: 1.9790, loss: 1.9790, grad_norm: 13.9683 2020-09-20 14:19:42,766 - mmaction - INFO - Epoch [37][700/3520] lr: 5.000e-04, eta: 1 day, 2:46:47, time: 1.944, data_time: 0.033, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7656, loss_cls: 2.0262, loss: 2.0262, grad_norm: 13.6587 2020-09-20 14:20:22,219 - mmaction - INFO - Epoch [37][720/3520] lr: 5.000e-04, eta: 1 day, 2:46:07, time: 1.972, data_time: 0.125, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7146, loss_cls: 2.2006, loss: 2.2006, grad_norm: 14.6822 2020-09-20 14:21:01,634 - mmaction - INFO - Epoch [37][740/3520] lr: 5.000e-04, eta: 1 day, 2:45:28, time: 1.972, data_time: 0.450, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7427, loss_cls: 2.1492, loss: 2.1492, grad_norm: 14.0802 2020-09-20 14:21:42,358 - mmaction - INFO - Epoch [37][760/3520] lr: 5.000e-04, eta: 1 day, 2:44:48, time: 2.037, data_time: 0.126, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7281, loss_cls: 2.1587, loss: 2.1587, grad_norm: 14.0987 2020-09-20 14:22:20,167 - mmaction - INFO - Epoch [37][780/3520] lr: 5.000e-04, eta: 1 day, 2:44:08, time: 1.888, data_time: 0.068, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7573, loss_cls: 2.0900, loss: 2.0900, grad_norm: 14.1487 2020-09-20 14:23:01,075 - mmaction - INFO - Epoch [37][800/3520] lr: 5.000e-04, eta: 1 day, 2:43:29, time: 2.048, data_time: 0.011, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7448, loss_cls: 2.1224, loss: 2.1224, grad_norm: 14.7821 2020-09-20 14:23:40,192 - mmaction - INFO - Epoch [37][820/3520] lr: 5.000e-04, eta: 1 day, 2:42:49, time: 1.955, data_time: 0.026, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7531, loss_cls: 2.1184, loss: 2.1184, grad_norm: 14.3247 2020-09-20 14:24:17,497 - mmaction - INFO - Epoch [37][840/3520] lr: 5.000e-04, eta: 1 day, 2:42:08, time: 1.866, data_time: 0.093, memory: 8337, top1_acc: 0.4313, top5_acc: 0.7333, loss_cls: 2.2317, loss: 2.2317, grad_norm: 14.7590 2020-09-20 14:24:57,648 - mmaction - INFO - Epoch [37][860/3520] lr: 5.000e-04, eta: 1 day, 2:41:29, time: 2.004, data_time: 0.632, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7448, loss_cls: 2.1277, loss: 2.1277, grad_norm: 14.2939 2020-09-20 14:25:36,022 - mmaction - INFO - Epoch [37][880/3520] lr: 5.000e-04, eta: 1 day, 2:40:48, time: 1.921, data_time: 0.007, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7479, loss_cls: 2.1449, loss: 2.1449, grad_norm: 14.1025 2020-09-20 14:26:15,056 - mmaction - INFO - Epoch [37][900/3520] lr: 5.000e-04, eta: 1 day, 2:40:08, time: 1.947, data_time: 0.082, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7208, loss_cls: 2.2221, loss: 2.2221, grad_norm: 14.3833 2020-09-20 14:26:52,991 - mmaction - INFO - Epoch [37][920/3520] lr: 5.000e-04, eta: 1 day, 2:39:28, time: 1.901, data_time: 0.279, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.1470, loss: 2.1470, grad_norm: 14.8302 2020-09-20 14:27:32,916 - mmaction - INFO - Epoch [37][940/3520] lr: 5.000e-04, eta: 1 day, 2:38:48, time: 1.994, data_time: 0.038, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7427, loss_cls: 2.1634, loss: 2.1634, grad_norm: 14.8318 2020-09-20 14:28:12,654 - mmaction - INFO - Epoch [37][960/3520] lr: 5.000e-04, eta: 1 day, 2:38:09, time: 1.990, data_time: 0.028, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7552, loss_cls: 2.0903, loss: 2.0903, grad_norm: 13.9432 2020-09-20 14:28:51,104 - mmaction - INFO - Epoch [37][980/3520] lr: 5.000e-04, eta: 1 day, 2:37:29, time: 1.919, data_time: 0.284, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7260, loss_cls: 2.1676, loss: 2.1676, grad_norm: 13.9474 2020-09-20 14:29:30,884 - mmaction - INFO - Epoch [37][1000/3520] lr: 5.000e-04, eta: 1 day, 2:36:49, time: 1.992, data_time: 0.310, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7656, loss_cls: 2.0506, loss: 2.0506, grad_norm: 14.0614 2020-09-20 14:30:11,783 - mmaction - INFO - Epoch [37][1020/3520] lr: 5.000e-04, eta: 1 day, 2:36:10, time: 2.043, data_time: 1.286, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7573, loss_cls: 2.1252, loss: 2.1252, grad_norm: 14.2967 2020-09-20 14:30:51,623 - mmaction - INFO - Epoch [37][1040/3520] lr: 5.000e-04, eta: 1 day, 2:35:30, time: 1.994, data_time: 0.190, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7323, loss_cls: 2.1111, loss: 2.1111, grad_norm: 13.8216 2020-09-20 14:31:30,723 - mmaction - INFO - Epoch [37][1060/3520] lr: 5.000e-04, eta: 1 day, 2:34:50, time: 1.951, data_time: 0.031, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7448, loss_cls: 2.0809, loss: 2.0809, grad_norm: 14.3735 2020-09-20 14:32:08,584 - mmaction - INFO - Epoch [37][1080/3520] lr: 5.000e-04, eta: 1 day, 2:34:10, time: 1.896, data_time: 0.150, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7177, loss_cls: 2.1877, loss: 2.1877, grad_norm: 14.5788 2020-09-20 14:32:50,462 - mmaction - INFO - Epoch [37][1100/3520] lr: 5.000e-04, eta: 1 day, 2:33:31, time: 2.094, data_time: 0.636, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7198, loss_cls: 2.1763, loss: 2.1763, grad_norm: 13.9776 2020-09-20 14:33:30,711 - mmaction - INFO - Epoch [37][1120/3520] lr: 5.000e-04, eta: 1 day, 2:32:51, time: 2.014, data_time: 0.228, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7323, loss_cls: 2.1682, loss: 2.1682, grad_norm: 14.3102 2020-09-20 14:34:08,982 - mmaction - INFO - Epoch [37][1140/3520] lr: 5.000e-04, eta: 1 day, 2:32:11, time: 1.912, data_time: 0.015, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.1022, loss: 2.1022, grad_norm: 13.4936 2020-09-20 14:34:46,538 - mmaction - INFO - Epoch [37][1160/3520] lr: 5.000e-04, eta: 1 day, 2:31:31, time: 1.880, data_time: 0.226, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7406, loss_cls: 2.2026, loss: 2.2026, grad_norm: 14.6251 2020-09-20 14:35:26,908 - mmaction - INFO - Epoch [37][1180/3520] lr: 5.000e-04, eta: 1 day, 2:30:51, time: 2.016, data_time: 0.020, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7865, loss_cls: 2.0036, loss: 2.0036, grad_norm: 14.0458 2020-09-20 14:36:05,194 - mmaction - INFO - Epoch [37][1200/3520] lr: 5.000e-04, eta: 1 day, 2:30:11, time: 1.917, data_time: 0.080, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7552, loss_cls: 2.1087, loss: 2.1087, grad_norm: 14.3618 2020-09-20 14:36:44,513 - mmaction - INFO - Epoch [37][1220/3520] lr: 5.000e-04, eta: 1 day, 2:29:31, time: 1.965, data_time: 0.077, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7583, loss_cls: 2.0093, loss: 2.0093, grad_norm: 13.6714 2020-09-20 14:37:22,399 - mmaction - INFO - Epoch [37][1240/3520] lr: 5.000e-04, eta: 1 day, 2:28:51, time: 1.894, data_time: 0.017, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7427, loss_cls: 2.0681, loss: 2.0681, grad_norm: 14.1240 2020-09-20 14:38:00,951 - mmaction - INFO - Epoch [37][1260/3520] lr: 5.000e-04, eta: 1 day, 2:28:11, time: 1.928, data_time: 0.006, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7563, loss_cls: 2.1141, loss: 2.1141, grad_norm: 13.9479 2020-09-20 14:38:40,074 - mmaction - INFO - Epoch [37][1280/3520] lr: 5.000e-04, eta: 1 day, 2:27:31, time: 1.956, data_time: 0.862, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7344, loss_cls: 2.1836, loss: 2.1836, grad_norm: 14.4276 2020-09-20 14:39:19,147 - mmaction - INFO - Epoch [37][1300/3520] lr: 5.000e-04, eta: 1 day, 2:26:51, time: 1.952, data_time: 1.082, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7510, loss_cls: 2.0969, loss: 2.0969, grad_norm: 14.4147 2020-09-20 14:39:59,060 - mmaction - INFO - Epoch [37][1320/3520] lr: 5.000e-04, eta: 1 day, 2:26:11, time: 1.997, data_time: 0.410, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1543, loss: 2.1543, grad_norm: 14.6405 2020-09-20 14:40:38,756 - mmaction - INFO - Epoch [37][1340/3520] lr: 5.000e-04, eta: 1 day, 2:25:32, time: 1.985, data_time: 0.064, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7396, loss_cls: 2.1759, loss: 2.1759, grad_norm: 14.6121 2020-09-20 14:41:19,558 - mmaction - INFO - Epoch [37][1360/3520] lr: 5.000e-04, eta: 1 day, 2:24:52, time: 2.040, data_time: 0.702, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.1483, loss: 2.1483, grad_norm: 14.5165 2020-09-20 14:41:58,265 - mmaction - INFO - Epoch [37][1380/3520] lr: 5.000e-04, eta: 1 day, 2:24:12, time: 1.934, data_time: 1.290, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7573, loss_cls: 2.0789, loss: 2.0789, grad_norm: 14.3863 2020-09-20 14:42:37,692 - mmaction - INFO - Epoch [37][1400/3520] lr: 5.000e-04, eta: 1 day, 2:23:33, time: 1.972, data_time: 0.264, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7427, loss_cls: 2.1109, loss: 2.1109, grad_norm: 14.0332 2020-09-20 14:43:17,516 - mmaction - INFO - Epoch [37][1420/3520] lr: 5.000e-04, eta: 1 day, 2:22:53, time: 1.990, data_time: 0.132, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.1054, loss: 2.1054, grad_norm: 13.9004 2020-09-20 14:43:57,208 - mmaction - INFO - Epoch [37][1440/3520] lr: 5.000e-04, eta: 1 day, 2:22:13, time: 1.987, data_time: 1.054, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.1620, loss: 2.1620, grad_norm: 14.4342 2020-09-20 14:44:37,029 - mmaction - INFO - Epoch [37][1460/3520] lr: 5.000e-04, eta: 1 day, 2:21:34, time: 1.990, data_time: 0.854, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7552, loss_cls: 2.0810, loss: 2.0810, grad_norm: 13.5754 2020-09-20 14:45:17,119 - mmaction - INFO - Epoch [37][1480/3520] lr: 5.000e-04, eta: 1 day, 2:20:54, time: 2.006, data_time: 0.184, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7115, loss_cls: 2.2349, loss: 2.2349, grad_norm: 13.9812 2020-09-20 14:45:55,752 - mmaction - INFO - Epoch [37][1500/3520] lr: 5.000e-04, eta: 1 day, 2:20:14, time: 1.927, data_time: 0.092, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7187, loss_cls: 2.2312, loss: 2.2312, grad_norm: 14.2796 2020-09-20 14:46:37,086 - mmaction - INFO - Epoch [37][1520/3520] lr: 5.000e-04, eta: 1 day, 2:19:35, time: 2.071, data_time: 0.488, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7396, loss_cls: 2.1478, loss: 2.1478, grad_norm: 14.2675 2020-09-20 14:47:17,076 - mmaction - INFO - Epoch [37][1540/3520] lr: 5.000e-04, eta: 1 day, 2:18:55, time: 1.999, data_time: 0.765, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7594, loss_cls: 2.1204, loss: 2.1204, grad_norm: 13.7550 2020-09-20 14:47:55,087 - mmaction - INFO - Epoch [37][1560/3520] lr: 5.000e-04, eta: 1 day, 2:18:15, time: 1.901, data_time: 0.047, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7406, loss_cls: 2.1694, loss: 2.1694, grad_norm: 14.6390 2020-09-20 14:48:33,552 - mmaction - INFO - Epoch [37][1580/3520] lr: 5.000e-04, eta: 1 day, 2:17:35, time: 1.920, data_time: 0.058, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7510, loss_cls: 2.0609, loss: 2.0609, grad_norm: 14.2443 2020-09-20 14:49:11,681 - mmaction - INFO - Epoch [37][1600/3520] lr: 5.000e-04, eta: 1 day, 2:16:55, time: 1.909, data_time: 0.096, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7625, loss_cls: 2.0844, loss: 2.0844, grad_norm: 13.8992 2020-09-20 14:49:49,987 - mmaction - INFO - Epoch [37][1620/3520] lr: 5.000e-04, eta: 1 day, 2:16:14, time: 1.912, data_time: 0.275, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7417, loss_cls: 2.1470, loss: 2.1470, grad_norm: 14.6150 2020-09-20 14:50:31,026 - mmaction - INFO - Epoch [37][1640/3520] lr: 5.000e-04, eta: 1 day, 2:15:35, time: 2.055, data_time: 0.331, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7521, loss_cls: 2.1192, loss: 2.1192, grad_norm: 14.8502 2020-09-20 14:51:10,142 - mmaction - INFO - Epoch [37][1660/3520] lr: 5.000e-04, eta: 1 day, 2:14:55, time: 1.956, data_time: 0.028, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7479, loss_cls: 2.1163, loss: 2.1163, grad_norm: 14.4384 2020-09-20 14:51:48,236 - mmaction - INFO - Epoch [37][1680/3520] lr: 5.000e-04, eta: 1 day, 2:14:15, time: 1.905, data_time: 0.229, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7552, loss_cls: 2.0391, loss: 2.0391, grad_norm: 13.9737 2020-09-20 14:52:25,908 - mmaction - INFO - Epoch [37][1700/3520] lr: 5.000e-04, eta: 1 day, 2:13:35, time: 1.881, data_time: 0.198, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0577, loss: 2.0577, grad_norm: 14.0383 2020-09-20 14:53:07,759 - mmaction - INFO - Epoch [37][1720/3520] lr: 5.000e-04, eta: 1 day, 2:12:56, time: 2.093, data_time: 0.080, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7479, loss_cls: 2.0781, loss: 2.0781, grad_norm: 14.3685 2020-09-20 14:53:47,269 - mmaction - INFO - Epoch [37][1740/3520] lr: 5.000e-04, eta: 1 day, 2:12:16, time: 1.975, data_time: 0.006, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7542, loss_cls: 2.1299, loss: 2.1299, grad_norm: 14.4143 2020-09-20 14:54:26,390 - mmaction - INFO - Epoch [37][1760/3520] lr: 5.000e-04, eta: 1 day, 2:11:36, time: 1.959, data_time: 0.007, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7312, loss_cls: 2.1935, loss: 2.1935, grad_norm: 14.7581 2020-09-20 14:55:05,057 - mmaction - INFO - Epoch [37][1780/3520] lr: 5.000e-04, eta: 1 day, 2:10:56, time: 1.930, data_time: 0.481, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7625, loss_cls: 2.0821, loss: 2.0821, grad_norm: 14.3325 2020-09-20 14:55:44,159 - mmaction - INFO - Epoch [37][1800/3520] lr: 5.000e-04, eta: 1 day, 2:10:16, time: 1.958, data_time: 0.023, memory: 8337, top1_acc: 0.4490, top5_acc: 0.7260, loss_cls: 2.2195, loss: 2.2195, grad_norm: 14.7101 2020-09-20 14:56:22,940 - mmaction - INFO - Epoch [37][1820/3520] lr: 5.000e-04, eta: 1 day, 2:09:36, time: 1.936, data_time: 0.081, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7323, loss_cls: 2.1709, loss: 2.1709, grad_norm: 14.3265 2020-09-20 14:57:01,571 - mmaction - INFO - Epoch [37][1840/3520] lr: 5.000e-04, eta: 1 day, 2:08:56, time: 1.934, data_time: 0.157, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7406, loss_cls: 2.1290, loss: 2.1290, grad_norm: 14.6749 2020-09-20 14:57:40,130 - mmaction - INFO - Epoch [37][1860/3520] lr: 5.000e-04, eta: 1 day, 2:08:16, time: 1.926, data_time: 0.086, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7219, loss_cls: 2.2318, loss: 2.2318, grad_norm: 14.5408 2020-09-20 14:58:18,009 - mmaction - INFO - Epoch [37][1880/3520] lr: 5.000e-04, eta: 1 day, 2:07:36, time: 1.894, data_time: 0.515, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7448, loss_cls: 2.2053, loss: 2.2053, grad_norm: 14.7061 2020-09-20 14:58:56,966 - mmaction - INFO - Epoch [37][1900/3520] lr: 5.000e-04, eta: 1 day, 2:06:56, time: 1.947, data_time: 0.069, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7198, loss_cls: 2.2083, loss: 2.2083, grad_norm: 14.3471 2020-09-20 14:59:37,051 - mmaction - INFO - Epoch [37][1920/3520] lr: 5.000e-04, eta: 1 day, 2:06:16, time: 2.007, data_time: 0.060, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7208, loss_cls: 2.2268, loss: 2.2268, grad_norm: 14.3001 2020-09-20 15:00:18,052 - mmaction - INFO - Epoch [37][1940/3520] lr: 5.000e-04, eta: 1 day, 2:05:37, time: 2.035, data_time: 0.011, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7698, loss_cls: 2.0714, loss: 2.0714, grad_norm: 14.2473 2020-09-20 15:00:56,722 - mmaction - INFO - Epoch [37][1960/3520] lr: 5.000e-04, eta: 1 day, 2:04:57, time: 1.949, data_time: 0.265, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7448, loss_cls: 2.1615, loss: 2.1615, grad_norm: 14.3426 2020-09-20 15:01:36,323 - mmaction - INFO - Epoch [37][1980/3520] lr: 5.000e-04, eta: 1 day, 2:04:17, time: 1.978, data_time: 0.421, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7427, loss_cls: 2.1580, loss: 2.1580, grad_norm: 14.2137 2020-09-20 15:02:16,366 - mmaction - INFO - Epoch [37][2000/3520] lr: 5.000e-04, eta: 1 day, 2:03:38, time: 2.004, data_time: 0.195, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7417, loss_cls: 2.1024, loss: 2.1024, grad_norm: 14.4250 2020-09-20 15:02:54,460 - mmaction - INFO - Epoch [37][2020/3520] lr: 5.000e-04, eta: 1 day, 2:02:57, time: 1.905, data_time: 0.164, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7177, loss_cls: 2.2380, loss: 2.2380, grad_norm: 15.1047 2020-09-20 15:03:34,335 - mmaction - INFO - Epoch [37][2040/3520] lr: 5.000e-04, eta: 1 day, 2:02:18, time: 1.992, data_time: 0.429, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7469, loss_cls: 2.1195, loss: 2.1195, grad_norm: 14.2182 2020-09-20 15:04:14,212 - mmaction - INFO - Epoch [37][2060/3520] lr: 5.000e-04, eta: 1 day, 2:01:38, time: 1.993, data_time: 0.278, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7063, loss_cls: 2.2626, loss: 2.2626, grad_norm: 14.9598 2020-09-20 15:04:52,132 - mmaction - INFO - Epoch [37][2080/3520] lr: 5.000e-04, eta: 1 day, 2:00:58, time: 1.898, data_time: 0.024, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7323, loss_cls: 2.1629, loss: 2.1629, grad_norm: 14.1840 2020-09-20 15:05:30,255 - mmaction - INFO - Epoch [37][2100/3520] lr: 5.000e-04, eta: 1 day, 2:00:17, time: 1.901, data_time: 0.033, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7344, loss_cls: 2.1438, loss: 2.1438, grad_norm: 14.7133 2020-09-20 15:06:09,468 - mmaction - INFO - Epoch [37][2120/3520] lr: 5.000e-04, eta: 1 day, 1:59:38, time: 1.967, data_time: 0.076, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7438, loss_cls: 2.1741, loss: 2.1741, grad_norm: 14.3727 2020-09-20 15:06:49,700 - mmaction - INFO - Epoch [37][2140/3520] lr: 5.000e-04, eta: 1 day, 1:58:58, time: 2.012, data_time: 0.203, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7354, loss_cls: 2.1306, loss: 2.1306, grad_norm: 14.2566 2020-09-20 15:07:28,577 - mmaction - INFO - Epoch [37][2160/3520] lr: 5.000e-04, eta: 1 day, 1:58:18, time: 1.940, data_time: 0.019, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7406, loss_cls: 2.1477, loss: 2.1477, grad_norm: 14.7942 2020-09-20 15:08:07,756 - mmaction - INFO - Epoch [37][2180/3520] lr: 5.000e-04, eta: 1 day, 1:57:38, time: 1.963, data_time: 0.110, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7240, loss_cls: 2.1388, loss: 2.1388, grad_norm: 13.9700 2020-09-20 15:08:47,508 - mmaction - INFO - Epoch [37][2200/3520] lr: 5.000e-04, eta: 1 day, 1:56:59, time: 1.987, data_time: 0.328, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.1430, loss: 2.1430, grad_norm: 14.2046 2020-09-20 15:09:26,011 - mmaction - INFO - Epoch [37][2220/3520] lr: 5.000e-04, eta: 1 day, 1:56:18, time: 1.925, data_time: 0.108, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7521, loss_cls: 2.1767, loss: 2.1767, grad_norm: 14.9884 2020-09-20 15:10:04,305 - mmaction - INFO - Epoch [37][2240/3520] lr: 5.000e-04, eta: 1 day, 1:55:38, time: 1.910, data_time: 0.231, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7427, loss_cls: 2.1248, loss: 2.1248, grad_norm: 14.2033 2020-09-20 15:10:43,286 - mmaction - INFO - Epoch [37][2260/3520] lr: 5.000e-04, eta: 1 day, 1:54:58, time: 1.950, data_time: 0.073, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7521, loss_cls: 2.0801, loss: 2.0801, grad_norm: 14.4543 2020-09-20 15:11:22,742 - mmaction - INFO - Epoch [37][2280/3520] lr: 5.000e-04, eta: 1 day, 1:54:19, time: 1.977, data_time: 0.117, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7385, loss_cls: 2.1787, loss: 2.1787, grad_norm: 14.1239 2020-09-20 15:12:02,817 - mmaction - INFO - Epoch [37][2300/3520] lr: 5.000e-04, eta: 1 day, 1:53:39, time: 2.004, data_time: 0.010, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7438, loss_cls: 2.1150, loss: 2.1150, grad_norm: 14.5879 2020-09-20 15:12:44,102 - mmaction - INFO - Epoch [37][2320/3520] lr: 5.000e-04, eta: 1 day, 1:53:00, time: 2.064, data_time: 0.004, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7552, loss_cls: 2.1242, loss: 2.1242, grad_norm: 13.8244 2020-09-20 15:13:22,806 - mmaction - INFO - Epoch [37][2340/3520] lr: 5.000e-04, eta: 1 day, 1:52:20, time: 1.935, data_time: 0.099, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7562, loss_cls: 2.1114, loss: 2.1114, grad_norm: 14.3266 2020-09-20 15:14:02,187 - mmaction - INFO - Epoch [37][2360/3520] lr: 5.000e-04, eta: 1 day, 1:51:40, time: 1.969, data_time: 0.056, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7625, loss_cls: 2.0694, loss: 2.0694, grad_norm: 14.1741 2020-09-20 15:14:41,516 - mmaction - INFO - Epoch [37][2380/3520] lr: 5.000e-04, eta: 1 day, 1:51:00, time: 1.964, data_time: 0.088, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1093, loss: 2.1093, grad_norm: 14.4401 2020-09-20 15:15:19,080 - mmaction - INFO - Epoch [37][2400/3520] lr: 5.000e-04, eta: 1 day, 1:50:20, time: 1.881, data_time: 0.095, memory: 8337, top1_acc: 0.4562, top5_acc: 0.7427, loss_cls: 2.1737, loss: 2.1737, grad_norm: 14.4251 2020-09-20 15:15:58,087 - mmaction - INFO - Epoch [37][2420/3520] lr: 5.000e-04, eta: 1 day, 1:49:40, time: 1.943, data_time: 0.017, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7625, loss_cls: 2.0820, loss: 2.0820, grad_norm: 14.0462 2020-09-20 15:16:37,684 - mmaction - INFO - Epoch [37][2440/3520] lr: 5.000e-04, eta: 1 day, 1:49:00, time: 1.987, data_time: 0.780, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7427, loss_cls: 2.1263, loss: 2.1263, grad_norm: 14.4422 2020-09-20 15:17:16,431 - mmaction - INFO - Epoch [37][2460/3520] lr: 5.000e-04, eta: 1 day, 1:48:20, time: 1.937, data_time: 1.053, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7458, loss_cls: 2.1526, loss: 2.1526, grad_norm: 14.4272 2020-09-20 15:17:55,336 - mmaction - INFO - Epoch [37][2480/3520] lr: 5.000e-04, eta: 1 day, 1:47:40, time: 1.945, data_time: 0.071, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7271, loss_cls: 2.1993, loss: 2.1993, grad_norm: 14.8401 2020-09-20 15:18:34,015 - mmaction - INFO - Epoch [37][2500/3520] lr: 5.000e-04, eta: 1 day, 1:47:00, time: 1.932, data_time: 0.008, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7125, loss_cls: 2.2133, loss: 2.2133, grad_norm: 14.4320 2020-09-20 15:19:13,425 - mmaction - INFO - Epoch [37][2520/3520] lr: 5.000e-04, eta: 1 day, 1:46:20, time: 1.973, data_time: 0.189, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7271, loss_cls: 2.1827, loss: 2.1827, grad_norm: 14.1273 2020-09-20 15:19:52,065 - mmaction - INFO - Epoch [37][2540/3520] lr: 5.000e-04, eta: 1 day, 1:45:40, time: 1.927, data_time: 0.261, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7354, loss_cls: 2.1502, loss: 2.1502, grad_norm: 14.3131 2020-09-20 15:20:32,881 - mmaction - INFO - Epoch [37][2560/3520] lr: 5.000e-04, eta: 1 day, 1:45:01, time: 2.046, data_time: 0.142, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7479, loss_cls: 2.1614, loss: 2.1614, grad_norm: 14.6126 2020-09-20 15:21:09,708 - mmaction - INFO - Epoch [37][2580/3520] lr: 5.000e-04, eta: 1 day, 1:44:20, time: 1.841, data_time: 0.233, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7510, loss_cls: 2.1400, loss: 2.1400, grad_norm: 14.3999 2020-09-20 15:21:49,809 - mmaction - INFO - Epoch [37][2600/3520] lr: 5.000e-04, eta: 1 day, 1:43:41, time: 2.003, data_time: 0.478, memory: 8337, top1_acc: 0.4458, top5_acc: 0.7448, loss_cls: 2.1604, loss: 2.1604, grad_norm: 14.5918 2020-09-20 15:22:28,298 - mmaction - INFO - Epoch [37][2620/3520] lr: 5.000e-04, eta: 1 day, 1:43:01, time: 1.927, data_time: 0.513, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7573, loss_cls: 2.1235, loss: 2.1235, grad_norm: 14.7460 2020-09-20 15:23:06,692 - mmaction - INFO - Epoch [37][2640/3520] lr: 5.000e-04, eta: 1 day, 1:42:21, time: 1.917, data_time: 0.011, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7354, loss_cls: 2.1449, loss: 2.1449, grad_norm: 13.9560 2020-09-20 15:23:45,875 - mmaction - INFO - Epoch [37][2660/3520] lr: 5.000e-04, eta: 1 day, 1:41:41, time: 1.961, data_time: 0.081, memory: 8337, top1_acc: 0.4271, top5_acc: 0.7510, loss_cls: 2.2170, loss: 2.2170, grad_norm: 14.7184 2020-09-20 15:24:25,030 - mmaction - INFO - Epoch [37][2680/3520] lr: 5.000e-04, eta: 1 day, 1:41:01, time: 1.951, data_time: 0.231, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7490, loss_cls: 2.1362, loss: 2.1362, grad_norm: 14.2257 2020-09-20 15:25:04,530 - mmaction - INFO - Epoch [37][2700/3520] lr: 5.000e-04, eta: 1 day, 1:40:21, time: 1.982, data_time: 0.013, memory: 8337, top1_acc: 0.4427, top5_acc: 0.7354, loss_cls: 2.1493, loss: 2.1493, grad_norm: 14.5799 2020-09-20 15:25:43,037 - mmaction - INFO - Epoch [37][2720/3520] lr: 5.000e-04, eta: 1 day, 1:39:41, time: 1.923, data_time: 0.233, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7635, loss_cls: 2.1636, loss: 2.1636, grad_norm: 15.0938 2020-09-20 15:26:23,011 - mmaction - INFO - Epoch [37][2740/3520] lr: 5.000e-04, eta: 1 day, 1:39:01, time: 2.000, data_time: 0.202, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7615, loss_cls: 2.0550, loss: 2.0550, grad_norm: 14.1601 2020-09-20 15:27:01,071 - mmaction - INFO - Epoch [37][2760/3520] lr: 5.000e-04, eta: 1 day, 1:38:21, time: 1.902, data_time: 0.063, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7542, loss_cls: 2.0843, loss: 2.0843, grad_norm: 14.3439 2020-09-20 15:27:37,536 - mmaction - INFO - Epoch [37][2780/3520] lr: 5.000e-04, eta: 1 day, 1:37:40, time: 1.825, data_time: 0.415, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7583, loss_cls: 2.0780, loss: 2.0780, grad_norm: 13.7989 2020-09-20 15:28:15,074 - mmaction - INFO - Epoch [37][2800/3520] lr: 5.000e-04, eta: 1 day, 1:37:00, time: 1.876, data_time: 0.237, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7323, loss_cls: 2.1260, loss: 2.1260, grad_norm: 14.0884 2020-09-20 15:28:54,632 - mmaction - INFO - Epoch [37][2820/3520] lr: 5.000e-04, eta: 1 day, 1:36:20, time: 1.978, data_time: 0.242, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7427, loss_cls: 2.1350, loss: 2.1350, grad_norm: 14.5309 2020-09-20 15:29:33,546 - mmaction - INFO - Epoch [37][2840/3520] lr: 5.000e-04, eta: 1 day, 1:35:40, time: 1.945, data_time: 0.076, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7385, loss_cls: 2.1852, loss: 2.1852, grad_norm: 15.1885 2020-09-20 15:30:14,345 - mmaction - INFO - Epoch [37][2860/3520] lr: 5.000e-04, eta: 1 day, 1:35:01, time: 2.036, data_time: 0.101, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7573, loss_cls: 2.0754, loss: 2.0754, grad_norm: 14.4947 2020-09-20 15:30:52,131 - mmaction - INFO - Epoch [37][2880/3520] lr: 5.000e-04, eta: 1 day, 1:34:20, time: 1.891, data_time: 0.012, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7521, loss_cls: 2.1228, loss: 2.1228, grad_norm: 14.1276 2020-09-20 15:31:30,244 - mmaction - INFO - Epoch [37][2900/3520] lr: 5.000e-04, eta: 1 day, 1:33:40, time: 1.907, data_time: 0.025, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7521, loss_cls: 2.0906, loss: 2.0906, grad_norm: 14.1093 2020-09-20 15:32:09,059 - mmaction - INFO - Epoch [37][2920/3520] lr: 5.000e-04, eta: 1 day, 1:33:00, time: 1.940, data_time: 0.024, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7396, loss_cls: 2.1268, loss: 2.1268, grad_norm: 13.9976 2020-09-20 15:32:49,035 - mmaction - INFO - Epoch [37][2940/3520] lr: 5.000e-04, eta: 1 day, 1:32:21, time: 1.997, data_time: 0.368, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7531, loss_cls: 2.1281, loss: 2.1281, grad_norm: 14.5491 2020-09-20 15:33:28,341 - mmaction - INFO - Epoch [37][2960/3520] lr: 5.000e-04, eta: 1 day, 1:31:41, time: 1.965, data_time: 0.683, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7292, loss_cls: 2.2367, loss: 2.2367, grad_norm: 14.7172 2020-09-20 15:34:09,211 - mmaction - INFO - Epoch [37][2980/3520] lr: 5.000e-04, eta: 1 day, 1:31:02, time: 2.043, data_time: 0.213, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7615, loss_cls: 2.0730, loss: 2.0730, grad_norm: 14.8718 2020-09-20 15:34:48,610 - mmaction - INFO - Epoch [37][3000/3520] lr: 5.000e-04, eta: 1 day, 1:30:22, time: 1.972, data_time: 0.050, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7292, loss_cls: 2.1837, loss: 2.1837, grad_norm: 14.7723 2020-09-20 15:35:28,460 - mmaction - INFO - Epoch [37][3020/3520] lr: 5.000e-04, eta: 1 day, 1:29:42, time: 1.994, data_time: 0.290, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7542, loss_cls: 2.0895, loss: 2.0895, grad_norm: 13.9117 2020-09-20 15:36:07,318 - mmaction - INFO - Epoch [37][3040/3520] lr: 5.000e-04, eta: 1 day, 1:29:02, time: 1.942, data_time: 0.110, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7458, loss_cls: 2.0748, loss: 2.0748, grad_norm: 14.2347 2020-09-20 15:36:48,075 - mmaction - INFO - Epoch [37][3060/3520] lr: 5.000e-04, eta: 1 day, 1:28:23, time: 2.039, data_time: 0.200, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1413, loss: 2.1413, grad_norm: 14.6072 2020-09-20 15:37:26,794 - mmaction - INFO - Epoch [37][3080/3520] lr: 5.000e-04, eta: 1 day, 1:27:43, time: 1.934, data_time: 0.237, memory: 8337, top1_acc: 0.4937, top5_acc: 0.7552, loss_cls: 2.0824, loss: 2.0824, grad_norm: 13.9549 2020-09-20 15:38:05,444 - mmaction - INFO - Epoch [37][3100/3520] lr: 5.000e-04, eta: 1 day, 1:27:03, time: 1.934, data_time: 0.034, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7427, loss_cls: 2.0939, loss: 2.0939, grad_norm: 14.0378 2020-09-20 15:38:43,641 - mmaction - INFO - Epoch [37][3120/3520] lr: 5.000e-04, eta: 1 day, 1:26:23, time: 1.906, data_time: 0.092, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7510, loss_cls: 2.1361, loss: 2.1361, grad_norm: 14.2662 2020-09-20 15:39:22,838 - mmaction - INFO - Epoch [37][3140/3520] lr: 5.000e-04, eta: 1 day, 1:25:43, time: 1.963, data_time: 0.009, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7375, loss_cls: 2.1296, loss: 2.1296, grad_norm: 14.1054 2020-09-20 15:40:02,400 - mmaction - INFO - Epoch [37][3160/3520] lr: 5.000e-04, eta: 1 day, 1:25:03, time: 1.975, data_time: 0.410, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7250, loss_cls: 2.1582, loss: 2.1582, grad_norm: 14.8018 2020-09-20 15:40:41,188 - mmaction - INFO - Epoch [37][3180/3520] lr: 5.000e-04, eta: 1 day, 1:24:23, time: 1.943, data_time: 0.141, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7417, loss_cls: 2.2161, loss: 2.2161, grad_norm: 14.3699 2020-09-20 15:41:20,152 - mmaction - INFO - Epoch [37][3200/3520] lr: 5.000e-04, eta: 1 day, 1:23:43, time: 1.946, data_time: 0.021, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1658, loss: 2.1658, grad_norm: 14.1583 2020-09-20 15:41:57,424 - mmaction - INFO - Epoch [37][3220/3520] lr: 5.000e-04, eta: 1 day, 1:23:03, time: 1.866, data_time: 0.120, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7323, loss_cls: 2.1819, loss: 2.1819, grad_norm: 14.6604 2020-09-20 15:42:37,501 - mmaction - INFO - Epoch [37][3240/3520] lr: 5.000e-04, eta: 1 day, 1:22:23, time: 2.002, data_time: 0.677, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7573, loss_cls: 2.1200, loss: 2.1200, grad_norm: 13.8996 2020-09-20 15:43:15,977 - mmaction - INFO - Epoch [37][3260/3520] lr: 5.000e-04, eta: 1 day, 1:21:43, time: 1.926, data_time: 0.041, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7542, loss_cls: 2.0639, loss: 2.0639, grad_norm: 13.9483 2020-09-20 15:43:54,915 - mmaction - INFO - Epoch [37][3280/3520] lr: 5.000e-04, eta: 1 day, 1:21:03, time: 1.947, data_time: 0.162, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7302, loss_cls: 2.1174, loss: 2.1174, grad_norm: 14.1495 2020-09-20 15:44:32,893 - mmaction - INFO - Epoch [37][3300/3520] lr: 5.000e-04, eta: 1 day, 1:20:23, time: 1.899, data_time: 0.214, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7302, loss_cls: 2.1357, loss: 2.1357, grad_norm: 14.4627 2020-09-20 15:45:11,055 - mmaction - INFO - Epoch [37][3320/3520] lr: 5.000e-04, eta: 1 day, 1:19:42, time: 1.904, data_time: 0.077, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7312, loss_cls: 2.1557, loss: 2.1557, grad_norm: 14.2717 2020-09-20 15:45:50,808 - mmaction - INFO - Epoch [37][3340/3520] lr: 5.000e-04, eta: 1 day, 1:19:03, time: 1.991, data_time: 0.215, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7333, loss_cls: 2.1781, loss: 2.1781, grad_norm: 14.7740 2020-09-20 15:46:29,925 - mmaction - INFO - Epoch [37][3360/3520] lr: 5.000e-04, eta: 1 day, 1:18:23, time: 1.955, data_time: 0.438, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7302, loss_cls: 2.1330, loss: 2.1330, grad_norm: 13.8601 2020-09-20 15:47:06,741 - mmaction - INFO - Epoch [37][3380/3520] lr: 5.000e-04, eta: 1 day, 1:17:42, time: 1.842, data_time: 0.145, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1333, loss: 2.1333, grad_norm: 14.6940 2020-09-20 15:47:46,826 - mmaction - INFO - Epoch [37][3400/3520] lr: 5.000e-04, eta: 1 day, 1:17:03, time: 2.003, data_time: 0.076, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7187, loss_cls: 2.2194, loss: 2.2194, grad_norm: 14.0228 2020-09-20 15:48:26,733 - mmaction - INFO - Epoch [37][3420/3520] lr: 5.000e-04, eta: 1 day, 1:16:23, time: 1.996, data_time: 0.420, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7500, loss_cls: 2.1272, loss: 2.1272, grad_norm: 14.5699 2020-09-20 15:49:05,246 - mmaction - INFO - Epoch [37][3440/3520] lr: 5.000e-04, eta: 1 day, 1:15:43, time: 1.924, data_time: 0.228, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7531, loss_cls: 2.0298, loss: 2.0298, grad_norm: 14.0602 2020-09-20 15:49:44,424 - mmaction - INFO - Epoch [37][3460/3520] lr: 5.000e-04, eta: 1 day, 1:15:03, time: 1.960, data_time: 0.287, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7406, loss_cls: 2.1538, loss: 2.1538, grad_norm: 14.5900 2020-09-20 15:50:23,241 - mmaction - INFO - Epoch [37][3480/3520] lr: 5.000e-04, eta: 1 day, 1:14:23, time: 1.939, data_time: 0.022, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7260, loss_cls: 2.2113, loss: 2.2113, grad_norm: 14.7061 2020-09-20 15:51:00,846 - mmaction - INFO - Epoch [37][3500/3520] lr: 5.000e-04, eta: 1 day, 1:13:43, time: 1.879, data_time: 0.025, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7198, loss_cls: 2.1726, loss: 2.1726, grad_norm: 14.5526 2020-09-20 15:51:37,231 - mmaction - INFO - Epoch [37][3520/3520] lr: 5.000e-04, eta: 1 day, 1:13:02, time: 1.815, data_time: 0.017, memory: 8337, top1_acc: 0.4989, top5_acc: 0.7228, loss_cls: 2.1003, loss: 2.1003, grad_norm: 13.9114 2020-09-20 15:51:55,814 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-09-20 15:54:07,420 - mmaction - INFO - Epoch [38][20/3520] lr: 5.000e-04, eta: 1 day, 1:12:54, time: 6.534, data_time: 5.318, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7552, loss_cls: 2.0315, loss: 2.0315, grad_norm: 13.5428 2020-09-20 15:54:44,718 - mmaction - INFO - Epoch [38][40/3520] lr: 5.000e-04, eta: 1 day, 1:12:14, time: 1.873, data_time: 0.158, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7375, loss_cls: 2.1229, loss: 2.1229, grad_norm: 13.8538 2020-09-20 15:55:25,499 - mmaction - INFO - Epoch [38][60/3520] lr: 5.000e-04, eta: 1 day, 1:11:34, time: 2.037, data_time: 0.789, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7448, loss_cls: 2.0742, loss: 2.0742, grad_norm: 13.8554 2020-09-20 15:56:06,054 - mmaction - INFO - Epoch [38][80/3520] lr: 5.000e-04, eta: 1 day, 1:10:55, time: 2.031, data_time: 1.215, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7625, loss_cls: 2.0337, loss: 2.0337, grad_norm: 13.8911 2020-09-20 15:56:43,994 - mmaction - INFO - Epoch [38][100/3520] lr: 5.000e-04, eta: 1 day, 1:10:15, time: 1.896, data_time: 0.004, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7312, loss_cls: 2.1701, loss: 2.1701, grad_norm: 15.0291 2020-09-20 15:57:21,529 - mmaction - INFO - Epoch [38][120/3520] lr: 5.000e-04, eta: 1 day, 1:09:34, time: 1.875, data_time: 0.006, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7427, loss_cls: 2.1065, loss: 2.1065, grad_norm: 14.0263 2020-09-20 15:58:02,198 - mmaction - INFO - Epoch [38][140/3520] lr: 5.000e-04, eta: 1 day, 1:08:55, time: 2.036, data_time: 0.326, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7469, loss_cls: 2.0361, loss: 2.0361, grad_norm: 14.3320 2020-09-20 15:58:41,509 - mmaction - INFO - Epoch [38][160/3520] lr: 5.000e-04, eta: 1 day, 1:08:15, time: 1.965, data_time: 0.764, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7323, loss_cls: 2.2272, loss: 2.2272, grad_norm: 14.7567 2020-09-20 15:59:20,772 - mmaction - INFO - Epoch [38][180/3520] lr: 5.000e-04, eta: 1 day, 1:07:35, time: 1.964, data_time: 0.043, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7510, loss_cls: 2.1352, loss: 2.1352, grad_norm: 14.5488 2020-09-20 16:00:00,245 - mmaction - INFO - Epoch [38][200/3520] lr: 5.000e-04, eta: 1 day, 1:06:55, time: 1.968, data_time: 0.030, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7750, loss_cls: 2.0217, loss: 2.0217, grad_norm: 14.2540 2020-09-20 16:00:40,565 - mmaction - INFO - Epoch [38][220/3520] lr: 5.000e-04, eta: 1 day, 1:06:16, time: 2.006, data_time: 0.206, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.1297, loss: 2.1297, grad_norm: 14.0289 2020-09-20 16:01:21,625 - mmaction - INFO - Epoch [38][240/3520] lr: 5.000e-04, eta: 1 day, 1:05:37, time: 2.064, data_time: 0.028, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7594, loss_cls: 2.0614, loss: 2.0614, grad_norm: 14.6130 2020-09-20 16:02:01,498 - mmaction - INFO - Epoch [38][260/3520] lr: 5.000e-04, eta: 1 day, 1:04:57, time: 1.998, data_time: 0.148, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7479, loss_cls: 2.1027, loss: 2.1027, grad_norm: 14.2476 2020-09-20 16:02:40,784 - mmaction - INFO - Epoch [38][280/3520] lr: 5.000e-04, eta: 1 day, 1:04:17, time: 1.964, data_time: 0.008, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7573, loss_cls: 2.0512, loss: 2.0512, grad_norm: 14.3008 2020-09-20 16:03:21,076 - mmaction - INFO - Epoch [38][300/3520] lr: 5.000e-04, eta: 1 day, 1:03:38, time: 2.012, data_time: 0.582, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7458, loss_cls: 2.1410, loss: 2.1410, grad_norm: 14.5481 2020-09-20 16:03:59,837 - mmaction - INFO - Epoch [38][320/3520] lr: 5.000e-04, eta: 1 day, 1:02:58, time: 1.941, data_time: 0.058, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7552, loss_cls: 2.0908, loss: 2.0908, grad_norm: 14.2783 2020-09-20 16:04:39,075 - mmaction - INFO - Epoch [38][340/3520] lr: 5.000e-04, eta: 1 day, 1:02:18, time: 1.959, data_time: 0.018, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7521, loss_cls: 2.0510, loss: 2.0510, grad_norm: 14.1826 2020-09-20 16:05:18,079 - mmaction - INFO - Epoch [38][360/3520] lr: 5.000e-04, eta: 1 day, 1:01:38, time: 1.953, data_time: 0.195, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7469, loss_cls: 2.0987, loss: 2.0987, grad_norm: 14.0462 2020-09-20 16:05:57,213 - mmaction - INFO - Epoch [38][380/3520] lr: 5.000e-04, eta: 1 day, 1:00:58, time: 1.954, data_time: 0.260, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7646, loss_cls: 1.9982, loss: 1.9982, grad_norm: 14.5406 2020-09-20 16:06:36,321 - mmaction - INFO - Epoch [38][400/3520] lr: 5.000e-04, eta: 1 day, 1:00:18, time: 1.958, data_time: 0.148, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7333, loss_cls: 2.1668, loss: 2.1668, grad_norm: 14.8509 2020-09-20 16:07:17,501 - mmaction - INFO - Epoch [38][420/3520] lr: 5.000e-04, eta: 1 day, 0:59:39, time: 2.057, data_time: 0.038, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7490, loss_cls: 2.1497, loss: 2.1497, grad_norm: 15.0068 2020-09-20 16:07:56,054 - mmaction - INFO - Epoch [38][440/3520] lr: 5.000e-04, eta: 1 day, 0:58:59, time: 1.930, data_time: 0.098, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7385, loss_cls: 2.1306, loss: 2.1306, grad_norm: 14.1308 2020-09-20 16:08:34,727 - mmaction - INFO - Epoch [38][460/3520] lr: 5.000e-04, eta: 1 day, 0:58:19, time: 1.927, data_time: 0.570, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7531, loss_cls: 2.1193, loss: 2.1193, grad_norm: 14.5393 2020-09-20 16:09:13,750 - mmaction - INFO - Epoch [38][480/3520] lr: 5.000e-04, eta: 1 day, 0:57:39, time: 1.958, data_time: 0.110, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7510, loss_cls: 2.1625, loss: 2.1625, grad_norm: 14.9181 2020-09-20 16:09:54,293 - mmaction - INFO - Epoch [38][500/3520] lr: 5.000e-04, eta: 1 day, 0:57:00, time: 2.023, data_time: 0.922, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7583, loss_cls: 2.0955, loss: 2.0955, grad_norm: 14.5103 2020-09-20 16:10:31,887 - mmaction - INFO - Epoch [38][520/3520] lr: 5.000e-04, eta: 1 day, 0:56:19, time: 1.883, data_time: 0.680, memory: 8337, top1_acc: 0.4448, top5_acc: 0.7365, loss_cls: 2.2158, loss: 2.2158, grad_norm: 14.8672 2020-09-20 16:11:11,053 - mmaction - INFO - Epoch [38][540/3520] lr: 5.000e-04, eta: 1 day, 0:55:39, time: 1.955, data_time: 0.459, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7583, loss_cls: 2.0531, loss: 2.0531, grad_norm: 14.5108 2020-09-20 16:11:50,461 - mmaction - INFO - Epoch [38][560/3520] lr: 5.000e-04, eta: 1 day, 0:55:00, time: 1.973, data_time: 0.026, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7448, loss_cls: 2.1105, loss: 2.1105, grad_norm: 14.9357 2020-09-20 16:12:30,563 - mmaction - INFO - Epoch [38][580/3520] lr: 5.000e-04, eta: 1 day, 0:54:20, time: 2.005, data_time: 0.019, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.0972, loss: 2.0972, grad_norm: 15.0172 2020-09-20 16:13:11,334 - mmaction - INFO - Epoch [38][600/3520] lr: 5.000e-04, eta: 1 day, 0:53:41, time: 2.037, data_time: 0.117, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7542, loss_cls: 2.0611, loss: 2.0611, grad_norm: 14.7778 2020-09-20 16:13:52,289 - mmaction - INFO - Epoch [38][620/3520] lr: 5.000e-04, eta: 1 day, 0:53:01, time: 2.051, data_time: 0.011, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7646, loss_cls: 2.0564, loss: 2.0564, grad_norm: 14.5333 2020-09-20 16:14:30,012 - mmaction - INFO - Epoch [38][640/3520] lr: 5.000e-04, eta: 1 day, 0:52:21, time: 1.883, data_time: 0.152, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7604, loss_cls: 2.0658, loss: 2.0658, grad_norm: 14.7580 2020-09-20 16:15:08,195 - mmaction - INFO - Epoch [38][660/3520] lr: 5.000e-04, eta: 1 day, 0:51:41, time: 1.912, data_time: 0.133, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7719, loss_cls: 2.0595, loss: 2.0595, grad_norm: 14.5532 2020-09-20 16:15:46,478 - mmaction - INFO - Epoch [38][680/3520] lr: 5.000e-04, eta: 1 day, 0:51:01, time: 1.912, data_time: 0.112, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7510, loss_cls: 2.0907, loss: 2.0907, grad_norm: 14.6432 2020-09-20 16:16:26,541 - mmaction - INFO - Epoch [38][700/3520] lr: 5.000e-04, eta: 1 day, 0:50:21, time: 2.005, data_time: 0.541, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7333, loss_cls: 2.1452, loss: 2.1452, grad_norm: 14.4271 2020-09-20 16:17:05,101 - mmaction - INFO - Epoch [38][720/3520] lr: 5.000e-04, eta: 1 day, 0:49:41, time: 1.922, data_time: 0.142, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7740, loss_cls: 2.0503, loss: 2.0503, grad_norm: 14.4981 2020-09-20 16:17:43,836 - mmaction - INFO - Epoch [38][740/3520] lr: 5.000e-04, eta: 1 day, 0:49:01, time: 1.943, data_time: 0.677, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7417, loss_cls: 2.1165, loss: 2.1165, grad_norm: 14.5165 2020-09-20 16:18:24,518 - mmaction - INFO - Epoch [38][760/3520] lr: 5.000e-04, eta: 1 day, 0:48:22, time: 2.033, data_time: 0.006, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7573, loss_cls: 2.1034, loss: 2.1034, grad_norm: 14.8810 2020-09-20 16:19:02,386 - mmaction - INFO - Epoch [38][780/3520] lr: 5.000e-04, eta: 1 day, 0:47:41, time: 1.894, data_time: 0.350, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7344, loss_cls: 2.1040, loss: 2.1040, grad_norm: 14.0979 2020-09-20 16:19:39,929 - mmaction - INFO - Epoch [38][800/3520] lr: 5.000e-04, eta: 1 day, 0:47:01, time: 1.875, data_time: 0.041, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7365, loss_cls: 2.1427, loss: 2.1427, grad_norm: 14.5346 2020-09-20 16:20:19,236 - mmaction - INFO - Epoch [38][820/3520] lr: 5.000e-04, eta: 1 day, 0:46:21, time: 1.968, data_time: 0.018, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7531, loss_cls: 2.1248, loss: 2.1248, grad_norm: 13.8376 2020-09-20 16:20:58,606 - mmaction - INFO - Epoch [38][840/3520] lr: 5.000e-04, eta: 1 day, 0:45:41, time: 1.965, data_time: 0.016, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7365, loss_cls: 2.1199, loss: 2.1199, grad_norm: 14.5276 2020-09-20 16:21:37,214 - mmaction - INFO - Epoch [38][860/3520] lr: 5.000e-04, eta: 1 day, 0:45:01, time: 1.934, data_time: 0.014, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7510, loss_cls: 2.1182, loss: 2.1182, grad_norm: 14.3805 2020-09-20 16:22:17,244 - mmaction - INFO - Epoch [38][880/3520] lr: 5.000e-04, eta: 1 day, 0:44:22, time: 2.000, data_time: 0.267, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7510, loss_cls: 2.1298, loss: 2.1298, grad_norm: 14.6790 2020-09-20 16:22:56,958 - mmaction - INFO - Epoch [38][900/3520] lr: 5.000e-04, eta: 1 day, 0:43:42, time: 1.987, data_time: 0.006, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7198, loss_cls: 2.2229, loss: 2.2229, grad_norm: 14.7216 2020-09-20 16:23:36,111 - mmaction - INFO - Epoch [38][920/3520] lr: 5.000e-04, eta: 1 day, 0:43:02, time: 1.958, data_time: 0.887, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7500, loss_cls: 2.0947, loss: 2.0947, grad_norm: 14.0164 2020-09-20 16:24:17,477 - mmaction - INFO - Epoch [38][940/3520] lr: 5.000e-04, eta: 1 day, 0:42:23, time: 2.068, data_time: 1.437, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7271, loss_cls: 2.2274, loss: 2.2274, grad_norm: 14.8838 2020-09-20 16:24:57,825 - mmaction - INFO - Epoch [38][960/3520] lr: 5.000e-04, eta: 1 day, 0:41:44, time: 2.018, data_time: 0.508, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7656, loss_cls: 2.0153, loss: 2.0153, grad_norm: 14.5947 2020-09-20 16:25:35,344 - mmaction - INFO - Epoch [38][980/3520] lr: 5.000e-04, eta: 1 day, 0:41:03, time: 1.873, data_time: 0.518, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7490, loss_cls: 2.0803, loss: 2.0803, grad_norm: 14.4720 2020-09-20 16:26:14,118 - mmaction - INFO - Epoch [38][1000/3520] lr: 5.000e-04, eta: 1 day, 0:40:23, time: 1.940, data_time: 0.510, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7625, loss_cls: 2.0529, loss: 2.0529, grad_norm: 14.2940 2020-09-20 16:26:53,431 - mmaction - INFO - Epoch [38][1020/3520] lr: 5.000e-04, eta: 1 day, 0:39:43, time: 1.966, data_time: 0.103, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7500, loss_cls: 2.0898, loss: 2.0898, grad_norm: 14.2407 2020-09-20 16:27:33,487 - mmaction - INFO - Epoch [38][1040/3520] lr: 5.000e-04, eta: 1 day, 0:39:04, time: 2.000, data_time: 0.452, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7417, loss_cls: 2.1148, loss: 2.1148, grad_norm: 14.8226 2020-09-20 16:28:12,216 - mmaction - INFO - Epoch [38][1060/3520] lr: 5.000e-04, eta: 1 day, 0:38:24, time: 1.941, data_time: 0.945, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7469, loss_cls: 2.1336, loss: 2.1336, grad_norm: 14.7138 2020-09-20 16:28:50,319 - mmaction - INFO - Epoch [38][1080/3520] lr: 5.000e-04, eta: 1 day, 0:37:44, time: 1.902, data_time: 0.270, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7365, loss_cls: 2.1410, loss: 2.1410, grad_norm: 14.7628 2020-09-20 16:29:29,183 - mmaction - INFO - Epoch [38][1100/3520] lr: 5.000e-04, eta: 1 day, 0:37:04, time: 1.943, data_time: 0.116, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7604, loss_cls: 2.0551, loss: 2.0551, grad_norm: 14.6174 2020-09-20 16:30:07,066 - mmaction - INFO - Epoch [38][1120/3520] lr: 5.000e-04, eta: 1 day, 0:36:23, time: 1.896, data_time: 0.856, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1803, loss: 2.1803, grad_norm: 14.7442 2020-09-20 16:30:46,397 - mmaction - INFO - Epoch [38][1140/3520] lr: 5.000e-04, eta: 1 day, 0:35:43, time: 1.968, data_time: 0.373, memory: 8337, top1_acc: 0.4438, top5_acc: 0.7260, loss_cls: 2.2029, loss: 2.2029, grad_norm: 15.0339 2020-09-20 16:31:27,286 - mmaction - INFO - Epoch [38][1160/3520] lr: 5.000e-04, eta: 1 day, 0:35:04, time: 2.041, data_time: 0.759, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7635, loss_cls: 2.0895, loss: 2.0895, grad_norm: 14.6975 2020-09-20 16:32:06,740 - mmaction - INFO - Epoch [38][1180/3520] lr: 5.000e-04, eta: 1 day, 0:34:24, time: 1.976, data_time: 0.903, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7646, loss_cls: 2.0499, loss: 2.0499, grad_norm: 14.4444 2020-09-20 16:32:44,239 - mmaction - INFO - Epoch [38][1200/3520] lr: 5.000e-04, eta: 1 day, 0:33:44, time: 1.871, data_time: 1.103, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7333, loss_cls: 2.2250, loss: 2.2250, grad_norm: 15.1289 2020-09-20 16:33:23,410 - mmaction - INFO - Epoch [38][1220/3520] lr: 5.000e-04, eta: 1 day, 0:33:04, time: 1.960, data_time: 0.583, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7521, loss_cls: 2.0681, loss: 2.0681, grad_norm: 14.3623 2020-09-20 16:34:03,100 - mmaction - INFO - Epoch [38][1240/3520] lr: 5.000e-04, eta: 1 day, 0:32:24, time: 1.987, data_time: 0.905, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7698, loss_cls: 2.0278, loss: 2.0278, grad_norm: 14.1479 2020-09-20 16:34:42,388 - mmaction - INFO - Epoch [38][1260/3520] lr: 5.000e-04, eta: 1 day, 0:31:45, time: 1.963, data_time: 0.478, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7687, loss_cls: 2.0381, loss: 2.0381, grad_norm: 14.5389 2020-09-20 16:35:22,324 - mmaction - INFO - Epoch [38][1280/3520] lr: 5.000e-04, eta: 1 day, 0:31:05, time: 1.997, data_time: 0.716, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7469, loss_cls: 2.1889, loss: 2.1889, grad_norm: 15.0365 2020-09-20 16:36:00,797 - mmaction - INFO - Epoch [38][1300/3520] lr: 5.000e-04, eta: 1 day, 0:30:25, time: 1.923, data_time: 1.251, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7615, loss_cls: 2.1055, loss: 2.1055, grad_norm: 14.6436 2020-09-20 16:36:41,100 - mmaction - INFO - Epoch [38][1320/3520] lr: 5.000e-04, eta: 1 day, 0:29:45, time: 2.014, data_time: 0.562, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7771, loss_cls: 2.0268, loss: 2.0268, grad_norm: 14.3546 2020-09-20 16:37:20,375 - mmaction - INFO - Epoch [38][1340/3520] lr: 5.000e-04, eta: 1 day, 0:29:06, time: 1.963, data_time: 0.923, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7323, loss_cls: 2.1762, loss: 2.1762, grad_norm: 14.8045 2020-09-20 16:37:55,690 - mmaction - INFO - Epoch [38][1360/3520] lr: 5.000e-04, eta: 1 day, 0:28:24, time: 1.768, data_time: 0.129, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7250, loss_cls: 2.2167, loss: 2.2167, grad_norm: 14.5574 2020-09-20 16:38:35,057 - mmaction - INFO - Epoch [38][1380/3520] lr: 5.000e-04, eta: 1 day, 0:27:45, time: 1.968, data_time: 0.363, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7208, loss_cls: 2.1200, loss: 2.1200, grad_norm: 14.3804 2020-09-20 16:39:14,194 - mmaction - INFO - Epoch [38][1400/3520] lr: 5.000e-04, eta: 1 day, 0:27:05, time: 1.957, data_time: 0.380, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7510, loss_cls: 2.0811, loss: 2.0811, grad_norm: 14.1900 2020-09-20 16:39:53,108 - mmaction - INFO - Epoch [38][1420/3520] lr: 5.000e-04, eta: 1 day, 0:26:25, time: 1.943, data_time: 0.200, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7771, loss_cls: 1.9976, loss: 1.9976, grad_norm: 14.0504 2020-09-20 16:40:33,874 - mmaction - INFO - Epoch [38][1440/3520] lr: 5.000e-04, eta: 1 day, 0:25:45, time: 2.038, data_time: 0.007, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7448, loss_cls: 2.1386, loss: 2.1386, grad_norm: 14.6544 2020-09-20 16:41:12,186 - mmaction - INFO - Epoch [38][1460/3520] lr: 5.000e-04, eta: 1 day, 0:25:05, time: 1.917, data_time: 0.088, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7510, loss_cls: 2.1449, loss: 2.1449, grad_norm: 14.8544 2020-09-20 16:41:53,069 - mmaction - INFO - Epoch [38][1480/3520] lr: 5.000e-04, eta: 1 day, 0:24:26, time: 2.044, data_time: 0.061, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7250, loss_cls: 2.1700, loss: 2.1700, grad_norm: 14.4907 2020-09-20 16:42:32,497 - mmaction - INFO - Epoch [38][1500/3520] lr: 5.000e-04, eta: 1 day, 0:23:46, time: 1.971, data_time: 0.006, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7313, loss_cls: 2.1451, loss: 2.1451, grad_norm: 14.5062 2020-09-20 16:43:12,697 - mmaction - INFO - Epoch [38][1520/3520] lr: 5.000e-04, eta: 1 day, 0:23:07, time: 2.011, data_time: 0.485, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7396, loss_cls: 2.1303, loss: 2.1303, grad_norm: 14.6083 2020-09-20 16:43:53,564 - mmaction - INFO - Epoch [38][1540/3520] lr: 5.000e-04, eta: 1 day, 0:22:27, time: 2.044, data_time: 0.017, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7604, loss_cls: 2.0768, loss: 2.0768, grad_norm: 14.7196 2020-09-20 16:44:33,060 - mmaction - INFO - Epoch [38][1560/3520] lr: 5.000e-04, eta: 1 day, 0:21:48, time: 1.973, data_time: 0.252, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7531, loss_cls: 2.1069, loss: 2.1069, grad_norm: 14.7224 2020-09-20 16:45:12,324 - mmaction - INFO - Epoch [38][1580/3520] lr: 5.000e-04, eta: 1 day, 0:21:08, time: 1.956, data_time: 0.130, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7625, loss_cls: 2.0122, loss: 2.0122, grad_norm: 14.6128 2020-09-20 16:45:51,253 - mmaction - INFO - Epoch [38][1600/3520] lr: 5.000e-04, eta: 1 day, 0:20:28, time: 1.953, data_time: 0.114, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7667, loss_cls: 1.9886, loss: 1.9886, grad_norm: 14.4584 2020-09-20 16:46:29,414 - mmaction - INFO - Epoch [38][1620/3520] lr: 5.000e-04, eta: 1 day, 0:19:48, time: 1.911, data_time: 0.071, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7229, loss_cls: 2.2334, loss: 2.2334, grad_norm: 14.6880 2020-09-20 16:47:07,379 - mmaction - INFO - Epoch [38][1640/3520] lr: 5.000e-04, eta: 1 day, 0:19:07, time: 1.895, data_time: 0.728, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7458, loss_cls: 2.1186, loss: 2.1186, grad_norm: 14.7448 2020-09-20 16:47:45,932 - mmaction - INFO - Epoch [38][1660/3520] lr: 5.000e-04, eta: 1 day, 0:18:27, time: 1.930, data_time: 0.513, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7510, loss_cls: 2.1235, loss: 2.1235, grad_norm: 14.3990 2020-09-20 16:48:25,298 - mmaction - INFO - Epoch [38][1680/3520] lr: 5.000e-04, eta: 1 day, 0:17:48, time: 1.967, data_time: 0.296, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7271, loss_cls: 2.2438, loss: 2.2438, grad_norm: 14.7209 2020-09-20 16:49:03,163 - mmaction - INFO - Epoch [38][1700/3520] lr: 5.000e-04, eta: 1 day, 0:17:07, time: 1.896, data_time: 0.228, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7573, loss_cls: 2.0605, loss: 2.0605, grad_norm: 14.0956 2020-09-20 16:49:41,381 - mmaction - INFO - Epoch [38][1720/3520] lr: 5.000e-04, eta: 1 day, 0:16:27, time: 1.908, data_time: 0.030, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7521, loss_cls: 2.1028, loss: 2.1028, grad_norm: 14.4499 2020-09-20 16:50:20,982 - mmaction - INFO - Epoch [38][1740/3520] lr: 5.000e-04, eta: 1 day, 0:15:47, time: 1.981, data_time: 0.012, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7542, loss_cls: 2.1790, loss: 2.1790, grad_norm: 14.8779 2020-09-20 16:50:59,146 - mmaction - INFO - Epoch [38][1760/3520] lr: 5.000e-04, eta: 1 day, 0:15:07, time: 1.908, data_time: 0.802, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7479, loss_cls: 2.1572, loss: 2.1572, grad_norm: 14.7505 2020-09-20 16:51:39,549 - mmaction - INFO - Epoch [38][1780/3520] lr: 5.000e-04, eta: 1 day, 0:14:28, time: 2.022, data_time: 0.107, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7365, loss_cls: 2.1439, loss: 2.1439, grad_norm: 14.7800 2020-09-20 16:52:18,254 - mmaction - INFO - Epoch [38][1800/3520] lr: 5.000e-04, eta: 1 day, 0:13:48, time: 1.932, data_time: 0.205, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7500, loss_cls: 2.0956, loss: 2.0956, grad_norm: 14.3396 2020-09-20 16:52:58,530 - mmaction - INFO - Epoch [38][1820/3520] lr: 5.000e-04, eta: 1 day, 0:13:08, time: 2.017, data_time: 1.327, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7313, loss_cls: 2.1656, loss: 2.1656, grad_norm: 14.8970 2020-09-20 16:53:37,218 - mmaction - INFO - Epoch [38][1840/3520] lr: 5.000e-04, eta: 1 day, 0:12:28, time: 1.931, data_time: 0.524, memory: 8337, top1_acc: 0.4323, top5_acc: 0.7156, loss_cls: 2.2805, loss: 2.2805, grad_norm: 15.3354 2020-09-20 16:54:16,264 - mmaction - INFO - Epoch [38][1860/3520] lr: 5.000e-04, eta: 1 day, 0:11:48, time: 1.956, data_time: 0.008, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7510, loss_cls: 2.1347, loss: 2.1347, grad_norm: 14.1793 2020-09-20 16:54:53,901 - mmaction - INFO - Epoch [38][1880/3520] lr: 5.000e-04, eta: 1 day, 0:11:08, time: 1.880, data_time: 0.006, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7385, loss_cls: 2.1454, loss: 2.1454, grad_norm: 14.6954 2020-09-20 16:55:33,321 - mmaction - INFO - Epoch [38][1900/3520] lr: 5.000e-04, eta: 1 day, 0:10:28, time: 1.972, data_time: 0.007, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7667, loss_cls: 2.0978, loss: 2.0978, grad_norm: 14.9821 2020-09-20 16:56:10,386 - mmaction - INFO - Epoch [38][1920/3520] lr: 5.000e-04, eta: 1 day, 0:09:48, time: 1.851, data_time: 0.176, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.1408, loss: 2.1408, grad_norm: 14.5752 2020-09-20 16:56:50,392 - mmaction - INFO - Epoch [38][1940/3520] lr: 5.000e-04, eta: 1 day, 0:09:08, time: 2.001, data_time: 0.007, memory: 8337, top1_acc: 0.4479, top5_acc: 0.7458, loss_cls: 2.1373, loss: 2.1373, grad_norm: 14.6980 2020-09-20 16:57:28,986 - mmaction - INFO - Epoch [38][1960/3520] lr: 5.000e-04, eta: 1 day, 0:08:28, time: 1.931, data_time: 0.267, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7594, loss_cls: 2.1042, loss: 2.1042, grad_norm: 14.7280 2020-09-20 16:58:07,183 - mmaction - INFO - Epoch [38][1980/3520] lr: 5.000e-04, eta: 1 day, 0:07:48, time: 1.911, data_time: 0.665, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7521, loss_cls: 2.1095, loss: 2.1095, grad_norm: 14.6418 2020-09-20 16:58:47,105 - mmaction - INFO - Epoch [38][2000/3520] lr: 5.000e-04, eta: 1 day, 0:07:08, time: 1.995, data_time: 0.601, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7500, loss_cls: 2.1032, loss: 2.1032, grad_norm: 14.1966 2020-09-20 16:59:23,878 - mmaction - INFO - Epoch [38][2020/3520] lr: 5.000e-04, eta: 1 day, 0:06:28, time: 1.838, data_time: 0.046, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7500, loss_cls: 2.1294, loss: 2.1294, grad_norm: 14.6722 2020-09-20 17:00:10,349 - mmaction - INFO - Epoch [38][2040/3520] lr: 5.000e-04, eta: 1 day, 0:05:50, time: 2.297, data_time: 0.019, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 2.0099, loss: 2.0099, grad_norm: 14.5728 2020-09-20 17:00:48,449 - mmaction - INFO - Epoch [38][2060/3520] lr: 5.000e-04, eta: 1 day, 0:05:10, time: 1.931, data_time: 0.463, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7469, loss_cls: 2.1734, loss: 2.1734, grad_norm: 15.4256 2020-09-20 17:01:25,403 - mmaction - INFO - Epoch [38][2080/3520] lr: 5.000e-04, eta: 1 day, 0:04:29, time: 1.847, data_time: 0.007, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7417, loss_cls: 2.1212, loss: 2.1212, grad_norm: 14.6775 2020-09-20 17:02:04,744 - mmaction - INFO - Epoch [38][2100/3520] lr: 5.000e-04, eta: 1 day, 0:03:50, time: 1.970, data_time: 0.128, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7385, loss_cls: 2.1837, loss: 2.1837, grad_norm: 14.6881 2020-09-20 17:02:44,521 - mmaction - INFO - Epoch [38][2120/3520] lr: 5.000e-04, eta: 1 day, 0:03:10, time: 1.986, data_time: 0.024, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7240, loss_cls: 2.1527, loss: 2.1527, grad_norm: 14.5514 2020-09-20 17:03:23,461 - mmaction - INFO - Epoch [38][2140/3520] lr: 5.000e-04, eta: 1 day, 0:02:30, time: 1.947, data_time: 0.054, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7354, loss_cls: 2.1253, loss: 2.1253, grad_norm: 14.5450 2020-09-20 17:04:01,260 - mmaction - INFO - Epoch [38][2160/3520] lr: 5.000e-04, eta: 1 day, 0:01:50, time: 1.893, data_time: 0.435, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7594, loss_cls: 2.0607, loss: 2.0607, grad_norm: 14.2053 2020-09-20 17:04:39,948 - mmaction - INFO - Epoch [38][2180/3520] lr: 5.000e-04, eta: 1 day, 0:01:10, time: 1.932, data_time: 0.035, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.1354, loss: 2.1354, grad_norm: 14.2815 2020-09-20 17:05:18,184 - mmaction - INFO - Epoch [38][2200/3520] lr: 5.000e-04, eta: 1 day, 0:00:30, time: 1.914, data_time: 0.202, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7427, loss_cls: 2.1081, loss: 2.1081, grad_norm: 14.3113 2020-09-20 17:05:55,634 - mmaction - INFO - Epoch [38][2220/3520] lr: 5.000e-04, eta: 23:59:49, time: 1.871, data_time: 0.033, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7760, loss_cls: 2.0361, loss: 2.0361, grad_norm: 14.3063 2020-09-20 17:06:36,228 - mmaction - INFO - Epoch [38][2240/3520] lr: 5.000e-04, eta: 23:59:10, time: 2.032, data_time: 0.061, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7333, loss_cls: 2.1571, loss: 2.1571, grad_norm: 14.7836 2020-09-20 17:07:13,299 - mmaction - INFO - Epoch [38][2260/3520] lr: 5.000e-04, eta: 23:58:29, time: 1.851, data_time: 0.164, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7656, loss_cls: 2.0429, loss: 2.0429, grad_norm: 14.4416 2020-09-20 17:07:53,243 - mmaction - INFO - Epoch [38][2280/3520] lr: 5.000e-04, eta: 23:57:50, time: 1.999, data_time: 0.675, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7573, loss_cls: 2.0927, loss: 2.0927, grad_norm: 13.9855 2020-09-20 17:08:32,368 - mmaction - INFO - Epoch [38][2300/3520] lr: 5.000e-04, eta: 23:57:10, time: 1.956, data_time: 0.025, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7281, loss_cls: 2.1496, loss: 2.1496, grad_norm: 15.0794 2020-09-20 17:09:09,806 - mmaction - INFO - Epoch [38][2320/3520] lr: 5.000e-04, eta: 23:56:29, time: 1.873, data_time: 0.159, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7604, loss_cls: 2.0836, loss: 2.0836, grad_norm: 14.4779 2020-09-20 17:09:48,444 - mmaction - INFO - Epoch [38][2340/3520] lr: 5.000e-04, eta: 23:55:49, time: 1.932, data_time: 0.208, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7490, loss_cls: 2.0364, loss: 2.0364, grad_norm: 14.0906 2020-09-20 17:10:27,613 - mmaction - INFO - Epoch [38][2360/3520] lr: 5.000e-04, eta: 23:55:09, time: 1.956, data_time: 0.025, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7437, loss_cls: 2.1800, loss: 2.1800, grad_norm: 15.3271 2020-09-20 17:11:07,126 - mmaction - INFO - Epoch [38][2380/3520] lr: 5.000e-04, eta: 23:54:30, time: 1.976, data_time: 0.055, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7240, loss_cls: 2.1249, loss: 2.1249, grad_norm: 14.1238 2020-09-20 17:11:43,532 - mmaction - INFO - Epoch [38][2400/3520] lr: 5.000e-04, eta: 23:53:49, time: 1.824, data_time: 0.071, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7396, loss_cls: 2.0642, loss: 2.0642, grad_norm: 14.2751 2020-09-20 17:12:22,377 - mmaction - INFO - Epoch [38][2420/3520] lr: 5.000e-04, eta: 23:53:09, time: 1.942, data_time: 0.005, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7573, loss_cls: 2.0608, loss: 2.0608, grad_norm: 14.2571 2020-09-20 17:13:02,792 - mmaction - INFO - Epoch [38][2440/3520] lr: 5.000e-04, eta: 23:52:30, time: 2.015, data_time: 0.169, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7458, loss_cls: 2.1266, loss: 2.1266, grad_norm: 14.7186 2020-09-20 17:13:42,129 - mmaction - INFO - Epoch [38][2460/3520] lr: 5.000e-04, eta: 23:51:50, time: 1.972, data_time: 0.008, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7354, loss_cls: 2.1881, loss: 2.1881, grad_norm: 14.8304 2020-09-20 17:14:22,075 - mmaction - INFO - Epoch [38][2480/3520] lr: 5.000e-04, eta: 23:51:10, time: 1.993, data_time: 0.006, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7240, loss_cls: 2.1819, loss: 2.1819, grad_norm: 14.3133 2020-09-20 17:15:01,449 - mmaction - INFO - Epoch [38][2500/3520] lr: 5.000e-04, eta: 23:50:30, time: 1.972, data_time: 0.321, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7615, loss_cls: 2.0688, loss: 2.0688, grad_norm: 14.6626 2020-09-20 17:15:39,508 - mmaction - INFO - Epoch [38][2520/3520] lr: 5.000e-04, eta: 23:49:50, time: 1.901, data_time: 0.825, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7313, loss_cls: 2.2323, loss: 2.2323, grad_norm: 14.5588 2020-09-20 17:16:17,220 - mmaction - INFO - Epoch [38][2540/3520] lr: 5.000e-04, eta: 23:49:10, time: 1.889, data_time: 0.009, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7375, loss_cls: 2.1384, loss: 2.1384, grad_norm: 14.5805 2020-09-20 17:16:56,707 - mmaction - INFO - Epoch [38][2560/3520] lr: 5.000e-04, eta: 23:48:30, time: 1.972, data_time: 0.006, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7302, loss_cls: 2.1781, loss: 2.1781, grad_norm: 14.8638 2020-09-20 17:17:35,933 - mmaction - INFO - Epoch [38][2580/3520] lr: 5.000e-04, eta: 23:47:50, time: 1.963, data_time: 0.387, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7604, loss_cls: 2.0779, loss: 2.0779, grad_norm: 14.8406 2020-09-20 17:18:16,594 - mmaction - INFO - Epoch [38][2600/3520] lr: 5.000e-04, eta: 23:47:11, time: 2.032, data_time: 0.358, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.0993, loss: 2.0993, grad_norm: 14.8598 2020-09-20 17:18:56,385 - mmaction - INFO - Epoch [38][2620/3520] lr: 5.000e-04, eta: 23:46:31, time: 1.989, data_time: 0.008, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7677, loss_cls: 2.0805, loss: 2.0805, grad_norm: 14.7046 2020-09-20 17:19:33,506 - mmaction - INFO - Epoch [38][2640/3520] lr: 5.000e-04, eta: 23:45:51, time: 1.858, data_time: 0.007, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7365, loss_cls: 2.1279, loss: 2.1279, grad_norm: 14.7043 2020-09-20 17:20:12,256 - mmaction - INFO - Epoch [38][2660/3520] lr: 5.000e-04, eta: 23:45:11, time: 1.936, data_time: 0.064, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7365, loss_cls: 2.1053, loss: 2.1053, grad_norm: 14.6247 2020-09-20 17:20:50,823 - mmaction - INFO - Epoch [38][2680/3520] lr: 5.000e-04, eta: 23:44:31, time: 1.928, data_time: 0.565, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7677, loss_cls: 2.0250, loss: 2.0250, grad_norm: 14.2864 2020-09-20 17:21:32,082 - mmaction - INFO - Epoch [38][2700/3520] lr: 5.000e-04, eta: 23:43:52, time: 2.065, data_time: 0.006, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7552, loss_cls: 2.1334, loss: 2.1334, grad_norm: 15.0354 2020-09-20 17:22:10,767 - mmaction - INFO - Epoch [38][2720/3520] lr: 5.000e-04, eta: 23:43:12, time: 1.932, data_time: 1.106, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7208, loss_cls: 2.1612, loss: 2.1612, grad_norm: 14.6822 2020-09-20 17:22:52,203 - mmaction - INFO - Epoch [38][2740/3520] lr: 5.000e-04, eta: 23:42:32, time: 2.074, data_time: 1.104, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7312, loss_cls: 2.1821, loss: 2.1821, grad_norm: 14.9886 2020-09-20 17:23:31,247 - mmaction - INFO - Epoch [38][2760/3520] lr: 5.000e-04, eta: 23:41:53, time: 1.952, data_time: 0.518, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7271, loss_cls: 2.2127, loss: 2.2127, grad_norm: 14.1876 2020-09-20 17:24:09,233 - mmaction - INFO - Epoch [38][2780/3520] lr: 5.000e-04, eta: 23:41:12, time: 1.900, data_time: 0.373, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7729, loss_cls: 2.0479, loss: 2.0479, grad_norm: 14.4901 2020-09-20 17:24:47,688 - mmaction - INFO - Epoch [38][2800/3520] lr: 5.000e-04, eta: 23:40:32, time: 1.920, data_time: 0.101, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7563, loss_cls: 2.0727, loss: 2.0727, grad_norm: 14.1510 2020-09-20 17:25:27,623 - mmaction - INFO - Epoch [38][2820/3520] lr: 5.000e-04, eta: 23:39:53, time: 1.999, data_time: 0.782, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7583, loss_cls: 2.0905, loss: 2.0905, grad_norm: 14.7073 2020-09-20 17:26:07,378 - mmaction - INFO - Epoch [38][2840/3520] lr: 5.000e-04, eta: 23:39:13, time: 1.985, data_time: 0.843, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7469, loss_cls: 2.1128, loss: 2.1128, grad_norm: 14.5318 2020-09-20 17:26:45,163 - mmaction - INFO - Epoch [38][2860/3520] lr: 5.000e-04, eta: 23:38:33, time: 1.892, data_time: 0.052, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7292, loss_cls: 2.1477, loss: 2.1477, grad_norm: 14.4271 2020-09-20 17:27:25,310 - mmaction - INFO - Epoch [38][2880/3520] lr: 5.000e-04, eta: 23:37:53, time: 2.005, data_time: 0.005, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7333, loss_cls: 2.1351, loss: 2.1351, grad_norm: 15.0864 2020-09-20 17:28:05,713 - mmaction - INFO - Epoch [38][2900/3520] lr: 5.000e-04, eta: 23:37:14, time: 2.022, data_time: 0.023, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7375, loss_cls: 2.1502, loss: 2.1502, grad_norm: 14.7207 2020-09-20 17:28:44,568 - mmaction - INFO - Epoch [38][2920/3520] lr: 5.000e-04, eta: 23:36:34, time: 1.940, data_time: 0.017, memory: 8337, top1_acc: 0.4500, top5_acc: 0.7302, loss_cls: 2.2070, loss: 2.2070, grad_norm: 15.1956 2020-09-20 17:29:21,902 - mmaction - INFO - Epoch [38][2940/3520] lr: 5.000e-04, eta: 23:35:53, time: 1.871, data_time: 0.141, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7229, loss_cls: 2.2060, loss: 2.2060, grad_norm: 14.5681 2020-09-20 17:30:00,292 - mmaction - INFO - Epoch [38][2960/3520] lr: 5.000e-04, eta: 23:35:13, time: 1.911, data_time: 0.043, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7438, loss_cls: 2.0816, loss: 2.0816, grad_norm: 14.8459 2020-09-20 17:30:40,913 - mmaction - INFO - Epoch [38][2980/3520] lr: 5.000e-04, eta: 23:34:34, time: 2.038, data_time: 0.029, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7281, loss_cls: 2.1693, loss: 2.1693, grad_norm: 14.6440 2020-09-20 17:31:19,663 - mmaction - INFO - Epoch [38][3000/3520] lr: 5.000e-04, eta: 23:33:54, time: 1.936, data_time: 0.030, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7344, loss_cls: 2.1078, loss: 2.1078, grad_norm: 14.6714 2020-09-20 17:31:57,732 - mmaction - INFO - Epoch [38][3020/3520] lr: 5.000e-04, eta: 23:33:14, time: 1.904, data_time: 0.179, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7417, loss_cls: 2.1177, loss: 2.1177, grad_norm: 14.4654 2020-09-20 17:32:37,596 - mmaction - INFO - Epoch [38][3040/3520] lr: 5.000e-04, eta: 23:32:34, time: 1.994, data_time: 0.010, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7344, loss_cls: 2.1131, loss: 2.1131, grad_norm: 15.2426 2020-09-20 17:33:17,554 - mmaction - INFO - Epoch [38][3060/3520] lr: 5.000e-04, eta: 23:31:55, time: 1.997, data_time: 0.213, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7406, loss_cls: 2.1678, loss: 2.1678, grad_norm: 15.0077 2020-09-20 17:33:56,921 - mmaction - INFO - Epoch [38][3080/3520] lr: 5.000e-04, eta: 23:31:15, time: 1.969, data_time: 0.518, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.0872, loss: 2.0872, grad_norm: 14.8066 2020-09-20 17:34:37,164 - mmaction - INFO - Epoch [38][3100/3520] lr: 5.000e-04, eta: 23:30:35, time: 2.013, data_time: 0.856, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7417, loss_cls: 2.1339, loss: 2.1339, grad_norm: 15.2268 2020-09-20 17:35:13,743 - mmaction - INFO - Epoch [38][3120/3520] lr: 5.000e-04, eta: 23:29:55, time: 1.829, data_time: 0.005, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7823, loss_cls: 1.9899, loss: 1.9899, grad_norm: 14.4644 2020-09-20 17:35:52,651 - mmaction - INFO - Epoch [38][3140/3520] lr: 5.000e-04, eta: 23:29:15, time: 1.943, data_time: 0.081, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7583, loss_cls: 2.0767, loss: 2.0767, grad_norm: 14.8109 2020-09-20 17:36:30,617 - mmaction - INFO - Epoch [38][3160/3520] lr: 5.000e-04, eta: 23:28:34, time: 1.901, data_time: 0.302, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7510, loss_cls: 2.1795, loss: 2.1795, grad_norm: 14.8022 2020-09-20 17:37:08,789 - mmaction - INFO - Epoch [38][3180/3520] lr: 5.000e-04, eta: 23:27:54, time: 1.904, data_time: 0.213, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7240, loss_cls: 2.2064, loss: 2.2064, grad_norm: 14.9739 2020-09-20 17:37:47,557 - mmaction - INFO - Epoch [38][3200/3520] lr: 5.000e-04, eta: 23:27:14, time: 1.942, data_time: 0.193, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7323, loss_cls: 2.2072, loss: 2.2072, grad_norm: 14.6396 2020-09-20 17:38:23,499 - mmaction - INFO - Epoch [38][3220/3520] lr: 5.000e-04, eta: 23:26:33, time: 1.793, data_time: 0.325, memory: 8337, top1_acc: 0.4385, top5_acc: 0.7469, loss_cls: 2.1601, loss: 2.1601, grad_norm: 15.1192 2020-09-20 17:39:03,536 - mmaction - INFO - Epoch [38][3240/3520] lr: 5.000e-04, eta: 23:25:54, time: 2.005, data_time: 0.216, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7542, loss_cls: 2.0920, loss: 2.0920, grad_norm: 14.7304 2020-09-20 17:39:42,450 - mmaction - INFO - Epoch [38][3260/3520] lr: 5.000e-04, eta: 23:25:14, time: 1.946, data_time: 0.006, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7490, loss_cls: 2.1124, loss: 2.1124, grad_norm: 14.8805 2020-09-20 17:40:22,888 - mmaction - INFO - Epoch [38][3280/3520] lr: 5.000e-04, eta: 23:24:35, time: 2.019, data_time: 0.332, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7458, loss_cls: 2.1031, loss: 2.1031, grad_norm: 14.6641 2020-09-20 17:41:02,172 - mmaction - INFO - Epoch [38][3300/3520] lr: 5.000e-04, eta: 23:23:55, time: 1.966, data_time: 0.502, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7312, loss_cls: 2.1174, loss: 2.1174, grad_norm: 14.9504 2020-09-20 17:41:40,086 - mmaction - INFO - Epoch [38][3320/3520] lr: 5.000e-04, eta: 23:23:14, time: 1.896, data_time: 0.782, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7198, loss_cls: 2.1773, loss: 2.1773, grad_norm: 14.7346 2020-09-20 17:42:19,356 - mmaction - INFO - Epoch [38][3340/3520] lr: 5.000e-04, eta: 23:22:35, time: 1.963, data_time: 0.227, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7625, loss_cls: 2.0752, loss: 2.0752, grad_norm: 14.7139 2020-09-20 17:42:58,387 - mmaction - INFO - Epoch [38][3360/3520] lr: 5.000e-04, eta: 23:21:55, time: 1.951, data_time: 0.353, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7823, loss_cls: 1.9500, loss: 1.9500, grad_norm: 13.9787 2020-09-20 17:43:37,753 - mmaction - INFO - Epoch [38][3380/3520] lr: 5.000e-04, eta: 23:21:15, time: 1.968, data_time: 0.400, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7635, loss_cls: 2.1324, loss: 2.1324, grad_norm: 14.5414 2020-09-20 17:44:15,597 - mmaction - INFO - Epoch [38][3400/3520] lr: 5.000e-04, eta: 23:20:35, time: 1.893, data_time: 0.139, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7583, loss_cls: 2.0269, loss: 2.0269, grad_norm: 14.7387 2020-09-20 17:44:53,414 - mmaction - INFO - Epoch [38][3420/3520] lr: 5.000e-04, eta: 23:19:55, time: 1.891, data_time: 0.576, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7365, loss_cls: 2.1432, loss: 2.1432, grad_norm: 14.5543 2020-09-20 17:45:34,025 - mmaction - INFO - Epoch [38][3440/3520] lr: 5.000e-04, eta: 23:19:15, time: 2.029, data_time: 0.914, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7354, loss_cls: 2.1516, loss: 2.1516, grad_norm: 14.4139 2020-09-20 17:46:11,511 - mmaction - INFO - Epoch [38][3460/3520] lr: 5.000e-04, eta: 23:18:35, time: 1.876, data_time: 0.071, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7667, loss_cls: 2.1256, loss: 2.1256, grad_norm: 14.5874 2020-09-20 17:46:50,883 - mmaction - INFO - Epoch [38][3480/3520] lr: 5.000e-04, eta: 23:17:55, time: 1.967, data_time: 0.251, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7438, loss_cls: 2.1583, loss: 2.1583, grad_norm: 14.5271 2020-09-20 17:47:30,064 - mmaction - INFO - Epoch [38][3500/3520] lr: 5.000e-04, eta: 23:17:15, time: 1.960, data_time: 0.006, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7594, loss_cls: 2.0997, loss: 2.0997, grad_norm: 14.5117 2020-09-20 17:48:05,943 - mmaction - INFO - Epoch [38][3520/3520] lr: 5.000e-04, eta: 23:16:34, time: 1.794, data_time: 0.007, memory: 8337, top1_acc: 0.4848, top5_acc: 0.7402, loss_cls: 2.1408, loss: 2.1408, grad_norm: 14.2757 2020-09-20 17:48:22,353 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-09-20 18:04:28,409 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 18:04:29,028 - mmaction - INFO - top1_acc 0.2715 top5_acc 0.5494 2020-09-20 18:04:29,028 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 18:04:29,217 - mmaction - INFO - mean_acc 0.2018 2020-09-20 18:04:29,255 - mmaction - INFO - Epoch(val) [38][3520] top1_acc: 0.2715, top5_acc: 0.5494, mean_class_accuracy: 0.2018 2020-09-20 18:06:41,333 - mmaction - INFO - Epoch [39][20/3520] lr: 5.000e-04, eta: 23:16:24, time: 6.584, data_time: 5.039, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7594, loss_cls: 2.0697, loss: 2.0697, grad_norm: 14.4428 2020-09-20 18:07:18,416 - mmaction - INFO - Epoch [39][40/3520] lr: 5.000e-04, eta: 23:15:43, time: 1.861, data_time: 0.033, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7521, loss_cls: 2.0582, loss: 2.0582, grad_norm: 14.4634 2020-09-20 18:07:57,613 - mmaction - INFO - Epoch [39][60/3520] lr: 5.000e-04, eta: 23:15:03, time: 1.962, data_time: 0.008, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7635, loss_cls: 2.0620, loss: 2.0620, grad_norm: 14.0690 2020-09-20 18:08:37,810 - mmaction - INFO - Epoch [39][80/3520] lr: 5.000e-04, eta: 23:14:24, time: 2.008, data_time: 0.013, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7844, loss_cls: 2.0045, loss: 2.0045, grad_norm: 14.3624 2020-09-20 18:09:16,355 - mmaction - INFO - Epoch [39][100/3520] lr: 5.000e-04, eta: 23:13:44, time: 1.930, data_time: 0.019, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7385, loss_cls: 2.0888, loss: 2.0888, grad_norm: 14.3232 2020-09-20 18:09:55,232 - mmaction - INFO - Epoch [39][120/3520] lr: 5.000e-04, eta: 23:13:04, time: 1.944, data_time: 0.147, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7281, loss_cls: 2.1310, loss: 2.1310, grad_norm: 14.9959 2020-09-20 18:10:34,033 - mmaction - INFO - Epoch [39][140/3520] lr: 5.000e-04, eta: 23:12:24, time: 1.940, data_time: 0.148, memory: 8337, top1_acc: 0.4937, top5_acc: 0.7531, loss_cls: 2.0790, loss: 2.0790, grad_norm: 15.2460 2020-09-20 18:11:11,363 - mmaction - INFO - Epoch [39][160/3520] lr: 5.000e-04, eta: 23:11:43, time: 1.863, data_time: 0.079, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7583, loss_cls: 2.0392, loss: 2.0392, grad_norm: 14.7569 2020-09-20 18:11:48,400 - mmaction - INFO - Epoch [39][180/3520] lr: 5.000e-04, eta: 23:11:03, time: 1.853, data_time: 0.006, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7521, loss_cls: 2.0916, loss: 2.0916, grad_norm: 14.8319 2020-09-20 18:12:27,491 - mmaction - INFO - Epoch [39][200/3520] lr: 5.000e-04, eta: 23:10:23, time: 1.957, data_time: 0.020, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7740, loss_cls: 2.0369, loss: 2.0369, grad_norm: 14.9405 2020-09-20 18:13:05,763 - mmaction - INFO - Epoch [39][220/3520] lr: 5.000e-04, eta: 23:09:43, time: 1.914, data_time: 0.152, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7854, loss_cls: 1.9822, loss: 1.9822, grad_norm: 14.7894 2020-09-20 18:13:44,386 - mmaction - INFO - Epoch [39][240/3520] lr: 5.000e-04, eta: 23:09:03, time: 1.928, data_time: 0.186, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7615, loss_cls: 2.0778, loss: 2.0778, grad_norm: 14.6664 2020-09-20 18:14:25,368 - mmaction - INFO - Epoch [39][260/3520] lr: 5.000e-04, eta: 23:08:24, time: 2.052, data_time: 0.598, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7562, loss_cls: 2.0577, loss: 2.0577, grad_norm: 14.8385 2020-09-20 18:15:01,695 - mmaction - INFO - Epoch [39][280/3520] lr: 5.000e-04, eta: 23:07:43, time: 1.812, data_time: 0.172, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7760, loss_cls: 2.0630, loss: 2.0630, grad_norm: 14.8051 2020-09-20 18:15:40,963 - mmaction - INFO - Epoch [39][300/3520] lr: 5.000e-04, eta: 23:07:03, time: 1.967, data_time: 0.010, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7510, loss_cls: 2.0234, loss: 2.0234, grad_norm: 14.4463 2020-09-20 18:16:18,690 - mmaction - INFO - Epoch [39][320/3520] lr: 5.000e-04, eta: 23:06:23, time: 1.881, data_time: 0.033, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7688, loss_cls: 2.0465, loss: 2.0465, grad_norm: 14.6352 2020-09-20 18:16:56,091 - mmaction - INFO - Epoch [39][340/3520] lr: 5.000e-04, eta: 23:05:42, time: 1.875, data_time: 0.029, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7437, loss_cls: 2.1412, loss: 2.1412, grad_norm: 14.6934 2020-09-20 18:17:35,586 - mmaction - INFO - Epoch [39][360/3520] lr: 5.000e-04, eta: 23:05:03, time: 1.973, data_time: 0.871, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7583, loss_cls: 2.0740, loss: 2.0740, grad_norm: 14.6571 2020-09-20 18:18:15,191 - mmaction - INFO - Epoch [39][380/3520] lr: 5.000e-04, eta: 23:04:23, time: 1.983, data_time: 0.329, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7510, loss_cls: 2.0508, loss: 2.0508, grad_norm: 14.5900 2020-09-20 18:18:53,348 - mmaction - INFO - Epoch [39][400/3520] lr: 5.000e-04, eta: 23:03:43, time: 1.905, data_time: 0.130, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7427, loss_cls: 2.1031, loss: 2.1031, grad_norm: 14.9669 2020-09-20 18:19:32,380 - mmaction - INFO - Epoch [39][420/3520] lr: 5.000e-04, eta: 23:03:03, time: 1.951, data_time: 0.078, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7604, loss_cls: 2.0400, loss: 2.0400, grad_norm: 14.3616 2020-09-20 18:20:12,762 - mmaction - INFO - Epoch [39][440/3520] lr: 5.000e-04, eta: 23:02:23, time: 2.018, data_time: 0.065, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7500, loss_cls: 2.0632, loss: 2.0632, grad_norm: 14.8758 2020-09-20 18:20:52,018 - mmaction - INFO - Epoch [39][460/3520] lr: 5.000e-04, eta: 23:01:44, time: 1.967, data_time: 0.084, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.1211, loss: 2.1211, grad_norm: 15.0504 2020-09-20 18:21:32,037 - mmaction - INFO - Epoch [39][480/3520] lr: 5.000e-04, eta: 23:01:04, time: 2.001, data_time: 0.060, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7354, loss_cls: 2.1298, loss: 2.1298, grad_norm: 15.1616 2020-09-20 18:22:12,490 - mmaction - INFO - Epoch [39][500/3520] lr: 5.000e-04, eta: 23:00:24, time: 2.019, data_time: 0.502, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7490, loss_cls: 2.1102, loss: 2.1102, grad_norm: 14.8860 2020-09-20 18:22:52,669 - mmaction - INFO - Epoch [39][520/3520] lr: 5.000e-04, eta: 22:59:45, time: 2.012, data_time: 0.216, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7542, loss_cls: 2.0815, loss: 2.0815, grad_norm: 14.6774 2020-09-20 18:23:32,158 - mmaction - INFO - Epoch [39][540/3520] lr: 5.000e-04, eta: 22:59:05, time: 1.974, data_time: 0.029, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7271, loss_cls: 2.1764, loss: 2.1764, grad_norm: 14.9959 2020-09-20 18:24:10,666 - mmaction - INFO - Epoch [39][560/3520] lr: 5.000e-04, eta: 22:58:25, time: 1.924, data_time: 0.921, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7615, loss_cls: 2.0856, loss: 2.0856, grad_norm: 14.8432 2020-09-20 18:24:50,246 - mmaction - INFO - Epoch [39][580/3520] lr: 5.000e-04, eta: 22:57:45, time: 1.979, data_time: 0.194, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7375, loss_cls: 2.0393, loss: 2.0393, grad_norm: 14.7615 2020-09-20 18:25:28,515 - mmaction - INFO - Epoch [39][600/3520] lr: 5.000e-04, eta: 22:57:05, time: 1.913, data_time: 0.009, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7406, loss_cls: 2.1152, loss: 2.1152, grad_norm: 14.7515 2020-09-20 18:26:08,739 - mmaction - INFO - Epoch [39][620/3520] lr: 5.000e-04, eta: 22:56:26, time: 2.014, data_time: 1.134, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7521, loss_cls: 2.1140, loss: 2.1140, grad_norm: 14.9211 2020-09-20 18:26:48,482 - mmaction - INFO - Epoch [39][640/3520] lr: 5.000e-04, eta: 22:55:46, time: 1.983, data_time: 0.756, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7427, loss_cls: 2.0825, loss: 2.0825, grad_norm: 14.9253 2020-09-20 18:27:27,006 - mmaction - INFO - Epoch [39][660/3520] lr: 5.000e-04, eta: 22:55:06, time: 1.930, data_time: 0.007, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7479, loss_cls: 2.1107, loss: 2.1107, grad_norm: 14.8609 2020-09-20 18:28:07,033 - mmaction - INFO - Epoch [39][680/3520] lr: 5.000e-04, eta: 22:54:26, time: 1.999, data_time: 0.039, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7344, loss_cls: 2.1519, loss: 2.1519, grad_norm: 14.6341 2020-09-20 18:28:46,504 - mmaction - INFO - Epoch [39][700/3520] lr: 5.000e-04, eta: 22:53:47, time: 1.976, data_time: 0.034, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7500, loss_cls: 2.0466, loss: 2.0466, grad_norm: 14.4109 2020-09-20 18:29:25,839 - mmaction - INFO - Epoch [39][720/3520] lr: 5.000e-04, eta: 22:53:07, time: 1.961, data_time: 0.062, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7531, loss_cls: 2.0762, loss: 2.0762, grad_norm: 14.9551 2020-09-20 18:30:05,793 - mmaction - INFO - Epoch [39][740/3520] lr: 5.000e-04, eta: 22:52:27, time: 2.002, data_time: 0.018, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7479, loss_cls: 2.0899, loss: 2.0899, grad_norm: 15.0965 2020-09-20 18:30:44,663 - mmaction - INFO - Epoch [39][760/3520] lr: 5.000e-04, eta: 22:51:47, time: 1.943, data_time: 0.315, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7354, loss_cls: 2.1354, loss: 2.1354, grad_norm: 14.4422 2020-09-20 18:31:23,767 - mmaction - INFO - Epoch [39][780/3520] lr: 5.000e-04, eta: 22:51:08, time: 1.957, data_time: 0.163, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7760, loss_cls: 2.0227, loss: 2.0227, grad_norm: 14.4270 2020-09-20 18:32:00,585 - mmaction - INFO - Epoch [39][800/3520] lr: 5.000e-04, eta: 22:50:27, time: 1.841, data_time: 0.032, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7573, loss_cls: 2.0333, loss: 2.0333, grad_norm: 14.4305 2020-09-20 18:32:41,520 - mmaction - INFO - Epoch [39][820/3520] lr: 5.000e-04, eta: 22:49:48, time: 2.047, data_time: 0.029, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7521, loss_cls: 2.0772, loss: 2.0772, grad_norm: 14.9798 2020-09-20 18:33:22,002 - mmaction - INFO - Epoch [39][840/3520] lr: 5.000e-04, eta: 22:49:08, time: 2.024, data_time: 0.008, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7396, loss_cls: 2.1277, loss: 2.1277, grad_norm: 15.0933 2020-09-20 18:33:57,660 - mmaction - INFO - Epoch [39][860/3520] lr: 5.000e-04, eta: 22:48:27, time: 1.783, data_time: 0.073, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7573, loss_cls: 2.0885, loss: 2.0885, grad_norm: 14.7401 2020-09-20 18:34:38,835 - mmaction - INFO - Epoch [39][880/3520] lr: 5.000e-04, eta: 22:47:48, time: 2.057, data_time: 0.408, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7573, loss_cls: 2.1017, loss: 2.1017, grad_norm: 14.7070 2020-09-20 18:35:15,563 - mmaction - INFO - Epoch [39][900/3520] lr: 5.000e-04, eta: 22:47:07, time: 1.834, data_time: 0.008, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7385, loss_cls: 2.1592, loss: 2.1592, grad_norm: 14.5955 2020-09-20 18:35:53,732 - mmaction - INFO - Epoch [39][920/3520] lr: 5.000e-04, eta: 22:46:27, time: 1.914, data_time: 0.161, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7417, loss_cls: 2.1194, loss: 2.1194, grad_norm: 14.7607 2020-09-20 18:36:33,196 - mmaction - INFO - Epoch [39][940/3520] lr: 5.000e-04, eta: 22:45:48, time: 1.971, data_time: 0.270, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7375, loss_cls: 2.1341, loss: 2.1341, grad_norm: 14.8170 2020-09-20 18:37:10,607 - mmaction - INFO - Epoch [39][960/3520] lr: 5.000e-04, eta: 22:45:07, time: 1.872, data_time: 0.008, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7427, loss_cls: 2.1130, loss: 2.1130, grad_norm: 15.1436 2020-09-20 18:37:48,680 - mmaction - INFO - Epoch [39][980/3520] lr: 5.000e-04, eta: 22:44:27, time: 1.901, data_time: 0.150, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7604, loss_cls: 2.1320, loss: 2.1320, grad_norm: 14.9918 2020-09-20 18:38:27,114 - mmaction - INFO - Epoch [39][1000/3520] lr: 5.000e-04, eta: 22:43:47, time: 1.923, data_time: 0.092, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7448, loss_cls: 2.1258, loss: 2.1258, grad_norm: 14.9301 2020-09-20 18:39:05,240 - mmaction - INFO - Epoch [39][1020/3520] lr: 5.000e-04, eta: 22:43:07, time: 1.901, data_time: 0.047, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7646, loss_cls: 2.0718, loss: 2.0718, grad_norm: 14.6151 2020-09-20 18:39:43,026 - mmaction - INFO - Epoch [39][1040/3520] lr: 5.000e-04, eta: 22:42:27, time: 1.896, data_time: 0.108, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7469, loss_cls: 2.1573, loss: 2.1573, grad_norm: 15.3184 2020-09-20 18:40:22,256 - mmaction - INFO - Epoch [39][1060/3520] lr: 5.000e-04, eta: 22:41:47, time: 1.958, data_time: 0.086, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7698, loss_cls: 2.0645, loss: 2.0645, grad_norm: 14.8802 2020-09-20 18:41:00,419 - mmaction - INFO - Epoch [39][1080/3520] lr: 5.000e-04, eta: 22:41:07, time: 1.913, data_time: 0.160, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7417, loss_cls: 2.1763, loss: 2.1763, grad_norm: 14.9403 2020-09-20 18:41:39,700 - mmaction - INFO - Epoch [39][1100/3520] lr: 5.000e-04, eta: 22:40:27, time: 1.963, data_time: 0.177, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7292, loss_cls: 2.1778, loss: 2.1778, grad_norm: 14.6843 2020-09-20 18:42:16,688 - mmaction - INFO - Epoch [39][1120/3520] lr: 5.000e-04, eta: 22:39:46, time: 1.850, data_time: 0.074, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7438, loss_cls: 2.1578, loss: 2.1578, grad_norm: 14.5350 2020-09-20 18:42:56,937 - mmaction - INFO - Epoch [39][1140/3520] lr: 5.000e-04, eta: 22:39:07, time: 2.011, data_time: 0.022, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7385, loss_cls: 2.1377, loss: 2.1377, grad_norm: 15.0880 2020-09-20 18:43:36,646 - mmaction - INFO - Epoch [39][1160/3520] lr: 5.000e-04, eta: 22:38:27, time: 1.987, data_time: 0.029, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7677, loss_cls: 2.0275, loss: 2.0275, grad_norm: 14.8667 2020-09-20 18:44:14,187 - mmaction - INFO - Epoch [39][1180/3520] lr: 5.000e-04, eta: 22:37:47, time: 1.876, data_time: 0.042, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7635, loss_cls: 1.9778, loss: 1.9778, grad_norm: 15.2257 2020-09-20 18:44:53,289 - mmaction - INFO - Epoch [39][1200/3520] lr: 5.000e-04, eta: 22:37:07, time: 1.956, data_time: 0.208, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7490, loss_cls: 2.1325, loss: 2.1325, grad_norm: 15.5810 2020-09-20 18:45:32,522 - mmaction - INFO - Epoch [39][1220/3520] lr: 5.000e-04, eta: 22:36:27, time: 1.962, data_time: 0.095, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7448, loss_cls: 2.1558, loss: 2.1558, grad_norm: 14.9740 2020-09-20 18:46:08,698 - mmaction - INFO - Epoch [39][1240/3520] lr: 5.000e-04, eta: 22:35:46, time: 1.808, data_time: 0.080, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7542, loss_cls: 2.1160, loss: 2.1160, grad_norm: 15.2678 2020-09-20 18:46:48,404 - mmaction - INFO - Epoch [39][1260/3520] lr: 5.000e-04, eta: 22:35:07, time: 1.985, data_time: 0.482, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.1205, loss: 2.1205, grad_norm: 15.3413 2020-09-20 18:47:26,637 - mmaction - INFO - Epoch [39][1280/3520] lr: 5.000e-04, eta: 22:34:27, time: 1.913, data_time: 0.315, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7552, loss_cls: 2.0360, loss: 2.0360, grad_norm: 14.9636 2020-09-20 18:48:06,423 - mmaction - INFO - Epoch [39][1300/3520] lr: 5.000e-04, eta: 22:33:47, time: 1.988, data_time: 0.005, memory: 8337, top1_acc: 0.4563, top5_acc: 0.7385, loss_cls: 2.1995, loss: 2.1995, grad_norm: 14.9841 2020-09-20 18:48:43,627 - mmaction - INFO - Epoch [39][1320/3520] lr: 5.000e-04, eta: 22:33:06, time: 1.857, data_time: 0.038, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7760, loss_cls: 1.9992, loss: 1.9992, grad_norm: 14.9154 2020-09-20 18:49:21,647 - mmaction - INFO - Epoch [39][1340/3520] lr: 5.000e-04, eta: 22:32:26, time: 1.902, data_time: 0.114, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7573, loss_cls: 2.0647, loss: 2.0647, grad_norm: 14.5389 2020-09-20 18:49:59,298 - mmaction - INFO - Epoch [39][1360/3520] lr: 5.000e-04, eta: 22:31:46, time: 1.886, data_time: 0.089, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7552, loss_cls: 2.1000, loss: 2.1000, grad_norm: 15.5635 2020-09-20 18:50:40,288 - mmaction - INFO - Epoch [39][1380/3520] lr: 5.000e-04, eta: 22:31:07, time: 2.050, data_time: 0.373, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7521, loss_cls: 2.1004, loss: 2.1004, grad_norm: 14.7950 2020-09-20 18:51:19,359 - mmaction - INFO - Epoch [39][1400/3520] lr: 5.000e-04, eta: 22:30:27, time: 1.953, data_time: 0.018, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7250, loss_cls: 2.1669, loss: 2.1669, grad_norm: 15.3235 2020-09-20 18:51:57,801 - mmaction - INFO - Epoch [39][1420/3520] lr: 5.000e-04, eta: 22:29:47, time: 1.919, data_time: 0.027, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7656, loss_cls: 2.0737, loss: 2.0737, grad_norm: 15.3433 2020-09-20 18:52:37,141 - mmaction - INFO - Epoch [39][1440/3520] lr: 5.000e-04, eta: 22:29:07, time: 1.969, data_time: 0.007, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7458, loss_cls: 2.1727, loss: 2.1727, grad_norm: 15.1473 2020-09-20 18:53:17,663 - mmaction - INFO - Epoch [39][1460/3520] lr: 5.000e-04, eta: 22:28:28, time: 2.026, data_time: 0.006, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7521, loss_cls: 2.0563, loss: 2.0563, grad_norm: 14.1670 2020-09-20 18:53:54,844 - mmaction - INFO - Epoch [39][1480/3520] lr: 5.000e-04, eta: 22:27:47, time: 1.859, data_time: 0.065, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7333, loss_cls: 2.1626, loss: 2.1626, grad_norm: 15.0553 2020-09-20 18:54:32,347 - mmaction - INFO - Epoch [39][1500/3520] lr: 5.000e-04, eta: 22:27:07, time: 1.874, data_time: 0.084, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7458, loss_cls: 2.0517, loss: 2.0517, grad_norm: 14.4134 2020-09-20 18:55:11,960 - mmaction - INFO - Epoch [39][1520/3520] lr: 5.000e-04, eta: 22:26:27, time: 1.982, data_time: 0.025, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7656, loss_cls: 2.0947, loss: 2.0947, grad_norm: 15.4894 2020-09-20 18:55:49,977 - mmaction - INFO - Epoch [39][1540/3520] lr: 5.000e-04, eta: 22:25:47, time: 1.901, data_time: 0.017, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7656, loss_cls: 2.1007, loss: 2.1007, grad_norm: 15.1898 2020-09-20 18:56:28,958 - mmaction - INFO - Epoch [39][1560/3520] lr: 5.000e-04, eta: 22:25:07, time: 1.947, data_time: 0.175, memory: 8337, top1_acc: 0.4510, top5_acc: 0.7219, loss_cls: 2.2657, loss: 2.2657, grad_norm: 15.1775 2020-09-20 18:57:06,783 - mmaction - INFO - Epoch [39][1580/3520] lr: 5.000e-04, eta: 22:24:27, time: 1.894, data_time: 0.006, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7448, loss_cls: 2.0082, loss: 2.0082, grad_norm: 14.6070 2020-09-20 18:57:46,546 - mmaction - INFO - Epoch [39][1600/3520] lr: 5.000e-04, eta: 22:23:47, time: 1.985, data_time: 0.069, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7500, loss_cls: 2.1162, loss: 2.1162, grad_norm: 15.1414 2020-09-20 18:58:27,220 - mmaction - INFO - Epoch [39][1620/3520] lr: 5.000e-04, eta: 22:23:08, time: 2.036, data_time: 0.592, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7573, loss_cls: 2.1327, loss: 2.1327, grad_norm: 15.0626 2020-09-20 18:59:05,699 - mmaction - INFO - Epoch [39][1640/3520] lr: 5.000e-04, eta: 22:22:28, time: 1.921, data_time: 0.032, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7698, loss_cls: 2.0871, loss: 2.0871, grad_norm: 15.2742 2020-09-20 18:59:42,973 - mmaction - INFO - Epoch [39][1660/3520] lr: 5.000e-04, eta: 22:21:47, time: 1.864, data_time: 0.056, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7667, loss_cls: 2.0142, loss: 2.0142, grad_norm: 14.8341 2020-09-20 19:00:30,082 - mmaction - INFO - Epoch [39][1680/3520] lr: 5.000e-04, eta: 22:21:10, time: 2.339, data_time: 0.047, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.0917, loss: 2.0917, grad_norm: 15.0072 2020-09-20 19:01:07,581 - mmaction - INFO - Epoch [39][1700/3520] lr: 5.000e-04, eta: 22:20:30, time: 1.893, data_time: 0.108, memory: 8337, top1_acc: 0.4656, top5_acc: 0.7396, loss_cls: 2.1905, loss: 2.1905, grad_norm: 15.5001 2020-09-20 19:01:45,691 - mmaction - INFO - Epoch [39][1720/3520] lr: 5.000e-04, eta: 22:19:49, time: 1.904, data_time: 0.024, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7490, loss_cls: 2.0510, loss: 2.0510, grad_norm: 14.9936 2020-09-20 19:02:26,190 - mmaction - INFO - Epoch [39][1740/3520] lr: 5.000e-04, eta: 22:19:10, time: 2.025, data_time: 0.505, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7604, loss_cls: 2.1322, loss: 2.1322, grad_norm: 15.3615 2020-09-20 19:03:03,057 - mmaction - INFO - Epoch [39][1760/3520] lr: 5.000e-04, eta: 22:18:29, time: 1.846, data_time: 0.005, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7521, loss_cls: 2.1209, loss: 2.1209, grad_norm: 15.0399 2020-09-20 19:03:43,273 - mmaction - INFO - Epoch [39][1780/3520] lr: 5.000e-04, eta: 22:17:50, time: 2.004, data_time: 0.385, memory: 8337, top1_acc: 0.5062, top5_acc: 0.7583, loss_cls: 2.0852, loss: 2.0852, grad_norm: 14.7868 2020-09-20 19:04:21,601 - mmaction - INFO - Epoch [39][1800/3520] lr: 5.000e-04, eta: 22:17:10, time: 1.920, data_time: 0.130, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7427, loss_cls: 2.1477, loss: 2.1477, grad_norm: 15.2268 2020-09-20 19:04:59,907 - mmaction - INFO - Epoch [39][1820/3520] lr: 5.000e-04, eta: 22:16:30, time: 1.919, data_time: 0.038, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7344, loss_cls: 2.1371, loss: 2.1371, grad_norm: 15.3147 2020-09-20 19:05:38,593 - mmaction - INFO - Epoch [39][1840/3520] lr: 5.000e-04, eta: 22:15:50, time: 1.932, data_time: 0.041, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7521, loss_cls: 2.0912, loss: 2.0912, grad_norm: 14.7417 2020-09-20 19:06:15,959 - mmaction - INFO - Epoch [39][1860/3520] lr: 5.000e-04, eta: 22:15:09, time: 1.869, data_time: 0.026, memory: 8337, top1_acc: 0.4635, top5_acc: 0.7281, loss_cls: 2.2299, loss: 2.2299, grad_norm: 15.2146 2020-09-20 19:06:55,784 - mmaction - INFO - Epoch [39][1880/3520] lr: 5.000e-04, eta: 22:14:30, time: 1.989, data_time: 0.198, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7490, loss_cls: 2.1397, loss: 2.1397, grad_norm: 14.5730 2020-09-20 19:07:32,724 - mmaction - INFO - Epoch [39][1900/3520] lr: 5.000e-04, eta: 22:13:49, time: 1.849, data_time: 0.013, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7615, loss_cls: 2.0715, loss: 2.0715, grad_norm: 14.5297 2020-09-20 19:08:10,655 - mmaction - INFO - Epoch [39][1920/3520] lr: 5.000e-04, eta: 22:13:09, time: 1.897, data_time: 0.415, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7542, loss_cls: 2.0923, loss: 2.0923, grad_norm: 15.1461 2020-09-20 19:08:48,836 - mmaction - INFO - Epoch [39][1940/3520] lr: 5.000e-04, eta: 22:12:29, time: 1.910, data_time: 0.202, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7906, loss_cls: 1.9937, loss: 1.9937, grad_norm: 14.7523 2020-09-20 19:09:27,949 - mmaction - INFO - Epoch [39][1960/3520] lr: 5.000e-04, eta: 22:11:49, time: 1.952, data_time: 0.007, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7521, loss_cls: 2.0300, loss: 2.0300, grad_norm: 14.5240 2020-09-20 19:10:07,257 - mmaction - INFO - Epoch [39][1980/3520] lr: 5.000e-04, eta: 22:11:09, time: 1.968, data_time: 0.013, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7479, loss_cls: 2.0490, loss: 2.0490, grad_norm: 14.1713 2020-09-20 19:10:45,319 - mmaction - INFO - Epoch [39][2000/3520] lr: 5.000e-04, eta: 22:10:29, time: 1.900, data_time: 0.101, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7677, loss_cls: 2.0676, loss: 2.0676, grad_norm: 15.7176 2020-09-20 19:11:21,858 - mmaction - INFO - Epoch [39][2020/3520] lr: 5.000e-04, eta: 22:09:49, time: 1.830, data_time: 0.006, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7469, loss_cls: 2.1688, loss: 2.1688, grad_norm: 15.1153 2020-09-20 19:12:01,425 - mmaction - INFO - Epoch [39][2040/3520] lr: 5.000e-04, eta: 22:09:09, time: 1.976, data_time: 0.049, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7354, loss_cls: 2.1182, loss: 2.1182, grad_norm: 14.4927 2020-09-20 19:12:41,032 - mmaction - INFO - Epoch [39][2060/3520] lr: 5.000e-04, eta: 22:08:29, time: 1.978, data_time: 0.007, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7417, loss_cls: 2.1582, loss: 2.1582, grad_norm: 14.5691 2020-09-20 19:13:20,157 - mmaction - INFO - Epoch [39][2080/3520] lr: 5.000e-04, eta: 22:07:49, time: 1.961, data_time: 0.012, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7635, loss_cls: 2.0291, loss: 2.0291, grad_norm: 14.4201 2020-09-20 19:13:57,497 - mmaction - INFO - Epoch [39][2100/3520] lr: 5.000e-04, eta: 22:07:09, time: 1.866, data_time: 0.022, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7698, loss_cls: 2.0235, loss: 2.0235, grad_norm: 14.9491 2020-09-20 19:14:34,750 - mmaction - INFO - Epoch [39][2120/3520] lr: 5.000e-04, eta: 22:06:29, time: 1.864, data_time: 0.283, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7510, loss_cls: 2.1314, loss: 2.1314, grad_norm: 14.9726 2020-09-20 19:15:15,999 - mmaction - INFO - Epoch [39][2140/3520] lr: 5.000e-04, eta: 22:05:49, time: 2.061, data_time: 0.095, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7604, loss_cls: 2.0667, loss: 2.0667, grad_norm: 14.9056 2020-09-20 19:15:52,755 - mmaction - INFO - Epoch [39][2160/3520] lr: 5.000e-04, eta: 22:05:09, time: 1.838, data_time: 0.013, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7583, loss_cls: 2.1260, loss: 2.1260, grad_norm: 15.1194 2020-09-20 19:16:31,803 - mmaction - INFO - Epoch [39][2180/3520] lr: 5.000e-04, eta: 22:04:29, time: 1.954, data_time: 0.010, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7354, loss_cls: 2.1129, loss: 2.1129, grad_norm: 15.5385 2020-09-20 19:17:07,985 - mmaction - INFO - Epoch [39][2200/3520] lr: 5.000e-04, eta: 22:03:48, time: 1.809, data_time: 0.071, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7417, loss_cls: 2.1372, loss: 2.1372, grad_norm: 14.7879 2020-09-20 19:17:46,717 - mmaction - INFO - Epoch [39][2220/3520] lr: 5.000e-04, eta: 22:03:08, time: 1.936, data_time: 0.236, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7312, loss_cls: 2.1740, loss: 2.1740, grad_norm: 15.7387 2020-09-20 19:18:26,261 - mmaction - INFO - Epoch [39][2240/3520] lr: 5.000e-04, eta: 22:02:29, time: 1.978, data_time: 0.031, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7458, loss_cls: 2.0967, loss: 2.0967, grad_norm: 14.7168 2020-09-20 19:19:04,919 - mmaction - INFO - Epoch [39][2260/3520] lr: 5.000e-04, eta: 22:01:49, time: 1.933, data_time: 0.018, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7604, loss_cls: 2.0479, loss: 2.0479, grad_norm: 14.7143 2020-09-20 19:19:40,687 - mmaction - INFO - Epoch [39][2280/3520] lr: 5.000e-04, eta: 22:01:08, time: 1.788, data_time: 0.020, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.0935, loss: 2.0935, grad_norm: 14.7288 2020-09-20 19:20:20,624 - mmaction - INFO - Epoch [39][2300/3520] lr: 5.000e-04, eta: 22:00:28, time: 1.997, data_time: 0.124, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7635, loss_cls: 2.0967, loss: 2.0967, grad_norm: 14.7569 2020-09-20 19:21:00,244 - mmaction - INFO - Epoch [39][2320/3520] lr: 5.000e-04, eta: 21:59:48, time: 1.980, data_time: 0.007, memory: 8337, top1_acc: 0.4406, top5_acc: 0.7292, loss_cls: 2.2399, loss: 2.2399, grad_norm: 14.8588 2020-09-20 19:21:39,142 - mmaction - INFO - Epoch [39][2340/3520] lr: 5.000e-04, eta: 21:59:09, time: 1.946, data_time: 0.905, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7479, loss_cls: 2.1073, loss: 2.1073, grad_norm: 15.1289 2020-09-20 19:22:19,961 - mmaction - INFO - Epoch [39][2360/3520] lr: 5.000e-04, eta: 21:58:29, time: 2.036, data_time: 0.149, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7333, loss_cls: 2.1514, loss: 2.1514, grad_norm: 15.2854 2020-09-20 19:22:57,454 - mmaction - INFO - Epoch [39][2380/3520] lr: 5.000e-04, eta: 21:57:49, time: 1.878, data_time: 0.124, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.1673, loss: 2.1673, grad_norm: 14.8582 2020-09-20 19:23:36,179 - mmaction - INFO - Epoch [39][2400/3520] lr: 5.000e-04, eta: 21:57:09, time: 1.938, data_time: 0.567, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7552, loss_cls: 2.0304, loss: 2.0304, grad_norm: 15.3028 2020-09-20 19:24:15,325 - mmaction - INFO - Epoch [39][2420/3520] lr: 5.000e-04, eta: 21:56:29, time: 1.957, data_time: 0.006, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7542, loss_cls: 2.1571, loss: 2.1571, grad_norm: 15.4368 2020-09-20 19:24:53,153 - mmaction - INFO - Epoch [39][2440/3520] lr: 5.000e-04, eta: 21:55:49, time: 1.888, data_time: 0.058, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7542, loss_cls: 2.0502, loss: 2.0502, grad_norm: 14.6443 2020-09-20 19:25:30,196 - mmaction - INFO - Epoch [39][2460/3520] lr: 5.000e-04, eta: 21:55:09, time: 1.856, data_time: 0.112, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7427, loss_cls: 2.0989, loss: 2.0989, grad_norm: 14.5798 2020-09-20 19:26:07,977 - mmaction - INFO - Epoch [39][2480/3520] lr: 5.000e-04, eta: 21:54:28, time: 1.886, data_time: 0.471, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7438, loss_cls: 2.0829, loss: 2.0829, grad_norm: 15.0230 2020-09-20 19:26:48,214 - mmaction - INFO - Epoch [39][2500/3520] lr: 5.000e-04, eta: 21:53:49, time: 2.014, data_time: 0.032, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7260, loss_cls: 2.1316, loss: 2.1316, grad_norm: 14.5655 2020-09-20 19:27:25,871 - mmaction - INFO - Epoch [39][2520/3520] lr: 5.000e-04, eta: 21:53:09, time: 1.884, data_time: 0.047, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7781, loss_cls: 2.0430, loss: 2.0430, grad_norm: 15.3480 2020-09-20 19:28:04,895 - mmaction - INFO - Epoch [39][2540/3520] lr: 5.000e-04, eta: 21:52:29, time: 1.951, data_time: 0.123, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7385, loss_cls: 2.1554, loss: 2.1554, grad_norm: 14.9552 2020-09-20 19:28:42,701 - mmaction - INFO - Epoch [39][2560/3520] lr: 5.000e-04, eta: 21:51:48, time: 1.886, data_time: 0.148, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7531, loss_cls: 2.0857, loss: 2.0857, grad_norm: 15.2355 2020-09-20 19:29:21,325 - mmaction - INFO - Epoch [39][2580/3520] lr: 5.000e-04, eta: 21:51:08, time: 1.935, data_time: 0.028, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7396, loss_cls: 2.1623, loss: 2.1623, grad_norm: 15.6252 2020-09-20 19:30:00,951 - mmaction - INFO - Epoch [39][2600/3520] lr: 5.000e-04, eta: 21:50:29, time: 1.981, data_time: 0.435, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7385, loss_cls: 2.1105, loss: 2.1105, grad_norm: 15.0347 2020-09-20 19:30:39,085 - mmaction - INFO - Epoch [39][2620/3520] lr: 5.000e-04, eta: 21:49:49, time: 1.906, data_time: 0.004, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7562, loss_cls: 2.0658, loss: 2.0658, grad_norm: 14.2661 2020-09-20 19:31:17,329 - mmaction - INFO - Epoch [39][2640/3520] lr: 5.000e-04, eta: 21:49:09, time: 1.909, data_time: 0.008, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7521, loss_cls: 2.1222, loss: 2.1222, grad_norm: 15.1199 2020-09-20 19:31:55,705 - mmaction - INFO - Epoch [39][2660/3520] lr: 5.000e-04, eta: 21:48:29, time: 1.923, data_time: 0.009, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7760, loss_cls: 2.0012, loss: 2.0012, grad_norm: 14.8504 2020-09-20 19:32:35,960 - mmaction - INFO - Epoch [39][2680/3520] lr: 5.000e-04, eta: 21:47:49, time: 2.011, data_time: 0.020, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7500, loss_cls: 2.0907, loss: 2.0907, grad_norm: 15.3261 2020-09-20 19:33:12,605 - mmaction - INFO - Epoch [39][2700/3520] lr: 5.000e-04, eta: 21:47:08, time: 1.834, data_time: 0.060, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7458, loss_cls: 2.0853, loss: 2.0853, grad_norm: 14.8725 2020-09-20 19:33:51,506 - mmaction - INFO - Epoch [39][2720/3520] lr: 5.000e-04, eta: 21:46:29, time: 1.945, data_time: 0.093, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7448, loss_cls: 2.1706, loss: 2.1706, grad_norm: 15.7026 2020-09-20 19:34:31,015 - mmaction - INFO - Epoch [39][2740/3520] lr: 5.000e-04, eta: 21:45:49, time: 1.976, data_time: 0.003, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7562, loss_cls: 2.0860, loss: 2.0860, grad_norm: 14.8404 2020-09-20 19:35:09,672 - mmaction - INFO - Epoch [39][2760/3520] lr: 5.000e-04, eta: 21:45:09, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7635, loss_cls: 2.0109, loss: 2.0109, grad_norm: 14.6986 2020-09-20 19:35:49,286 - mmaction - INFO - Epoch [39][2780/3520] lr: 5.000e-04, eta: 21:44:29, time: 1.984, data_time: 0.007, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7292, loss_cls: 2.1742, loss: 2.1742, grad_norm: 14.8790 2020-09-20 19:36:27,339 - mmaction - INFO - Epoch [39][2800/3520] lr: 5.000e-04, eta: 21:43:49, time: 1.900, data_time: 0.048, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7510, loss_cls: 2.1260, loss: 2.1260, grad_norm: 15.5953 2020-09-20 19:37:05,689 - mmaction - INFO - Epoch [39][2820/3520] lr: 5.000e-04, eta: 21:43:09, time: 1.920, data_time: 0.122, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7438, loss_cls: 2.0859, loss: 2.0859, grad_norm: 14.7584 2020-09-20 19:37:45,328 - mmaction - INFO - Epoch [39][2840/3520] lr: 5.000e-04, eta: 21:42:29, time: 1.981, data_time: 0.005, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7417, loss_cls: 2.0553, loss: 2.0553, grad_norm: 14.3134 2020-09-20 19:38:22,538 - mmaction - INFO - Epoch [39][2860/3520] lr: 5.000e-04, eta: 21:41:49, time: 1.862, data_time: 0.006, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7354, loss_cls: 2.1350, loss: 2.1350, grad_norm: 14.8268 2020-09-20 19:39:00,575 - mmaction - INFO - Epoch [39][2880/3520] lr: 5.000e-04, eta: 21:41:09, time: 1.899, data_time: 0.011, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7625, loss_cls: 2.0700, loss: 2.0700, grad_norm: 14.9792 2020-09-20 19:39:38,515 - mmaction - INFO - Epoch [39][2900/3520] lr: 5.000e-04, eta: 21:40:29, time: 1.899, data_time: 0.009, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7365, loss_cls: 2.1715, loss: 2.1715, grad_norm: 15.3524 2020-09-20 19:40:16,801 - mmaction - INFO - Epoch [39][2920/3520] lr: 5.000e-04, eta: 21:39:49, time: 1.913, data_time: 0.056, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7448, loss_cls: 2.0585, loss: 2.0585, grad_norm: 14.7464 2020-09-20 19:40:56,214 - mmaction - INFO - Epoch [39][2940/3520] lr: 5.000e-04, eta: 21:39:09, time: 1.972, data_time: 0.432, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7521, loss_cls: 2.0804, loss: 2.0804, grad_norm: 15.2375 2020-09-20 19:41:35,610 - mmaction - INFO - Epoch [39][2960/3520] lr: 5.000e-04, eta: 21:38:29, time: 1.970, data_time: 0.044, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7260, loss_cls: 2.2048, loss: 2.2048, grad_norm: 15.5934 2020-09-20 19:42:15,831 - mmaction - INFO - Epoch [39][2980/3520] lr: 5.000e-04, eta: 21:37:50, time: 2.008, data_time: 0.382, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7469, loss_cls: 2.1068, loss: 2.1068, grad_norm: 15.2310 2020-09-20 19:42:55,844 - mmaction - INFO - Epoch [39][3000/3520] lr: 5.000e-04, eta: 21:37:10, time: 2.001, data_time: 0.056, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7521, loss_cls: 2.1405, loss: 2.1405, grad_norm: 15.0641 2020-09-20 19:43:34,886 - mmaction - INFO - Epoch [39][3020/3520] lr: 5.000e-04, eta: 21:36:30, time: 1.955, data_time: 0.035, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7615, loss_cls: 2.0458, loss: 2.0458, grad_norm: 15.0332 2020-09-20 19:44:12,485 - mmaction - INFO - Epoch [39][3040/3520] lr: 5.000e-04, eta: 21:35:50, time: 1.877, data_time: 0.067, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7719, loss_cls: 2.0730, loss: 2.0730, grad_norm: 14.7419 2020-09-20 19:44:49,461 - mmaction - INFO - Epoch [39][3060/3520] lr: 5.000e-04, eta: 21:35:09, time: 1.847, data_time: 0.028, memory: 8337, top1_acc: 0.4469, top5_acc: 0.7292, loss_cls: 2.1691, loss: 2.1691, grad_norm: 15.2091 2020-09-20 19:45:27,882 - mmaction - INFO - Epoch [39][3080/3520] lr: 5.000e-04, eta: 21:34:29, time: 1.925, data_time: 0.010, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7260, loss_cls: 2.1182, loss: 2.1182, grad_norm: 15.1305 2020-09-20 19:46:05,704 - mmaction - INFO - Epoch [39][3100/3520] lr: 5.000e-04, eta: 21:33:49, time: 1.892, data_time: 0.078, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7490, loss_cls: 2.1525, loss: 2.1525, grad_norm: 15.2719 2020-09-20 19:46:44,395 - mmaction - INFO - Epoch [39][3120/3520] lr: 5.000e-04, eta: 21:33:09, time: 1.933, data_time: 0.113, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7708, loss_cls: 2.0529, loss: 2.0529, grad_norm: 14.9752 2020-09-20 19:47:20,888 - mmaction - INFO - Epoch [39][3140/3520] lr: 5.000e-04, eta: 21:32:29, time: 1.825, data_time: 0.142, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7594, loss_cls: 1.9960, loss: 1.9960, grad_norm: 14.4030 2020-09-20 19:47:59,494 - mmaction - INFO - Epoch [39][3160/3520] lr: 5.000e-04, eta: 21:31:49, time: 1.928, data_time: 0.007, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7573, loss_cls: 2.0667, loss: 2.0667, grad_norm: 15.1899 2020-09-20 19:48:38,281 - mmaction - INFO - Epoch [39][3180/3520] lr: 5.000e-04, eta: 21:31:09, time: 1.943, data_time: 0.173, memory: 8337, top1_acc: 0.4198, top5_acc: 0.7198, loss_cls: 2.2860, loss: 2.2860, grad_norm: 15.6761 2020-09-20 19:49:17,698 - mmaction - INFO - Epoch [39][3200/3520] lr: 5.000e-04, eta: 21:30:29, time: 1.970, data_time: 0.700, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7448, loss_cls: 2.1032, loss: 2.1032, grad_norm: 15.2928 2020-09-20 19:49:56,401 - mmaction - INFO - Epoch [39][3220/3520] lr: 5.000e-04, eta: 21:29:49, time: 1.936, data_time: 0.050, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7281, loss_cls: 2.1765, loss: 2.1765, grad_norm: 15.3306 2020-09-20 19:50:33,462 - mmaction - INFO - Epoch [39][3240/3520] lr: 5.000e-04, eta: 21:29:09, time: 1.849, data_time: 0.022, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7656, loss_cls: 2.0358, loss: 2.0358, grad_norm: 15.2745 2020-09-20 19:51:13,427 - mmaction - INFO - Epoch [39][3260/3520] lr: 5.000e-04, eta: 21:28:29, time: 2.003, data_time: 0.134, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7510, loss_cls: 2.1513, loss: 2.1513, grad_norm: 15.7137 2020-09-20 19:51:51,629 - mmaction - INFO - Epoch [39][3280/3520] lr: 5.000e-04, eta: 21:27:49, time: 1.905, data_time: 0.478, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7438, loss_cls: 2.1725, loss: 2.1725, grad_norm: 15.2444 2020-09-20 19:52:31,800 - mmaction - INFO - Epoch [39][3300/3520] lr: 5.000e-04, eta: 21:27:10, time: 2.008, data_time: 0.387, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7333, loss_cls: 2.1584, loss: 2.1584, grad_norm: 15.2583 2020-09-20 19:53:09,663 - mmaction - INFO - Epoch [39][3320/3520] lr: 5.000e-04, eta: 21:26:29, time: 1.896, data_time: 0.144, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.0798, loss: 2.0798, grad_norm: 15.3990 2020-09-20 19:53:47,526 - mmaction - INFO - Epoch [39][3340/3520] lr: 5.000e-04, eta: 21:25:49, time: 1.895, data_time: 0.010, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7594, loss_cls: 2.0609, loss: 2.0609, grad_norm: 15.0113 2020-09-20 19:54:26,086 - mmaction - INFO - Epoch [39][3360/3520] lr: 5.000e-04, eta: 21:25:09, time: 1.926, data_time: 0.007, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7604, loss_cls: 2.0363, loss: 2.0363, grad_norm: 14.3323 2020-09-20 19:55:02,832 - mmaction - INFO - Epoch [39][3380/3520] lr: 5.000e-04, eta: 21:24:29, time: 1.838, data_time: 0.007, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7479, loss_cls: 2.0998, loss: 2.0998, grad_norm: 14.6099 2020-09-20 19:55:41,505 - mmaction - INFO - Epoch [39][3400/3520] lr: 5.000e-04, eta: 21:23:49, time: 1.932, data_time: 0.567, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7510, loss_cls: 2.0954, loss: 2.0954, grad_norm: 14.9922 2020-09-20 19:56:20,538 - mmaction - INFO - Epoch [39][3420/3520] lr: 5.000e-04, eta: 21:23:09, time: 1.954, data_time: 0.113, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7521, loss_cls: 2.1070, loss: 2.1070, grad_norm: 15.0277 2020-09-20 19:56:59,252 - mmaction - INFO - Epoch [39][3440/3520] lr: 5.000e-04, eta: 21:22:29, time: 1.934, data_time: 0.171, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7417, loss_cls: 2.1285, loss: 2.1285, grad_norm: 15.5365 2020-09-20 19:57:38,886 - mmaction - INFO - Epoch [39][3460/3520] lr: 5.000e-04, eta: 21:21:49, time: 1.984, data_time: 0.392, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7229, loss_cls: 2.2025, loss: 2.2025, grad_norm: 15.1078 2020-09-20 19:58:19,286 - mmaction - INFO - Epoch [39][3480/3520] lr: 5.000e-04, eta: 21:21:10, time: 2.017, data_time: 0.052, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7625, loss_cls: 2.0128, loss: 2.0128, grad_norm: 15.1864 2020-09-20 19:58:56,895 - mmaction - INFO - Epoch [39][3500/3520] lr: 5.000e-04, eta: 21:20:30, time: 1.883, data_time: 0.060, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7323, loss_cls: 2.1694, loss: 2.1694, grad_norm: 15.0644 2020-09-20 19:59:32,776 - mmaction - INFO - Epoch [39][3520/3520] lr: 5.000e-04, eta: 21:19:49, time: 1.791, data_time: 0.023, memory: 8337, top1_acc: 0.4630, top5_acc: 0.7522, loss_cls: 2.1998, loss: 2.1998, grad_norm: 15.1255 2020-09-20 19:59:51,609 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-09-20 20:02:14,532 - mmaction - INFO - Epoch [40][20/3520] lr: 5.000e-04, eta: 21:19:38, time: 7.103, data_time: 5.932, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7688, loss_cls: 1.9889, loss: 1.9889, grad_norm: 14.1390 2020-09-20 20:02:52,921 - mmaction - INFO - Epoch [40][40/3520] lr: 5.000e-04, eta: 21:18:58, time: 1.930, data_time: 0.311, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7562, loss_cls: 2.1020, loss: 2.1020, grad_norm: 14.9538 2020-09-20 20:03:31,747 - mmaction - INFO - Epoch [40][60/3520] lr: 5.000e-04, eta: 21:18:18, time: 1.941, data_time: 0.144, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7646, loss_cls: 2.0052, loss: 2.0052, grad_norm: 14.7598 2020-09-20 20:04:09,051 - mmaction - INFO - Epoch [40][80/3520] lr: 5.000e-04, eta: 21:17:38, time: 1.865, data_time: 0.047, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7510, loss_cls: 2.0915, loss: 2.0915, grad_norm: 14.9151 2020-09-20 20:04:48,471 - mmaction - INFO - Epoch [40][100/3520] lr: 5.000e-04, eta: 21:16:58, time: 1.969, data_time: 0.062, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7635, loss_cls: 2.0289, loss: 2.0289, grad_norm: 15.0932 2020-09-20 20:05:26,518 - mmaction - INFO - Epoch [40][120/3520] lr: 5.000e-04, eta: 21:16:18, time: 1.902, data_time: 0.115, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7729, loss_cls: 2.0244, loss: 2.0244, grad_norm: 15.2945 2020-09-20 20:06:05,784 - mmaction - INFO - Epoch [40][140/3520] lr: 5.000e-04, eta: 21:15:38, time: 1.966, data_time: 0.778, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7438, loss_cls: 2.1072, loss: 2.1072, grad_norm: 15.5777 2020-09-20 20:06:44,281 - mmaction - INFO - Epoch [40][160/3520] lr: 5.000e-04, eta: 21:14:58, time: 1.925, data_time: 0.996, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7729, loss_cls: 2.0183, loss: 2.0183, grad_norm: 15.0839 2020-09-20 20:07:24,532 - mmaction - INFO - Epoch [40][180/3520] lr: 5.000e-04, eta: 21:14:19, time: 2.010, data_time: 0.245, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7833, loss_cls: 2.0448, loss: 2.0448, grad_norm: 15.5205 2020-09-20 20:08:01,445 - mmaction - INFO - Epoch [40][200/3520] lr: 5.000e-04, eta: 21:13:38, time: 1.848, data_time: 0.114, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7500, loss_cls: 2.0986, loss: 2.0986, grad_norm: 14.9866 2020-09-20 20:08:41,307 - mmaction - INFO - Epoch [40][220/3520] lr: 5.000e-04, eta: 21:12:59, time: 1.991, data_time: 0.248, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7562, loss_cls: 2.0650, loss: 2.0650, grad_norm: 15.6696 2020-09-20 20:09:19,152 - mmaction - INFO - Epoch [40][240/3520] lr: 5.000e-04, eta: 21:12:18, time: 1.895, data_time: 0.425, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7448, loss_cls: 2.1390, loss: 2.1390, grad_norm: 15.2935 2020-09-20 20:09:58,749 - mmaction - INFO - Epoch [40][260/3520] lr: 5.000e-04, eta: 21:11:39, time: 1.978, data_time: 0.238, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7615, loss_cls: 2.0961, loss: 2.0961, grad_norm: 14.6338 2020-09-20 20:10:36,807 - mmaction - INFO - Epoch [40][280/3520] lr: 5.000e-04, eta: 21:10:59, time: 1.904, data_time: 0.396, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7708, loss_cls: 2.0230, loss: 2.0230, grad_norm: 15.3141 2020-09-20 20:11:16,793 - mmaction - INFO - Epoch [40][300/3520] lr: 5.000e-04, eta: 21:10:19, time: 1.996, data_time: 0.862, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7562, loss_cls: 2.1084, loss: 2.1084, grad_norm: 15.6430 2020-09-20 20:11:58,545 - mmaction - INFO - Epoch [40][320/3520] lr: 5.000e-04, eta: 21:09:40, time: 2.091, data_time: 0.422, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7448, loss_cls: 2.0981, loss: 2.0981, grad_norm: 15.0801 2020-09-20 20:12:37,198 - mmaction - INFO - Epoch [40][340/3520] lr: 5.000e-04, eta: 21:09:00, time: 1.929, data_time: 0.151, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7656, loss_cls: 2.0501, loss: 2.0501, grad_norm: 14.9104 2020-09-20 20:13:15,567 - mmaction - INFO - Epoch [40][360/3520] lr: 5.000e-04, eta: 21:08:20, time: 1.919, data_time: 0.021, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7844, loss_cls: 1.9833, loss: 1.9833, grad_norm: 15.0420 2020-09-20 20:13:54,548 - mmaction - INFO - Epoch [40][380/3520] lr: 5.000e-04, eta: 21:07:40, time: 1.952, data_time: 0.507, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7323, loss_cls: 2.1620, loss: 2.1620, grad_norm: 15.7273 2020-09-20 20:14:33,737 - mmaction - INFO - Epoch [40][400/3520] lr: 5.000e-04, eta: 21:07:00, time: 1.957, data_time: 0.009, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7490, loss_cls: 2.0446, loss: 2.0446, grad_norm: 14.8656 2020-09-20 20:15:13,101 - mmaction - INFO - Epoch [40][420/3520] lr: 5.000e-04, eta: 21:06:20, time: 1.970, data_time: 0.325, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7521, loss_cls: 2.0821, loss: 2.0821, grad_norm: 15.3731 2020-09-20 20:15:54,317 - mmaction - INFO - Epoch [40][440/3520] lr: 5.000e-04, eta: 21:05:41, time: 2.061, data_time: 0.055, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7760, loss_cls: 1.9786, loss: 1.9786, grad_norm: 15.0707 2020-09-20 20:16:33,703 - mmaction - INFO - Epoch [40][460/3520] lr: 5.000e-04, eta: 21:05:01, time: 1.970, data_time: 0.168, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7427, loss_cls: 2.1176, loss: 2.1176, grad_norm: 15.0584 2020-09-20 20:17:11,968 - mmaction - INFO - Epoch [40][480/3520] lr: 5.000e-04, eta: 21:04:21, time: 1.911, data_time: 0.013, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7792, loss_cls: 2.0334, loss: 2.0334, grad_norm: 15.1571 2020-09-20 20:17:51,240 - mmaction - INFO - Epoch [40][500/3520] lr: 5.000e-04, eta: 21:03:42, time: 1.964, data_time: 0.522, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7635, loss_cls: 2.0557, loss: 2.0557, grad_norm: 15.4292 2020-09-20 20:18:31,453 - mmaction - INFO - Epoch [40][520/3520] lr: 5.000e-04, eta: 21:03:02, time: 2.011, data_time: 0.567, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7521, loss_cls: 2.1344, loss: 2.1344, grad_norm: 15.7543 2020-09-20 20:19:11,225 - mmaction - INFO - Epoch [40][540/3520] lr: 5.000e-04, eta: 21:02:22, time: 1.989, data_time: 0.004, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7344, loss_cls: 2.1225, loss: 2.1225, grad_norm: 15.3597 2020-09-20 20:19:48,421 - mmaction - INFO - Epoch [40][560/3520] lr: 5.000e-04, eta: 21:01:42, time: 1.860, data_time: 0.165, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7635, loss_cls: 2.0499, loss: 2.0499, grad_norm: 14.9476 2020-09-20 20:20:28,437 - mmaction - INFO - Epoch [40][580/3520] lr: 5.000e-04, eta: 21:01:02, time: 1.990, data_time: 0.055, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7406, loss_cls: 2.0516, loss: 2.0516, grad_norm: 15.3146 2020-09-20 20:21:05,911 - mmaction - INFO - Epoch [40][600/3520] lr: 5.000e-04, eta: 21:00:22, time: 1.884, data_time: 0.697, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7594, loss_cls: 2.0834, loss: 2.0834, grad_norm: 15.1350 2020-09-20 20:21:44,325 - mmaction - INFO - Epoch [40][620/3520] lr: 5.000e-04, eta: 20:59:42, time: 1.919, data_time: 0.144, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7656, loss_cls: 2.1360, loss: 2.1360, grad_norm: 15.5499 2020-09-20 20:22:23,160 - mmaction - INFO - Epoch [40][640/3520] lr: 5.000e-04, eta: 20:59:02, time: 1.941, data_time: 0.080, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7448, loss_cls: 2.0314, loss: 2.0314, grad_norm: 14.7626 2020-09-20 20:23:04,829 - mmaction - INFO - Epoch [40][660/3520] lr: 5.000e-04, eta: 20:58:23, time: 2.087, data_time: 0.201, memory: 8337, top1_acc: 0.4667, top5_acc: 0.7396, loss_cls: 2.1251, loss: 2.1251, grad_norm: 15.1292 2020-09-20 20:23:42,952 - mmaction - INFO - Epoch [40][680/3520] lr: 5.000e-04, eta: 20:57:43, time: 1.906, data_time: 0.242, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.1385, loss: 2.1385, grad_norm: 15.2803 2020-09-20 20:24:20,935 - mmaction - INFO - Epoch [40][700/3520] lr: 5.000e-04, eta: 20:57:03, time: 1.899, data_time: 0.003, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7531, loss_cls: 2.0170, loss: 2.0170, grad_norm: 14.8322 2020-09-20 20:25:00,514 - mmaction - INFO - Epoch [40][720/3520] lr: 5.000e-04, eta: 20:56:23, time: 1.979, data_time: 0.008, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7490, loss_cls: 2.1225, loss: 2.1225, grad_norm: 15.5176 2020-09-20 20:25:39,562 - mmaction - INFO - Epoch [40][740/3520] lr: 5.000e-04, eta: 20:55:43, time: 1.952, data_time: 0.016, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7500, loss_cls: 2.1041, loss: 2.1041, grad_norm: 15.3181 2020-09-20 20:26:19,147 - mmaction - INFO - Epoch [40][760/3520] lr: 5.000e-04, eta: 20:55:04, time: 1.977, data_time: 0.081, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7771, loss_cls: 2.0081, loss: 2.0081, grad_norm: 15.0292 2020-09-20 20:26:57,391 - mmaction - INFO - Epoch [40][780/3520] lr: 5.000e-04, eta: 20:54:23, time: 1.915, data_time: 0.010, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7500, loss_cls: 2.1708, loss: 2.1708, grad_norm: 15.9051 2020-09-20 20:27:35,669 - mmaction - INFO - Epoch [40][800/3520] lr: 5.000e-04, eta: 20:53:43, time: 1.913, data_time: 0.219, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7469, loss_cls: 2.1146, loss: 2.1146, grad_norm: 15.1721 2020-09-20 20:28:14,932 - mmaction - INFO - Epoch [40][820/3520] lr: 5.000e-04, eta: 20:53:04, time: 1.964, data_time: 0.235, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7396, loss_cls: 2.0939, loss: 2.0939, grad_norm: 15.6157 2020-09-20 20:28:53,701 - mmaction - INFO - Epoch [40][840/3520] lr: 5.000e-04, eta: 20:52:24, time: 1.937, data_time: 1.096, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7542, loss_cls: 2.0700, loss: 2.0700, grad_norm: 15.5971 2020-09-20 20:29:33,530 - mmaction - INFO - Epoch [40][860/3520] lr: 5.000e-04, eta: 20:51:44, time: 1.993, data_time: 0.616, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7563, loss_cls: 2.0241, loss: 2.0241, grad_norm: 15.2368 2020-09-20 20:30:13,013 - mmaction - INFO - Epoch [40][880/3520] lr: 5.000e-04, eta: 20:51:04, time: 1.972, data_time: 0.064, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7510, loss_cls: 2.0533, loss: 2.0533, grad_norm: 14.7781 2020-09-20 20:30:52,921 - mmaction - INFO - Epoch [40][900/3520] lr: 5.000e-04, eta: 20:50:25, time: 1.995, data_time: 0.090, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7760, loss_cls: 1.9634, loss: 1.9634, grad_norm: 15.5151 2020-09-20 20:31:30,258 - mmaction - INFO - Epoch [40][920/3520] lr: 5.000e-04, eta: 20:49:44, time: 1.865, data_time: 0.347, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7646, loss_cls: 2.0976, loss: 2.0976, grad_norm: 15.4262 2020-09-20 20:32:09,460 - mmaction - INFO - Epoch [40][940/3520] lr: 5.000e-04, eta: 20:49:05, time: 1.965, data_time: 0.083, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7396, loss_cls: 2.2008, loss: 2.2008, grad_norm: 15.3061 2020-09-20 20:32:47,312 - mmaction - INFO - Epoch [40][960/3520] lr: 5.000e-04, eta: 20:48:24, time: 1.890, data_time: 0.278, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7656, loss_cls: 2.0352, loss: 2.0352, grad_norm: 14.9601 2020-09-20 20:33:27,884 - mmaction - INFO - Epoch [40][980/3520] lr: 5.000e-04, eta: 20:47:45, time: 2.025, data_time: 0.033, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7583, loss_cls: 2.0583, loss: 2.0583, grad_norm: 14.7221 2020-09-20 20:34:05,397 - mmaction - INFO - Epoch [40][1000/3520] lr: 5.000e-04, eta: 20:47:05, time: 1.882, data_time: 0.586, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7604, loss_cls: 2.0987, loss: 2.0987, grad_norm: 15.2397 2020-09-20 20:34:45,547 - mmaction - INFO - Epoch [40][1020/3520] lr: 5.000e-04, eta: 20:46:25, time: 2.005, data_time: 0.766, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7646, loss_cls: 2.0728, loss: 2.0728, grad_norm: 15.5292 2020-09-20 20:35:25,027 - mmaction - INFO - Epoch [40][1040/3520] lr: 5.000e-04, eta: 20:45:45, time: 1.976, data_time: 0.080, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7552, loss_cls: 2.0797, loss: 2.0797, grad_norm: 15.4199 2020-09-20 20:36:04,536 - mmaction - INFO - Epoch [40][1060/3520] lr: 5.000e-04, eta: 20:45:06, time: 1.973, data_time: 0.006, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7271, loss_cls: 2.2245, loss: 2.2245, grad_norm: 15.8780 2020-09-20 20:36:42,391 - mmaction - INFO - Epoch [40][1080/3520] lr: 5.000e-04, eta: 20:44:26, time: 1.897, data_time: 0.055, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7573, loss_cls: 2.0864, loss: 2.0864, grad_norm: 15.1741 2020-09-20 20:37:21,993 - mmaction - INFO - Epoch [40][1100/3520] lr: 5.000e-04, eta: 20:43:46, time: 1.974, data_time: 0.068, memory: 8337, top1_acc: 0.4625, top5_acc: 0.7365, loss_cls: 2.2095, loss: 2.2095, grad_norm: 15.8743 2020-09-20 20:38:01,856 - mmaction - INFO - Epoch [40][1120/3520] lr: 5.000e-04, eta: 20:43:06, time: 1.999, data_time: 0.058, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7604, loss_cls: 1.9903, loss: 1.9903, grad_norm: 14.7485 2020-09-20 20:38:40,349 - mmaction - INFO - Epoch [40][1140/3520] lr: 5.000e-04, eta: 20:42:26, time: 1.922, data_time: 0.006, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7542, loss_cls: 2.1339, loss: 2.1339, grad_norm: 15.1796 2020-09-20 20:39:19,723 - mmaction - INFO - Epoch [40][1160/3520] lr: 5.000e-04, eta: 20:41:47, time: 1.972, data_time: 0.715, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7552, loss_cls: 2.0760, loss: 2.0760, grad_norm: 14.5294 2020-09-20 20:39:58,687 - mmaction - INFO - Epoch [40][1180/3520] lr: 5.000e-04, eta: 20:41:07, time: 1.945, data_time: 0.624, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7646, loss_cls: 2.0937, loss: 2.0937, grad_norm: 15.7210 2020-09-20 20:40:38,086 - mmaction - INFO - Epoch [40][1200/3520] lr: 5.000e-04, eta: 20:40:27, time: 1.972, data_time: 0.557, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7708, loss_cls: 2.0349, loss: 2.0349, grad_norm: 15.0327 2020-09-20 20:41:17,820 - mmaction - INFO - Epoch [40][1220/3520] lr: 5.000e-04, eta: 20:39:47, time: 1.984, data_time: 0.478, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7688, loss_cls: 1.9689, loss: 1.9689, grad_norm: 15.0184 2020-09-20 20:41:57,622 - mmaction - INFO - Epoch [40][1240/3520] lr: 5.000e-04, eta: 20:39:08, time: 1.994, data_time: 0.181, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7448, loss_cls: 2.0539, loss: 2.0539, grad_norm: 15.1154 2020-09-20 20:42:36,144 - mmaction - INFO - Epoch [40][1260/3520] lr: 5.000e-04, eta: 20:38:28, time: 1.926, data_time: 0.171, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7677, loss_cls: 2.0066, loss: 2.0066, grad_norm: 15.0439 2020-09-20 20:43:14,439 - mmaction - INFO - Epoch [40][1280/3520] lr: 5.000e-04, eta: 20:37:48, time: 1.911, data_time: 0.213, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7490, loss_cls: 2.1659, loss: 2.1659, grad_norm: 16.1406 2020-09-20 20:43:52,843 - mmaction - INFO - Epoch [40][1300/3520] lr: 5.000e-04, eta: 20:37:08, time: 1.923, data_time: 0.273, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7521, loss_cls: 2.1641, loss: 2.1641, grad_norm: 15.8148 2020-09-20 20:44:32,524 - mmaction - INFO - Epoch [40][1320/3520] lr: 5.000e-04, eta: 20:36:28, time: 1.985, data_time: 0.577, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7562, loss_cls: 2.0689, loss: 2.0689, grad_norm: 15.2470 2020-09-20 20:45:12,057 - mmaction - INFO - Epoch [40][1340/3520] lr: 5.000e-04, eta: 20:35:48, time: 1.974, data_time: 0.006, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7583, loss_cls: 2.0908, loss: 2.0908, grad_norm: 15.5216 2020-09-20 20:45:49,791 - mmaction - INFO - Epoch [40][1360/3520] lr: 5.000e-04, eta: 20:35:08, time: 1.889, data_time: 0.803, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7667, loss_cls: 2.0081, loss: 2.0081, grad_norm: 14.7520 2020-09-20 20:46:29,179 - mmaction - INFO - Epoch [40][1380/3520] lr: 5.000e-04, eta: 20:34:28, time: 1.967, data_time: 0.536, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7771, loss_cls: 1.9981, loss: 1.9981, grad_norm: 14.7360 2020-09-20 20:47:09,880 - mmaction - INFO - Epoch [40][1400/3520] lr: 5.000e-04, eta: 20:33:49, time: 2.036, data_time: 0.006, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 1.9890, loss: 1.9890, grad_norm: 14.9983 2020-09-20 20:47:49,570 - mmaction - INFO - Epoch [40][1420/3520] lr: 5.000e-04, eta: 20:33:09, time: 1.983, data_time: 0.057, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7552, loss_cls: 2.0891, loss: 2.0891, grad_norm: 14.8135 2020-09-20 20:48:29,814 - mmaction - INFO - Epoch [40][1440/3520] lr: 5.000e-04, eta: 20:32:30, time: 2.015, data_time: 0.517, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7594, loss_cls: 2.0962, loss: 2.0962, grad_norm: 15.4502 2020-09-20 20:49:09,035 - mmaction - INFO - Epoch [40][1460/3520] lr: 5.000e-04, eta: 20:31:50, time: 1.959, data_time: 0.770, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7490, loss_cls: 2.1097, loss: 2.1097, grad_norm: 15.6663 2020-09-20 20:49:47,381 - mmaction - INFO - Epoch [40][1480/3520] lr: 5.000e-04, eta: 20:31:10, time: 1.918, data_time: 0.041, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7458, loss_cls: 2.1046, loss: 2.1046, grad_norm: 15.4249 2020-09-20 20:50:25,718 - mmaction - INFO - Epoch [40][1500/3520] lr: 5.000e-04, eta: 20:30:30, time: 1.918, data_time: 0.165, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7552, loss_cls: 2.1178, loss: 2.1178, grad_norm: 14.7331 2020-09-20 20:51:05,056 - mmaction - INFO - Epoch [40][1520/3520] lr: 5.000e-04, eta: 20:29:50, time: 1.968, data_time: 0.349, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7500, loss_cls: 2.0883, loss: 2.0883, grad_norm: 15.2280 2020-09-20 20:51:46,377 - mmaction - INFO - Epoch [40][1540/3520] lr: 5.000e-04, eta: 20:29:11, time: 2.064, data_time: 0.204, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7594, loss_cls: 2.0498, loss: 2.0498, grad_norm: 15.5733 2020-09-20 20:52:24,222 - mmaction - INFO - Epoch [40][1560/3520] lr: 5.000e-04, eta: 20:28:31, time: 1.893, data_time: 0.207, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7573, loss_cls: 2.1128, loss: 2.1128, grad_norm: 15.0840 2020-09-20 20:53:03,739 - mmaction - INFO - Epoch [40][1580/3520] lr: 5.000e-04, eta: 20:27:51, time: 1.976, data_time: 0.141, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7500, loss_cls: 2.0649, loss: 2.0649, grad_norm: 14.7841 2020-09-20 20:53:43,245 - mmaction - INFO - Epoch [40][1600/3520] lr: 5.000e-04, eta: 20:27:11, time: 1.976, data_time: 0.489, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7448, loss_cls: 2.0940, loss: 2.0940, grad_norm: 15.1073 2020-09-20 20:54:22,703 - mmaction - INFO - Epoch [40][1620/3520] lr: 5.000e-04, eta: 20:26:32, time: 1.974, data_time: 0.254, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7531, loss_cls: 2.0799, loss: 2.0799, grad_norm: 15.3831 2020-09-20 20:55:01,303 - mmaction - INFO - Epoch [40][1640/3520] lr: 5.000e-04, eta: 20:25:52, time: 1.928, data_time: 0.541, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7583, loss_cls: 2.0546, loss: 2.0546, grad_norm: 15.5196 2020-09-20 20:55:39,869 - mmaction - INFO - Epoch [40][1660/3520] lr: 5.000e-04, eta: 20:25:12, time: 1.928, data_time: 0.100, memory: 8337, top1_acc: 0.4583, top5_acc: 0.7458, loss_cls: 2.1756, loss: 2.1756, grad_norm: 15.5238 2020-09-20 20:56:20,105 - mmaction - INFO - Epoch [40][1680/3520] lr: 5.000e-04, eta: 20:24:32, time: 2.010, data_time: 0.034, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 2.0259, loss: 2.0259, grad_norm: 15.4490 2020-09-20 20:56:57,592 - mmaction - INFO - Epoch [40][1700/3520] lr: 5.000e-04, eta: 20:23:52, time: 1.877, data_time: 0.344, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7750, loss_cls: 2.0288, loss: 2.0288, grad_norm: 15.4801 2020-09-20 20:57:35,999 - mmaction - INFO - Epoch [40][1720/3520] lr: 5.000e-04, eta: 20:23:12, time: 1.921, data_time: 0.501, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7573, loss_cls: 2.0948, loss: 2.0948, grad_norm: 15.3157 2020-09-20 20:58:14,639 - mmaction - INFO - Epoch [40][1740/3520] lr: 5.000e-04, eta: 20:22:32, time: 1.932, data_time: 0.044, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7458, loss_cls: 2.1079, loss: 2.1079, grad_norm: 15.0548 2020-09-20 20:58:53,393 - mmaction - INFO - Epoch [40][1760/3520] lr: 5.000e-04, eta: 20:21:52, time: 1.935, data_time: 0.540, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7594, loss_cls: 2.0172, loss: 2.0172, grad_norm: 15.0320 2020-09-20 20:59:31,854 - mmaction - INFO - Epoch [40][1780/3520] lr: 5.000e-04, eta: 20:21:12, time: 1.926, data_time: 0.010, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7458, loss_cls: 2.1521, loss: 2.1521, grad_norm: 15.3499 2020-09-20 21:00:17,684 - mmaction - INFO - Epoch [40][1800/3520] lr: 5.000e-04, eta: 20:20:34, time: 2.279, data_time: 0.088, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7521, loss_cls: 2.0596, loss: 2.0596, grad_norm: 15.0630 2020-09-20 21:00:56,429 - mmaction - INFO - Epoch [40][1820/3520] lr: 5.000e-04, eta: 20:19:54, time: 1.946, data_time: 0.073, memory: 8337, top1_acc: 0.4719, top5_acc: 0.7500, loss_cls: 2.1039, loss: 2.1039, grad_norm: 15.3535 2020-09-20 21:01:35,319 - mmaction - INFO - Epoch [40][1840/3520] lr: 5.000e-04, eta: 20:19:14, time: 1.949, data_time: 0.009, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7781, loss_cls: 2.0288, loss: 2.0288, grad_norm: 14.9218 2020-09-20 21:02:14,069 - mmaction - INFO - Epoch [40][1860/3520] lr: 5.000e-04, eta: 20:18:34, time: 1.938, data_time: 0.059, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 2.0444, loss: 2.0444, grad_norm: 15.1903 2020-09-20 21:02:52,502 - mmaction - INFO - Epoch [40][1880/3520] lr: 5.000e-04, eta: 20:17:54, time: 1.918, data_time: 0.062, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7667, loss_cls: 2.0444, loss: 2.0444, grad_norm: 14.8681 2020-09-20 21:03:32,307 - mmaction - INFO - Epoch [40][1900/3520] lr: 5.000e-04, eta: 20:17:15, time: 1.993, data_time: 0.654, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7406, loss_cls: 2.1183, loss: 2.1183, grad_norm: 15.2178 2020-09-20 21:04:09,352 - mmaction - INFO - Epoch [40][1920/3520] lr: 5.000e-04, eta: 20:16:34, time: 1.850, data_time: 0.655, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7667, loss_cls: 2.0366, loss: 2.0366, grad_norm: 15.2888 2020-09-20 21:04:49,080 - mmaction - INFO - Epoch [40][1940/3520] lr: 5.000e-04, eta: 20:15:55, time: 1.989, data_time: 0.758, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7396, loss_cls: 2.1116, loss: 2.1116, grad_norm: 15.4959 2020-09-20 21:05:28,649 - mmaction - INFO - Epoch [40][1960/3520] lr: 5.000e-04, eta: 20:15:15, time: 1.978, data_time: 0.021, memory: 8337, top1_acc: 0.4521, top5_acc: 0.7552, loss_cls: 2.0711, loss: 2.0711, grad_norm: 15.4548 2020-09-20 21:06:06,623 - mmaction - INFO - Epoch [40][1980/3520] lr: 5.000e-04, eta: 20:14:35, time: 1.898, data_time: 0.066, memory: 8337, top1_acc: 0.4594, top5_acc: 0.7135, loss_cls: 2.2284, loss: 2.2284, grad_norm: 15.6484 2020-09-20 21:06:44,531 - mmaction - INFO - Epoch [40][2000/3520] lr: 5.000e-04, eta: 20:13:55, time: 1.891, data_time: 0.076, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7646, loss_cls: 2.0291, loss: 2.0291, grad_norm: 15.0545 2020-09-20 21:07:23,882 - mmaction - INFO - Epoch [40][2020/3520] lr: 5.000e-04, eta: 20:13:15, time: 1.972, data_time: 0.028, memory: 8337, top1_acc: 0.4677, top5_acc: 0.7344, loss_cls: 2.1095, loss: 2.1095, grad_norm: 14.7729 2020-09-20 21:08:02,483 - mmaction - INFO - Epoch [40][2040/3520] lr: 5.000e-04, eta: 20:12:35, time: 1.931, data_time: 0.006, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7417, loss_cls: 2.1248, loss: 2.1248, grad_norm: 15.2010 2020-09-20 21:08:40,902 - mmaction - INFO - Epoch [40][2060/3520] lr: 5.000e-04, eta: 20:11:55, time: 1.921, data_time: 0.035, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7437, loss_cls: 2.1222, loss: 2.1222, grad_norm: 15.0163 2020-09-20 21:09:20,195 - mmaction - INFO - Epoch [40][2080/3520] lr: 5.000e-04, eta: 20:11:15, time: 1.966, data_time: 0.633, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7823, loss_cls: 1.9617, loss: 1.9617, grad_norm: 15.1550 2020-09-20 21:09:58,735 - mmaction - INFO - Epoch [40][2100/3520] lr: 5.000e-04, eta: 20:10:35, time: 1.924, data_time: 0.699, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7500, loss_cls: 2.0330, loss: 2.0330, grad_norm: 15.0689 2020-09-20 21:10:38,144 - mmaction - INFO - Epoch [40][2120/3520] lr: 5.000e-04, eta: 20:09:55, time: 1.974, data_time: 0.009, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7490, loss_cls: 2.0322, loss: 2.0322, grad_norm: 14.9734 2020-09-20 21:11:16,832 - mmaction - INFO - Epoch [40][2140/3520] lr: 5.000e-04, eta: 20:09:15, time: 1.932, data_time: 0.006, memory: 8337, top1_acc: 0.4615, top5_acc: 0.7417, loss_cls: 2.1765, loss: 2.1765, grad_norm: 15.2577 2020-09-20 21:11:55,445 - mmaction - INFO - Epoch [40][2160/3520] lr: 5.000e-04, eta: 20:08:36, time: 1.932, data_time: 0.299, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7635, loss_cls: 2.0523, loss: 2.0523, grad_norm: 14.5837 2020-09-20 21:12:34,779 - mmaction - INFO - Epoch [40][2180/3520] lr: 5.000e-04, eta: 20:07:56, time: 1.967, data_time: 0.740, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7531, loss_cls: 2.1191, loss: 2.1191, grad_norm: 15.3361 2020-09-20 21:13:14,287 - mmaction - INFO - Epoch [40][2200/3520] lr: 5.000e-04, eta: 20:07:16, time: 1.975, data_time: 1.090, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7677, loss_cls: 2.0429, loss: 2.0429, grad_norm: 15.3587 2020-09-20 21:13:55,055 - mmaction - INFO - Epoch [40][2220/3520] lr: 5.000e-04, eta: 20:06:37, time: 2.038, data_time: 0.221, memory: 8337, top1_acc: 0.4542, top5_acc: 0.7375, loss_cls: 2.1483, loss: 2.1483, grad_norm: 14.9239 2020-09-20 21:14:35,808 - mmaction - INFO - Epoch [40][2240/3520] lr: 5.000e-04, eta: 20:05:57, time: 2.035, data_time: 0.564, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7198, loss_cls: 2.1834, loss: 2.1834, grad_norm: 15.4334 2020-09-20 21:15:15,662 - mmaction - INFO - Epoch [40][2260/3520] lr: 5.000e-04, eta: 20:05:18, time: 1.995, data_time: 0.009, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7417, loss_cls: 2.1132, loss: 2.1132, grad_norm: 15.8064 2020-09-20 21:15:53,368 - mmaction - INFO - Epoch [40][2280/3520] lr: 5.000e-04, eta: 20:04:37, time: 1.884, data_time: 0.009, memory: 8337, top1_acc: 0.4531, top5_acc: 0.7417, loss_cls: 2.1373, loss: 2.1373, grad_norm: 15.4707 2020-09-20 21:16:32,007 - mmaction - INFO - Epoch [40][2300/3520] lr: 5.000e-04, eta: 20:03:58, time: 1.934, data_time: 0.008, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7688, loss_cls: 2.1101, loss: 2.1101, grad_norm: 16.0524 2020-09-20 21:17:10,084 - mmaction - INFO - Epoch [40][2320/3520] lr: 5.000e-04, eta: 20:03:17, time: 1.905, data_time: 0.197, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7427, loss_cls: 2.1687, loss: 2.1687, grad_norm: 15.1268 2020-09-20 21:17:48,755 - mmaction - INFO - Epoch [40][2340/3520] lr: 5.000e-04, eta: 20:02:38, time: 1.934, data_time: 0.037, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7594, loss_cls: 2.0589, loss: 2.0589, grad_norm: 15.6770 2020-09-20 21:18:28,524 - mmaction - INFO - Epoch [40][2360/3520] lr: 5.000e-04, eta: 20:01:58, time: 1.985, data_time: 0.021, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7563, loss_cls: 2.0849, loss: 2.0849, grad_norm: 15.3633 2020-09-20 21:19:06,046 - mmaction - INFO - Epoch [40][2380/3520] lr: 5.000e-04, eta: 20:01:18, time: 1.879, data_time: 0.005, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7500, loss_cls: 2.0962, loss: 2.0962, grad_norm: 15.8205 2020-09-20 21:19:44,638 - mmaction - INFO - Epoch [40][2400/3520] lr: 5.000e-04, eta: 20:00:38, time: 1.926, data_time: 0.160, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7604, loss_cls: 2.0827, loss: 2.0827, grad_norm: 15.1308 2020-09-20 21:20:25,151 - mmaction - INFO - Epoch [40][2420/3520] lr: 5.000e-04, eta: 19:59:58, time: 2.028, data_time: 0.157, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7635, loss_cls: 2.1216, loss: 2.1216, grad_norm: 15.5739 2020-09-20 21:21:02,449 - mmaction - INFO - Epoch [40][2440/3520] lr: 5.000e-04, eta: 19:59:18, time: 1.862, data_time: 0.005, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7365, loss_cls: 2.1074, loss: 2.1074, grad_norm: 15.5727 2020-09-20 21:21:40,539 - mmaction - INFO - Epoch [40][2460/3520] lr: 5.000e-04, eta: 19:58:38, time: 1.908, data_time: 0.044, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7552, loss_cls: 2.0675, loss: 2.0675, grad_norm: 15.2062 2020-09-20 21:22:19,913 - mmaction - INFO - Epoch [40][2480/3520] lr: 5.000e-04, eta: 19:57:58, time: 1.968, data_time: 0.622, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7365, loss_cls: 2.1019, loss: 2.1019, grad_norm: 15.2057 2020-09-20 21:22:58,608 - mmaction - INFO - Epoch [40][2500/3520] lr: 5.000e-04, eta: 19:57:18, time: 1.932, data_time: 0.038, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7500, loss_cls: 2.0793, loss: 2.0793, grad_norm: 15.4602 2020-09-20 21:23:36,734 - mmaction - INFO - Epoch [40][2520/3520] lr: 5.000e-04, eta: 19:56:38, time: 1.907, data_time: 0.163, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7385, loss_cls: 2.1370, loss: 2.1370, grad_norm: 15.2787 2020-09-20 21:24:18,324 - mmaction - INFO - Epoch [40][2540/3520] lr: 5.000e-04, eta: 19:55:59, time: 2.082, data_time: 0.017, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7510, loss_cls: 2.1656, loss: 2.1656, grad_norm: 15.6734 2020-09-20 21:24:56,783 - mmaction - INFO - Epoch [40][2560/3520] lr: 5.000e-04, eta: 19:55:19, time: 1.923, data_time: 0.013, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7396, loss_cls: 2.1405, loss: 2.1405, grad_norm: 15.5377 2020-09-20 21:25:36,937 - mmaction - INFO - Epoch [40][2580/3520] lr: 5.000e-04, eta: 19:54:39, time: 2.008, data_time: 0.142, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7365, loss_cls: 2.1126, loss: 2.1126, grad_norm: 14.8702 2020-09-20 21:26:13,217 - mmaction - INFO - Epoch [40][2600/3520] lr: 5.000e-04, eta: 19:53:59, time: 1.811, data_time: 0.005, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7667, loss_cls: 2.0299, loss: 2.0299, grad_norm: 15.5010 2020-09-20 21:26:52,611 - mmaction - INFO - Epoch [40][2620/3520] lr: 5.000e-04, eta: 19:53:19, time: 1.971, data_time: 0.017, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7521, loss_cls: 2.0794, loss: 2.0794, grad_norm: 15.5559 2020-09-20 21:27:30,540 - mmaction - INFO - Epoch [40][2640/3520] lr: 5.000e-04, eta: 19:52:39, time: 1.897, data_time: 0.022, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7510, loss_cls: 2.0301, loss: 2.0301, grad_norm: 14.3829 2020-09-20 21:28:09,339 - mmaction - INFO - Epoch [40][2660/3520] lr: 5.000e-04, eta: 19:51:59, time: 1.940, data_time: 0.052, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7573, loss_cls: 2.0982, loss: 2.0982, grad_norm: 15.5762 2020-09-20 21:28:48,277 - mmaction - INFO - Epoch [40][2680/3520] lr: 5.000e-04, eta: 19:51:19, time: 1.947, data_time: 0.032, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7667, loss_cls: 2.0314, loss: 2.0314, grad_norm: 15.3767 2020-09-20 21:29:27,823 - mmaction - INFO - Epoch [40][2700/3520] lr: 5.000e-04, eta: 19:50:40, time: 1.977, data_time: 0.673, memory: 8337, top1_acc: 0.4937, top5_acc: 0.7698, loss_cls: 2.0685, loss: 2.0685, grad_norm: 15.4960 2020-09-20 21:30:05,269 - mmaction - INFO - Epoch [40][2720/3520] lr: 5.000e-04, eta: 19:49:59, time: 1.870, data_time: 0.466, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7531, loss_cls: 2.0673, loss: 2.0673, grad_norm: 15.0769 2020-09-20 21:30:43,547 - mmaction - INFO - Epoch [40][2740/3520] lr: 5.000e-04, eta: 19:49:19, time: 1.917, data_time: 0.111, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7750, loss_cls: 2.0285, loss: 2.0285, grad_norm: 15.2329 2020-09-20 21:31:24,358 - mmaction - INFO - Epoch [40][2760/3520] lr: 5.000e-04, eta: 19:48:40, time: 2.037, data_time: 0.188, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7313, loss_cls: 2.1455, loss: 2.1455, grad_norm: 15.6893 2020-09-20 21:32:02,790 - mmaction - INFO - Epoch [40][2780/3520] lr: 5.000e-04, eta: 19:48:00, time: 1.926, data_time: 0.007, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.1762, loss: 2.1762, grad_norm: 15.1997 2020-09-20 21:32:42,515 - mmaction - INFO - Epoch [40][2800/3520] lr: 5.000e-04, eta: 19:47:20, time: 1.985, data_time: 0.006, memory: 8337, top1_acc: 0.4552, top5_acc: 0.7594, loss_cls: 2.1345, loss: 2.1345, grad_norm: 15.5325 2020-09-20 21:33:20,289 - mmaction - INFO - Epoch [40][2820/3520] lr: 5.000e-04, eta: 19:46:40, time: 1.889, data_time: 0.099, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7417, loss_cls: 2.1211, loss: 2.1211, grad_norm: 15.3762 2020-09-20 21:34:02,566 - mmaction - INFO - Epoch [40][2840/3520] lr: 5.000e-04, eta: 19:46:01, time: 2.113, data_time: 1.254, memory: 8337, top1_acc: 0.4646, top5_acc: 0.7333, loss_cls: 2.1374, loss: 2.1374, grad_norm: 16.0625 2020-09-20 21:34:40,934 - mmaction - INFO - Epoch [40][2860/3520] lr: 5.000e-04, eta: 19:45:21, time: 1.921, data_time: 0.476, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7594, loss_cls: 2.0766, loss: 2.0766, grad_norm: 15.4003 2020-09-20 21:35:20,931 - mmaction - INFO - Epoch [40][2880/3520] lr: 5.000e-04, eta: 19:44:42, time: 1.998, data_time: 0.017, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7708, loss_cls: 2.0139, loss: 2.0139, grad_norm: 15.2761 2020-09-20 21:35:59,170 - mmaction - INFO - Epoch [40][2900/3520] lr: 5.000e-04, eta: 19:44:02, time: 1.913, data_time: 0.035, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7573, loss_cls: 2.0287, loss: 2.0287, grad_norm: 15.0507 2020-09-20 21:36:38,388 - mmaction - INFO - Epoch [40][2920/3520] lr: 5.000e-04, eta: 19:43:22, time: 1.960, data_time: 0.007, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7365, loss_cls: 2.1158, loss: 2.1158, grad_norm: 15.0339 2020-09-20 21:37:15,699 - mmaction - INFO - Epoch [40][2940/3520] lr: 5.000e-04, eta: 19:42:42, time: 1.866, data_time: 0.049, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7604, loss_cls: 2.0395, loss: 2.0395, grad_norm: 15.4110 2020-09-20 21:37:54,166 - mmaction - INFO - Epoch [40][2960/3520] lr: 5.000e-04, eta: 19:42:02, time: 1.922, data_time: 0.221, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7625, loss_cls: 2.0771, loss: 2.0771, grad_norm: 15.6213 2020-09-20 21:38:31,767 - mmaction - INFO - Epoch [40][2980/3520] lr: 5.000e-04, eta: 19:41:21, time: 1.882, data_time: 0.011, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7635, loss_cls: 2.0226, loss: 2.0226, grad_norm: 15.3287 2020-09-20 21:39:10,728 - mmaction - INFO - Epoch [40][3000/3520] lr: 5.000e-04, eta: 19:40:42, time: 1.944, data_time: 0.006, memory: 8337, top1_acc: 0.4729, top5_acc: 0.7312, loss_cls: 2.1402, loss: 2.1402, grad_norm: 15.1672 2020-09-20 21:39:47,237 - mmaction - INFO - Epoch [40][3020/3520] lr: 5.000e-04, eta: 19:40:01, time: 1.829, data_time: 0.090, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7479, loss_cls: 2.1088, loss: 2.1088, grad_norm: 15.3451 2020-09-20 21:40:25,207 - mmaction - INFO - Epoch [40][3040/3520] lr: 5.000e-04, eta: 19:39:21, time: 1.897, data_time: 0.093, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7406, loss_cls: 2.0730, loss: 2.0730, grad_norm: 15.0779 2020-09-20 21:41:04,169 - mmaction - INFO - Epoch [40][3060/3520] lr: 5.000e-04, eta: 19:38:41, time: 1.951, data_time: 0.006, memory: 8337, top1_acc: 0.4771, top5_acc: 0.7510, loss_cls: 2.0860, loss: 2.0860, grad_norm: 15.3635 2020-09-20 21:41:43,148 - mmaction - INFO - Epoch [40][3080/3520] lr: 5.000e-04, eta: 19:38:01, time: 1.948, data_time: 0.005, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7844, loss_cls: 1.9126, loss: 1.9126, grad_norm: 14.8139 2020-09-20 21:42:22,672 - mmaction - INFO - Epoch [40][3100/3520] lr: 5.000e-04, eta: 19:37:22, time: 1.975, data_time: 0.004, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7552, loss_cls: 2.0245, loss: 2.0245, grad_norm: 15.6969 2020-09-20 21:43:02,124 - mmaction - INFO - Epoch [40][3120/3520] lr: 5.000e-04, eta: 19:36:42, time: 1.965, data_time: 0.015, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.1430, loss: 2.1430, grad_norm: 16.0434 2020-09-20 21:43:39,489 - mmaction - INFO - Epoch [40][3140/3520] lr: 5.000e-04, eta: 19:36:02, time: 1.877, data_time: 0.013, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7667, loss_cls: 2.0652, loss: 2.0652, grad_norm: 15.3050 2020-09-20 21:44:18,798 - mmaction - INFO - Epoch [40][3160/3520] lr: 5.000e-04, eta: 19:35:22, time: 1.963, data_time: 0.007, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7562, loss_cls: 2.0669, loss: 2.0669, grad_norm: 15.0298 2020-09-20 21:45:00,240 - mmaction - INFO - Epoch [40][3180/3520] lr: 5.000e-04, eta: 19:34:43, time: 2.075, data_time: 0.027, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7510, loss_cls: 2.0648, loss: 2.0648, grad_norm: 15.4609 2020-09-20 21:45:37,729 - mmaction - INFO - Epoch [40][3200/3520] lr: 5.000e-04, eta: 19:34:02, time: 1.872, data_time: 0.131, memory: 8337, top1_acc: 0.4698, top5_acc: 0.7354, loss_cls: 2.1542, loss: 2.1542, grad_norm: 15.2839 2020-09-20 21:46:16,254 - mmaction - INFO - Epoch [40][3220/3520] lr: 5.000e-04, eta: 19:33:23, time: 1.929, data_time: 0.015, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7646, loss_cls: 2.0430, loss: 2.0430, grad_norm: 14.9228 2020-09-20 21:46:56,411 - mmaction - INFO - Epoch [40][3240/3520] lr: 5.000e-04, eta: 19:32:43, time: 2.008, data_time: 0.271, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7729, loss_cls: 2.0426, loss: 2.0426, grad_norm: 14.9498 2020-09-20 21:47:36,151 - mmaction - INFO - Epoch [40][3260/3520] lr: 5.000e-04, eta: 19:32:03, time: 1.988, data_time: 0.006, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 2.0179, loss: 2.0179, grad_norm: 14.6472 2020-09-20 21:48:15,764 - mmaction - INFO - Epoch [40][3280/3520] lr: 5.000e-04, eta: 19:31:24, time: 1.980, data_time: 0.007, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7469, loss_cls: 2.0994, loss: 2.0994, grad_norm: 15.6940 2020-09-20 21:48:53,937 - mmaction - INFO - Epoch [40][3300/3520] lr: 5.000e-04, eta: 19:30:44, time: 1.910, data_time: 0.713, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7573, loss_cls: 2.0322, loss: 2.0322, grad_norm: 15.6878 2020-09-20 21:49:33,002 - mmaction - INFO - Epoch [40][3320/3520] lr: 5.000e-04, eta: 19:30:04, time: 1.950, data_time: 0.007, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7729, loss_cls: 2.0254, loss: 2.0254, grad_norm: 14.9703 2020-09-20 21:50:11,632 - mmaction - INFO - Epoch [40][3340/3520] lr: 5.000e-04, eta: 19:29:24, time: 1.930, data_time: 0.015, memory: 8337, top1_acc: 0.4750, top5_acc: 0.7510, loss_cls: 2.1031, loss: 2.1031, grad_norm: 15.6852 2020-09-20 21:50:51,723 - mmaction - INFO - Epoch [40][3360/3520] lr: 5.000e-04, eta: 19:28:44, time: 2.005, data_time: 0.131, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7625, loss_cls: 2.0691, loss: 2.0691, grad_norm: 14.8117 2020-09-20 21:51:30,682 - mmaction - INFO - Epoch [40][3380/3520] lr: 5.000e-04, eta: 19:28:04, time: 1.952, data_time: 0.530, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7448, loss_cls: 2.1359, loss: 2.1359, grad_norm: 15.6076 2020-09-20 21:52:09,353 - mmaction - INFO - Epoch [40][3400/3520] lr: 5.000e-04, eta: 19:27:25, time: 1.933, data_time: 0.060, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7406, loss_cls: 2.0990, loss: 2.0990, grad_norm: 15.5309 2020-09-20 21:52:46,433 - mmaction - INFO - Epoch [40][3420/3520] lr: 5.000e-04, eta: 19:26:44, time: 1.851, data_time: 0.121, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7365, loss_cls: 2.1238, loss: 2.1238, grad_norm: 15.7175 2020-09-20 21:53:27,559 - mmaction - INFO - Epoch [40][3440/3520] lr: 5.000e-04, eta: 19:26:05, time: 2.057, data_time: 0.028, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7563, loss_cls: 2.0730, loss: 2.0730, grad_norm: 15.4537 2020-09-20 21:54:04,553 - mmaction - INFO - Epoch [40][3460/3520] lr: 5.000e-04, eta: 19:25:25, time: 1.853, data_time: 0.185, memory: 8337, top1_acc: 0.4604, top5_acc: 0.7396, loss_cls: 2.1551, loss: 2.1551, grad_norm: 15.5298 2020-09-20 21:54:43,621 - mmaction - INFO - Epoch [40][3480/3520] lr: 5.000e-04, eta: 19:24:45, time: 1.953, data_time: 0.036, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7667, loss_cls: 2.0393, loss: 2.0393, grad_norm: 15.3022 2020-09-20 21:55:22,258 - mmaction - INFO - Epoch [40][3500/3520] lr: 5.000e-04, eta: 19:24:05, time: 1.932, data_time: 0.004, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7729, loss_cls: 1.9967, loss: 1.9967, grad_norm: 15.2299 2020-09-20 21:55:56,742 - mmaction - INFO - Epoch [40][3520/3520] lr: 5.000e-04, eta: 19:23:24, time: 1.722, data_time: 0.066, memory: 8337, top1_acc: 0.4630, top5_acc: 0.7228, loss_cls: 2.2137, loss: 2.2137, grad_norm: 16.0456 2020-09-20 21:56:15,859 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-09-20 22:12:31,531 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-20 22:12:32,148 - mmaction - INFO - top1_acc 0.2674 top5_acc 0.5459 2020-09-20 22:12:32,149 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-20 22:12:32,315 - mmaction - INFO - mean_acc 0.2013 2020-09-20 22:12:32,413 - mmaction - INFO - Epoch(val) [40][3520] top1_acc: 0.2674, top5_acc: 0.5459, mean_class_accuracy: 0.2013 2020-09-20 22:14:48,738 - mmaction - INFO - Epoch [41][20/3520] lr: 5.000e-05, eta: 19:23:08, time: 6.798, data_time: 4.987, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7604, loss_cls: 2.1030, loss: 2.1030, grad_norm: 15.4379 2020-09-20 22:15:27,629 - mmaction - INFO - Epoch [41][40/3520] lr: 5.000e-05, eta: 19:22:29, time: 1.957, data_time: 0.816, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7583, loss_cls: 2.0986, loss: 2.0986, grad_norm: 15.0304 2020-09-20 22:16:06,085 - mmaction - INFO - Epoch [41][60/3520] lr: 5.000e-05, eta: 19:21:49, time: 1.922, data_time: 0.011, memory: 8337, top1_acc: 0.4740, top5_acc: 0.7615, loss_cls: 2.0693, loss: 2.0693, grad_norm: 15.0745 2020-09-20 22:16:45,149 - mmaction - INFO - Epoch [41][80/3520] lr: 5.000e-05, eta: 19:21:09, time: 1.955, data_time: 0.072, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7677, loss_cls: 1.9443, loss: 1.9443, grad_norm: 14.7987 2020-09-20 22:17:23,623 - mmaction - INFO - Epoch [41][100/3520] lr: 5.000e-05, eta: 19:20:29, time: 1.921, data_time: 0.009, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7604, loss_cls: 2.0165, loss: 2.0165, grad_norm: 14.7851 2020-09-20 22:18:03,744 - mmaction - INFO - Epoch [41][120/3520] lr: 5.000e-05, eta: 19:19:49, time: 2.009, data_time: 0.100, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7708, loss_cls: 2.0057, loss: 2.0057, grad_norm: 14.7538 2020-09-20 22:18:42,270 - mmaction - INFO - Epoch [41][140/3520] lr: 5.000e-05, eta: 19:19:09, time: 1.923, data_time: 0.112, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9352, loss: 1.9352, grad_norm: 14.6677 2020-09-20 22:19:20,602 - mmaction - INFO - Epoch [41][160/3520] lr: 5.000e-05, eta: 19:18:29, time: 1.920, data_time: 0.009, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7510, loss_cls: 2.0934, loss: 2.0934, grad_norm: 15.1986 2020-09-20 22:20:00,163 - mmaction - INFO - Epoch [41][180/3520] lr: 5.000e-05, eta: 19:17:49, time: 1.976, data_time: 0.452, memory: 8337, top1_acc: 0.4812, top5_acc: 0.7583, loss_cls: 2.0706, loss: 2.0706, grad_norm: 14.7377 2020-09-20 22:20:40,362 - mmaction - INFO - Epoch [41][200/3520] lr: 5.000e-05, eta: 19:17:10, time: 2.012, data_time: 0.200, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7719, loss_cls: 1.9989, loss: 1.9989, grad_norm: 14.8312 2020-09-20 22:21:18,694 - mmaction - INFO - Epoch [41][220/3520] lr: 5.000e-05, eta: 19:16:30, time: 1.914, data_time: 0.215, memory: 8337, top1_acc: 0.5698, top5_acc: 0.7844, loss_cls: 1.8586, loss: 1.8586, grad_norm: 14.6625 2020-09-20 22:21:58,552 - mmaction - INFO - Epoch [41][240/3520] lr: 5.000e-05, eta: 19:15:50, time: 1.995, data_time: 0.172, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7594, loss_cls: 2.0584, loss: 2.0584, grad_norm: 14.9584 2020-09-20 22:22:38,558 - mmaction - INFO - Epoch [41][260/3520] lr: 5.000e-05, eta: 19:15:11, time: 1.997, data_time: 0.006, memory: 8337, top1_acc: 0.5062, top5_acc: 0.7635, loss_cls: 1.9889, loss: 1.9889, grad_norm: 14.8415 2020-09-20 22:23:15,964 - mmaction - INFO - Epoch [41][280/3520] lr: 5.000e-05, eta: 19:14:30, time: 1.873, data_time: 0.204, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7510, loss_cls: 2.0523, loss: 2.0523, grad_norm: 15.0383 2020-09-20 22:23:53,740 - mmaction - INFO - Epoch [41][300/3520] lr: 5.000e-05, eta: 19:13:50, time: 1.887, data_time: 0.053, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7771, loss_cls: 2.0002, loss: 2.0002, grad_norm: 15.1083 2020-09-20 22:24:32,453 - mmaction - INFO - Epoch [41][320/3520] lr: 5.000e-05, eta: 19:13:10, time: 1.937, data_time: 0.655, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7542, loss_cls: 1.9766, loss: 1.9766, grad_norm: 14.8586 2020-09-20 22:25:13,090 - mmaction - INFO - Epoch [41][340/3520] lr: 5.000e-05, eta: 19:12:31, time: 2.032, data_time: 0.220, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7958, loss_cls: 1.9243, loss: 1.9243, grad_norm: 14.7341 2020-09-20 22:25:51,490 - mmaction - INFO - Epoch [41][360/3520] lr: 5.000e-05, eta: 19:11:51, time: 1.916, data_time: 0.358, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7802, loss_cls: 1.9386, loss: 1.9386, grad_norm: 14.7700 2020-09-20 22:26:31,564 - mmaction - INFO - Epoch [41][380/3520] lr: 5.000e-05, eta: 19:11:11, time: 2.007, data_time: 0.591, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7563, loss_cls: 1.9855, loss: 1.9855, grad_norm: 14.7909 2020-09-20 22:27:11,725 - mmaction - INFO - Epoch [41][400/3520] lr: 5.000e-05, eta: 19:10:32, time: 2.005, data_time: 0.247, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7573, loss_cls: 2.0591, loss: 2.0591, grad_norm: 15.3280 2020-09-20 22:27:49,792 - mmaction - INFO - Epoch [41][420/3520] lr: 5.000e-05, eta: 19:09:52, time: 1.905, data_time: 0.070, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7635, loss_cls: 1.9823, loss: 1.9823, grad_norm: 14.8360 2020-09-20 22:28:29,295 - mmaction - INFO - Epoch [41][440/3520] lr: 5.000e-05, eta: 19:09:12, time: 1.972, data_time: 0.010, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7708, loss_cls: 1.9730, loss: 1.9730, grad_norm: 15.4901 2020-09-20 22:29:07,688 - mmaction - INFO - Epoch [41][460/3520] lr: 5.000e-05, eta: 19:08:32, time: 1.924, data_time: 0.218, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.9103, loss: 1.9103, grad_norm: 14.5359 2020-09-20 22:29:49,509 - mmaction - INFO - Epoch [41][480/3520] lr: 5.000e-05, eta: 19:07:53, time: 2.088, data_time: 0.030, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7521, loss_cls: 2.0578, loss: 2.0578, grad_norm: 15.0175 2020-09-20 22:30:27,931 - mmaction - INFO - Epoch [41][500/3520] lr: 5.000e-05, eta: 19:07:13, time: 1.921, data_time: 0.164, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7604, loss_cls: 1.9423, loss: 1.9423, grad_norm: 14.5509 2020-09-20 22:31:08,373 - mmaction - INFO - Epoch [41][520/3520] lr: 5.000e-05, eta: 19:06:33, time: 2.024, data_time: 0.642, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7604, loss_cls: 2.0283, loss: 2.0283, grad_norm: 14.5878 2020-09-20 22:31:45,350 - mmaction - INFO - Epoch [41][540/3520] lr: 5.000e-05, eta: 19:05:53, time: 1.849, data_time: 0.004, memory: 8337, top1_acc: 0.4813, top5_acc: 0.7677, loss_cls: 2.0036, loss: 2.0036, grad_norm: 14.5265 2020-09-20 22:32:24,903 - mmaction - INFO - Epoch [41][560/3520] lr: 5.000e-05, eta: 19:05:13, time: 1.974, data_time: 0.467, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7604, loss_cls: 2.0228, loss: 2.0228, grad_norm: 15.0388 2020-09-20 22:33:05,049 - mmaction - INFO - Epoch [41][580/3520] lr: 5.000e-05, eta: 19:04:34, time: 2.009, data_time: 0.061, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7948, loss_cls: 1.8813, loss: 1.8813, grad_norm: 14.4951 2020-09-20 22:33:45,488 - mmaction - INFO - Epoch [41][600/3520] lr: 5.000e-05, eta: 19:03:54, time: 2.021, data_time: 0.617, memory: 8337, top1_acc: 0.4833, top5_acc: 0.7604, loss_cls: 2.0158, loss: 2.0158, grad_norm: 14.9109 2020-09-20 22:34:23,322 - mmaction - INFO - Epoch [41][620/3520] lr: 5.000e-05, eta: 19:03:14, time: 1.893, data_time: 0.174, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7708, loss_cls: 1.9751, loss: 1.9751, grad_norm: 15.1029 2020-09-20 22:35:04,723 - mmaction - INFO - Epoch [41][640/3520] lr: 5.000e-05, eta: 19:02:35, time: 2.070, data_time: 0.616, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7667, loss_cls: 2.0028, loss: 2.0028, grad_norm: 15.2972 2020-09-20 22:35:42,624 - mmaction - INFO - Epoch [41][660/3520] lr: 5.000e-05, eta: 19:01:55, time: 1.895, data_time: 0.243, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7771, loss_cls: 1.9643, loss: 1.9643, grad_norm: 14.5831 2020-09-20 22:36:22,242 - mmaction - INFO - Epoch [41][680/3520] lr: 5.000e-05, eta: 19:01:15, time: 1.979, data_time: 0.090, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.9143, loss: 1.9143, grad_norm: 15.0150 2020-09-20 22:37:00,068 - mmaction - INFO - Epoch [41][700/3520] lr: 5.000e-05, eta: 19:00:35, time: 1.894, data_time: 0.243, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7656, loss_cls: 2.0402, loss: 2.0402, grad_norm: 14.8515 2020-09-20 22:37:39,198 - mmaction - INFO - Epoch [41][720/3520] lr: 5.000e-05, eta: 18:59:55, time: 1.957, data_time: 0.216, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7802, loss_cls: 1.9848, loss: 1.9848, grad_norm: 15.3250 2020-09-20 22:38:19,132 - mmaction - INFO - Epoch [41][740/3520] lr: 5.000e-05, eta: 18:59:16, time: 1.997, data_time: 0.449, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7740, loss_cls: 2.0073, loss: 2.0073, grad_norm: 14.8755 2020-09-20 22:38:57,880 - mmaction - INFO - Epoch [41][760/3520] lr: 5.000e-05, eta: 18:58:36, time: 1.935, data_time: 0.077, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7656, loss_cls: 2.0180, loss: 2.0180, grad_norm: 14.7646 2020-09-20 22:39:37,271 - mmaction - INFO - Epoch [41][780/3520] lr: 5.000e-05, eta: 18:57:56, time: 1.970, data_time: 0.149, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7750, loss_cls: 1.9857, loss: 1.9857, grad_norm: 14.5084 2020-09-20 22:40:16,597 - mmaction - INFO - Epoch [41][800/3520] lr: 5.000e-05, eta: 18:57:16, time: 1.966, data_time: 0.086, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7854, loss_cls: 1.9178, loss: 1.9178, grad_norm: 14.9966 2020-09-20 22:40:54,298 - mmaction - INFO - Epoch [41][820/3520] lr: 5.000e-05, eta: 18:56:36, time: 1.885, data_time: 0.230, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7656, loss_cls: 1.9886, loss: 1.9886, grad_norm: 14.7737 2020-09-20 22:41:32,174 - mmaction - INFO - Epoch [41][840/3520] lr: 5.000e-05, eta: 18:55:56, time: 1.896, data_time: 0.331, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7688, loss_cls: 1.9954, loss: 1.9954, grad_norm: 15.2433 2020-09-20 22:42:12,297 - mmaction - INFO - Epoch [41][860/3520] lr: 5.000e-05, eta: 18:55:16, time: 2.005, data_time: 0.139, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7521, loss_cls: 2.0558, loss: 2.0558, grad_norm: 14.9718 2020-09-20 22:42:54,508 - mmaction - INFO - Epoch [41][880/3520] lr: 5.000e-05, eta: 18:54:37, time: 2.111, data_time: 0.561, memory: 8337, top1_acc: 0.5062, top5_acc: 0.7833, loss_cls: 1.9663, loss: 1.9663, grad_norm: 14.7799 2020-09-20 22:43:33,595 - mmaction - INFO - Epoch [41][900/3520] lr: 5.000e-05, eta: 18:53:58, time: 1.955, data_time: 0.081, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7896, loss_cls: 1.9082, loss: 1.9082, grad_norm: 14.8113 2020-09-20 22:44:10,597 - mmaction - INFO - Epoch [41][920/3520] lr: 5.000e-05, eta: 18:53:17, time: 1.848, data_time: 0.010, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7688, loss_cls: 2.0030, loss: 2.0030, grad_norm: 15.5261 2020-09-20 22:44:51,415 - mmaction - INFO - Epoch [41][940/3520] lr: 5.000e-05, eta: 18:52:38, time: 2.043, data_time: 0.007, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9883, loss: 1.9883, grad_norm: 15.1530 2020-09-20 22:45:29,112 - mmaction - INFO - Epoch [41][960/3520] lr: 5.000e-05, eta: 18:51:58, time: 1.885, data_time: 0.344, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7469, loss_cls: 2.0986, loss: 2.0986, grad_norm: 15.0984 2020-09-20 22:46:09,132 - mmaction - INFO - Epoch [41][980/3520] lr: 5.000e-05, eta: 18:51:18, time: 2.001, data_time: 0.487, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7802, loss_cls: 1.9466, loss: 1.9466, grad_norm: 14.9357 2020-09-20 22:46:48,663 - mmaction - INFO - Epoch [41][1000/3520] lr: 5.000e-05, eta: 18:50:38, time: 1.975, data_time: 0.015, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7448, loss_cls: 2.0174, loss: 2.0174, grad_norm: 14.6216 2020-09-20 22:47:26,500 - mmaction - INFO - Epoch [41][1020/3520] lr: 5.000e-05, eta: 18:49:58, time: 1.893, data_time: 0.030, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7646, loss_cls: 1.9963, loss: 1.9963, grad_norm: 14.7546 2020-09-20 22:48:06,348 - mmaction - INFO - Epoch [41][1040/3520] lr: 5.000e-05, eta: 18:49:19, time: 1.991, data_time: 0.051, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7865, loss_cls: 1.8929, loss: 1.8929, grad_norm: 15.1027 2020-09-20 22:48:45,822 - mmaction - INFO - Epoch [41][1060/3520] lr: 5.000e-05, eta: 18:48:39, time: 1.975, data_time: 0.360, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7771, loss_cls: 1.9330, loss: 1.9330, grad_norm: 15.2950 2020-09-20 22:49:24,520 - mmaction - INFO - Epoch [41][1080/3520] lr: 5.000e-05, eta: 18:47:59, time: 1.933, data_time: 0.274, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7563, loss_cls: 2.0404, loss: 2.0404, grad_norm: 15.2729 2020-09-20 22:50:04,958 - mmaction - INFO - Epoch [41][1100/3520] lr: 5.000e-05, eta: 18:47:20, time: 2.023, data_time: 0.052, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7708, loss_cls: 2.0044, loss: 2.0044, grad_norm: 14.9175 2020-09-20 22:50:42,864 - mmaction - INFO - Epoch [41][1120/3520] lr: 5.000e-05, eta: 18:46:40, time: 1.893, data_time: 0.006, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7833, loss_cls: 1.9640, loss: 1.9640, grad_norm: 15.0127 2020-09-20 22:51:21,348 - mmaction - INFO - Epoch [41][1140/3520] lr: 5.000e-05, eta: 18:46:00, time: 1.927, data_time: 0.019, memory: 8337, top1_acc: 0.4802, top5_acc: 0.7469, loss_cls: 2.0470, loss: 2.0470, grad_norm: 14.8865 2020-09-20 22:51:59,423 - mmaction - INFO - Epoch [41][1160/3520] lr: 5.000e-05, eta: 18:45:19, time: 1.903, data_time: 0.689, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7708, loss_cls: 1.9861, loss: 1.9861, grad_norm: 15.1473 2020-09-20 22:52:38,706 - mmaction - INFO - Epoch [41][1180/3520] lr: 5.000e-05, eta: 18:44:40, time: 1.962, data_time: 0.532, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7740, loss_cls: 1.9404, loss: 1.9404, grad_norm: 14.7897 2020-09-20 22:53:17,048 - mmaction - INFO - Epoch [41][1200/3520] lr: 5.000e-05, eta: 18:44:00, time: 1.919, data_time: 0.189, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7833, loss_cls: 1.9002, loss: 1.9002, grad_norm: 15.1097 2020-09-20 22:53:55,980 - mmaction - INFO - Epoch [41][1220/3520] lr: 5.000e-05, eta: 18:43:20, time: 1.947, data_time: 0.013, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7979, loss_cls: 1.8905, loss: 1.8905, grad_norm: 15.0796 2020-09-20 22:54:34,333 - mmaction - INFO - Epoch [41][1240/3520] lr: 5.000e-05, eta: 18:42:40, time: 1.918, data_time: 0.009, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7740, loss_cls: 1.9979, loss: 1.9979, grad_norm: 15.3121 2020-09-20 22:55:12,835 - mmaction - INFO - Epoch [41][1260/3520] lr: 5.000e-05, eta: 18:42:00, time: 1.924, data_time: 0.301, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7740, loss_cls: 1.8782, loss: 1.8782, grad_norm: 15.1128 2020-09-20 22:55:51,443 - mmaction - INFO - Epoch [41][1280/3520] lr: 5.000e-05, eta: 18:41:20, time: 1.927, data_time: 0.007, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7771, loss_cls: 1.9398, loss: 1.9398, grad_norm: 14.8982 2020-09-20 22:56:30,020 - mmaction - INFO - Epoch [41][1300/3520] lr: 5.000e-05, eta: 18:40:40, time: 1.932, data_time: 0.132, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9642, loss: 1.9642, grad_norm: 14.9427 2020-09-20 22:57:08,482 - mmaction - INFO - Epoch [41][1320/3520] lr: 5.000e-05, eta: 18:40:00, time: 1.922, data_time: 0.047, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7677, loss_cls: 2.0185, loss: 2.0185, grad_norm: 15.1253 2020-09-20 22:57:46,776 - mmaction - INFO - Epoch [41][1340/3520] lr: 5.000e-05, eta: 18:39:20, time: 1.916, data_time: 0.117, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7865, loss_cls: 1.9740, loss: 1.9740, grad_norm: 15.3426 2020-09-20 22:58:25,434 - mmaction - INFO - Epoch [41][1360/3520] lr: 5.000e-05, eta: 18:38:40, time: 1.930, data_time: 0.243, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7625, loss_cls: 2.0175, loss: 2.0175, grad_norm: 15.3604 2020-09-20 22:59:06,234 - mmaction - INFO - Epoch [41][1380/3520] lr: 5.000e-05, eta: 18:38:01, time: 2.043, data_time: 0.747, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7646, loss_cls: 1.9552, loss: 1.9552, grad_norm: 15.1191 2020-09-20 22:59:43,498 - mmaction - INFO - Epoch [41][1400/3520] lr: 5.000e-05, eta: 18:37:21, time: 1.863, data_time: 0.035, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7448, loss_cls: 2.0793, loss: 2.0793, grad_norm: 14.8384 2020-09-20 23:00:22,203 - mmaction - INFO - Epoch [41][1420/3520] lr: 5.000e-05, eta: 18:36:41, time: 1.918, data_time: 0.038, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8010, loss_cls: 1.8301, loss: 1.8301, grad_norm: 14.4268 2020-09-20 23:01:01,440 - mmaction - INFO - Epoch [41][1440/3520] lr: 5.000e-05, eta: 18:36:01, time: 1.978, data_time: 0.310, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7719, loss_cls: 1.9901, loss: 1.9901, grad_norm: 14.8314 2020-09-20 23:01:40,496 - mmaction - INFO - Epoch [41][1460/3520] lr: 5.000e-05, eta: 18:35:21, time: 1.954, data_time: 0.005, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8875, loss: 1.8875, grad_norm: 14.8398 2020-09-20 23:02:18,911 - mmaction - INFO - Epoch [41][1480/3520] lr: 5.000e-05, eta: 18:34:41, time: 1.920, data_time: 0.006, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7844, loss_cls: 1.9619, loss: 1.9619, grad_norm: 15.5378 2020-09-20 23:02:58,127 - mmaction - INFO - Epoch [41][1500/3520] lr: 5.000e-05, eta: 18:34:01, time: 1.958, data_time: 0.012, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7698, loss_cls: 1.9952, loss: 1.9952, grad_norm: 15.5078 2020-09-20 23:03:37,525 - mmaction - INFO - Epoch [41][1520/3520] lr: 5.000e-05, eta: 18:33:22, time: 1.973, data_time: 0.141, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7750, loss_cls: 1.9194, loss: 1.9194, grad_norm: 15.1937 2020-09-20 23:04:17,534 - mmaction - INFO - Epoch [41][1540/3520] lr: 5.000e-05, eta: 18:32:42, time: 1.997, data_time: 0.006, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7781, loss_cls: 2.0099, loss: 2.0099, grad_norm: 15.3366 2020-09-20 23:04:55,892 - mmaction - INFO - Epoch [41][1560/3520] lr: 5.000e-05, eta: 18:32:02, time: 1.920, data_time: 0.027, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7802, loss_cls: 1.9989, loss: 1.9989, grad_norm: 14.8458 2020-09-20 23:05:34,847 - mmaction - INFO - Epoch [41][1580/3520] lr: 5.000e-05, eta: 18:31:22, time: 1.948, data_time: 0.093, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7729, loss_cls: 1.9362, loss: 1.9362, grad_norm: 14.8598 2020-09-20 23:06:15,449 - mmaction - INFO - Epoch [41][1600/3520] lr: 5.000e-05, eta: 18:30:43, time: 2.026, data_time: 0.099, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7781, loss_cls: 1.9290, loss: 1.9290, grad_norm: 14.8073 2020-09-20 23:06:53,267 - mmaction - INFO - Epoch [41][1620/3520] lr: 5.000e-05, eta: 18:30:03, time: 1.895, data_time: 0.130, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9068, loss: 1.9068, grad_norm: 14.9442 2020-09-20 23:07:32,061 - mmaction - INFO - Epoch [41][1640/3520] lr: 5.000e-05, eta: 18:29:23, time: 1.937, data_time: 0.225, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7781, loss_cls: 1.9094, loss: 1.9094, grad_norm: 14.8498 2020-09-20 23:08:09,739 - mmaction - INFO - Epoch [41][1660/3520] lr: 5.000e-05, eta: 18:28:43, time: 1.887, data_time: 0.007, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7750, loss_cls: 1.9812, loss: 1.9812, grad_norm: 15.0734 2020-09-20 23:08:47,344 - mmaction - INFO - Epoch [41][1680/3520] lr: 5.000e-05, eta: 18:28:03, time: 1.876, data_time: 0.142, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7854, loss_cls: 1.9133, loss: 1.9133, grad_norm: 15.0923 2020-09-20 23:09:27,726 - mmaction - INFO - Epoch [41][1700/3520] lr: 5.000e-05, eta: 18:27:23, time: 2.023, data_time: 0.117, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7958, loss_cls: 1.9114, loss: 1.9114, grad_norm: 15.0974 2020-09-20 23:10:06,515 - mmaction - INFO - Epoch [41][1720/3520] lr: 5.000e-05, eta: 18:26:43, time: 1.938, data_time: 0.026, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7708, loss_cls: 1.9628, loss: 1.9628, grad_norm: 15.2138 2020-09-20 23:10:47,225 - mmaction - INFO - Epoch [41][1740/3520] lr: 5.000e-05, eta: 18:26:04, time: 2.037, data_time: 0.098, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7729, loss_cls: 2.0326, loss: 2.0326, grad_norm: 15.4277 2020-09-20 23:11:25,185 - mmaction - INFO - Epoch [41][1760/3520] lr: 5.000e-05, eta: 18:25:24, time: 1.895, data_time: 0.005, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7771, loss_cls: 1.9454, loss: 1.9454, grad_norm: 14.9092 2020-09-20 23:12:02,858 - mmaction - INFO - Epoch [41][1780/3520] lr: 5.000e-05, eta: 18:24:44, time: 1.883, data_time: 0.086, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7781, loss_cls: 1.9113, loss: 1.9113, grad_norm: 14.9767 2020-09-20 23:12:42,708 - mmaction - INFO - Epoch [41][1800/3520] lr: 5.000e-05, eta: 18:24:04, time: 1.994, data_time: 0.101, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7802, loss_cls: 1.8796, loss: 1.8796, grad_norm: 15.0473 2020-09-20 23:13:22,883 - mmaction - INFO - Epoch [41][1820/3520] lr: 5.000e-05, eta: 18:23:24, time: 2.011, data_time: 0.474, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7500, loss_cls: 2.0236, loss: 2.0236, grad_norm: 15.1323 2020-09-20 23:14:03,195 - mmaction - INFO - Epoch [41][1840/3520] lr: 5.000e-05, eta: 18:22:45, time: 2.015, data_time: 0.600, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7698, loss_cls: 1.9843, loss: 1.9843, grad_norm: 14.8443 2020-09-20 23:14:40,258 - mmaction - INFO - Epoch [41][1860/3520] lr: 5.000e-05, eta: 18:22:05, time: 1.853, data_time: 0.818, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7823, loss_cls: 1.8906, loss: 1.8906, grad_norm: 14.6613 2020-09-20 23:15:17,635 - mmaction - INFO - Epoch [41][1880/3520] lr: 5.000e-05, eta: 18:21:24, time: 1.868, data_time: 0.639, memory: 8337, top1_acc: 0.4781, top5_acc: 0.7615, loss_cls: 2.0403, loss: 2.0403, grad_norm: 15.6459 2020-09-20 23:15:57,348 - mmaction - INFO - Epoch [41][1900/3520] lr: 5.000e-05, eta: 18:20:45, time: 1.982, data_time: 0.196, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7937, loss_cls: 1.8558, loss: 1.8558, grad_norm: 14.8444 2020-09-20 23:16:36,956 - mmaction - INFO - Epoch [41][1920/3520] lr: 5.000e-05, eta: 18:20:05, time: 1.983, data_time: 0.085, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7552, loss_cls: 2.0377, loss: 2.0377, grad_norm: 15.1525 2020-09-20 23:17:16,686 - mmaction - INFO - Epoch [41][1940/3520] lr: 5.000e-05, eta: 18:19:25, time: 1.984, data_time: 0.177, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7719, loss_cls: 2.0019, loss: 2.0019, grad_norm: 15.0739 2020-09-20 23:17:55,129 - mmaction - INFO - Epoch [41][1960/3520] lr: 5.000e-05, eta: 18:18:45, time: 1.926, data_time: 0.044, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7990, loss_cls: 1.8941, loss: 1.8941, grad_norm: 14.8618 2020-09-20 23:18:32,708 - mmaction - INFO - Epoch [41][1980/3520] lr: 5.000e-05, eta: 18:18:05, time: 1.876, data_time: 0.024, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7792, loss_cls: 1.9458, loss: 1.9458, grad_norm: 15.3478 2020-09-20 23:19:09,734 - mmaction - INFO - Epoch [41][2000/3520] lr: 5.000e-05, eta: 18:17:25, time: 1.855, data_time: 0.007, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7812, loss_cls: 1.9730, loss: 1.9730, grad_norm: 15.2522 2020-09-20 23:19:48,247 - mmaction - INFO - Epoch [41][2020/3520] lr: 5.000e-05, eta: 18:16:45, time: 1.922, data_time: 0.005, memory: 8337, top1_acc: 0.5219, top5_acc: 0.8073, loss_cls: 1.8679, loss: 1.8679, grad_norm: 14.5747 2020-09-20 23:20:28,072 - mmaction - INFO - Epoch [41][2040/3520] lr: 5.000e-05, eta: 18:16:05, time: 1.994, data_time: 0.007, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7760, loss_cls: 1.9683, loss: 1.9683, grad_norm: 15.1807 2020-09-20 23:21:08,295 - mmaction - INFO - Epoch [41][2060/3520] lr: 5.000e-05, eta: 18:15:26, time: 2.011, data_time: 0.115, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7875, loss_cls: 1.8905, loss: 1.8905, grad_norm: 14.5910 2020-09-20 23:21:47,511 - mmaction - INFO - Epoch [41][2080/3520] lr: 5.000e-05, eta: 18:14:46, time: 1.958, data_time: 0.004, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7781, loss_cls: 1.9516, loss: 1.9516, grad_norm: 15.1622 2020-09-20 23:22:26,194 - mmaction - INFO - Epoch [41][2100/3520] lr: 5.000e-05, eta: 18:14:06, time: 1.935, data_time: 0.008, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7646, loss_cls: 2.0106, loss: 2.0106, grad_norm: 15.7364 2020-09-20 23:23:07,369 - mmaction - INFO - Epoch [41][2120/3520] lr: 5.000e-05, eta: 18:13:27, time: 2.060, data_time: 0.007, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7604, loss_cls: 2.0189, loss: 2.0189, grad_norm: 15.6716 2020-09-20 23:23:46,017 - mmaction - INFO - Epoch [41][2140/3520] lr: 5.000e-05, eta: 18:12:47, time: 1.933, data_time: 0.005, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7854, loss_cls: 1.8949, loss: 1.8949, grad_norm: 14.5810 2020-09-20 23:24:25,925 - mmaction - INFO - Epoch [41][2160/3520] lr: 5.000e-05, eta: 18:12:07, time: 1.995, data_time: 0.002, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7802, loss_cls: 1.9063, loss: 1.9063, grad_norm: 14.5331 2020-09-20 23:25:05,234 - mmaction - INFO - Epoch [41][2180/3520] lr: 5.000e-05, eta: 18:11:28, time: 1.964, data_time: 0.286, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7854, loss_cls: 1.9168, loss: 1.9168, grad_norm: 14.8984 2020-09-20 23:25:42,559 - mmaction - INFO - Epoch [41][2200/3520] lr: 5.000e-05, eta: 18:10:47, time: 1.868, data_time: 0.141, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7719, loss_cls: 1.9521, loss: 1.9521, grad_norm: 15.0070 2020-09-20 23:26:23,054 - mmaction - INFO - Epoch [41][2220/3520] lr: 5.000e-05, eta: 18:10:08, time: 2.024, data_time: 0.207, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7708, loss_cls: 1.9389, loss: 1.9389, grad_norm: 14.8772 2020-09-20 23:27:02,633 - mmaction - INFO - Epoch [41][2240/3520] lr: 5.000e-05, eta: 18:09:28, time: 1.980, data_time: 0.360, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7937, loss_cls: 1.9226, loss: 1.9226, grad_norm: 15.1462 2020-09-20 23:27:40,033 - mmaction - INFO - Epoch [41][2260/3520] lr: 5.000e-05, eta: 18:08:48, time: 1.866, data_time: 0.019, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7667, loss_cls: 1.9753, loss: 1.9753, grad_norm: 15.5198 2020-09-20 23:28:20,612 - mmaction - INFO - Epoch [41][2280/3520] lr: 5.000e-05, eta: 18:08:09, time: 2.032, data_time: 0.089, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7656, loss_cls: 1.9839, loss: 1.9839, grad_norm: 15.0220 2020-09-20 23:29:00,835 - mmaction - INFO - Epoch [41][2300/3520] lr: 5.000e-05, eta: 18:07:29, time: 2.010, data_time: 0.124, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7771, loss_cls: 1.9370, loss: 1.9370, grad_norm: 15.3307 2020-09-20 23:29:38,440 - mmaction - INFO - Epoch [41][2320/3520] lr: 5.000e-05, eta: 18:06:49, time: 1.882, data_time: 0.053, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7865, loss_cls: 1.9094, loss: 1.9094, grad_norm: 14.4319 2020-09-20 23:30:18,443 - mmaction - INFO - Epoch [41][2340/3520] lr: 5.000e-05, eta: 18:06:09, time: 1.997, data_time: 0.008, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7615, loss_cls: 2.0285, loss: 2.0285, grad_norm: 15.4236 2020-09-20 23:30:58,551 - mmaction - INFO - Epoch [41][2360/3520] lr: 5.000e-05, eta: 18:05:30, time: 2.007, data_time: 0.031, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7802, loss_cls: 1.8620, loss: 1.8620, grad_norm: 14.7695 2020-09-20 23:31:36,095 - mmaction - INFO - Epoch [41][2380/3520] lr: 5.000e-05, eta: 18:04:50, time: 1.879, data_time: 0.008, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8010, loss_cls: 1.8752, loss: 1.8752, grad_norm: 15.3699 2020-09-20 23:32:15,561 - mmaction - INFO - Epoch [41][2400/3520] lr: 5.000e-05, eta: 18:04:10, time: 1.973, data_time: 0.004, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7531, loss_cls: 2.0326, loss: 2.0326, grad_norm: 15.0452 2020-09-20 23:32:53,942 - mmaction - INFO - Epoch [41][2420/3520] lr: 5.000e-05, eta: 18:03:30, time: 1.916, data_time: 0.572, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9881, loss: 1.9881, grad_norm: 15.2804 2020-09-20 23:33:34,254 - mmaction - INFO - Epoch [41][2440/3520] lr: 5.000e-05, eta: 18:02:50, time: 2.017, data_time: 0.091, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7729, loss_cls: 1.9746, loss: 1.9746, grad_norm: 15.8443 2020-09-20 23:34:12,636 - mmaction - INFO - Epoch [41][2460/3520] lr: 5.000e-05, eta: 18:02:11, time: 1.920, data_time: 0.411, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7687, loss_cls: 1.9958, loss: 1.9958, grad_norm: 14.9811 2020-09-20 23:34:51,081 - mmaction - INFO - Epoch [41][2480/3520] lr: 5.000e-05, eta: 18:01:31, time: 1.920, data_time: 0.177, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7573, loss_cls: 2.0278, loss: 2.0278, grad_norm: 15.4054 2020-09-20 23:35:30,639 - mmaction - INFO - Epoch [41][2500/3520] lr: 5.000e-05, eta: 18:00:51, time: 1.981, data_time: 0.347, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7594, loss_cls: 2.0676, loss: 2.0676, grad_norm: 16.1126 2020-09-20 23:36:09,903 - mmaction - INFO - Epoch [41][2520/3520] lr: 5.000e-05, eta: 18:00:11, time: 1.961, data_time: 0.287, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7781, loss_cls: 1.9909, loss: 1.9909, grad_norm: 14.9941 2020-09-20 23:36:48,010 - mmaction - INFO - Epoch [41][2540/3520] lr: 5.000e-05, eta: 17:59:31, time: 1.907, data_time: 0.313, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7760, loss_cls: 1.9228, loss: 1.9228, grad_norm: 15.1281 2020-09-20 23:37:26,248 - mmaction - INFO - Epoch [41][2560/3520] lr: 5.000e-05, eta: 17:58:51, time: 1.909, data_time: 0.007, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.9191, loss: 1.9191, grad_norm: 14.8653 2020-09-20 23:38:05,049 - mmaction - INFO - Epoch [41][2580/3520] lr: 5.000e-05, eta: 17:58:11, time: 1.943, data_time: 0.021, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7813, loss_cls: 1.9667, loss: 1.9667, grad_norm: 15.0773 2020-09-20 23:38:45,064 - mmaction - INFO - Epoch [41][2600/3520] lr: 5.000e-05, eta: 17:57:32, time: 2.000, data_time: 0.603, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7958, loss_cls: 1.8689, loss: 1.8689, grad_norm: 14.6370 2020-09-20 23:39:23,393 - mmaction - INFO - Epoch [41][2620/3520] lr: 5.000e-05, eta: 17:56:52, time: 1.917, data_time: 0.040, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7844, loss_cls: 1.8509, loss: 1.8509, grad_norm: 14.4868 2020-09-20 23:40:00,065 - mmaction - INFO - Epoch [41][2640/3520] lr: 5.000e-05, eta: 17:56:11, time: 1.834, data_time: 0.009, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7781, loss_cls: 1.8722, loss: 1.8722, grad_norm: 15.0082 2020-09-20 23:40:39,357 - mmaction - INFO - Epoch [41][2660/3520] lr: 5.000e-05, eta: 17:55:32, time: 1.960, data_time: 0.111, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7927, loss_cls: 1.9403, loss: 1.9403, grad_norm: 15.0531 2020-09-20 23:41:19,252 - mmaction - INFO - Epoch [41][2680/3520] lr: 5.000e-05, eta: 17:54:52, time: 1.999, data_time: 0.032, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7687, loss_cls: 1.9530, loss: 1.9530, grad_norm: 14.8406 2020-09-20 23:41:56,757 - mmaction - INFO - Epoch [41][2700/3520] lr: 5.000e-05, eta: 17:54:12, time: 1.876, data_time: 0.180, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7896, loss_cls: 1.9001, loss: 1.9001, grad_norm: 14.8956 2020-09-20 23:42:34,723 - mmaction - INFO - Epoch [41][2720/3520] lr: 5.000e-05, eta: 17:53:32, time: 1.897, data_time: 0.032, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7646, loss_cls: 2.0310, loss: 2.0310, grad_norm: 15.3039 2020-09-20 23:43:13,414 - mmaction - INFO - Epoch [41][2740/3520] lr: 5.000e-05, eta: 17:52:52, time: 1.935, data_time: 0.020, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7667, loss_cls: 1.9877, loss: 1.9877, grad_norm: 14.9286 2020-09-20 23:43:52,241 - mmaction - INFO - Epoch [41][2760/3520] lr: 5.000e-05, eta: 17:52:12, time: 1.941, data_time: 0.526, memory: 8337, top1_acc: 0.5510, top5_acc: 0.7948, loss_cls: 1.8257, loss: 1.8257, grad_norm: 14.9004 2020-09-20 23:44:31,294 - mmaction - INFO - Epoch [41][2780/3520] lr: 5.000e-05, eta: 17:51:32, time: 1.952, data_time: 0.178, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7823, loss_cls: 1.9535, loss: 1.9535, grad_norm: 15.4317 2020-09-20 23:45:11,401 - mmaction - INFO - Epoch [41][2800/3520] lr: 5.000e-05, eta: 17:50:53, time: 2.002, data_time: 0.159, memory: 8337, top1_acc: 0.5156, top5_acc: 0.8063, loss_cls: 1.8688, loss: 1.8688, grad_norm: 14.5659 2020-09-20 23:45:50,340 - mmaction - INFO - Epoch [41][2820/3520] lr: 5.000e-05, eta: 17:50:13, time: 1.948, data_time: 0.061, memory: 8337, top1_acc: 0.5312, top5_acc: 0.8125, loss_cls: 1.9030, loss: 1.9030, grad_norm: 15.1131 2020-09-20 23:46:28,534 - mmaction - INFO - Epoch [41][2840/3520] lr: 5.000e-05, eta: 17:49:33, time: 1.905, data_time: 0.126, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8135, loss_cls: 1.8290, loss: 1.8290, grad_norm: 14.8197 2020-09-20 23:47:07,948 - mmaction - INFO - Epoch [41][2860/3520] lr: 5.000e-05, eta: 17:48:53, time: 1.978, data_time: 0.209, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7708, loss_cls: 2.0116, loss: 2.0116, grad_norm: 15.4538 2020-09-20 23:47:46,312 - mmaction - INFO - Epoch [41][2880/3520] lr: 5.000e-05, eta: 17:48:13, time: 1.917, data_time: 0.018, memory: 8337, top1_acc: 0.5292, top5_acc: 0.8000, loss_cls: 1.8969, loss: 1.8969, grad_norm: 15.1204 2020-09-20 23:48:25,089 - mmaction - INFO - Epoch [41][2900/3520] lr: 5.000e-05, eta: 17:47:33, time: 1.939, data_time: 0.004, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7781, loss_cls: 1.9344, loss: 1.9344, grad_norm: 14.8037 2020-09-20 23:49:04,792 - mmaction - INFO - Epoch [41][2920/3520] lr: 5.000e-05, eta: 17:46:54, time: 1.983, data_time: 0.329, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7885, loss_cls: 1.9296, loss: 1.9296, grad_norm: 14.9798 2020-09-20 23:49:42,947 - mmaction - INFO - Epoch [41][2940/3520] lr: 5.000e-05, eta: 17:46:14, time: 1.911, data_time: 0.276, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7688, loss_cls: 1.9859, loss: 1.9859, grad_norm: 15.5373 2020-09-20 23:50:23,358 - mmaction - INFO - Epoch [41][2960/3520] lr: 5.000e-05, eta: 17:45:34, time: 2.019, data_time: 0.312, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7646, loss_cls: 2.0055, loss: 2.0055, grad_norm: 15.2721 2020-09-20 23:51:03,343 - mmaction - INFO - Epoch [41][2980/3520] lr: 5.000e-05, eta: 17:44:55, time: 1.998, data_time: 0.163, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7729, loss_cls: 2.0008, loss: 2.0008, grad_norm: 15.8866 2020-09-20 23:51:41,832 - mmaction - INFO - Epoch [41][3000/3520] lr: 5.000e-05, eta: 17:44:15, time: 1.922, data_time: 0.157, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7698, loss_cls: 1.9755, loss: 1.9755, grad_norm: 15.6298 2020-09-20 23:52:21,486 - mmaction - INFO - Epoch [41][3020/3520] lr: 5.000e-05, eta: 17:43:35, time: 1.989, data_time: 0.101, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7490, loss_cls: 1.9698, loss: 1.9698, grad_norm: 15.1871 2020-09-20 23:53:01,035 - mmaction - INFO - Epoch [41][3040/3520] lr: 5.000e-05, eta: 17:42:55, time: 1.973, data_time: 0.216, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7969, loss_cls: 1.9118, loss: 1.9118, grad_norm: 15.0534 2020-09-20 23:53:38,856 - mmaction - INFO - Epoch [41][3060/3520] lr: 5.000e-05, eta: 17:42:15, time: 1.895, data_time: 0.072, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7552, loss_cls: 1.9617, loss: 1.9617, grad_norm: 15.0368 2020-09-20 23:54:19,453 - mmaction - INFO - Epoch [41][3080/3520] lr: 5.000e-05, eta: 17:41:36, time: 2.030, data_time: 0.519, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7979, loss_cls: 1.8886, loss: 1.8886, grad_norm: 15.0696 2020-09-20 23:55:00,047 - mmaction - INFO - Epoch [41][3100/3520] lr: 5.000e-05, eta: 17:40:56, time: 2.030, data_time: 0.291, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7979, loss_cls: 1.8945, loss: 1.8945, grad_norm: 15.1454 2020-09-20 23:55:39,865 - mmaction - INFO - Epoch [41][3120/3520] lr: 5.000e-05, eta: 17:40:17, time: 1.987, data_time: 0.205, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7969, loss_cls: 1.8647, loss: 1.8647, grad_norm: 14.5805 2020-09-20 23:56:18,399 - mmaction - INFO - Epoch [41][3140/3520] lr: 5.000e-05, eta: 17:39:37, time: 1.930, data_time: 0.092, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8083, loss_cls: 1.8822, loss: 1.8822, grad_norm: 15.1289 2020-09-20 23:56:56,990 - mmaction - INFO - Epoch [41][3160/3520] lr: 5.000e-05, eta: 17:38:57, time: 1.926, data_time: 0.047, memory: 8337, top1_acc: 0.4708, top5_acc: 0.7677, loss_cls: 2.0822, loss: 2.0822, grad_norm: 15.6351 2020-09-20 23:57:37,206 - mmaction - INFO - Epoch [41][3180/3520] lr: 5.000e-05, eta: 17:38:17, time: 2.015, data_time: 0.020, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7927, loss_cls: 1.9253, loss: 1.9253, grad_norm: 15.5942 2020-09-20 23:58:13,936 - mmaction - INFO - Epoch [41][3200/3520] lr: 5.000e-05, eta: 17:37:37, time: 1.837, data_time: 0.085, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7865, loss_cls: 1.8347, loss: 1.8347, grad_norm: 14.5775 2020-09-20 23:58:51,899 - mmaction - INFO - Epoch [41][3220/3520] lr: 5.000e-05, eta: 17:36:57, time: 1.898, data_time: 0.225, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7729, loss_cls: 1.9234, loss: 1.9234, grad_norm: 14.8205 2020-09-20 23:59:30,002 - mmaction - INFO - Epoch [41][3240/3520] lr: 5.000e-05, eta: 17:36:17, time: 1.902, data_time: 0.032, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.9108, loss: 1.9108, grad_norm: 15.0746 2020-09-21 00:00:16,097 - mmaction - INFO - Epoch [41][3260/3520] lr: 5.000e-05, eta: 17:35:39, time: 2.285, data_time: 0.053, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7927, loss_cls: 1.8224, loss: 1.8224, grad_norm: 14.5085 2020-09-21 00:00:55,034 - mmaction - INFO - Epoch [41][3280/3520] lr: 5.000e-05, eta: 17:34:59, time: 1.965, data_time: 0.203, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7688, loss_cls: 1.9392, loss: 1.9392, grad_norm: 15.5103 2020-09-21 00:01:34,039 - mmaction - INFO - Epoch [41][3300/3520] lr: 5.000e-05, eta: 17:34:19, time: 1.955, data_time: 0.016, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7760, loss_cls: 1.9895, loss: 1.9895, grad_norm: 15.4151 2020-09-21 00:02:12,711 - mmaction - INFO - Epoch [41][3320/3520] lr: 5.000e-05, eta: 17:33:39, time: 1.933, data_time: 0.012, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7667, loss_cls: 1.9579, loss: 1.9579, grad_norm: 15.2561 2020-09-21 00:02:51,280 - mmaction - INFO - Epoch [41][3340/3520] lr: 5.000e-05, eta: 17:32:59, time: 1.928, data_time: 0.060, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7677, loss_cls: 2.0067, loss: 2.0067, grad_norm: 15.5266 2020-09-21 00:03:30,353 - mmaction - INFO - Epoch [41][3360/3520] lr: 5.000e-05, eta: 17:32:20, time: 1.951, data_time: 0.816, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7833, loss_cls: 2.0059, loss: 2.0059, grad_norm: 15.1880 2020-09-21 00:04:07,752 - mmaction - INFO - Epoch [41][3380/3520] lr: 5.000e-05, eta: 17:31:39, time: 1.868, data_time: 0.241, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7604, loss_cls: 1.9875, loss: 1.9875, grad_norm: 15.5946 2020-09-21 00:04:48,377 - mmaction - INFO - Epoch [41][3400/3520] lr: 5.000e-05, eta: 17:31:00, time: 2.036, data_time: 0.028, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7688, loss_cls: 2.0046, loss: 2.0046, grad_norm: 15.3217 2020-09-21 00:05:27,051 - mmaction - INFO - Epoch [41][3420/3520] lr: 5.000e-05, eta: 17:30:20, time: 1.935, data_time: 0.144, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7792, loss_cls: 1.9302, loss: 1.9302, grad_norm: 15.7083 2020-09-21 00:06:06,426 - mmaction - INFO - Epoch [41][3440/3520] lr: 5.000e-05, eta: 17:29:40, time: 1.968, data_time: 0.229, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7708, loss_cls: 1.9547, loss: 1.9547, grad_norm: 14.8787 2020-09-21 00:06:43,807 - mmaction - INFO - Epoch [41][3460/3520] lr: 5.000e-05, eta: 17:29:00, time: 1.869, data_time: 0.004, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7896, loss_cls: 1.8762, loss: 1.8762, grad_norm: 14.6993 2020-09-21 00:07:23,984 - mmaction - INFO - Epoch [41][3480/3520] lr: 5.000e-05, eta: 17:28:21, time: 2.006, data_time: 0.060, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7969, loss_cls: 1.8697, loss: 1.8697, grad_norm: 14.4719 2020-09-21 00:08:01,786 - mmaction - INFO - Epoch [41][3500/3520] lr: 5.000e-05, eta: 17:27:41, time: 1.893, data_time: 0.005, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7760, loss_cls: 1.9451, loss: 1.9451, grad_norm: 14.9654 2020-09-21 00:08:38,648 - mmaction - INFO - Epoch [41][3520/3520] lr: 5.000e-05, eta: 17:27:00, time: 1.843, data_time: 0.015, memory: 8337, top1_acc: 0.5152, top5_acc: 0.7576, loss_cls: 1.9844, loss: 1.9844, grad_norm: 15.6535 2020-09-21 00:08:56,919 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-09-21 00:11:07,706 - mmaction - INFO - Epoch [42][20/3520] lr: 5.000e-05, eta: 17:26:40, time: 6.497, data_time: 4.858, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7979, loss_cls: 1.8273, loss: 1.8273, grad_norm: 15.2144 2020-09-21 00:11:47,461 - mmaction - INFO - Epoch [42][40/3520] lr: 5.000e-05, eta: 17:26:01, time: 1.999, data_time: 0.628, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7719, loss_cls: 1.9254, loss: 1.9254, grad_norm: 15.3354 2020-09-21 00:12:26,985 - mmaction - INFO - Epoch [42][60/3520] lr: 5.000e-05, eta: 17:25:21, time: 1.973, data_time: 0.068, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7760, loss_cls: 1.9801, loss: 1.9801, grad_norm: 15.7562 2020-09-21 00:13:05,374 - mmaction - INFO - Epoch [42][80/3520] lr: 5.000e-05, eta: 17:24:41, time: 1.923, data_time: 0.253, memory: 8337, top1_acc: 0.5125, top5_acc: 0.8010, loss_cls: 1.8689, loss: 1.8689, grad_norm: 14.6262 2020-09-21 00:13:45,506 - mmaction - INFO - Epoch [42][100/3520] lr: 5.000e-05, eta: 17:24:02, time: 2.001, data_time: 0.995, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7750, loss_cls: 1.9830, loss: 1.9830, grad_norm: 15.4890 2020-09-21 00:14:24,699 - mmaction - INFO - Epoch [42][120/3520] lr: 5.000e-05, eta: 17:23:22, time: 1.964, data_time: 0.229, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7615, loss_cls: 1.9761, loss: 1.9761, grad_norm: 15.6357 2020-09-21 00:15:04,524 - mmaction - INFO - Epoch [42][140/3520] lr: 5.000e-05, eta: 17:22:42, time: 1.984, data_time: 0.280, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7885, loss_cls: 1.9091, loss: 1.9091, grad_norm: 14.9147 2020-09-21 00:15:43,338 - mmaction - INFO - Epoch [42][160/3520] lr: 5.000e-05, eta: 17:22:02, time: 1.946, data_time: 0.380, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7781, loss_cls: 1.9682, loss: 1.9682, grad_norm: 15.3931 2020-09-21 00:16:21,542 - mmaction - INFO - Epoch [42][180/3520] lr: 5.000e-05, eta: 17:21:22, time: 1.913, data_time: 0.008, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8052, loss_cls: 1.8044, loss: 1.8044, grad_norm: 14.3693 2020-09-21 00:17:01,141 - mmaction - INFO - Epoch [42][200/3520] lr: 5.000e-05, eta: 17:20:43, time: 1.981, data_time: 0.389, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7948, loss_cls: 1.8928, loss: 1.8928, grad_norm: 15.0621 2020-09-21 00:17:40,814 - mmaction - INFO - Epoch [42][220/3520] lr: 5.000e-05, eta: 17:20:03, time: 1.983, data_time: 0.064, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7937, loss_cls: 1.9255, loss: 1.9255, grad_norm: 15.3564 2020-09-21 00:18:18,064 - mmaction - INFO - Epoch [42][240/3520] lr: 5.000e-05, eta: 17:19:23, time: 1.861, data_time: 0.006, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7854, loss_cls: 1.9410, loss: 1.9410, grad_norm: 15.0904 2020-09-21 00:18:58,212 - mmaction - INFO - Epoch [42][260/3520] lr: 5.000e-05, eta: 17:18:43, time: 2.008, data_time: 0.027, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7833, loss_cls: 1.9143, loss: 1.9143, grad_norm: 15.4051 2020-09-21 00:19:36,779 - mmaction - INFO - Epoch [42][280/3520] lr: 5.000e-05, eta: 17:18:03, time: 1.929, data_time: 0.012, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9559, loss: 1.9559, grad_norm: 15.1935 2020-09-21 00:20:17,625 - mmaction - INFO - Epoch [42][300/3520] lr: 5.000e-05, eta: 17:17:24, time: 2.042, data_time: 0.268, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8208, loss_cls: 1.7768, loss: 1.7768, grad_norm: 15.0788 2020-09-21 00:20:54,788 - mmaction - INFO - Epoch [42][320/3520] lr: 5.000e-05, eta: 17:16:44, time: 1.859, data_time: 0.013, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 2.0055, loss: 2.0055, grad_norm: 15.6153 2020-09-21 00:21:33,139 - mmaction - INFO - Epoch [42][340/3520] lr: 5.000e-05, eta: 17:16:04, time: 1.915, data_time: 0.006, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7844, loss_cls: 1.8723, loss: 1.8723, grad_norm: 14.9171 2020-09-21 00:22:13,273 - mmaction - INFO - Epoch [42][360/3520] lr: 5.000e-05, eta: 17:15:24, time: 2.009, data_time: 0.104, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7969, loss_cls: 1.9087, loss: 1.9087, grad_norm: 15.1174 2020-09-21 00:22:53,108 - mmaction - INFO - Epoch [42][380/3520] lr: 5.000e-05, eta: 17:14:45, time: 1.989, data_time: 0.201, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7823, loss_cls: 1.9430, loss: 1.9430, grad_norm: 15.3340 2020-09-21 00:23:30,822 - mmaction - INFO - Epoch [42][400/3520] lr: 5.000e-05, eta: 17:14:04, time: 1.889, data_time: 0.024, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7583, loss_cls: 2.0139, loss: 2.0139, grad_norm: 15.4115 2020-09-21 00:24:09,474 - mmaction - INFO - Epoch [42][420/3520] lr: 5.000e-05, eta: 17:13:25, time: 1.931, data_time: 0.151, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7896, loss_cls: 1.8742, loss: 1.8742, grad_norm: 14.9216 2020-09-21 00:24:48,294 - mmaction - INFO - Epoch [42][440/3520] lr: 5.000e-05, eta: 17:12:45, time: 1.943, data_time: 0.076, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7937, loss_cls: 1.9290, loss: 1.9290, grad_norm: 14.8741 2020-09-21 00:25:27,274 - mmaction - INFO - Epoch [42][460/3520] lr: 5.000e-05, eta: 17:12:05, time: 1.949, data_time: 0.006, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7948, loss_cls: 1.8641, loss: 1.8641, grad_norm: 14.9094 2020-09-21 00:26:05,638 - mmaction - INFO - Epoch [42][480/3520] lr: 5.000e-05, eta: 17:11:25, time: 1.918, data_time: 0.221, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7885, loss_cls: 1.9555, loss: 1.9555, grad_norm: 14.8780 2020-09-21 00:26:44,642 - mmaction - INFO - Epoch [42][500/3520] lr: 5.000e-05, eta: 17:10:45, time: 1.949, data_time: 0.005, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7750, loss_cls: 1.9815, loss: 1.9815, grad_norm: 15.1324 2020-09-21 00:27:24,380 - mmaction - INFO - Epoch [42][520/3520] lr: 5.000e-05, eta: 17:10:05, time: 1.987, data_time: 0.006, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7698, loss_cls: 1.9920, loss: 1.9920, grad_norm: 15.7062 2020-09-21 00:28:03,014 - mmaction - INFO - Epoch [42][540/3520] lr: 5.000e-05, eta: 17:09:26, time: 1.931, data_time: 0.040, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7781, loss_cls: 1.9947, loss: 1.9947, grad_norm: 15.9063 2020-09-21 00:28:43,940 - mmaction - INFO - Epoch [42][560/3520] lr: 5.000e-05, eta: 17:08:46, time: 2.048, data_time: 0.968, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7521, loss_cls: 2.0529, loss: 2.0529, grad_norm: 15.5792 2020-09-21 00:29:20,894 - mmaction - INFO - Epoch [42][580/3520] lr: 5.000e-05, eta: 17:08:06, time: 1.845, data_time: 0.224, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8135, loss_cls: 1.8510, loss: 1.8510, grad_norm: 15.4521 2020-09-21 00:30:00,515 - mmaction - INFO - Epoch [42][600/3520] lr: 5.000e-05, eta: 17:07:26, time: 1.984, data_time: 0.008, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7854, loss_cls: 1.9441, loss: 1.9441, grad_norm: 15.6143 2020-09-21 00:30:38,667 - mmaction - INFO - Epoch [42][620/3520] lr: 5.000e-05, eta: 17:06:46, time: 1.908, data_time: 0.073, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7833, loss_cls: 1.9005, loss: 1.9005, grad_norm: 15.3968 2020-09-21 00:31:16,949 - mmaction - INFO - Epoch [42][640/3520] lr: 5.000e-05, eta: 17:06:06, time: 1.914, data_time: 0.005, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7552, loss_cls: 2.0585, loss: 2.0585, grad_norm: 15.9683 2020-09-21 00:31:52,786 - mmaction - INFO - Epoch [42][660/3520] lr: 5.000e-05, eta: 17:05:26, time: 1.788, data_time: 0.048, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7687, loss_cls: 1.9541, loss: 1.9541, grad_norm: 15.1570 2020-09-21 00:32:30,636 - mmaction - INFO - Epoch [42][680/3520] lr: 5.000e-05, eta: 17:04:46, time: 1.892, data_time: 0.008, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 1.9367, loss: 1.9367, grad_norm: 15.3113 2020-09-21 00:33:11,866 - mmaction - INFO - Epoch [42][700/3520] lr: 5.000e-05, eta: 17:04:06, time: 2.064, data_time: 0.050, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7833, loss_cls: 1.9653, loss: 1.9653, grad_norm: 14.8566 2020-09-21 00:33:48,879 - mmaction - INFO - Epoch [42][720/3520] lr: 5.000e-05, eta: 17:03:26, time: 1.852, data_time: 0.034, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7594, loss_cls: 2.0240, loss: 2.0240, grad_norm: 15.2303 2020-09-21 00:34:28,677 - mmaction - INFO - Epoch [42][740/3520] lr: 5.000e-05, eta: 17:02:47, time: 1.988, data_time: 0.015, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7521, loss_cls: 2.0644, loss: 2.0644, grad_norm: 15.5631 2020-09-21 00:35:06,436 - mmaction - INFO - Epoch [42][760/3520] lr: 5.000e-05, eta: 17:02:06, time: 1.890, data_time: 0.058, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7677, loss_cls: 1.9906, loss: 1.9906, grad_norm: 15.5487 2020-09-21 00:35:44,601 - mmaction - INFO - Epoch [42][780/3520] lr: 5.000e-05, eta: 17:01:26, time: 1.909, data_time: 0.018, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.8610, loss: 1.8610, grad_norm: 14.9840 2020-09-21 00:36:22,766 - mmaction - INFO - Epoch [42][800/3520] lr: 5.000e-05, eta: 17:00:46, time: 1.908, data_time: 0.005, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7688, loss_cls: 1.9533, loss: 1.9533, grad_norm: 15.3347 2020-09-21 00:37:00,893 - mmaction - INFO - Epoch [42][820/3520] lr: 5.000e-05, eta: 17:00:06, time: 1.907, data_time: 0.498, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7896, loss_cls: 1.8697, loss: 1.8697, grad_norm: 14.8404 2020-09-21 00:37:40,536 - mmaction - INFO - Epoch [42][840/3520] lr: 5.000e-05, eta: 16:59:27, time: 1.982, data_time: 0.346, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7875, loss_cls: 1.8899, loss: 1.8899, grad_norm: 15.1327 2020-09-21 00:38:19,967 - mmaction - INFO - Epoch [42][860/3520] lr: 5.000e-05, eta: 16:58:47, time: 1.972, data_time: 0.008, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.9098, loss: 1.9098, grad_norm: 15.3651 2020-09-21 00:38:59,982 - mmaction - INFO - Epoch [42][880/3520] lr: 5.000e-05, eta: 16:58:07, time: 1.996, data_time: 0.828, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7687, loss_cls: 1.9807, loss: 1.9807, grad_norm: 15.2268 2020-09-21 00:39:38,235 - mmaction - INFO - Epoch [42][900/3520] lr: 5.000e-05, eta: 16:57:28, time: 1.918, data_time: 0.070, memory: 8337, top1_acc: 0.4792, top5_acc: 0.7562, loss_cls: 2.0222, loss: 2.0222, grad_norm: 15.4707 2020-09-21 00:40:18,266 - mmaction - INFO - Epoch [42][920/3520] lr: 5.000e-05, eta: 16:56:48, time: 2.001, data_time: 0.128, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8042, loss_cls: 1.8102, loss: 1.8102, grad_norm: 15.2660 2020-09-21 00:40:55,985 - mmaction - INFO - Epoch [42][940/3520] lr: 5.000e-05, eta: 16:56:08, time: 1.886, data_time: 0.130, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7937, loss_cls: 1.9128, loss: 1.9128, grad_norm: 14.9273 2020-09-21 00:41:34,641 - mmaction - INFO - Epoch [42][960/3520] lr: 5.000e-05, eta: 16:55:28, time: 1.927, data_time: 0.032, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.9052, loss: 1.9052, grad_norm: 14.7416 2020-09-21 00:42:13,163 - mmaction - INFO - Epoch [42][980/3520] lr: 5.000e-05, eta: 16:54:48, time: 1.931, data_time: 0.185, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7802, loss_cls: 1.9848, loss: 1.9848, grad_norm: 15.4955 2020-09-21 00:42:52,843 - mmaction - INFO - Epoch [42][1000/3520] lr: 5.000e-05, eta: 16:54:08, time: 1.981, data_time: 0.243, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7792, loss_cls: 1.8556, loss: 1.8556, grad_norm: 15.2751 2020-09-21 00:43:33,083 - mmaction - INFO - Epoch [42][1020/3520] lr: 5.000e-05, eta: 16:53:29, time: 2.012, data_time: 0.711, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7875, loss_cls: 1.9220, loss: 1.9220, grad_norm: 15.2586 2020-09-21 00:44:11,405 - mmaction - INFO - Epoch [42][1040/3520] lr: 5.000e-05, eta: 16:52:49, time: 1.917, data_time: 0.362, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7969, loss_cls: 1.8333, loss: 1.8333, grad_norm: 14.8092 2020-09-21 00:44:50,254 - mmaction - INFO - Epoch [42][1060/3520] lr: 5.000e-05, eta: 16:52:09, time: 1.943, data_time: 0.795, memory: 8337, top1_acc: 0.5646, top5_acc: 0.7969, loss_cls: 1.8122, loss: 1.8122, grad_norm: 14.9437 2020-09-21 00:45:27,444 - mmaction - INFO - Epoch [42][1080/3520] lr: 5.000e-05, eta: 16:51:29, time: 1.859, data_time: 0.051, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7667, loss_cls: 1.9844, loss: 1.9844, grad_norm: 15.7318 2020-09-21 00:46:06,466 - mmaction - INFO - Epoch [42][1100/3520] lr: 5.000e-05, eta: 16:50:49, time: 1.952, data_time: 0.120, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7969, loss_cls: 1.9255, loss: 1.9255, grad_norm: 15.1194 2020-09-21 00:46:47,842 - mmaction - INFO - Epoch [42][1120/3520] lr: 5.000e-05, eta: 16:50:10, time: 2.068, data_time: 0.096, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7677, loss_cls: 1.9875, loss: 1.9875, grad_norm: 14.8896 2020-09-21 00:47:25,624 - mmaction - INFO - Epoch [42][1140/3520] lr: 5.000e-05, eta: 16:49:30, time: 1.889, data_time: 0.867, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7896, loss_cls: 1.8899, loss: 1.8899, grad_norm: 15.0262 2020-09-21 00:48:03,968 - mmaction - INFO - Epoch [42][1160/3520] lr: 5.000e-05, eta: 16:48:50, time: 1.914, data_time: 0.075, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7573, loss_cls: 1.9974, loss: 1.9974, grad_norm: 15.3144 2020-09-21 00:48:41,632 - mmaction - INFO - Epoch [42][1180/3520] lr: 5.000e-05, eta: 16:48:10, time: 1.887, data_time: 0.600, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7833, loss_cls: 1.9055, loss: 1.9055, grad_norm: 15.0290 2020-09-21 00:49:20,616 - mmaction - INFO - Epoch [42][1200/3520] lr: 5.000e-05, eta: 16:47:30, time: 1.949, data_time: 0.039, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7865, loss_cls: 1.9349, loss: 1.9349, grad_norm: 15.2590 2020-09-21 00:50:00,143 - mmaction - INFO - Epoch [42][1220/3520] lr: 5.000e-05, eta: 16:46:50, time: 1.972, data_time: 0.241, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7583, loss_cls: 1.9667, loss: 1.9667, grad_norm: 15.3064 2020-09-21 00:50:39,326 - mmaction - INFO - Epoch [42][1240/3520] lr: 5.000e-05, eta: 16:46:10, time: 1.961, data_time: 0.441, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7833, loss_cls: 1.8515, loss: 1.8515, grad_norm: 14.8048 2020-09-21 00:51:18,470 - mmaction - INFO - Epoch [42][1260/3520] lr: 5.000e-05, eta: 16:45:31, time: 1.959, data_time: 0.008, memory: 8337, top1_acc: 0.4979, top5_acc: 0.8000, loss_cls: 1.9212, loss: 1.9212, grad_norm: 15.3830 2020-09-21 00:51:59,252 - mmaction - INFO - Epoch [42][1280/3520] lr: 5.000e-05, eta: 16:44:51, time: 2.038, data_time: 0.006, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7698, loss_cls: 1.9438, loss: 1.9438, grad_norm: 15.3774 2020-09-21 00:52:36,867 - mmaction - INFO - Epoch [42][1300/3520] lr: 5.000e-05, eta: 16:44:11, time: 1.880, data_time: 0.356, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7813, loss_cls: 1.9432, loss: 1.9432, grad_norm: 15.3572 2020-09-21 00:53:16,840 - mmaction - INFO - Epoch [42][1320/3520] lr: 5.000e-05, eta: 16:43:31, time: 2.001, data_time: 0.389, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7917, loss_cls: 1.8996, loss: 1.8996, grad_norm: 15.4811 2020-09-21 00:53:54,898 - mmaction - INFO - Epoch [42][1340/3520] lr: 5.000e-05, eta: 16:42:51, time: 1.901, data_time: 0.143, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9477, loss: 1.9477, grad_norm: 14.8909 2020-09-21 00:54:31,741 - mmaction - INFO - Epoch [42][1360/3520] lr: 5.000e-05, eta: 16:42:11, time: 1.843, data_time: 0.032, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7865, loss_cls: 1.9184, loss: 1.9184, grad_norm: 15.2085 2020-09-21 00:55:10,595 - mmaction - INFO - Epoch [42][1380/3520] lr: 5.000e-05, eta: 16:41:31, time: 1.943, data_time: 0.329, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7813, loss_cls: 1.8900, loss: 1.8900, grad_norm: 14.9210 2020-09-21 00:55:49,817 - mmaction - INFO - Epoch [42][1400/3520] lr: 5.000e-05, eta: 16:40:52, time: 1.957, data_time: 1.085, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7938, loss_cls: 1.8525, loss: 1.8525, grad_norm: 14.5994 2020-09-21 00:56:28,843 - mmaction - INFO - Epoch [42][1420/3520] lr: 5.000e-05, eta: 16:40:12, time: 1.952, data_time: 0.016, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7844, loss_cls: 1.9197, loss: 1.9197, grad_norm: 14.8754 2020-09-21 00:57:07,313 - mmaction - INFO - Epoch [42][1440/3520] lr: 5.000e-05, eta: 16:39:32, time: 1.926, data_time: 0.223, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7875, loss_cls: 1.9387, loss: 1.9387, grad_norm: 15.4576 2020-09-21 00:57:46,053 - mmaction - INFO - Epoch [42][1460/3520] lr: 5.000e-05, eta: 16:38:52, time: 1.934, data_time: 0.031, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7594, loss_cls: 1.9856, loss: 1.9856, grad_norm: 15.3971 2020-09-21 00:58:23,826 - mmaction - INFO - Epoch [42][1480/3520] lr: 5.000e-05, eta: 16:38:12, time: 1.889, data_time: 0.024, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.9163, loss: 1.9163, grad_norm: 15.1268 2020-09-21 00:59:02,668 - mmaction - INFO - Epoch [42][1500/3520] lr: 5.000e-05, eta: 16:37:32, time: 1.946, data_time: 0.260, memory: 8337, top1_acc: 0.5594, top5_acc: 0.8063, loss_cls: 1.7870, loss: 1.7870, grad_norm: 14.6150 2020-09-21 00:59:40,778 - mmaction - INFO - Epoch [42][1520/3520] lr: 5.000e-05, eta: 16:36:52, time: 1.905, data_time: 0.218, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7865, loss_cls: 1.9412, loss: 1.9412, grad_norm: 15.3954 2020-09-21 01:00:25,919 - mmaction - INFO - Epoch [42][1540/3520] lr: 5.000e-05, eta: 16:36:14, time: 2.243, data_time: 0.250, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8385, loss: 1.8385, grad_norm: 15.0960 2020-09-21 01:01:01,687 - mmaction - INFO - Epoch [42][1560/3520] lr: 5.000e-05, eta: 16:35:33, time: 1.799, data_time: 0.240, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7740, loss_cls: 1.9699, loss: 1.9699, grad_norm: 15.2625 2020-09-21 01:01:41,926 - mmaction - INFO - Epoch [42][1580/3520] lr: 5.000e-05, eta: 16:34:54, time: 2.015, data_time: 1.121, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7844, loss_cls: 1.9938, loss: 1.9938, grad_norm: 16.1125 2020-09-21 01:02:20,942 - mmaction - INFO - Epoch [42][1600/3520] lr: 5.000e-05, eta: 16:34:14, time: 1.952, data_time: 0.999, memory: 8337, top1_acc: 0.5656, top5_acc: 0.8010, loss_cls: 1.8484, loss: 1.8484, grad_norm: 14.8795 2020-09-21 01:02:58,782 - mmaction - INFO - Epoch [42][1620/3520] lr: 5.000e-05, eta: 16:33:34, time: 1.892, data_time: 0.017, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7958, loss_cls: 1.8692, loss: 1.8692, grad_norm: 14.9915 2020-09-21 01:03:37,821 - mmaction - INFO - Epoch [42][1640/3520] lr: 5.000e-05, eta: 16:32:54, time: 1.950, data_time: 0.056, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7615, loss_cls: 1.9621, loss: 1.9621, grad_norm: 15.8512 2020-09-21 01:04:16,060 - mmaction - INFO - Epoch [42][1660/3520] lr: 5.000e-05, eta: 16:32:14, time: 1.910, data_time: 0.058, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7854, loss_cls: 1.9786, loss: 1.9786, grad_norm: 15.3882 2020-09-21 01:04:54,786 - mmaction - INFO - Epoch [42][1680/3520] lr: 5.000e-05, eta: 16:31:34, time: 1.940, data_time: 0.172, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7771, loss_cls: 1.9326, loss: 1.9326, grad_norm: 15.4269 2020-09-21 01:05:33,487 - mmaction - INFO - Epoch [42][1700/3520] lr: 5.000e-05, eta: 16:30:54, time: 1.935, data_time: 0.243, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7948, loss_cls: 1.9208, loss: 1.9208, grad_norm: 15.3103 2020-09-21 01:06:10,720 - mmaction - INFO - Epoch [42][1720/3520] lr: 5.000e-05, eta: 16:30:14, time: 1.861, data_time: 0.410, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7823, loss_cls: 1.9245, loss: 1.9245, grad_norm: 15.3336 2020-09-21 01:06:49,201 - mmaction - INFO - Epoch [42][1740/3520] lr: 5.000e-05, eta: 16:29:34, time: 1.920, data_time: 0.005, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7750, loss_cls: 1.9593, loss: 1.9593, grad_norm: 15.6497 2020-09-21 01:07:28,105 - mmaction - INFO - Epoch [42][1760/3520] lr: 5.000e-05, eta: 16:28:54, time: 1.946, data_time: 0.031, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7865, loss_cls: 1.9192, loss: 1.9192, grad_norm: 14.9773 2020-09-21 01:08:06,769 - mmaction - INFO - Epoch [42][1780/3520] lr: 5.000e-05, eta: 16:28:15, time: 1.935, data_time: 0.154, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7750, loss_cls: 1.9494, loss: 1.9494, grad_norm: 15.5589 2020-09-21 01:08:44,041 - mmaction - INFO - Epoch [42][1800/3520] lr: 5.000e-05, eta: 16:27:34, time: 1.863, data_time: 0.029, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7656, loss_cls: 1.9858, loss: 1.9858, grad_norm: 15.7368 2020-09-21 01:09:23,860 - mmaction - INFO - Epoch [42][1820/3520] lr: 5.000e-05, eta: 16:26:55, time: 1.989, data_time: 0.037, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7917, loss_cls: 1.9033, loss: 1.9033, grad_norm: 15.2787 2020-09-21 01:10:02,467 - mmaction - INFO - Epoch [42][1840/3520] lr: 5.000e-05, eta: 16:26:15, time: 1.933, data_time: 0.740, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8000, loss_cls: 1.8617, loss: 1.8617, grad_norm: 15.1733 2020-09-21 01:10:43,231 - mmaction - INFO - Epoch [42][1860/3520] lr: 5.000e-05, eta: 16:25:36, time: 2.038, data_time: 0.570, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7990, loss_cls: 1.8613, loss: 1.8613, grad_norm: 15.0426 2020-09-21 01:11:20,657 - mmaction - INFO - Epoch [42][1880/3520] lr: 5.000e-05, eta: 16:24:55, time: 1.872, data_time: 0.098, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7802, loss_cls: 1.8828, loss: 1.8828, grad_norm: 14.7843 2020-09-21 01:11:58,367 - mmaction - INFO - Epoch [42][1900/3520] lr: 5.000e-05, eta: 16:24:15, time: 1.884, data_time: 0.141, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7656, loss_cls: 1.9869, loss: 1.9869, grad_norm: 14.9994 2020-09-21 01:12:37,784 - mmaction - INFO - Epoch [42][1920/3520] lr: 5.000e-05, eta: 16:23:36, time: 1.973, data_time: 0.244, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7865, loss_cls: 1.8291, loss: 1.8291, grad_norm: 14.7846 2020-09-21 01:13:16,391 - mmaction - INFO - Epoch [42][1940/3520] lr: 5.000e-05, eta: 16:22:56, time: 1.931, data_time: 0.323, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7792, loss_cls: 1.9569, loss: 1.9569, grad_norm: 15.2134 2020-09-21 01:13:55,537 - mmaction - INFO - Epoch [42][1960/3520] lr: 5.000e-05, eta: 16:22:16, time: 1.956, data_time: 0.383, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7854, loss_cls: 1.8868, loss: 1.8868, grad_norm: 15.3662 2020-09-21 01:14:33,465 - mmaction - INFO - Epoch [42][1980/3520] lr: 5.000e-05, eta: 16:21:36, time: 1.895, data_time: 0.207, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7781, loss_cls: 1.8862, loss: 1.8862, grad_norm: 14.6735 2020-09-21 01:15:10,785 - mmaction - INFO - Epoch [42][2000/3520] lr: 5.000e-05, eta: 16:20:56, time: 1.867, data_time: 0.115, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7823, loss_cls: 1.9096, loss: 1.9096, grad_norm: 15.2894 2020-09-21 01:15:49,660 - mmaction - INFO - Epoch [42][2020/3520] lr: 5.000e-05, eta: 16:20:16, time: 1.941, data_time: 0.076, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7646, loss_cls: 1.9893, loss: 1.9893, grad_norm: 15.6611 2020-09-21 01:16:29,507 - mmaction - INFO - Epoch [42][2040/3520] lr: 5.000e-05, eta: 16:19:36, time: 1.996, data_time: 0.008, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7906, loss_cls: 1.8451, loss: 1.8451, grad_norm: 15.0590 2020-09-21 01:17:07,590 - mmaction - INFO - Epoch [42][2060/3520] lr: 5.000e-05, eta: 16:18:56, time: 1.904, data_time: 0.829, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7823, loss_cls: 1.9053, loss: 1.9053, grad_norm: 15.3069 2020-09-21 01:17:44,119 - mmaction - INFO - Epoch [42][2080/3520] lr: 5.000e-05, eta: 16:18:16, time: 1.827, data_time: 0.002, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7875, loss_cls: 1.9324, loss: 1.9324, grad_norm: 15.5659 2020-09-21 01:18:24,429 - mmaction - INFO - Epoch [42][2100/3520] lr: 5.000e-05, eta: 16:17:37, time: 2.013, data_time: 0.072, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9081, loss: 1.9081, grad_norm: 15.2795 2020-09-21 01:19:03,162 - mmaction - INFO - Epoch [42][2120/3520] lr: 5.000e-05, eta: 16:16:57, time: 1.939, data_time: 0.112, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7750, loss_cls: 1.9149, loss: 1.9149, grad_norm: 15.0423 2020-09-21 01:19:42,102 - mmaction - INFO - Epoch [42][2140/3520] lr: 5.000e-05, eta: 16:16:17, time: 1.944, data_time: 0.005, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7927, loss_cls: 1.8448, loss: 1.8448, grad_norm: 14.7108 2020-09-21 01:20:21,113 - mmaction - INFO - Epoch [42][2160/3520] lr: 5.000e-05, eta: 16:15:37, time: 1.953, data_time: 0.035, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8021, loss_cls: 1.8738, loss: 1.8738, grad_norm: 15.2143 2020-09-21 01:20:58,454 - mmaction - INFO - Epoch [42][2180/3520] lr: 5.000e-05, eta: 16:14:57, time: 1.865, data_time: 0.008, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8000, loss_cls: 1.8186, loss: 1.8186, grad_norm: 14.7703 2020-09-21 01:21:38,234 - mmaction - INFO - Epoch [42][2200/3520] lr: 5.000e-05, eta: 16:14:17, time: 1.990, data_time: 0.656, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7573, loss_cls: 1.9740, loss: 1.9740, grad_norm: 15.8338 2020-09-21 01:22:16,921 - mmaction - INFO - Epoch [42][2220/3520] lr: 5.000e-05, eta: 16:13:38, time: 1.934, data_time: 0.057, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7927, loss_cls: 1.9111, loss: 1.9111, grad_norm: 15.5830 2020-09-21 01:22:55,139 - mmaction - INFO - Epoch [42][2240/3520] lr: 5.000e-05, eta: 16:12:58, time: 1.910, data_time: 0.033, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7813, loss_cls: 1.9520, loss: 1.9520, grad_norm: 15.3633 2020-09-21 01:23:34,303 - mmaction - INFO - Epoch [42][2260/3520] lr: 5.000e-05, eta: 16:12:18, time: 1.960, data_time: 0.151, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7552, loss_cls: 1.9912, loss: 1.9912, grad_norm: 15.4061 2020-09-21 01:24:12,061 - mmaction - INFO - Epoch [42][2280/3520] lr: 5.000e-05, eta: 16:11:38, time: 1.889, data_time: 0.219, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7823, loss_cls: 1.9301, loss: 1.9301, grad_norm: 15.4929 2020-09-21 01:24:50,604 - mmaction - INFO - Epoch [42][2300/3520] lr: 5.000e-05, eta: 16:10:58, time: 1.926, data_time: 0.680, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7885, loss_cls: 1.8608, loss: 1.8608, grad_norm: 15.5079 2020-09-21 01:25:30,792 - mmaction - INFO - Epoch [42][2320/3520] lr: 5.000e-05, eta: 16:10:18, time: 2.011, data_time: 0.107, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7969, loss_cls: 1.8720, loss: 1.8720, grad_norm: 14.8093 2020-09-21 01:26:09,544 - mmaction - INFO - Epoch [42][2340/3520] lr: 5.000e-05, eta: 16:09:39, time: 1.936, data_time: 0.031, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7958, loss_cls: 1.8616, loss: 1.8616, grad_norm: 14.8541 2020-09-21 01:26:47,136 - mmaction - INFO - Epoch [42][2360/3520] lr: 5.000e-05, eta: 16:08:58, time: 1.881, data_time: 0.259, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8000, loss_cls: 1.8175, loss: 1.8175, grad_norm: 15.2469 2020-09-21 01:27:26,086 - mmaction - INFO - Epoch [42][2380/3520] lr: 5.000e-05, eta: 16:08:19, time: 1.948, data_time: 0.043, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7677, loss_cls: 1.9604, loss: 1.9604, grad_norm: 15.5005 2020-09-21 01:28:04,264 - mmaction - INFO - Epoch [42][2400/3520] lr: 5.000e-05, eta: 16:07:39, time: 1.906, data_time: 0.003, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7729, loss_cls: 1.9473, loss: 1.9473, grad_norm: 15.2020 2020-09-21 01:28:41,944 - mmaction - INFO - Epoch [42][2420/3520] lr: 5.000e-05, eta: 16:06:59, time: 1.887, data_time: 0.145, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7646, loss_cls: 2.0052, loss: 2.0052, grad_norm: 15.4373 2020-09-21 01:29:20,463 - mmaction - INFO - Epoch [42][2440/3520] lr: 5.000e-05, eta: 16:06:19, time: 1.925, data_time: 0.458, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8073, loss_cls: 1.7910, loss: 1.7910, grad_norm: 14.8472 2020-09-21 01:29:59,904 - mmaction - INFO - Epoch [42][2460/3520] lr: 5.000e-05, eta: 16:05:39, time: 1.970, data_time: 0.366, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7823, loss_cls: 1.8715, loss: 1.8715, grad_norm: 14.9535 2020-09-21 01:30:39,283 - mmaction - INFO - Epoch [42][2480/3520] lr: 5.000e-05, eta: 16:04:59, time: 1.972, data_time: 0.089, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7781, loss_cls: 1.9412, loss: 1.9412, grad_norm: 15.1042 2020-09-21 01:31:17,651 - mmaction - INFO - Epoch [42][2500/3520] lr: 5.000e-05, eta: 16:04:19, time: 1.917, data_time: 0.595, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7687, loss_cls: 1.9605, loss: 1.9605, grad_norm: 15.5636 2020-09-21 01:31:56,133 - mmaction - INFO - Epoch [42][2520/3520] lr: 5.000e-05, eta: 16:03:40, time: 1.925, data_time: 0.081, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7990, loss_cls: 1.8378, loss: 1.8378, grad_norm: 14.8634 2020-09-21 01:32:35,418 - mmaction - INFO - Epoch [42][2540/3520] lr: 5.000e-05, eta: 16:03:00, time: 1.962, data_time: 0.473, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7948, loss_cls: 1.8880, loss: 1.8880, grad_norm: 15.3448 2020-09-21 01:33:14,773 - mmaction - INFO - Epoch [42][2560/3520] lr: 5.000e-05, eta: 16:02:20, time: 1.970, data_time: 0.046, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7906, loss_cls: 1.9009, loss: 1.9009, grad_norm: 15.1550 2020-09-21 01:33:52,774 - mmaction - INFO - Epoch [42][2580/3520] lr: 5.000e-05, eta: 16:01:40, time: 1.901, data_time: 0.085, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7875, loss_cls: 1.9829, loss: 1.9829, grad_norm: 15.5444 2020-09-21 01:34:32,072 - mmaction - INFO - Epoch [42][2600/3520] lr: 5.000e-05, eta: 16:01:00, time: 1.964, data_time: 0.668, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7938, loss_cls: 1.9134, loss: 1.9134, grad_norm: 15.1967 2020-09-21 01:35:10,159 - mmaction - INFO - Epoch [42][2620/3520] lr: 5.000e-05, eta: 16:00:20, time: 1.900, data_time: 0.145, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7938, loss_cls: 1.8939, loss: 1.8939, grad_norm: 15.0945 2020-09-21 01:35:50,708 - mmaction - INFO - Epoch [42][2640/3520] lr: 5.000e-05, eta: 15:59:41, time: 2.032, data_time: 0.073, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9488, loss: 1.9488, grad_norm: 15.0855 2020-09-21 01:36:29,202 - mmaction - INFO - Epoch [42][2660/3520] lr: 5.000e-05, eta: 15:59:01, time: 1.925, data_time: 0.006, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7844, loss_cls: 1.9495, loss: 1.9495, grad_norm: 15.9395 2020-09-21 01:37:05,041 - mmaction - INFO - Epoch [42][2680/3520] lr: 5.000e-05, eta: 15:58:21, time: 1.793, data_time: 0.025, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7917, loss_cls: 1.9302, loss: 1.9302, grad_norm: 16.0121 2020-09-21 01:37:44,411 - mmaction - INFO - Epoch [42][2700/3520] lr: 5.000e-05, eta: 15:57:41, time: 1.965, data_time: 0.274, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7760, loss_cls: 1.9557, loss: 1.9557, grad_norm: 15.3395 2020-09-21 01:38:23,535 - mmaction - INFO - Epoch [42][2720/3520] lr: 5.000e-05, eta: 15:57:01, time: 1.958, data_time: 0.246, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7510, loss_cls: 1.9904, loss: 1.9904, grad_norm: 15.3391 2020-09-21 01:39:01,113 - mmaction - INFO - Epoch [42][2740/3520] lr: 5.000e-05, eta: 15:56:21, time: 1.877, data_time: 0.008, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7771, loss_cls: 1.9235, loss: 1.9235, grad_norm: 15.1298 2020-09-21 01:39:40,003 - mmaction - INFO - Epoch [42][2760/3520] lr: 5.000e-05, eta: 15:55:41, time: 1.947, data_time: 0.008, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7865, loss_cls: 1.8798, loss: 1.8798, grad_norm: 15.2792 2020-09-21 01:40:18,016 - mmaction - INFO - Epoch [42][2780/3520] lr: 5.000e-05, eta: 15:55:01, time: 1.900, data_time: 0.008, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7771, loss_cls: 1.9556, loss: 1.9556, grad_norm: 15.2459 2020-09-21 01:40:56,556 - mmaction - INFO - Epoch [42][2800/3520] lr: 5.000e-05, eta: 15:54:21, time: 1.929, data_time: 0.166, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7667, loss_cls: 1.9884, loss: 1.9884, grad_norm: 16.2511 2020-09-21 01:41:34,337 - mmaction - INFO - Epoch [42][2820/3520] lr: 5.000e-05, eta: 15:53:41, time: 1.883, data_time: 0.182, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7750, loss_cls: 1.9541, loss: 1.9541, grad_norm: 15.3579 2020-09-21 01:42:11,999 - mmaction - INFO - Epoch [42][2840/3520] lr: 5.000e-05, eta: 15:53:01, time: 1.887, data_time: 0.075, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7979, loss_cls: 1.8573, loss: 1.8573, grad_norm: 14.6736 2020-09-21 01:42:51,904 - mmaction - INFO - Epoch [42][2860/3520] lr: 5.000e-05, eta: 15:52:22, time: 1.995, data_time: 0.528, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7792, loss_cls: 1.9198, loss: 1.9198, grad_norm: 15.4312 2020-09-21 01:43:29,516 - mmaction - INFO - Epoch [42][2880/3520] lr: 5.000e-05, eta: 15:51:42, time: 1.880, data_time: 0.041, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7802, loss_cls: 1.9081, loss: 1.9081, grad_norm: 15.2408 2020-09-21 01:44:08,124 - mmaction - INFO - Epoch [42][2900/3520] lr: 5.000e-05, eta: 15:51:02, time: 1.933, data_time: 0.107, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7781, loss_cls: 1.9095, loss: 1.9095, grad_norm: 15.6176 2020-09-21 01:44:46,697 - mmaction - INFO - Epoch [42][2920/3520] lr: 5.000e-05, eta: 15:50:22, time: 1.928, data_time: 0.036, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7906, loss_cls: 1.9379, loss: 1.9379, grad_norm: 15.5920 2020-09-21 01:45:26,853 - mmaction - INFO - Epoch [42][2940/3520] lr: 5.000e-05, eta: 15:49:42, time: 2.008, data_time: 0.027, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7698, loss_cls: 1.9811, loss: 1.9811, grad_norm: 15.4074 2020-09-21 01:46:05,336 - mmaction - INFO - Epoch [42][2960/3520] lr: 5.000e-05, eta: 15:49:03, time: 1.924, data_time: 0.073, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7917, loss_cls: 1.8852, loss: 1.8852, grad_norm: 15.5802 2020-09-21 01:46:44,736 - mmaction - INFO - Epoch [42][2980/3520] lr: 5.000e-05, eta: 15:48:23, time: 1.967, data_time: 0.173, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7917, loss_cls: 1.9746, loss: 1.9746, grad_norm: 15.2404 2020-09-21 01:47:23,156 - mmaction - INFO - Epoch [42][3000/3520] lr: 5.000e-05, eta: 15:47:43, time: 1.924, data_time: 0.140, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7833, loss_cls: 1.9167, loss: 1.9167, grad_norm: 15.2154 2020-09-21 01:48:02,231 - mmaction - INFO - Epoch [42][3020/3520] lr: 5.000e-05, eta: 15:47:03, time: 1.950, data_time: 0.864, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8000, loss_cls: 1.8089, loss: 1.8089, grad_norm: 15.1420 2020-09-21 01:48:41,442 - mmaction - INFO - Epoch [42][3040/3520] lr: 5.000e-05, eta: 15:46:23, time: 1.965, data_time: 0.611, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7687, loss_cls: 1.9617, loss: 1.9617, grad_norm: 15.2829 2020-09-21 01:49:19,623 - mmaction - INFO - Epoch [42][3060/3520] lr: 5.000e-05, eta: 15:45:43, time: 1.904, data_time: 0.072, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7448, loss_cls: 2.0515, loss: 2.0515, grad_norm: 15.7301 2020-09-21 01:49:58,325 - mmaction - INFO - Epoch [42][3080/3520] lr: 5.000e-05, eta: 15:45:04, time: 1.939, data_time: 0.101, memory: 8337, top1_acc: 0.4906, top5_acc: 0.7865, loss_cls: 1.9961, loss: 1.9961, grad_norm: 15.7737 2020-09-21 01:50:36,631 - mmaction - INFO - Epoch [42][3100/3520] lr: 5.000e-05, eta: 15:44:24, time: 1.915, data_time: 0.530, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7906, loss_cls: 1.9299, loss: 1.9299, grad_norm: 15.3914 2020-09-21 01:51:16,553 - mmaction - INFO - Epoch [42][3120/3520] lr: 5.000e-05, eta: 15:43:44, time: 1.995, data_time: 0.615, memory: 8337, top1_acc: 0.5292, top5_acc: 0.8042, loss_cls: 1.8090, loss: 1.8090, grad_norm: 14.7281 2020-09-21 01:51:55,017 - mmaction - INFO - Epoch [42][3140/3520] lr: 5.000e-05, eta: 15:43:04, time: 1.923, data_time: 0.354, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7896, loss_cls: 1.8410, loss: 1.8410, grad_norm: 14.8936 2020-09-21 01:52:35,515 - mmaction - INFO - Epoch [42][3160/3520] lr: 5.000e-05, eta: 15:42:25, time: 2.026, data_time: 1.274, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7760, loss_cls: 1.9553, loss: 1.9553, grad_norm: 15.0978 2020-09-21 01:53:15,648 - mmaction - INFO - Epoch [42][3180/3520] lr: 5.000e-05, eta: 15:41:45, time: 2.005, data_time: 1.152, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7719, loss_cls: 1.9629, loss: 1.9629, grad_norm: 15.5534 2020-09-21 01:53:54,204 - mmaction - INFO - Epoch [42][3200/3520] lr: 5.000e-05, eta: 15:41:05, time: 1.926, data_time: 0.711, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7667, loss_cls: 2.0128, loss: 2.0128, grad_norm: 15.2134 2020-09-21 01:54:33,252 - mmaction - INFO - Epoch [42][3220/3520] lr: 5.000e-05, eta: 15:40:26, time: 1.953, data_time: 0.049, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7677, loss_cls: 1.9276, loss: 1.9276, grad_norm: 15.5953 2020-09-21 01:55:11,349 - mmaction - INFO - Epoch [42][3240/3520] lr: 5.000e-05, eta: 15:39:46, time: 1.903, data_time: 0.103, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7865, loss_cls: 1.8848, loss: 1.8848, grad_norm: 15.0812 2020-09-21 01:55:51,650 - mmaction - INFO - Epoch [42][3260/3520] lr: 5.000e-05, eta: 15:39:06, time: 2.017, data_time: 0.143, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7854, loss_cls: 1.8801, loss: 1.8801, grad_norm: 14.6904 2020-09-21 01:56:29,695 - mmaction - INFO - Epoch [42][3280/3520] lr: 5.000e-05, eta: 15:38:26, time: 1.904, data_time: 0.118, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7948, loss_cls: 1.8435, loss: 1.8435, grad_norm: 15.4217 2020-09-21 01:57:08,560 - mmaction - INFO - Epoch [42][3300/3520] lr: 5.000e-05, eta: 15:37:46, time: 1.939, data_time: 0.118, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7740, loss_cls: 1.9514, loss: 1.9514, grad_norm: 15.2644 2020-09-21 01:57:46,267 - mmaction - INFO - Epoch [42][3320/3520] lr: 5.000e-05, eta: 15:37:06, time: 1.890, data_time: 0.007, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.9007, loss: 1.9007, grad_norm: 14.7397 2020-09-21 01:58:25,508 - mmaction - INFO - Epoch [42][3340/3520] lr: 5.000e-05, eta: 15:36:27, time: 1.959, data_time: 0.644, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7510, loss_cls: 2.0173, loss: 2.0173, grad_norm: 15.6564 2020-09-21 01:59:06,720 - mmaction - INFO - Epoch [42][3360/3520] lr: 5.000e-05, eta: 15:35:47, time: 2.063, data_time: 0.991, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7885, loss_cls: 1.8653, loss: 1.8653, grad_norm: 15.2716 2020-09-21 01:59:45,913 - mmaction - INFO - Epoch [42][3380/3520] lr: 5.000e-05, eta: 15:35:07, time: 1.960, data_time: 0.927, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7927, loss_cls: 1.8876, loss: 1.8876, grad_norm: 15.1976 2020-09-21 02:00:30,559 - mmaction - INFO - Epoch [42][3400/3520] lr: 5.000e-05, eta: 15:34:29, time: 2.213, data_time: 0.790, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7885, loss_cls: 1.8926, loss: 1.8926, grad_norm: 15.2708 2020-09-21 02:01:09,671 - mmaction - INFO - Epoch [42][3420/3520] lr: 5.000e-05, eta: 15:33:49, time: 1.971, data_time: 0.082, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7854, loss_cls: 1.9022, loss: 1.9022, grad_norm: 14.8757 2020-09-21 02:01:49,297 - mmaction - INFO - Epoch [42][3440/3520] lr: 5.000e-05, eta: 15:33:09, time: 1.981, data_time: 0.191, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7844, loss_cls: 1.9043, loss: 1.9043, grad_norm: 15.6178 2020-09-21 02:02:28,132 - mmaction - INFO - Epoch [42][3460/3520] lr: 5.000e-05, eta: 15:32:30, time: 1.941, data_time: 0.231, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8010, loss_cls: 1.8736, loss: 1.8736, grad_norm: 15.4982 2020-09-21 02:03:06,530 - mmaction - INFO - Epoch [42][3480/3520] lr: 5.000e-05, eta: 15:31:50, time: 1.920, data_time: 0.015, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7781, loss_cls: 1.9806, loss: 1.9806, grad_norm: 15.6562 2020-09-21 02:03:47,928 - mmaction - INFO - Epoch [42][3500/3520] lr: 5.000e-05, eta: 15:31:10, time: 2.070, data_time: 1.046, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8146, loss_cls: 1.8209, loss: 1.8209, grad_norm: 15.0004 2020-09-21 02:04:21,550 - mmaction - INFO - Epoch [42][3520/3520] lr: 5.000e-05, eta: 15:30:30, time: 1.684, data_time: 0.006, memory: 8337, top1_acc: 0.5065, top5_acc: 0.7717, loss_cls: 2.0069, loss: 2.0069, grad_norm: 15.5170 2020-09-21 02:04:38,600 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-09-21 02:20:40,090 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-21 02:20:40,690 - mmaction - INFO - top1_acc 0.2720 top5_acc 0.5535 2020-09-21 02:20:40,690 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-21 02:20:40,836 - mmaction - INFO - mean_acc 0.2035 2020-09-21 02:20:40,836 - mmaction - INFO - Now best checkpoint is epoch_42.pth 2020-09-21 02:20:40,856 - mmaction - INFO - Epoch(val) [42][3520] top1_acc: 0.2720, top5_acc: 0.5535, mean_class_accuracy: 0.2035 2020-09-21 02:22:56,194 - mmaction - INFO - Epoch [43][20/3520] lr: 5.000e-05, eta: 15:30:08, time: 6.762, data_time: 4.815, memory: 8337, top1_acc: 0.5542, top5_acc: 0.7885, loss_cls: 1.8515, loss: 1.8515, grad_norm: 15.4819 2020-09-21 02:23:33,448 - mmaction - INFO - Epoch [43][40/3520] lr: 5.000e-05, eta: 15:29:28, time: 1.865, data_time: 0.225, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7906, loss_cls: 1.8924, loss: 1.8924, grad_norm: 15.3340 2020-09-21 02:24:13,523 - mmaction - INFO - Epoch [43][60/3520] lr: 5.000e-05, eta: 15:28:48, time: 2.004, data_time: 0.015, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7969, loss_cls: 1.9090, loss: 1.9090, grad_norm: 16.5139 2020-09-21 02:24:52,938 - mmaction - INFO - Epoch [43][80/3520] lr: 5.000e-05, eta: 15:28:09, time: 1.971, data_time: 0.061, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7771, loss_cls: 1.8896, loss: 1.8896, grad_norm: 15.1624 2020-09-21 02:25:30,031 - mmaction - INFO - Epoch [43][100/3520] lr: 5.000e-05, eta: 15:27:29, time: 1.855, data_time: 0.002, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7802, loss_cls: 1.9023, loss: 1.9023, grad_norm: 15.3258 2020-09-21 02:26:11,084 - mmaction - INFO - Epoch [43][120/3520] lr: 5.000e-05, eta: 15:26:49, time: 2.052, data_time: 0.053, memory: 8337, top1_acc: 0.5573, top5_acc: 0.7854, loss_cls: 1.8439, loss: 1.8439, grad_norm: 15.0230 2020-09-21 02:26:49,977 - mmaction - INFO - Epoch [43][140/3520] lr: 5.000e-05, eta: 15:26:09, time: 1.946, data_time: 0.557, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7781, loss_cls: 1.8950, loss: 1.8950, grad_norm: 14.6967 2020-09-21 02:27:28,706 - mmaction - INFO - Epoch [43][160/3520] lr: 5.000e-05, eta: 15:25:29, time: 1.935, data_time: 0.845, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7938, loss_cls: 1.8353, loss: 1.8353, grad_norm: 14.6039 2020-09-21 02:28:07,241 - mmaction - INFO - Epoch [43][180/3520] lr: 5.000e-05, eta: 15:24:50, time: 1.927, data_time: 0.024, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7958, loss_cls: 1.8578, loss: 1.8578, grad_norm: 15.1699 2020-09-21 02:28:45,944 - mmaction - INFO - Epoch [43][200/3520] lr: 5.000e-05, eta: 15:24:10, time: 1.934, data_time: 0.078, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7677, loss_cls: 1.9722, loss: 1.9722, grad_norm: 15.1522 2020-09-21 02:29:25,330 - mmaction - INFO - Epoch [43][220/3520] lr: 5.000e-05, eta: 15:23:30, time: 1.971, data_time: 0.006, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8104, loss_cls: 1.7590, loss: 1.7590, grad_norm: 14.9126 2020-09-21 02:30:06,042 - mmaction - INFO - Epoch [43][240/3520] lr: 5.000e-05, eta: 15:22:51, time: 2.036, data_time: 0.006, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7813, loss_cls: 1.8979, loss: 1.8979, grad_norm: 15.5777 2020-09-21 02:30:45,562 - mmaction - INFO - Epoch [43][260/3520] lr: 5.000e-05, eta: 15:22:11, time: 1.976, data_time: 0.004, memory: 8337, top1_acc: 0.5542, top5_acc: 0.7958, loss_cls: 1.8183, loss: 1.8183, grad_norm: 14.8473 2020-09-21 02:31:24,737 - mmaction - INFO - Epoch [43][280/3520] lr: 5.000e-05, eta: 15:21:31, time: 1.959, data_time: 0.066, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7875, loss_cls: 1.8321, loss: 1.8321, grad_norm: 15.5332 2020-09-21 02:32:03,510 - mmaction - INFO - Epoch [43][300/3520] lr: 5.000e-05, eta: 15:20:51, time: 1.938, data_time: 0.026, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7917, loss_cls: 1.8567, loss: 1.8567, grad_norm: 14.9364 2020-09-21 02:32:43,829 - mmaction - INFO - Epoch [43][320/3520] lr: 5.000e-05, eta: 15:20:12, time: 2.011, data_time: 0.062, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7875, loss_cls: 1.8812, loss: 1.8812, grad_norm: 15.0194 2020-09-21 02:33:22,789 - mmaction - INFO - Epoch [43][340/3520] lr: 5.000e-05, eta: 15:19:32, time: 1.953, data_time: 0.126, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7917, loss_cls: 1.8947, loss: 1.8947, grad_norm: 15.1904 2020-09-21 02:34:02,651 - mmaction - INFO - Epoch [43][360/3520] lr: 5.000e-05, eta: 15:18:52, time: 1.992, data_time: 0.331, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7875, loss_cls: 1.8618, loss: 1.8618, grad_norm: 15.6738 2020-09-21 02:34:41,918 - mmaction - INFO - Epoch [43][380/3520] lr: 5.000e-05, eta: 15:18:13, time: 1.964, data_time: 0.100, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7813, loss_cls: 1.8800, loss: 1.8800, grad_norm: 15.5620 2020-09-21 02:35:21,517 - mmaction - INFO - Epoch [43][400/3520] lr: 5.000e-05, eta: 15:17:33, time: 1.978, data_time: 0.002, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7938, loss_cls: 1.9145, loss: 1.9145, grad_norm: 15.2568 2020-09-21 02:36:01,954 - mmaction - INFO - Epoch [43][420/3520] lr: 5.000e-05, eta: 15:16:53, time: 2.023, data_time: 0.317, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8198, loss_cls: 1.7979, loss: 1.7979, grad_norm: 14.6536 2020-09-21 02:36:40,094 - mmaction - INFO - Epoch [43][440/3520] lr: 5.000e-05, eta: 15:16:13, time: 1.908, data_time: 0.019, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8021, loss_cls: 1.8654, loss: 1.8654, grad_norm: 15.3499 2020-09-21 02:37:20,180 - mmaction - INFO - Epoch [43][460/3520] lr: 5.000e-05, eta: 15:15:34, time: 2.003, data_time: 0.093, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7781, loss_cls: 1.9410, loss: 1.9410, grad_norm: 15.7226 2020-09-21 02:37:59,145 - mmaction - INFO - Epoch [43][480/3520] lr: 5.000e-05, eta: 15:14:54, time: 1.948, data_time: 0.162, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7969, loss_cls: 1.8198, loss: 1.8198, grad_norm: 15.3022 2020-09-21 02:38:36,901 - mmaction - INFO - Epoch [43][500/3520] lr: 5.000e-05, eta: 15:14:14, time: 1.888, data_time: 1.056, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7719, loss_cls: 1.9483, loss: 1.9483, grad_norm: 15.5858 2020-09-21 02:39:16,792 - mmaction - INFO - Epoch [43][520/3520] lr: 5.000e-05, eta: 15:13:34, time: 1.993, data_time: 0.605, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7865, loss_cls: 1.8566, loss: 1.8566, grad_norm: 14.9602 2020-09-21 02:39:56,174 - mmaction - INFO - Epoch [43][540/3520] lr: 5.000e-05, eta: 15:12:55, time: 1.971, data_time: 0.365, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7854, loss_cls: 1.9278, loss: 1.9278, grad_norm: 15.2381 2020-09-21 02:40:36,330 - mmaction - INFO - Epoch [43][560/3520] lr: 5.000e-05, eta: 15:12:15, time: 2.008, data_time: 0.215, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7802, loss_cls: 1.9262, loss: 1.9262, grad_norm: 15.8915 2020-09-21 02:41:16,406 - mmaction - INFO - Epoch [43][580/3520] lr: 5.000e-05, eta: 15:11:36, time: 2.002, data_time: 0.026, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7635, loss_cls: 2.0127, loss: 2.0127, grad_norm: 15.6559 2020-09-21 02:41:53,158 - mmaction - INFO - Epoch [43][600/3520] lr: 5.000e-05, eta: 15:10:55, time: 1.839, data_time: 0.030, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7854, loss_cls: 1.9448, loss: 1.9448, grad_norm: 15.2260 2020-09-21 02:42:34,659 - mmaction - INFO - Epoch [43][620/3520] lr: 5.000e-05, eta: 15:10:16, time: 2.076, data_time: 0.549, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7740, loss_cls: 2.0066, loss: 2.0066, grad_norm: 15.9059 2020-09-21 02:43:13,076 - mmaction - INFO - Epoch [43][640/3520] lr: 5.000e-05, eta: 15:09:36, time: 1.920, data_time: 0.351, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7646, loss_cls: 1.9927, loss: 1.9927, grad_norm: 15.5984 2020-09-21 02:43:51,774 - mmaction - INFO - Epoch [43][660/3520] lr: 5.000e-05, eta: 15:08:56, time: 1.935, data_time: 0.004, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7719, loss_cls: 1.9516, loss: 1.9516, grad_norm: 15.2319 2020-09-21 02:44:28,619 - mmaction - INFO - Epoch [43][680/3520] lr: 5.000e-05, eta: 15:08:16, time: 1.842, data_time: 0.006, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7917, loss_cls: 1.9163, loss: 1.9163, grad_norm: 15.4780 2020-09-21 02:45:07,729 - mmaction - INFO - Epoch [43][700/3520] lr: 5.000e-05, eta: 15:07:36, time: 1.956, data_time: 0.004, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7729, loss_cls: 2.0310, loss: 2.0310, grad_norm: 15.9011 2020-09-21 02:45:45,376 - mmaction - INFO - Epoch [43][720/3520] lr: 5.000e-05, eta: 15:06:56, time: 1.880, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8010, loss_cls: 1.8739, loss: 1.8739, grad_norm: 15.0053 2020-09-21 02:46:22,813 - mmaction - INFO - Epoch [43][740/3520] lr: 5.000e-05, eta: 15:06:16, time: 1.873, data_time: 0.347, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7958, loss_cls: 1.8585, loss: 1.8585, grad_norm: 15.3616 2020-09-21 02:47:02,682 - mmaction - INFO - Epoch [43][760/3520] lr: 5.000e-05, eta: 15:05:37, time: 1.991, data_time: 0.169, memory: 8337, top1_acc: 0.5490, top5_acc: 0.7854, loss_cls: 1.8829, loss: 1.8829, grad_norm: 15.0512 2020-09-21 02:47:41,552 - mmaction - INFO - Epoch [43][780/3520] lr: 5.000e-05, eta: 15:04:57, time: 1.944, data_time: 0.081, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7594, loss_cls: 1.9609, loss: 1.9609, grad_norm: 15.2315 2020-09-21 02:48:19,204 - mmaction - INFO - Epoch [43][800/3520] lr: 5.000e-05, eta: 15:04:17, time: 1.886, data_time: 0.317, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7802, loss_cls: 1.9659, loss: 1.9659, grad_norm: 15.4624 2020-09-21 02:48:59,887 - mmaction - INFO - Epoch [43][820/3520] lr: 5.000e-05, eta: 15:03:37, time: 2.034, data_time: 0.136, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.9213, loss: 1.9213, grad_norm: 15.5447 2020-09-21 02:49:40,164 - mmaction - INFO - Epoch [43][840/3520] lr: 5.000e-05, eta: 15:02:58, time: 2.013, data_time: 0.410, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7750, loss_cls: 1.9849, loss: 1.9849, grad_norm: 15.1759 2020-09-21 02:50:19,008 - mmaction - INFO - Epoch [43][860/3520] lr: 5.000e-05, eta: 15:02:18, time: 1.943, data_time: 0.004, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7927, loss_cls: 1.9532, loss: 1.9532, grad_norm: 15.1129 2020-09-21 02:50:58,705 - mmaction - INFO - Epoch [43][880/3520] lr: 5.000e-05, eta: 15:01:38, time: 1.984, data_time: 0.005, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8021, loss_cls: 1.7783, loss: 1.7783, grad_norm: 14.6577 2020-09-21 02:51:37,426 - mmaction - INFO - Epoch [43][900/3520] lr: 5.000e-05, eta: 15:00:58, time: 1.937, data_time: 0.114, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7813, loss_cls: 1.8842, loss: 1.8842, grad_norm: 15.3304 2020-09-21 02:52:15,764 - mmaction - INFO - Epoch [43][920/3520] lr: 5.000e-05, eta: 15:00:19, time: 1.917, data_time: 0.005, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7958, loss_cls: 1.8589, loss: 1.8589, grad_norm: 14.8401 2020-09-21 02:52:54,184 - mmaction - INFO - Epoch [43][940/3520] lr: 5.000e-05, eta: 14:59:39, time: 1.920, data_time: 0.002, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7844, loss_cls: 1.9660, loss: 1.9660, grad_norm: 15.9562 2020-09-21 02:53:34,132 - mmaction - INFO - Epoch [43][960/3520] lr: 5.000e-05, eta: 14:58:59, time: 1.998, data_time: 0.092, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7969, loss_cls: 1.9039, loss: 1.9039, grad_norm: 16.2798 2020-09-21 02:54:12,688 - mmaction - INFO - Epoch [43][980/3520] lr: 5.000e-05, eta: 14:58:19, time: 1.928, data_time: 0.180, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7635, loss_cls: 1.9968, loss: 1.9968, grad_norm: 15.6182 2020-09-21 02:54:49,763 - mmaction - INFO - Epoch [43][1000/3520] lr: 5.000e-05, eta: 14:57:39, time: 1.853, data_time: 0.035, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7990, loss_cls: 1.8801, loss: 1.8801, grad_norm: 15.5310 2020-09-21 02:55:30,249 - mmaction - INFO - Epoch [43][1020/3520] lr: 5.000e-05, eta: 14:57:00, time: 2.025, data_time: 0.106, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7906, loss_cls: 1.8449, loss: 1.8449, grad_norm: 14.9854 2020-09-21 02:56:08,634 - mmaction - INFO - Epoch [43][1040/3520] lr: 5.000e-05, eta: 14:56:20, time: 1.919, data_time: 0.006, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7875, loss_cls: 1.8982, loss: 1.8982, grad_norm: 15.8413 2020-09-21 02:56:46,888 - mmaction - INFO - Epoch [43][1060/3520] lr: 5.000e-05, eta: 14:55:40, time: 1.909, data_time: 0.111, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7844, loss_cls: 1.8962, loss: 1.8962, grad_norm: 15.9168 2020-09-21 02:57:27,603 - mmaction - INFO - Epoch [43][1080/3520] lr: 5.000e-05, eta: 14:55:00, time: 2.038, data_time: 0.428, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8052, loss_cls: 1.8490, loss: 1.8490, grad_norm: 15.2193 2020-09-21 02:58:05,392 - mmaction - INFO - Epoch [43][1100/3520] lr: 5.000e-05, eta: 14:54:20, time: 1.889, data_time: 0.004, memory: 8337, top1_acc: 0.4854, top5_acc: 0.7500, loss_cls: 2.0304, loss: 2.0304, grad_norm: 15.6674 2020-09-21 02:58:44,539 - mmaction - INFO - Epoch [43][1120/3520] lr: 5.000e-05, eta: 14:53:40, time: 1.959, data_time: 0.054, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7719, loss_cls: 1.9446, loss: 1.9446, grad_norm: 15.7673 2020-09-21 02:59:21,202 - mmaction - INFO - Epoch [43][1140/3520] lr: 5.000e-05, eta: 14:53:00, time: 1.832, data_time: 0.013, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7833, loss_cls: 1.8835, loss: 1.8835, grad_norm: 15.1395 2020-09-21 02:59:58,858 - mmaction - INFO - Epoch [43][1160/3520] lr: 5.000e-05, eta: 14:52:20, time: 1.884, data_time: 0.006, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8042, loss_cls: 1.8538, loss: 1.8538, grad_norm: 15.5530 2020-09-21 03:00:42,854 - mmaction - INFO - Epoch [43][1180/3520] lr: 5.000e-05, eta: 14:51:41, time: 2.179, data_time: 0.275, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7896, loss_cls: 1.8734, loss: 1.8734, grad_norm: 15.3424 2020-09-21 03:01:21,514 - mmaction - INFO - Epoch [43][1200/3520] lr: 5.000e-05, eta: 14:51:02, time: 1.954, data_time: 0.246, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7740, loss_cls: 1.9547, loss: 1.9547, grad_norm: 15.5298 2020-09-21 03:02:00,651 - mmaction - INFO - Epoch [43][1220/3520] lr: 5.000e-05, eta: 14:50:22, time: 1.956, data_time: 0.603, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7875, loss_cls: 1.9164, loss: 1.9164, grad_norm: 15.2382 2020-09-21 03:02:40,853 - mmaction - INFO - Epoch [43][1240/3520] lr: 5.000e-05, eta: 14:49:42, time: 2.009, data_time: 0.033, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7823, loss_cls: 1.8854, loss: 1.8854, grad_norm: 15.1926 2020-09-21 03:03:21,121 - mmaction - INFO - Epoch [43][1260/3520] lr: 5.000e-05, eta: 14:49:03, time: 2.014, data_time: 0.039, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7802, loss_cls: 1.8755, loss: 1.8755, grad_norm: 15.6055 2020-09-21 03:04:00,319 - mmaction - INFO - Epoch [43][1280/3520] lr: 5.000e-05, eta: 14:48:23, time: 1.960, data_time: 0.049, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7885, loss_cls: 1.8819, loss: 1.8819, grad_norm: 15.5112 2020-09-21 03:04:40,252 - mmaction - INFO - Epoch [43][1300/3520] lr: 5.000e-05, eta: 14:47:43, time: 1.995, data_time: 0.310, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7708, loss_cls: 1.9434, loss: 1.9434, grad_norm: 15.8282 2020-09-21 03:05:17,605 - mmaction - INFO - Epoch [43][1320/3520] lr: 5.000e-05, eta: 14:47:03, time: 1.869, data_time: 0.008, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8146, loss_cls: 1.8581, loss: 1.8581, grad_norm: 15.4132 2020-09-21 03:05:56,411 - mmaction - INFO - Epoch [43][1340/3520] lr: 5.000e-05, eta: 14:46:23, time: 1.938, data_time: 0.849, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8010, loss_cls: 1.8403, loss: 1.8403, grad_norm: 15.1082 2020-09-21 03:06:35,794 - mmaction - INFO - Epoch [43][1360/3520] lr: 5.000e-05, eta: 14:45:44, time: 1.967, data_time: 0.215, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7792, loss_cls: 1.9670, loss: 1.9670, grad_norm: 15.7852 2020-09-21 03:07:14,124 - mmaction - INFO - Epoch [43][1380/3520] lr: 5.000e-05, eta: 14:45:04, time: 1.920, data_time: 0.384, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8073, loss_cls: 1.8142, loss: 1.8142, grad_norm: 14.8465 2020-09-21 03:07:52,665 - mmaction - INFO - Epoch [43][1400/3520] lr: 5.000e-05, eta: 14:44:24, time: 1.917, data_time: 0.025, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8042, loss_cls: 1.8535, loss: 1.8535, grad_norm: 15.2346 2020-09-21 03:08:30,187 - mmaction - INFO - Epoch [43][1420/3520] lr: 5.000e-05, eta: 14:43:44, time: 1.886, data_time: 0.893, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.9184, loss: 1.9184, grad_norm: 15.3417 2020-09-21 03:09:09,269 - mmaction - INFO - Epoch [43][1440/3520] lr: 5.000e-05, eta: 14:43:04, time: 1.954, data_time: 0.057, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7990, loss_cls: 1.9188, loss: 1.9188, grad_norm: 15.9663 2020-09-21 03:09:49,078 - mmaction - INFO - Epoch [43][1460/3520] lr: 5.000e-05, eta: 14:42:25, time: 1.991, data_time: 0.253, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7792, loss_cls: 1.9268, loss: 1.9268, grad_norm: 15.6845 2020-09-21 03:10:28,969 - mmaction - INFO - Epoch [43][1480/3520] lr: 5.000e-05, eta: 14:41:45, time: 1.988, data_time: 0.143, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7823, loss_cls: 1.9441, loss: 1.9441, grad_norm: 15.3218 2020-09-21 03:11:08,388 - mmaction - INFO - Epoch [43][1500/3520] lr: 5.000e-05, eta: 14:41:05, time: 1.977, data_time: 0.055, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7927, loss_cls: 1.8508, loss: 1.8508, grad_norm: 15.6832 2020-09-21 03:11:45,017 - mmaction - INFO - Epoch [43][1520/3520] lr: 5.000e-05, eta: 14:40:25, time: 1.830, data_time: 0.064, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8063, loss_cls: 1.8477, loss: 1.8477, grad_norm: 14.7523 2020-09-21 03:12:24,603 - mmaction - INFO - Epoch [43][1540/3520] lr: 5.000e-05, eta: 14:39:45, time: 1.977, data_time: 0.057, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8135, loss_cls: 1.7933, loss: 1.7933, grad_norm: 15.3206 2020-09-21 03:13:03,457 - mmaction - INFO - Epoch [43][1560/3520] lr: 5.000e-05, eta: 14:39:06, time: 1.945, data_time: 0.005, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7854, loss_cls: 1.9491, loss: 1.9491, grad_norm: 15.5809 2020-09-21 03:13:41,965 - mmaction - INFO - Epoch [43][1580/3520] lr: 5.000e-05, eta: 14:38:26, time: 1.917, data_time: 0.031, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7781, loss_cls: 1.8962, loss: 1.8962, grad_norm: 15.1509 2020-09-21 03:14:21,039 - mmaction - INFO - Epoch [43][1600/3520] lr: 5.000e-05, eta: 14:37:46, time: 1.962, data_time: 0.012, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7667, loss_cls: 1.9917, loss: 1.9917, grad_norm: 15.7193 2020-09-21 03:14:58,752 - mmaction - INFO - Epoch [43][1620/3520] lr: 5.000e-05, eta: 14:37:06, time: 1.886, data_time: 0.029, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7729, loss_cls: 1.9015, loss: 1.9015, grad_norm: 15.2592 2020-09-21 03:15:38,224 - mmaction - INFO - Epoch [43][1640/3520] lr: 5.000e-05, eta: 14:36:26, time: 1.974, data_time: 0.035, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7833, loss_cls: 1.9175, loss: 1.9175, grad_norm: 15.7218 2020-09-21 03:16:17,810 - mmaction - INFO - Epoch [43][1660/3520] lr: 5.000e-05, eta: 14:35:47, time: 1.976, data_time: 0.006, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7937, loss_cls: 1.9137, loss: 1.9137, grad_norm: 15.9361 2020-09-21 03:16:54,989 - mmaction - INFO - Epoch [43][1680/3520] lr: 5.000e-05, eta: 14:35:06, time: 1.862, data_time: 0.024, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8010, loss_cls: 1.8053, loss: 1.8053, grad_norm: 15.0834 2020-09-21 03:17:33,108 - mmaction - INFO - Epoch [43][1700/3520] lr: 5.000e-05, eta: 14:34:27, time: 1.903, data_time: 0.011, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7792, loss_cls: 1.9386, loss: 1.9386, grad_norm: 15.7950 2020-09-21 03:18:12,848 - mmaction - INFO - Epoch [43][1720/3520] lr: 5.000e-05, eta: 14:33:47, time: 1.988, data_time: 0.285, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7771, loss_cls: 1.9349, loss: 1.9349, grad_norm: 15.3869 2020-09-21 03:18:51,860 - mmaction - INFO - Epoch [43][1740/3520] lr: 5.000e-05, eta: 14:33:07, time: 1.948, data_time: 0.034, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8063, loss_cls: 1.8602, loss: 1.8602, grad_norm: 15.0343 2020-09-21 03:19:30,856 - mmaction - INFO - Epoch [43][1760/3520] lr: 5.000e-05, eta: 14:32:27, time: 1.953, data_time: 0.007, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7552, loss_cls: 2.0254, loss: 2.0254, grad_norm: 15.6447 2020-09-21 03:20:09,723 - mmaction - INFO - Epoch [43][1780/3520] lr: 5.000e-05, eta: 14:31:48, time: 1.943, data_time: 0.006, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7792, loss_cls: 1.8703, loss: 1.8703, grad_norm: 15.3785 2020-09-21 03:20:48,158 - mmaction - INFO - Epoch [43][1800/3520] lr: 5.000e-05, eta: 14:31:08, time: 1.922, data_time: 0.530, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8031, loss_cls: 1.8244, loss: 1.8244, grad_norm: 15.5787 2020-09-21 03:21:27,315 - mmaction - INFO - Epoch [43][1820/3520] lr: 5.000e-05, eta: 14:30:28, time: 1.957, data_time: 1.270, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7729, loss_cls: 1.9912, loss: 1.9912, grad_norm: 15.6582 2020-09-21 03:22:05,132 - mmaction - INFO - Epoch [43][1840/3520] lr: 5.000e-05, eta: 14:29:48, time: 1.891, data_time: 0.449, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7625, loss_cls: 2.0119, loss: 2.0119, grad_norm: 15.6118 2020-09-21 03:22:44,047 - mmaction - INFO - Epoch [43][1860/3520] lr: 5.000e-05, eta: 14:29:08, time: 1.943, data_time: 0.171, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7875, loss_cls: 1.8872, loss: 1.8872, grad_norm: 15.4565 2020-09-21 03:23:23,963 - mmaction - INFO - Epoch [43][1880/3520] lr: 5.000e-05, eta: 14:28:29, time: 1.996, data_time: 0.062, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7781, loss_cls: 1.9715, loss: 1.9715, grad_norm: 15.7965 2020-09-21 03:24:01,747 - mmaction - INFO - Epoch [43][1900/3520] lr: 5.000e-05, eta: 14:27:49, time: 1.890, data_time: 0.752, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7802, loss_cls: 1.9645, loss: 1.9645, grad_norm: 15.6379 2020-09-21 03:24:40,147 - mmaction - INFO - Epoch [43][1920/3520] lr: 5.000e-05, eta: 14:27:09, time: 1.922, data_time: 0.137, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7885, loss_cls: 1.8996, loss: 1.8996, grad_norm: 15.3408 2020-09-21 03:25:19,146 - mmaction - INFO - Epoch [43][1940/3520] lr: 5.000e-05, eta: 14:26:29, time: 1.947, data_time: 0.007, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7885, loss_cls: 1.9322, loss: 1.9322, grad_norm: 15.8712 2020-09-21 03:25:57,126 - mmaction - INFO - Epoch [43][1960/3520] lr: 5.000e-05, eta: 14:25:49, time: 1.900, data_time: 0.458, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8042, loss_cls: 1.7910, loss: 1.7910, grad_norm: 14.8078 2020-09-21 03:26:36,822 - mmaction - INFO - Epoch [43][1980/3520] lr: 5.000e-05, eta: 14:25:09, time: 1.984, data_time: 0.203, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8042, loss_cls: 1.8104, loss: 1.8104, grad_norm: 14.8825 2020-09-21 03:27:14,904 - mmaction - INFO - Epoch [43][2000/3520] lr: 5.000e-05, eta: 14:24:29, time: 1.905, data_time: 0.147, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7698, loss_cls: 1.9053, loss: 1.9053, grad_norm: 15.3363 2020-09-21 03:27:53,355 - mmaction - INFO - Epoch [43][2020/3520] lr: 5.000e-05, eta: 14:23:49, time: 1.924, data_time: 0.011, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7917, loss_cls: 1.9324, loss: 1.9324, grad_norm: 15.5512 2020-09-21 03:28:33,685 - mmaction - INFO - Epoch [43][2040/3520] lr: 5.000e-05, eta: 14:23:10, time: 2.017, data_time: 0.433, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7885, loss_cls: 1.8815, loss: 1.8815, grad_norm: 15.0959 2020-09-21 03:29:15,447 - mmaction - INFO - Epoch [43][2060/3520] lr: 5.000e-05, eta: 14:22:31, time: 2.087, data_time: 1.345, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8000, loss_cls: 1.8320, loss: 1.8320, grad_norm: 15.3373 2020-09-21 03:29:55,468 - mmaction - INFO - Epoch [43][2080/3520] lr: 5.000e-05, eta: 14:21:51, time: 2.001, data_time: 0.413, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8021, loss_cls: 1.8109, loss: 1.8109, grad_norm: 14.8614 2020-09-21 03:30:34,301 - mmaction - INFO - Epoch [43][2100/3520] lr: 5.000e-05, eta: 14:21:11, time: 1.942, data_time: 0.200, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7771, loss_cls: 1.9153, loss: 1.9153, grad_norm: 15.3451 2020-09-21 03:31:14,748 - mmaction - INFO - Epoch [43][2120/3520] lr: 5.000e-05, eta: 14:20:32, time: 2.023, data_time: 0.032, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7865, loss_cls: 1.8555, loss: 1.8555, grad_norm: 15.8543 2020-09-21 03:31:53,403 - mmaction - INFO - Epoch [43][2140/3520] lr: 5.000e-05, eta: 14:19:52, time: 1.933, data_time: 0.164, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7865, loss_cls: 1.8833, loss: 1.8833, grad_norm: 15.1233 2020-09-21 03:32:32,508 - mmaction - INFO - Epoch [43][2160/3520] lr: 5.000e-05, eta: 14:19:12, time: 1.951, data_time: 0.002, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7604, loss_cls: 1.9545, loss: 1.9545, grad_norm: 15.6277 2020-09-21 03:33:11,522 - mmaction - INFO - Epoch [43][2180/3520] lr: 5.000e-05, eta: 14:18:32, time: 1.954, data_time: 0.017, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8052, loss_cls: 1.8910, loss: 1.8910, grad_norm: 15.6980 2020-09-21 03:33:50,095 - mmaction - INFO - Epoch [43][2200/3520] lr: 5.000e-05, eta: 14:17:53, time: 1.929, data_time: 0.012, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7708, loss_cls: 1.9407, loss: 1.9407, grad_norm: 15.8749 2020-09-21 03:34:28,977 - mmaction - INFO - Epoch [43][2220/3520] lr: 5.000e-05, eta: 14:17:13, time: 1.942, data_time: 0.025, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.8908, loss: 1.8908, grad_norm: 15.5335 2020-09-21 03:35:07,306 - mmaction - INFO - Epoch [43][2240/3520] lr: 5.000e-05, eta: 14:16:33, time: 1.916, data_time: 0.100, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7802, loss_cls: 1.8808, loss: 1.8808, grad_norm: 15.0966 2020-09-21 03:35:46,431 - mmaction - INFO - Epoch [43][2260/3520] lr: 5.000e-05, eta: 14:15:53, time: 1.958, data_time: 0.005, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7885, loss_cls: 1.8788, loss: 1.8788, grad_norm: 15.3198 2020-09-21 03:36:25,844 - mmaction - INFO - Epoch [43][2280/3520] lr: 5.000e-05, eta: 14:15:13, time: 1.970, data_time: 0.007, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8052, loss_cls: 1.8427, loss: 1.8427, grad_norm: 15.2975 2020-09-21 03:37:04,839 - mmaction - INFO - Epoch [43][2300/3520] lr: 5.000e-05, eta: 14:14:34, time: 1.949, data_time: 0.414, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7573, loss_cls: 1.9823, loss: 1.9823, grad_norm: 15.9958 2020-09-21 03:37:41,009 - mmaction - INFO - Epoch [43][2320/3520] lr: 5.000e-05, eta: 14:13:53, time: 1.809, data_time: 0.082, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7948, loss_cls: 1.9250, loss: 1.9250, grad_norm: 15.4535 2020-09-21 03:38:21,013 - mmaction - INFO - Epoch [43][2340/3520] lr: 5.000e-05, eta: 14:13:14, time: 2.001, data_time: 0.015, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8042, loss_cls: 1.8742, loss: 1.8742, grad_norm: 15.1789 2020-09-21 03:39:00,621 - mmaction - INFO - Epoch [43][2360/3520] lr: 5.000e-05, eta: 14:12:34, time: 1.980, data_time: 0.127, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7979, loss_cls: 1.7973, loss: 1.7973, grad_norm: 15.5212 2020-09-21 03:39:37,991 - mmaction - INFO - Epoch [43][2380/3520] lr: 5.000e-05, eta: 14:11:54, time: 1.868, data_time: 0.004, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7896, loss_cls: 1.9189, loss: 1.9189, grad_norm: 15.8529 2020-09-21 03:40:16,692 - mmaction - INFO - Epoch [43][2400/3520] lr: 5.000e-05, eta: 14:11:14, time: 1.935, data_time: 0.007, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7771, loss_cls: 1.9386, loss: 1.9386, grad_norm: 15.4430 2020-09-21 03:40:56,302 - mmaction - INFO - Epoch [43][2420/3520] lr: 5.000e-05, eta: 14:10:35, time: 1.981, data_time: 0.072, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7708, loss_cls: 1.9243, loss: 1.9243, grad_norm: 15.5125 2020-09-21 03:41:35,483 - mmaction - INFO - Epoch [43][2440/3520] lr: 5.000e-05, eta: 14:09:55, time: 1.956, data_time: 0.093, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7927, loss_cls: 1.8874, loss: 1.8874, grad_norm: 15.4451 2020-09-21 03:42:12,084 - mmaction - INFO - Epoch [43][2460/3520] lr: 5.000e-05, eta: 14:09:15, time: 1.834, data_time: 0.006, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7844, loss_cls: 1.8465, loss: 1.8465, grad_norm: 15.6369 2020-09-21 03:42:51,852 - mmaction - INFO - Epoch [43][2480/3520] lr: 5.000e-05, eta: 14:08:35, time: 1.988, data_time: 0.006, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7417, loss_cls: 2.0791, loss: 2.0791, grad_norm: 16.1070 2020-09-21 03:43:30,418 - mmaction - INFO - Epoch [43][2500/3520] lr: 5.000e-05, eta: 14:07:55, time: 1.928, data_time: 0.005, memory: 8337, top1_acc: 0.5073, top5_acc: 0.8010, loss_cls: 1.8791, loss: 1.8791, grad_norm: 15.6176 2020-09-21 03:44:08,452 - mmaction - INFO - Epoch [43][2520/3520] lr: 5.000e-05, eta: 14:07:15, time: 1.902, data_time: 0.039, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7635, loss_cls: 2.0034, loss: 2.0034, grad_norm: 15.5833 2020-09-21 03:44:46,093 - mmaction - INFO - Epoch [43][2540/3520] lr: 5.000e-05, eta: 14:06:35, time: 1.880, data_time: 0.007, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7990, loss_cls: 1.8018, loss: 1.8018, grad_norm: 15.5116 2020-09-21 03:45:26,500 - mmaction - INFO - Epoch [43][2560/3520] lr: 5.000e-05, eta: 14:05:56, time: 2.021, data_time: 0.576, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7948, loss_cls: 1.8769, loss: 1.8769, grad_norm: 15.1824 2020-09-21 03:46:05,909 - mmaction - INFO - Epoch [43][2580/3520] lr: 5.000e-05, eta: 14:05:16, time: 1.972, data_time: 0.277, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7771, loss_cls: 1.9192, loss: 1.9192, grad_norm: 15.4796 2020-09-21 03:46:44,176 - mmaction - INFO - Epoch [43][2600/3520] lr: 5.000e-05, eta: 14:04:36, time: 1.912, data_time: 0.304, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7771, loss_cls: 1.9822, loss: 1.9822, grad_norm: 15.5180 2020-09-21 03:47:24,032 - mmaction - INFO - Epoch [43][2620/3520] lr: 5.000e-05, eta: 14:03:57, time: 1.993, data_time: 0.014, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7906, loss_cls: 1.8680, loss: 1.8680, grad_norm: 15.6514 2020-09-21 03:48:02,543 - mmaction - INFO - Epoch [43][2640/3520] lr: 5.000e-05, eta: 14:03:17, time: 1.926, data_time: 0.245, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7958, loss_cls: 1.8544, loss: 1.8544, grad_norm: 14.5051 2020-09-21 03:48:41,859 - mmaction - INFO - Epoch [43][2660/3520] lr: 5.000e-05, eta: 14:02:37, time: 1.965, data_time: 0.061, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8031, loss_cls: 1.8287, loss: 1.8287, grad_norm: 15.6114 2020-09-21 03:49:19,742 - mmaction - INFO - Epoch [43][2680/3520] lr: 5.000e-05, eta: 14:01:57, time: 1.895, data_time: 0.086, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7719, loss_cls: 1.8943, loss: 1.8943, grad_norm: 15.7227 2020-09-21 03:50:00,083 - mmaction - INFO - Epoch [43][2700/3520] lr: 5.000e-05, eta: 14:01:18, time: 2.014, data_time: 0.459, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7896, loss_cls: 1.8626, loss: 1.8626, grad_norm: 15.0159 2020-09-21 03:50:38,705 - mmaction - INFO - Epoch [43][2720/3520] lr: 5.000e-05, eta: 14:00:38, time: 1.934, data_time: 0.120, memory: 8337, top1_acc: 0.4844, top5_acc: 0.7646, loss_cls: 1.9791, loss: 1.9791, grad_norm: 15.8639 2020-09-21 03:51:17,927 - mmaction - INFO - Epoch [43][2740/3520] lr: 5.000e-05, eta: 13:59:58, time: 1.960, data_time: 0.074, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7896, loss_cls: 1.9314, loss: 1.9314, grad_norm: 15.4498 2020-09-21 03:51:56,889 - mmaction - INFO - Epoch [43][2760/3520] lr: 5.000e-05, eta: 13:59:18, time: 1.949, data_time: 0.043, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8063, loss_cls: 1.8437, loss: 1.8437, grad_norm: 15.3311 2020-09-21 03:52:37,105 - mmaction - INFO - Epoch [43][2780/3520] lr: 5.000e-05, eta: 13:58:39, time: 2.011, data_time: 0.063, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7865, loss_cls: 1.8785, loss: 1.8785, grad_norm: 15.4399 2020-09-21 03:53:15,238 - mmaction - INFO - Epoch [43][2800/3520] lr: 5.000e-05, eta: 13:57:59, time: 1.907, data_time: 0.513, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7708, loss_cls: 1.9575, loss: 1.9575, grad_norm: 15.5759 2020-09-21 03:53:54,760 - mmaction - INFO - Epoch [43][2820/3520] lr: 5.000e-05, eta: 13:57:19, time: 1.975, data_time: 0.175, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7927, loss_cls: 1.9265, loss: 1.9265, grad_norm: 15.8973 2020-09-21 03:54:32,956 - mmaction - INFO - Epoch [43][2840/3520] lr: 5.000e-05, eta: 13:56:39, time: 1.911, data_time: 0.048, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7906, loss_cls: 1.8826, loss: 1.8826, grad_norm: 15.5401 2020-09-21 03:55:12,295 - mmaction - INFO - Epoch [43][2860/3520] lr: 5.000e-05, eta: 13:55:59, time: 1.967, data_time: 0.105, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7948, loss_cls: 1.8797, loss: 1.8797, grad_norm: 15.4017 2020-09-21 03:55:51,353 - mmaction - INFO - Epoch [43][2880/3520] lr: 5.000e-05, eta: 13:55:20, time: 1.952, data_time: 0.119, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7646, loss_cls: 1.9828, loss: 1.9828, grad_norm: 15.5272 2020-09-21 03:56:30,598 - mmaction - INFO - Epoch [43][2900/3520] lr: 5.000e-05, eta: 13:54:40, time: 1.961, data_time: 0.280, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7937, loss_cls: 1.8638, loss: 1.8638, grad_norm: 15.8468 2020-09-21 03:57:08,807 - mmaction - INFO - Epoch [43][2920/3520] lr: 5.000e-05, eta: 13:54:00, time: 1.911, data_time: 0.021, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7677, loss_cls: 1.9328, loss: 1.9328, grad_norm: 15.1068 2020-09-21 03:57:47,907 - mmaction - INFO - Epoch [43][2940/3520] lr: 5.000e-05, eta: 13:53:20, time: 1.955, data_time: 0.136, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7646, loss_cls: 1.9313, loss: 1.9313, grad_norm: 14.8178 2020-09-21 03:58:26,283 - mmaction - INFO - Epoch [43][2960/3520] lr: 5.000e-05, eta: 13:52:40, time: 1.914, data_time: 0.104, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7677, loss_cls: 2.0369, loss: 2.0369, grad_norm: 15.9882 2020-09-21 03:59:06,376 - mmaction - INFO - Epoch [43][2980/3520] lr: 5.000e-05, eta: 13:52:01, time: 2.009, data_time: 0.746, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7823, loss_cls: 1.8918, loss: 1.8918, grad_norm: 15.1461 2020-09-21 03:59:44,569 - mmaction - INFO - Epoch [43][3000/3520] lr: 5.000e-05, eta: 13:51:21, time: 1.909, data_time: 0.006, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8083, loss_cls: 1.8253, loss: 1.8253, grad_norm: 15.5730 2020-09-21 04:00:29,999 - mmaction - INFO - Epoch [43][3020/3520] lr: 5.000e-05, eta: 13:50:42, time: 2.253, data_time: 0.040, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7781, loss_cls: 1.9724, loss: 1.9724, grad_norm: 15.7172 2020-09-21 04:01:08,095 - mmaction - INFO - Epoch [43][3040/3520] lr: 5.000e-05, eta: 13:50:02, time: 1.922, data_time: 0.232, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7938, loss_cls: 1.8605, loss: 1.8605, grad_norm: 15.2358 2020-09-21 04:01:48,609 - mmaction - INFO - Epoch [43][3060/3520] lr: 5.000e-05, eta: 13:49:23, time: 2.028, data_time: 0.200, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7844, loss_cls: 1.9605, loss: 1.9605, grad_norm: 15.5020 2020-09-21 04:02:29,022 - mmaction - INFO - Epoch [43][3080/3520] lr: 5.000e-05, eta: 13:48:43, time: 2.021, data_time: 0.019, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7781, loss_cls: 1.8990, loss: 1.8990, grad_norm: 15.8230 2020-09-21 04:03:08,269 - mmaction - INFO - Epoch [43][3100/3520] lr: 5.000e-05, eta: 13:48:04, time: 1.959, data_time: 0.031, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7802, loss_cls: 1.9391, loss: 1.9391, grad_norm: 16.5892 2020-09-21 04:03:47,938 - mmaction - INFO - Epoch [43][3120/3520] lr: 5.000e-05, eta: 13:47:24, time: 1.984, data_time: 0.034, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8073, loss_cls: 1.7524, loss: 1.7524, grad_norm: 14.7426 2020-09-21 04:04:26,777 - mmaction - INFO - Epoch [43][3140/3520] lr: 5.000e-05, eta: 13:46:44, time: 1.944, data_time: 0.096, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7885, loss_cls: 1.9114, loss: 1.9114, grad_norm: 15.9668 2020-09-21 04:05:03,522 - mmaction - INFO - Epoch [43][3160/3520] lr: 5.000e-05, eta: 13:46:04, time: 1.834, data_time: 0.034, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7885, loss_cls: 1.8901, loss: 1.8901, grad_norm: 15.5621 2020-09-21 04:05:42,449 - mmaction - INFO - Epoch [43][3180/3520] lr: 5.000e-05, eta: 13:45:24, time: 1.950, data_time: 0.005, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7760, loss_cls: 1.8796, loss: 1.8796, grad_norm: 15.0833 2020-09-21 04:06:20,110 - mmaction - INFO - Epoch [43][3200/3520] lr: 5.000e-05, eta: 13:44:44, time: 1.880, data_time: 0.033, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.8470, loss: 1.8470, grad_norm: 15.3622 2020-09-21 04:06:57,863 - mmaction - INFO - Epoch [43][3220/3520] lr: 5.000e-05, eta: 13:44:04, time: 1.890, data_time: 0.007, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7740, loss_cls: 1.9512, loss: 1.9512, grad_norm: 15.7087 2020-09-21 04:07:37,444 - mmaction - INFO - Epoch [43][3240/3520] lr: 5.000e-05, eta: 13:43:25, time: 1.977, data_time: 0.069, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7833, loss_cls: 1.9023, loss: 1.9023, grad_norm: 15.1903 2020-09-21 04:08:16,419 - mmaction - INFO - Epoch [43][3260/3520] lr: 5.000e-05, eta: 13:42:45, time: 1.950, data_time: 0.060, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9240, loss: 1.9240, grad_norm: 15.6091 2020-09-21 04:08:55,104 - mmaction - INFO - Epoch [43][3280/3520] lr: 5.000e-05, eta: 13:42:05, time: 1.934, data_time: 0.321, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7865, loss_cls: 1.9334, loss: 1.9334, grad_norm: 15.5703 2020-09-21 04:09:33,293 - mmaction - INFO - Epoch [43][3300/3520] lr: 5.000e-05, eta: 13:41:25, time: 1.910, data_time: 0.195, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7771, loss_cls: 1.9280, loss: 1.9280, grad_norm: 15.9833 2020-09-21 04:10:10,555 - mmaction - INFO - Epoch [43][3320/3520] lr: 5.000e-05, eta: 13:40:45, time: 1.861, data_time: 0.097, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7927, loss_cls: 1.8432, loss: 1.8432, grad_norm: 15.4238 2020-09-21 04:10:49,707 - mmaction - INFO - Epoch [43][3340/3520] lr: 5.000e-05, eta: 13:40:05, time: 1.960, data_time: 0.264, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7875, loss_cls: 1.8968, loss: 1.8968, grad_norm: 15.1241 2020-09-21 04:11:27,823 - mmaction - INFO - Epoch [43][3360/3520] lr: 5.000e-05, eta: 13:39:26, time: 1.905, data_time: 0.055, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8021, loss_cls: 1.8916, loss: 1.8916, grad_norm: 15.9284 2020-09-21 04:12:05,981 - mmaction - INFO - Epoch [43][3380/3520] lr: 5.000e-05, eta: 13:38:46, time: 1.908, data_time: 0.181, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7677, loss_cls: 2.0133, loss: 2.0133, grad_norm: 16.1581 2020-09-21 04:12:47,113 - mmaction - INFO - Epoch [43][3400/3520] lr: 5.000e-05, eta: 13:38:06, time: 2.054, data_time: 0.361, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7885, loss_cls: 1.9113, loss: 1.9113, grad_norm: 16.2156 2020-09-21 04:13:27,491 - mmaction - INFO - Epoch [43][3420/3520] lr: 5.000e-05, eta: 13:37:27, time: 2.021, data_time: 0.034, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7781, loss_cls: 1.9092, loss: 1.9092, grad_norm: 15.3658 2020-09-21 04:14:06,097 - mmaction - INFO - Epoch [43][3440/3520] lr: 5.000e-05, eta: 13:36:47, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.8907, loss: 1.8907, grad_norm: 15.1079 2020-09-21 04:14:44,235 - mmaction - INFO - Epoch [43][3460/3520] lr: 5.000e-05, eta: 13:36:07, time: 1.908, data_time: 0.041, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.8933, loss: 1.8933, grad_norm: 15.5021 2020-09-21 04:15:22,990 - mmaction - INFO - Epoch [43][3480/3520] lr: 5.000e-05, eta: 13:35:27, time: 1.935, data_time: 0.925, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7917, loss_cls: 1.8636, loss: 1.8636, grad_norm: 15.1649 2020-09-21 04:16:01,795 - mmaction - INFO - Epoch [43][3500/3520] lr: 5.000e-05, eta: 13:34:47, time: 1.943, data_time: 0.076, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7719, loss_cls: 1.9485, loss: 1.9485, grad_norm: 15.7259 2020-09-21 04:16:37,320 - mmaction - INFO - Epoch [43][3520/3520] lr: 5.000e-05, eta: 13:34:07, time: 1.776, data_time: 0.320, memory: 8337, top1_acc: 0.5065, top5_acc: 0.7576, loss_cls: 2.0017, loss: 2.0017, grad_norm: 15.8286 2020-09-21 04:16:51,903 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-09-21 04:19:01,598 - mmaction - INFO - Epoch [44][20/3520] lr: 5.000e-05, eta: 13:33:42, time: 6.425, data_time: 5.090, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7729, loss_cls: 1.9311, loss: 1.9311, grad_norm: 15.5815 2020-09-21 04:19:41,641 - mmaction - INFO - Epoch [44][40/3520] lr: 5.000e-05, eta: 13:33:02, time: 2.008, data_time: 0.089, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7938, loss_cls: 1.9042, loss: 1.9042, grad_norm: 15.4285 2020-09-21 04:20:21,557 - mmaction - INFO - Epoch [44][60/3520] lr: 5.000e-05, eta: 13:32:23, time: 1.996, data_time: 0.120, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7917, loss_cls: 1.8475, loss: 1.8475, grad_norm: 15.6301 2020-09-21 04:21:02,822 - mmaction - INFO - Epoch [44][80/3520] lr: 5.000e-05, eta: 13:31:43, time: 2.064, data_time: 0.010, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7813, loss_cls: 1.9965, loss: 1.9965, grad_norm: 15.7347 2020-09-21 04:21:39,324 - mmaction - INFO - Epoch [44][100/3520] lr: 5.000e-05, eta: 13:31:03, time: 1.825, data_time: 0.156, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8031, loss_cls: 1.8052, loss: 1.8052, grad_norm: 15.2757 2020-09-21 04:22:19,133 - mmaction - INFO - Epoch [44][120/3520] lr: 5.000e-05, eta: 13:30:24, time: 1.991, data_time: 0.008, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7740, loss_cls: 1.9300, loss: 1.9300, grad_norm: 15.4938 2020-09-21 04:22:59,884 - mmaction - INFO - Epoch [44][140/3520] lr: 5.000e-05, eta: 13:29:44, time: 2.038, data_time: 0.093, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7771, loss_cls: 1.9742, loss: 1.9742, grad_norm: 15.7518 2020-09-21 04:23:36,570 - mmaction - INFO - Epoch [44][160/3520] lr: 5.000e-05, eta: 13:29:04, time: 1.835, data_time: 0.403, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8073, loss_cls: 1.8113, loss: 1.8113, grad_norm: 14.9572 2020-09-21 04:24:16,229 - mmaction - INFO - Epoch [44][180/3520] lr: 5.000e-05, eta: 13:28:24, time: 1.980, data_time: 0.022, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7792, loss_cls: 1.9127, loss: 1.9127, grad_norm: 15.6454 2020-09-21 04:24:54,868 - mmaction - INFO - Epoch [44][200/3520] lr: 5.000e-05, eta: 13:27:44, time: 1.934, data_time: 0.055, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8062, loss_cls: 1.8756, loss: 1.8756, grad_norm: 15.4762 2020-09-21 04:25:35,180 - mmaction - INFO - Epoch [44][220/3520] lr: 5.000e-05, eta: 13:27:05, time: 2.013, data_time: 0.083, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7969, loss_cls: 1.8850, loss: 1.8850, grad_norm: 15.5259 2020-09-21 04:26:14,796 - mmaction - INFO - Epoch [44][240/3520] lr: 5.000e-05, eta: 13:26:25, time: 1.984, data_time: 0.007, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7792, loss_cls: 1.9795, loss: 1.9795, grad_norm: 15.7054 2020-09-21 04:26:53,785 - mmaction - INFO - Epoch [44][260/3520] lr: 5.000e-05, eta: 13:25:45, time: 1.949, data_time: 0.005, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7906, loss_cls: 1.8644, loss: 1.8644, grad_norm: 15.2482 2020-09-21 04:27:34,074 - mmaction - INFO - Epoch [44][280/3520] lr: 5.000e-05, eta: 13:25:06, time: 2.015, data_time: 0.108, memory: 8337, top1_acc: 0.5063, top5_acc: 0.8104, loss_cls: 1.8698, loss: 1.8698, grad_norm: 15.5993 2020-09-21 04:28:10,911 - mmaction - INFO - Epoch [44][300/3520] lr: 5.000e-05, eta: 13:24:26, time: 1.838, data_time: 0.131, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7854, loss_cls: 1.9167, loss: 1.9167, grad_norm: 15.7510 2020-09-21 04:28:49,121 - mmaction - INFO - Epoch [44][320/3520] lr: 5.000e-05, eta: 13:23:46, time: 1.914, data_time: 0.006, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8000, loss_cls: 1.8405, loss: 1.8405, grad_norm: 15.1802 2020-09-21 04:29:28,110 - mmaction - INFO - Epoch [44][340/3520] lr: 5.000e-05, eta: 13:23:06, time: 1.947, data_time: 0.004, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7823, loss_cls: 1.8635, loss: 1.8635, grad_norm: 15.3029 2020-09-21 04:30:05,944 - mmaction - INFO - Epoch [44][360/3520] lr: 5.000e-05, eta: 13:22:26, time: 1.894, data_time: 0.262, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7833, loss_cls: 1.8943, loss: 1.8943, grad_norm: 15.2743 2020-09-21 04:30:45,820 - mmaction - INFO - Epoch [44][380/3520] lr: 5.000e-05, eta: 13:21:47, time: 1.990, data_time: 0.114, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8073, loss_cls: 1.7996, loss: 1.7996, grad_norm: 15.2492 2020-09-21 04:31:25,165 - mmaction - INFO - Epoch [44][400/3520] lr: 5.000e-05, eta: 13:21:07, time: 1.968, data_time: 0.073, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7958, loss_cls: 1.8848, loss: 1.8848, grad_norm: 15.8458 2020-09-21 04:32:03,948 - mmaction - INFO - Epoch [44][420/3520] lr: 5.000e-05, eta: 13:20:27, time: 1.939, data_time: 0.273, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7844, loss_cls: 1.8794, loss: 1.8794, grad_norm: 15.7112 2020-09-21 04:32:43,238 - mmaction - INFO - Epoch [44][440/3520] lr: 5.000e-05, eta: 13:19:47, time: 1.967, data_time: 0.717, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8325, loss: 1.8325, grad_norm: 15.7724 2020-09-21 04:33:23,214 - mmaction - INFO - Epoch [44][460/3520] lr: 5.000e-05, eta: 13:19:08, time: 1.996, data_time: 0.082, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7948, loss_cls: 1.9084, loss: 1.9084, grad_norm: 15.5028 2020-09-21 04:34:03,330 - mmaction - INFO - Epoch [44][480/3520] lr: 5.000e-05, eta: 13:18:28, time: 2.007, data_time: 0.371, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7740, loss_cls: 1.8939, loss: 1.8939, grad_norm: 15.8352 2020-09-21 04:34:41,945 - mmaction - INFO - Epoch [44][500/3520] lr: 5.000e-05, eta: 13:17:48, time: 1.933, data_time: 0.360, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7979, loss_cls: 1.8790, loss: 1.8790, grad_norm: 15.7794 2020-09-21 04:35:19,255 - mmaction - INFO - Epoch [44][520/3520] lr: 5.000e-05, eta: 13:17:08, time: 1.864, data_time: 0.037, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7854, loss_cls: 1.8827, loss: 1.8827, grad_norm: 15.4504 2020-09-21 04:35:58,185 - mmaction - INFO - Epoch [44][540/3520] lr: 5.000e-05, eta: 13:16:28, time: 1.948, data_time: 0.118, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7927, loss_cls: 1.8935, loss: 1.8935, grad_norm: 15.6694 2020-09-21 04:36:38,430 - mmaction - INFO - Epoch [44][560/3520] lr: 5.000e-05, eta: 13:15:49, time: 2.010, data_time: 1.066, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7906, loss_cls: 1.8414, loss: 1.8414, grad_norm: 15.2204 2020-09-21 04:37:15,591 - mmaction - INFO - Epoch [44][580/3520] lr: 5.000e-05, eta: 13:15:09, time: 1.859, data_time: 0.186, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7813, loss_cls: 1.9540, loss: 1.9540, grad_norm: 15.3760 2020-09-21 04:37:55,330 - mmaction - INFO - Epoch [44][600/3520] lr: 5.000e-05, eta: 13:14:29, time: 1.985, data_time: 0.799, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7781, loss_cls: 1.9189, loss: 1.9189, grad_norm: 15.8985 2020-09-21 04:38:35,214 - mmaction - INFO - Epoch [44][620/3520] lr: 5.000e-05, eta: 13:13:50, time: 1.995, data_time: 0.290, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7667, loss_cls: 2.0134, loss: 2.0134, grad_norm: 16.0178 2020-09-21 04:39:13,798 - mmaction - INFO - Epoch [44][640/3520] lr: 5.000e-05, eta: 13:13:10, time: 1.930, data_time: 0.013, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7688, loss_cls: 1.9335, loss: 1.9335, grad_norm: 15.8343 2020-09-21 04:39:51,677 - mmaction - INFO - Epoch [44][660/3520] lr: 5.000e-05, eta: 13:12:30, time: 1.895, data_time: 0.026, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7563, loss_cls: 2.0230, loss: 2.0230, grad_norm: 15.7024 2020-09-21 04:40:31,579 - mmaction - INFO - Epoch [44][680/3520] lr: 5.000e-05, eta: 13:11:50, time: 1.993, data_time: 0.042, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7896, loss_cls: 1.8793, loss: 1.8793, grad_norm: 15.6519 2020-09-21 04:41:10,349 - mmaction - INFO - Epoch [44][700/3520] lr: 5.000e-05, eta: 13:11:10, time: 1.939, data_time: 0.169, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7854, loss_cls: 1.8850, loss: 1.8850, grad_norm: 15.6536 2020-09-21 04:41:50,681 - mmaction - INFO - Epoch [44][720/3520] lr: 5.000e-05, eta: 13:10:31, time: 2.017, data_time: 0.241, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7833, loss_cls: 1.8888, loss: 1.8888, grad_norm: 15.6939 2020-09-21 04:42:31,266 - mmaction - INFO - Epoch [44][740/3520] lr: 5.000e-05, eta: 13:09:51, time: 2.030, data_time: 0.007, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8115, loss_cls: 1.7490, loss: 1.7490, grad_norm: 14.8207 2020-09-21 04:43:10,321 - mmaction - INFO - Epoch [44][760/3520] lr: 5.000e-05, eta: 13:09:12, time: 1.953, data_time: 0.107, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8000, loss_cls: 1.8339, loss: 1.8339, grad_norm: 15.1654 2020-09-21 04:43:47,603 - mmaction - INFO - Epoch [44][780/3520] lr: 5.000e-05, eta: 13:08:32, time: 1.865, data_time: 0.033, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7927, loss_cls: 1.8504, loss: 1.8504, grad_norm: 15.3312 2020-09-21 04:44:26,808 - mmaction - INFO - Epoch [44][800/3520] lr: 5.000e-05, eta: 13:07:52, time: 1.957, data_time: 0.014, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7865, loss_cls: 1.8656, loss: 1.8656, grad_norm: 15.0182 2020-09-21 04:45:06,459 - mmaction - INFO - Epoch [44][820/3520] lr: 5.000e-05, eta: 13:07:12, time: 1.985, data_time: 0.502, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7969, loss_cls: 1.8322, loss: 1.8322, grad_norm: 15.6186 2020-09-21 04:45:44,973 - mmaction - INFO - Epoch [44][840/3520] lr: 5.000e-05, eta: 13:06:32, time: 1.926, data_time: 0.029, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7719, loss_cls: 2.0178, loss: 2.0178, grad_norm: 16.2007 2020-09-21 04:46:23,163 - mmaction - INFO - Epoch [44][860/3520] lr: 5.000e-05, eta: 13:05:52, time: 1.910, data_time: 0.027, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7875, loss_cls: 1.9204, loss: 1.9204, grad_norm: 15.6729 2020-09-21 04:47:01,807 - mmaction - INFO - Epoch [44][880/3520] lr: 5.000e-05, eta: 13:05:13, time: 1.925, data_time: 0.020, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7979, loss_cls: 1.8657, loss: 1.8657, grad_norm: 16.2449 2020-09-21 04:47:41,082 - mmaction - INFO - Epoch [44][900/3520] lr: 5.000e-05, eta: 13:04:33, time: 1.971, data_time: 0.107, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7969, loss_cls: 1.8716, loss: 1.8716, grad_norm: 15.2310 2020-09-21 04:48:18,591 - mmaction - INFO - Epoch [44][920/3520] lr: 5.000e-05, eta: 13:03:53, time: 1.872, data_time: 0.036, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7948, loss_cls: 1.8458, loss: 1.8458, grad_norm: 15.3449 2020-09-21 04:48:58,354 - mmaction - INFO - Epoch [44][940/3520] lr: 5.000e-05, eta: 13:03:13, time: 1.991, data_time: 0.361, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7875, loss_cls: 1.9004, loss: 1.9004, grad_norm: 15.6975 2020-09-21 04:49:38,201 - mmaction - INFO - Epoch [44][960/3520] lr: 5.000e-05, eta: 13:02:34, time: 1.992, data_time: 0.434, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7698, loss_cls: 1.9798, loss: 1.9798, grad_norm: 15.4665 2020-09-21 04:50:18,170 - mmaction - INFO - Epoch [44][980/3520] lr: 5.000e-05, eta: 13:01:54, time: 1.995, data_time: 0.430, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9288, loss: 1.9288, grad_norm: 15.8961 2020-09-21 04:50:58,059 - mmaction - INFO - Epoch [44][1000/3520] lr: 5.000e-05, eta: 13:01:14, time: 1.998, data_time: 0.863, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7771, loss_cls: 1.9321, loss: 1.9321, grad_norm: 15.7667 2020-09-21 04:51:37,948 - mmaction - INFO - Epoch [44][1020/3520] lr: 5.000e-05, eta: 13:00:35, time: 1.992, data_time: 0.024, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7823, loss_cls: 1.9447, loss: 1.9447, grad_norm: 15.4419 2020-09-21 04:52:16,464 - mmaction - INFO - Epoch [44][1040/3520] lr: 5.000e-05, eta: 12:59:55, time: 1.928, data_time: 0.188, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7865, loss_cls: 1.9121, loss: 1.9121, grad_norm: 14.9021 2020-09-21 04:52:55,231 - mmaction - INFO - Epoch [44][1060/3520] lr: 5.000e-05, eta: 12:59:15, time: 1.938, data_time: 0.021, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7771, loss_cls: 1.9194, loss: 1.9194, grad_norm: 15.2550 2020-09-21 04:53:33,664 - mmaction - INFO - Epoch [44][1080/3520] lr: 5.000e-05, eta: 12:58:35, time: 1.919, data_time: 0.006, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7823, loss_cls: 1.9442, loss: 1.9442, grad_norm: 15.5434 2020-09-21 04:54:15,249 - mmaction - INFO - Epoch [44][1100/3520] lr: 5.000e-05, eta: 12:57:56, time: 2.083, data_time: 0.034, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7906, loss_cls: 1.8769, loss: 1.8769, grad_norm: 15.6260 2020-09-21 04:54:52,953 - mmaction - INFO - Epoch [44][1120/3520] lr: 5.000e-05, eta: 12:57:16, time: 1.884, data_time: 0.010, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7813, loss_cls: 1.9065, loss: 1.9065, grad_norm: 15.8423 2020-09-21 04:55:34,696 - mmaction - INFO - Epoch [44][1140/3520] lr: 5.000e-05, eta: 12:56:37, time: 2.088, data_time: 0.879, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7906, loss_cls: 1.9148, loss: 1.9148, grad_norm: 15.4705 2020-09-21 04:56:12,095 - mmaction - INFO - Epoch [44][1160/3520] lr: 5.000e-05, eta: 12:55:57, time: 1.871, data_time: 0.164, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7917, loss_cls: 1.8768, loss: 1.8768, grad_norm: 15.3699 2020-09-21 04:56:51,062 - mmaction - INFO - Epoch [44][1180/3520] lr: 5.000e-05, eta: 12:55:17, time: 1.949, data_time: 0.073, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7823, loss_cls: 1.9097, loss: 1.9097, grad_norm: 15.9698 2020-09-21 04:57:30,860 - mmaction - INFO - Epoch [44][1200/3520] lr: 5.000e-05, eta: 12:54:37, time: 1.990, data_time: 0.032, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7875, loss_cls: 1.8875, loss: 1.8875, grad_norm: 16.1025 2020-09-21 04:58:11,428 - mmaction - INFO - Epoch [44][1220/3520] lr: 5.000e-05, eta: 12:53:58, time: 2.029, data_time: 0.088, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7812, loss_cls: 1.8791, loss: 1.8791, grad_norm: 15.4342 2020-09-21 04:58:48,163 - mmaction - INFO - Epoch [44][1240/3520] lr: 5.000e-05, eta: 12:53:18, time: 1.834, data_time: 0.020, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.8288, loss: 1.8288, grad_norm: 14.9335 2020-09-21 04:59:25,863 - mmaction - INFO - Epoch [44][1260/3520] lr: 5.000e-05, eta: 12:52:38, time: 1.886, data_time: 0.109, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8104, loss_cls: 1.8252, loss: 1.8252, grad_norm: 15.4934 2020-09-21 05:00:07,758 - mmaction - INFO - Epoch [44][1280/3520] lr: 5.000e-05, eta: 12:51:58, time: 2.075, data_time: 0.167, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7875, loss_cls: 1.8815, loss: 1.8815, grad_norm: 16.0607 2020-09-21 05:00:47,235 - mmaction - INFO - Epoch [44][1300/3520] lr: 5.000e-05, eta: 12:51:19, time: 1.995, data_time: 0.030, memory: 8337, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.0413, loss: 2.0413, grad_norm: 16.3860 2020-09-21 05:01:25,527 - mmaction - INFO - Epoch [44][1320/3520] lr: 5.000e-05, eta: 12:50:39, time: 1.914, data_time: 0.005, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7875, loss_cls: 1.9589, loss: 1.9589, grad_norm: 15.3156 2020-09-21 05:02:03,897 - mmaction - INFO - Epoch [44][1340/3520] lr: 5.000e-05, eta: 12:49:59, time: 1.918, data_time: 0.004, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7823, loss_cls: 1.9064, loss: 1.9064, grad_norm: 15.6136 2020-09-21 05:02:44,007 - mmaction - INFO - Epoch [44][1360/3520] lr: 5.000e-05, eta: 12:49:19, time: 2.005, data_time: 0.488, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7927, loss_cls: 1.8879, loss: 1.8879, grad_norm: 15.6709 2020-09-21 05:03:24,074 - mmaction - INFO - Epoch [44][1380/3520] lr: 5.000e-05, eta: 12:48:40, time: 2.004, data_time: 0.210, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7771, loss_cls: 1.8928, loss: 1.8928, grad_norm: 15.6970 2020-09-21 05:04:02,038 - mmaction - INFO - Epoch [44][1400/3520] lr: 5.000e-05, eta: 12:48:00, time: 1.898, data_time: 0.152, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8135, loss_cls: 1.7960, loss: 1.7960, grad_norm: 15.0537 2020-09-21 05:04:39,833 - mmaction - INFO - Epoch [44][1420/3520] lr: 5.000e-05, eta: 12:47:20, time: 1.892, data_time: 0.241, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7917, loss_cls: 1.8606, loss: 1.8606, grad_norm: 15.8452 2020-09-21 05:05:20,323 - mmaction - INFO - Epoch [44][1440/3520] lr: 5.000e-05, eta: 12:46:40, time: 2.024, data_time: 0.157, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7833, loss_cls: 1.9528, loss: 1.9528, grad_norm: 15.4530 2020-09-21 05:05:57,388 - mmaction - INFO - Epoch [44][1460/3520] lr: 5.000e-05, eta: 12:46:00, time: 1.852, data_time: 0.114, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7885, loss_cls: 1.9017, loss: 1.9017, grad_norm: 15.4462 2020-09-21 05:06:37,959 - mmaction - INFO - Epoch [44][1480/3520] lr: 5.000e-05, eta: 12:45:21, time: 2.027, data_time: 1.179, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7688, loss_cls: 1.9166, loss: 1.9166, grad_norm: 15.7942 2020-09-21 05:07:17,401 - mmaction - INFO - Epoch [44][1500/3520] lr: 5.000e-05, eta: 12:44:41, time: 1.976, data_time: 0.008, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7948, loss_cls: 1.8387, loss: 1.8387, grad_norm: 15.7290 2020-09-21 05:07:57,471 - mmaction - INFO - Epoch [44][1520/3520] lr: 5.000e-05, eta: 12:44:02, time: 2.000, data_time: 0.184, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7979, loss_cls: 1.8270, loss: 1.8270, grad_norm: 15.6451 2020-09-21 05:08:34,112 - mmaction - INFO - Epoch [44][1540/3520] lr: 5.000e-05, eta: 12:43:21, time: 1.835, data_time: 0.050, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7979, loss_cls: 1.9062, loss: 1.9062, grad_norm: 15.3962 2020-09-21 05:09:13,605 - mmaction - INFO - Epoch [44][1560/3520] lr: 5.000e-05, eta: 12:42:42, time: 1.975, data_time: 0.006, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7865, loss_cls: 1.9121, loss: 1.9121, grad_norm: 15.9962 2020-09-21 05:09:52,643 - mmaction - INFO - Epoch [44][1580/3520] lr: 5.000e-05, eta: 12:42:02, time: 1.952, data_time: 0.417, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7792, loss_cls: 1.9227, loss: 1.9227, grad_norm: 16.2145 2020-09-21 05:10:31,425 - mmaction - INFO - Epoch [44][1600/3520] lr: 5.000e-05, eta: 12:41:22, time: 1.934, data_time: 0.546, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7833, loss_cls: 1.9292, loss: 1.9292, grad_norm: 15.9583 2020-09-21 05:11:10,333 - mmaction - INFO - Epoch [44][1620/3520] lr: 5.000e-05, eta: 12:40:42, time: 1.950, data_time: 0.027, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7979, loss_cls: 1.8303, loss: 1.8303, grad_norm: 15.7465 2020-09-21 05:11:49,605 - mmaction - INFO - Epoch [44][1640/3520] lr: 5.000e-05, eta: 12:40:03, time: 1.961, data_time: 0.026, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7708, loss_cls: 1.9812, loss: 1.9812, grad_norm: 16.2063 2020-09-21 05:12:28,614 - mmaction - INFO - Epoch [44][1660/3520] lr: 5.000e-05, eta: 12:39:23, time: 1.952, data_time: 0.007, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7896, loss_cls: 1.9309, loss: 1.9309, grad_norm: 16.1709 2020-09-21 05:13:08,168 - mmaction - INFO - Epoch [44][1680/3520] lr: 5.000e-05, eta: 12:38:43, time: 1.974, data_time: 0.170, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8094, loss_cls: 1.7815, loss: 1.7815, grad_norm: 15.2712 2020-09-21 05:13:47,150 - mmaction - INFO - Epoch [44][1700/3520] lr: 5.000e-05, eta: 12:38:04, time: 1.951, data_time: 0.139, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8978, loss: 1.8978, grad_norm: 15.8468 2020-09-21 05:14:25,537 - mmaction - INFO - Epoch [44][1720/3520] lr: 5.000e-05, eta: 12:37:24, time: 1.916, data_time: 0.020, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7885, loss_cls: 1.8874, loss: 1.8874, grad_norm: 15.7258 2020-09-21 05:15:05,336 - mmaction - INFO - Epoch [44][1740/3520] lr: 5.000e-05, eta: 12:36:44, time: 1.995, data_time: 0.169, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7948, loss_cls: 1.8093, loss: 1.8093, grad_norm: 15.1055 2020-09-21 05:15:42,571 - mmaction - INFO - Epoch [44][1760/3520] lr: 5.000e-05, eta: 12:36:04, time: 1.859, data_time: 0.051, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7927, loss_cls: 1.8753, loss: 1.8753, grad_norm: 15.7177 2020-09-21 05:16:21,760 - mmaction - INFO - Epoch [44][1780/3520] lr: 5.000e-05, eta: 12:35:24, time: 1.963, data_time: 0.025, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9323, loss: 1.9323, grad_norm: 16.0430 2020-09-21 05:17:01,361 - mmaction - INFO - Epoch [44][1800/3520] lr: 5.000e-05, eta: 12:34:45, time: 1.977, data_time: 0.004, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7833, loss_cls: 1.8770, loss: 1.8770, grad_norm: 15.4184 2020-09-21 05:17:40,076 - mmaction - INFO - Epoch [44][1820/3520] lr: 5.000e-05, eta: 12:34:05, time: 1.939, data_time: 0.009, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7906, loss_cls: 1.8776, loss: 1.8776, grad_norm: 15.5303 2020-09-21 05:18:18,793 - mmaction - INFO - Epoch [44][1840/3520] lr: 5.000e-05, eta: 12:33:25, time: 1.933, data_time: 0.006, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7750, loss_cls: 1.9410, loss: 1.9410, grad_norm: 16.3612 2020-09-21 05:18:55,996 - mmaction - INFO - Epoch [44][1860/3520] lr: 5.000e-05, eta: 12:32:45, time: 1.862, data_time: 0.176, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8052, loss_cls: 1.8203, loss: 1.8203, grad_norm: 15.9315 2020-09-21 05:19:36,836 - mmaction - INFO - Epoch [44][1880/3520] lr: 5.000e-05, eta: 12:32:06, time: 2.040, data_time: 0.888, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7781, loss_cls: 1.9118, loss: 1.9118, grad_norm: 15.5241 2020-09-21 05:20:16,078 - mmaction - INFO - Epoch [44][1900/3520] lr: 5.000e-05, eta: 12:31:26, time: 1.964, data_time: 0.296, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7573, loss_cls: 1.9529, loss: 1.9529, grad_norm: 15.6081 2020-09-21 05:20:55,173 - mmaction - INFO - Epoch [44][1920/3520] lr: 5.000e-05, eta: 12:30:46, time: 1.952, data_time: 0.007, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7917, loss_cls: 1.9321, loss: 1.9321, grad_norm: 16.0795 2020-09-21 05:21:36,197 - mmaction - INFO - Epoch [44][1940/3520] lr: 5.000e-05, eta: 12:30:07, time: 2.053, data_time: 0.260, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7854, loss_cls: 1.8663, loss: 1.8663, grad_norm: 15.7456 2020-09-21 05:22:13,855 - mmaction - INFO - Epoch [44][1960/3520] lr: 5.000e-05, eta: 12:29:27, time: 1.883, data_time: 0.256, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7823, loss_cls: 1.9058, loss: 1.9058, grad_norm: 16.2762 2020-09-21 05:22:53,765 - mmaction - INFO - Epoch [44][1980/3520] lr: 5.000e-05, eta: 12:28:47, time: 1.997, data_time: 0.264, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7865, loss_cls: 1.8806, loss: 1.8806, grad_norm: 15.4338 2020-09-21 05:23:32,150 - mmaction - INFO - Epoch [44][2000/3520] lr: 5.000e-05, eta: 12:28:07, time: 1.918, data_time: 0.686, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7750, loss_cls: 1.9892, loss: 1.9892, grad_norm: 15.8852 2020-09-21 05:24:12,483 - mmaction - INFO - Epoch [44][2020/3520] lr: 5.000e-05, eta: 12:27:28, time: 2.015, data_time: 1.115, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7688, loss_cls: 1.9858, loss: 1.9858, grad_norm: 16.5959 2020-09-21 05:24:51,795 - mmaction - INFO - Epoch [44][2040/3520] lr: 5.000e-05, eta: 12:26:48, time: 1.969, data_time: 1.152, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8950, loss: 1.8950, grad_norm: 15.8836 2020-09-21 05:25:30,500 - mmaction - INFO - Epoch [44][2060/3520] lr: 5.000e-05, eta: 12:26:08, time: 1.931, data_time: 0.491, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7854, loss_cls: 1.9318, loss: 1.9318, grad_norm: 15.2187 2020-09-21 05:26:09,839 - mmaction - INFO - Epoch [44][2080/3520] lr: 5.000e-05, eta: 12:25:29, time: 1.972, data_time: 0.124, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7948, loss_cls: 1.8768, loss: 1.8768, grad_norm: 15.9540 2020-09-21 05:26:47,690 - mmaction - INFO - Epoch [44][2100/3520] lr: 5.000e-05, eta: 12:24:49, time: 1.892, data_time: 0.006, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7750, loss_cls: 1.8936, loss: 1.8936, grad_norm: 15.2191 2020-09-21 05:27:27,305 - mmaction - INFO - Epoch [44][2120/3520] lr: 5.000e-05, eta: 12:24:09, time: 1.980, data_time: 0.032, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7969, loss_cls: 1.8847, loss: 1.8847, grad_norm: 15.5218 2020-09-21 05:28:08,161 - mmaction - INFO - Epoch [44][2140/3520] lr: 5.000e-05, eta: 12:23:29, time: 2.044, data_time: 0.101, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8146, loss_cls: 1.8255, loss: 1.8255, grad_norm: 15.1181 2020-09-21 05:28:46,674 - mmaction - INFO - Epoch [44][2160/3520] lr: 5.000e-05, eta: 12:22:50, time: 1.924, data_time: 0.032, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7969, loss_cls: 1.8827, loss: 1.8827, grad_norm: 15.5821 2020-09-21 05:29:24,882 - mmaction - INFO - Epoch [44][2180/3520] lr: 5.000e-05, eta: 12:22:10, time: 1.912, data_time: 0.006, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8073, loss_cls: 1.8118, loss: 1.8118, grad_norm: 15.3967 2020-09-21 05:30:03,029 - mmaction - INFO - Epoch [44][2200/3520] lr: 5.000e-05, eta: 12:21:30, time: 1.904, data_time: 0.033, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7687, loss_cls: 1.9612, loss: 1.9612, grad_norm: 16.1567 2020-09-21 05:30:41,221 - mmaction - INFO - Epoch [44][2220/3520] lr: 5.000e-05, eta: 12:20:50, time: 1.913, data_time: 0.024, memory: 8337, top1_acc: 0.4823, top5_acc: 0.7573, loss_cls: 2.0496, loss: 2.0496, grad_norm: 16.2333 2020-09-21 05:31:20,679 - mmaction - INFO - Epoch [44][2240/3520] lr: 5.000e-05, eta: 12:20:10, time: 1.973, data_time: 0.276, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7969, loss_cls: 1.8538, loss: 1.8538, grad_norm: 15.6569 2020-09-21 05:31:58,913 - mmaction - INFO - Epoch [44][2260/3520] lr: 5.000e-05, eta: 12:19:31, time: 1.911, data_time: 0.204, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8052, loss_cls: 1.7850, loss: 1.7850, grad_norm: 15.0751 2020-09-21 05:32:38,538 - mmaction - INFO - Epoch [44][2280/3520] lr: 5.000e-05, eta: 12:18:51, time: 1.980, data_time: 0.113, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7833, loss_cls: 1.8813, loss: 1.8813, grad_norm: 15.7234 2020-09-21 05:33:16,229 - mmaction - INFO - Epoch [44][2300/3520] lr: 5.000e-05, eta: 12:18:11, time: 1.884, data_time: 0.008, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7750, loss_cls: 1.9221, loss: 1.9221, grad_norm: 15.5406 2020-09-21 05:33:56,413 - mmaction - INFO - Epoch [44][2320/3520] lr: 5.000e-05, eta: 12:17:31, time: 2.011, data_time: 0.006, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8188, loss_cls: 1.7733, loss: 1.7733, grad_norm: 15.4110 2020-09-21 05:34:35,876 - mmaction - INFO - Epoch [44][2340/3520] lr: 5.000e-05, eta: 12:16:52, time: 1.970, data_time: 0.054, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7833, loss_cls: 1.8930, loss: 1.8930, grad_norm: 15.9758 2020-09-21 05:35:16,143 - mmaction - INFO - Epoch [44][2360/3520] lr: 5.000e-05, eta: 12:16:12, time: 2.017, data_time: 0.038, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7833, loss_cls: 1.8535, loss: 1.8535, grad_norm: 15.7727 2020-09-21 05:35:54,217 - mmaction - INFO - Epoch [44][2380/3520] lr: 5.000e-05, eta: 12:15:32, time: 1.897, data_time: 0.101, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8031, loss_cls: 1.8246, loss: 1.8246, grad_norm: 15.5247 2020-09-21 05:36:33,272 - mmaction - INFO - Epoch [44][2400/3520] lr: 5.000e-05, eta: 12:14:52, time: 1.958, data_time: 0.012, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8052, loss_cls: 1.8232, loss: 1.8232, grad_norm: 15.7317 2020-09-21 05:37:12,519 - mmaction - INFO - Epoch [44][2420/3520] lr: 5.000e-05, eta: 12:14:13, time: 1.962, data_time: 0.063, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8229, loss_cls: 1.8202, loss: 1.8202, grad_norm: 15.2555 2020-09-21 05:37:50,925 - mmaction - INFO - Epoch [44][2440/3520] lr: 5.000e-05, eta: 12:13:33, time: 1.922, data_time: 0.009, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7906, loss_cls: 1.8391, loss: 1.8391, grad_norm: 15.3819 2020-09-21 05:38:29,700 - mmaction - INFO - Epoch [44][2460/3520] lr: 5.000e-05, eta: 12:12:53, time: 1.937, data_time: 0.005, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7938, loss_cls: 1.9052, loss: 1.9052, grad_norm: 16.1242 2020-09-21 05:39:08,249 - mmaction - INFO - Epoch [44][2480/3520] lr: 5.000e-05, eta: 12:12:13, time: 1.929, data_time: 0.995, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7635, loss_cls: 1.9811, loss: 1.9811, grad_norm: 16.0258 2020-09-21 05:39:46,757 - mmaction - INFO - Epoch [44][2500/3520] lr: 5.000e-05, eta: 12:11:34, time: 1.925, data_time: 0.049, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7656, loss_cls: 2.0176, loss: 2.0176, grad_norm: 16.0772 2020-09-21 05:40:29,756 - mmaction - INFO - Epoch [44][2520/3520] lr: 5.000e-05, eta: 12:10:54, time: 2.144, data_time: 0.057, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7958, loss_cls: 1.8684, loss: 1.8684, grad_norm: 15.7891 2020-09-21 05:41:08,347 - mmaction - INFO - Epoch [44][2540/3520] lr: 5.000e-05, eta: 12:10:15, time: 1.935, data_time: 0.061, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7906, loss_cls: 1.8926, loss: 1.8926, grad_norm: 15.8131 2020-09-21 05:41:45,851 - mmaction - INFO - Epoch [44][2560/3520] lr: 5.000e-05, eta: 12:09:35, time: 1.875, data_time: 0.069, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7750, loss_cls: 1.9028, loss: 1.9028, grad_norm: 15.6278 2020-09-21 05:42:27,134 - mmaction - INFO - Epoch [44][2580/3520] lr: 5.000e-05, eta: 12:08:55, time: 2.064, data_time: 0.049, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7792, loss_cls: 1.9480, loss: 1.9480, grad_norm: 16.3252 2020-09-21 05:43:08,895 - mmaction - INFO - Epoch [44][2600/3520] lr: 5.000e-05, eta: 12:08:16, time: 2.089, data_time: 0.018, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9741, loss: 1.9741, grad_norm: 15.6088 2020-09-21 05:43:47,517 - mmaction - INFO - Epoch [44][2620/3520] lr: 5.000e-05, eta: 12:07:36, time: 1.930, data_time: 0.003, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7906, loss_cls: 1.8824, loss: 1.8824, grad_norm: 15.7599 2020-09-21 05:44:27,321 - mmaction - INFO - Epoch [44][2640/3520] lr: 5.000e-05, eta: 12:06:56, time: 1.991, data_time: 0.008, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8177, loss_cls: 1.8078, loss: 1.8078, grad_norm: 15.4114 2020-09-21 05:45:06,051 - mmaction - INFO - Epoch [44][2660/3520] lr: 5.000e-05, eta: 12:06:17, time: 1.937, data_time: 0.141, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7885, loss_cls: 1.8436, loss: 1.8436, grad_norm: 15.7469 2020-09-21 05:45:43,381 - mmaction - INFO - Epoch [44][2680/3520] lr: 5.000e-05, eta: 12:05:37, time: 1.866, data_time: 0.036, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7667, loss_cls: 1.8956, loss: 1.8956, grad_norm: 15.4502 2020-09-21 05:46:22,888 - mmaction - INFO - Epoch [44][2700/3520] lr: 5.000e-05, eta: 12:04:57, time: 1.975, data_time: 0.011, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8115, loss_cls: 1.7750, loss: 1.7750, grad_norm: 15.7406 2020-09-21 05:47:02,800 - mmaction - INFO - Epoch [44][2720/3520] lr: 5.000e-05, eta: 12:04:17, time: 1.996, data_time: 0.149, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7771, loss_cls: 1.9490, loss: 1.9490, grad_norm: 15.7288 2020-09-21 05:47:41,247 - mmaction - INFO - Epoch [44][2740/3520] lr: 5.000e-05, eta: 12:03:38, time: 1.922, data_time: 0.123, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7760, loss_cls: 1.9023, loss: 1.9023, grad_norm: 15.5724 2020-09-21 05:48:19,456 - mmaction - INFO - Epoch [44][2760/3520] lr: 5.000e-05, eta: 12:02:58, time: 1.910, data_time: 0.018, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7813, loss_cls: 1.9197, loss: 1.9197, grad_norm: 15.6709 2020-09-21 05:48:57,264 - mmaction - INFO - Epoch [44][2780/3520] lr: 5.000e-05, eta: 12:02:18, time: 1.891, data_time: 0.070, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7656, loss_cls: 1.9880, loss: 1.9880, grad_norm: 15.6961 2020-09-21 05:49:36,394 - mmaction - INFO - Epoch [44][2800/3520] lr: 5.000e-05, eta: 12:01:38, time: 1.954, data_time: 0.017, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7844, loss_cls: 1.8974, loss: 1.8974, grad_norm: 16.0969 2020-09-21 05:50:14,006 - mmaction - INFO - Epoch [44][2820/3520] lr: 5.000e-05, eta: 12:00:58, time: 1.882, data_time: 0.006, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7875, loss_cls: 1.9219, loss: 1.9219, grad_norm: 15.9118 2020-09-21 05:50:53,019 - mmaction - INFO - Epoch [44][2840/3520] lr: 5.000e-05, eta: 12:00:18, time: 1.950, data_time: 0.265, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8135, loss_cls: 1.8008, loss: 1.8008, grad_norm: 15.1413 2020-09-21 05:51:30,643 - mmaction - INFO - Epoch [44][2860/3520] lr: 5.000e-05, eta: 11:59:38, time: 1.881, data_time: 0.153, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7729, loss_cls: 1.9444, loss: 1.9444, grad_norm: 16.0044 2020-09-21 05:52:08,079 - mmaction - INFO - Epoch [44][2880/3520] lr: 5.000e-05, eta: 11:58:58, time: 1.871, data_time: 0.300, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7813, loss_cls: 1.8897, loss: 1.8897, grad_norm: 15.6921 2020-09-21 05:52:47,696 - mmaction - INFO - Epoch [44][2900/3520] lr: 5.000e-05, eta: 11:58:19, time: 1.978, data_time: 0.246, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7812, loss_cls: 1.9319, loss: 1.9319, grad_norm: 15.8618 2020-09-21 05:53:27,370 - mmaction - INFO - Epoch [44][2920/3520] lr: 5.000e-05, eta: 11:57:39, time: 1.988, data_time: 0.008, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7979, loss_cls: 1.8303, loss: 1.8303, grad_norm: 14.9399 2020-09-21 05:54:06,800 - mmaction - INFO - Epoch [44][2940/3520] lr: 5.000e-05, eta: 11:56:59, time: 1.971, data_time: 0.004, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7948, loss_cls: 1.9582, loss: 1.9582, grad_norm: 16.1112 2020-09-21 05:54:45,494 - mmaction - INFO - Epoch [44][2960/3520] lr: 5.000e-05, eta: 11:56:20, time: 1.934, data_time: 0.110, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7750, loss_cls: 1.9381, loss: 1.9381, grad_norm: 15.5625 2020-09-21 05:55:25,058 - mmaction - INFO - Epoch [44][2980/3520] lr: 5.000e-05, eta: 11:55:40, time: 1.979, data_time: 0.005, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7896, loss_cls: 1.8590, loss: 1.8590, grad_norm: 15.4258 2020-09-21 05:56:02,463 - mmaction - INFO - Epoch [44][3000/3520] lr: 5.000e-05, eta: 11:55:00, time: 1.871, data_time: 0.022, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8865, loss: 1.8865, grad_norm: 15.5022 2020-09-21 05:56:42,397 - mmaction - INFO - Epoch [44][3020/3520] lr: 5.000e-05, eta: 11:54:20, time: 1.993, data_time: 0.020, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7854, loss_cls: 1.9076, loss: 1.9076, grad_norm: 15.8601 2020-09-21 05:57:21,831 - mmaction - INFO - Epoch [44][3040/3520] lr: 5.000e-05, eta: 11:53:41, time: 1.975, data_time: 0.007, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7927, loss_cls: 1.8903, loss: 1.8903, grad_norm: 15.5471 2020-09-21 05:58:01,089 - mmaction - INFO - Epoch [44][3060/3520] lr: 5.000e-05, eta: 11:53:01, time: 1.961, data_time: 0.440, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7812, loss_cls: 1.9243, loss: 1.9243, grad_norm: 15.9593 2020-09-21 05:58:39,132 - mmaction - INFO - Epoch [44][3080/3520] lr: 5.000e-05, eta: 11:52:21, time: 1.902, data_time: 0.519, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7750, loss_cls: 1.9487, loss: 1.9487, grad_norm: 15.4929 2020-09-21 05:59:19,338 - mmaction - INFO - Epoch [44][3100/3520] lr: 5.000e-05, eta: 11:51:42, time: 2.012, data_time: 0.007, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8104, loss_cls: 1.8449, loss: 1.8449, grad_norm: 15.5261 2020-09-21 05:59:57,917 - mmaction - INFO - Epoch [44][3120/3520] lr: 5.000e-05, eta: 11:51:02, time: 1.929, data_time: 0.037, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7729, loss_cls: 1.9230, loss: 1.9230, grad_norm: 15.4521 2020-09-21 06:00:43,729 - mmaction - INFO - Epoch [44][3140/3520] lr: 5.000e-05, eta: 11:50:23, time: 2.275, data_time: 0.005, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7844, loss_cls: 1.9665, loss: 1.9665, grad_norm: 16.2293 2020-09-21 06:01:22,983 - mmaction - INFO - Epoch [44][3160/3520] lr: 5.000e-05, eta: 11:49:43, time: 1.978, data_time: 0.025, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7958, loss_cls: 1.8390, loss: 1.8390, grad_norm: 15.5308 2020-09-21 06:02:02,001 - mmaction - INFO - Epoch [44][3180/3520] lr: 5.000e-05, eta: 11:49:04, time: 1.949, data_time: 0.025, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7708, loss_cls: 1.9737, loss: 1.9737, grad_norm: 15.9477 2020-09-21 06:02:40,350 - mmaction - INFO - Epoch [44][3200/3520] lr: 5.000e-05, eta: 11:48:24, time: 1.920, data_time: 0.151, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7990, loss_cls: 1.8476, loss: 1.8476, grad_norm: 15.6695 2020-09-21 06:03:19,181 - mmaction - INFO - Epoch [44][3220/3520] lr: 5.000e-05, eta: 11:47:44, time: 1.941, data_time: 0.016, memory: 8337, top1_acc: 0.5531, top5_acc: 0.8021, loss_cls: 1.7634, loss: 1.7634, grad_norm: 16.0050 2020-09-21 06:03:58,385 - mmaction - INFO - Epoch [44][3240/3520] lr: 5.000e-05, eta: 11:47:04, time: 1.961, data_time: 0.179, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7927, loss_cls: 1.8602, loss: 1.8602, grad_norm: 15.2528 2020-09-21 06:04:36,190 - mmaction - INFO - Epoch [44][3260/3520] lr: 5.000e-05, eta: 11:46:24, time: 1.891, data_time: 0.199, memory: 8337, top1_acc: 0.5542, top5_acc: 0.7823, loss_cls: 1.8704, loss: 1.8704, grad_norm: 15.0568 2020-09-21 06:05:15,003 - mmaction - INFO - Epoch [44][3280/3520] lr: 5.000e-05, eta: 11:45:45, time: 1.940, data_time: 0.757, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8063, loss_cls: 1.8480, loss: 1.8480, grad_norm: 15.8443 2020-09-21 06:05:54,069 - mmaction - INFO - Epoch [44][3300/3520] lr: 5.000e-05, eta: 11:45:05, time: 1.953, data_time: 0.010, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8073, loss_cls: 1.8286, loss: 1.8286, grad_norm: 15.1099 2020-09-21 06:06:32,956 - mmaction - INFO - Epoch [44][3320/3520] lr: 5.000e-05, eta: 11:44:25, time: 1.942, data_time: 0.080, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7792, loss_cls: 1.8819, loss: 1.8819, grad_norm: 15.6085 2020-09-21 06:07:10,470 - mmaction - INFO - Epoch [44][3340/3520] lr: 5.000e-05, eta: 11:43:45, time: 1.877, data_time: 0.043, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8115, loss_cls: 1.8156, loss: 1.8156, grad_norm: 15.7986 2020-09-21 06:07:47,607 - mmaction - INFO - Epoch [44][3360/3520] lr: 5.000e-05, eta: 11:43:05, time: 1.858, data_time: 0.004, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8052, loss_cls: 1.8273, loss: 1.8273, grad_norm: 15.4698 2020-09-21 06:08:26,269 - mmaction - INFO - Epoch [44][3380/3520] lr: 5.000e-05, eta: 11:42:25, time: 1.932, data_time: 0.006, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7719, loss_cls: 1.9249, loss: 1.9249, grad_norm: 16.5034 2020-09-21 06:09:05,675 - mmaction - INFO - Epoch [44][3400/3520] lr: 5.000e-05, eta: 11:41:46, time: 1.971, data_time: 0.004, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7958, loss_cls: 1.8373, loss: 1.8373, grad_norm: 15.4922 2020-09-21 06:09:43,080 - mmaction - INFO - Epoch [44][3420/3520] lr: 5.000e-05, eta: 11:41:06, time: 1.870, data_time: 0.154, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7781, loss_cls: 1.9531, loss: 1.9531, grad_norm: 16.2336 2020-09-21 06:10:22,677 - mmaction - INFO - Epoch [44][3440/3520] lr: 5.000e-05, eta: 11:40:26, time: 1.979, data_time: 0.305, memory: 8337, top1_acc: 0.5490, top5_acc: 0.7906, loss_cls: 1.8561, loss: 1.8561, grad_norm: 15.5405 2020-09-21 06:11:01,388 - mmaction - INFO - Epoch [44][3460/3520] lr: 5.000e-05, eta: 11:39:46, time: 1.937, data_time: 0.023, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8083, loss_cls: 1.8430, loss: 1.8430, grad_norm: 15.9475 2020-09-21 06:11:39,587 - mmaction - INFO - Epoch [44][3480/3520] lr: 5.000e-05, eta: 11:39:07, time: 1.907, data_time: 0.032, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8115, loss_cls: 1.8104, loss: 1.8104, grad_norm: 15.1852 2020-09-21 06:12:16,481 - mmaction - INFO - Epoch [44][3500/3520] lr: 5.000e-05, eta: 11:38:26, time: 1.846, data_time: 0.046, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7760, loss_cls: 1.9309, loss: 1.9309, grad_norm: 15.5837 2020-09-21 06:12:53,093 - mmaction - INFO - Epoch [44][3520/3520] lr: 5.000e-05, eta: 11:37:46, time: 1.832, data_time: 0.185, memory: 8337, top1_acc: 0.5283, top5_acc: 0.7696, loss_cls: 1.9198, loss: 1.9198, grad_norm: 15.9739 2020-09-21 06:13:06,985 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-09-21 06:29:02,404 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-21 06:29:03,023 - mmaction - INFO - top1_acc 0.2778 top5_acc 0.5578 2020-09-21 06:29:03,024 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-21 06:29:03,170 - mmaction - INFO - mean_acc 0.2087 2020-09-21 06:29:03,171 - mmaction - INFO - Now best checkpoint is epoch_44.pth 2020-09-21 06:29:03,200 - mmaction - INFO - Epoch(val) [44][3520] top1_acc: 0.2778, top5_acc: 0.5578, mean_class_accuracy: 0.2087 2020-09-21 06:31:01,121 - mmaction - INFO - Epoch [45][20/3520] lr: 5.000e-05, eta: 11:37:17, time: 5.881, data_time: 4.308, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8104, loss_cls: 1.8040, loss: 1.8040, grad_norm: 15.3073 2020-09-21 06:31:40,167 - mmaction - INFO - Epoch [45][40/3520] lr: 5.000e-05, eta: 11:36:38, time: 1.961, data_time: 0.114, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7938, loss_cls: 1.8818, loss: 1.8818, grad_norm: 15.6964 2020-09-21 06:32:18,818 - mmaction - INFO - Epoch [45][60/3520] lr: 5.000e-05, eta: 11:35:58, time: 1.932, data_time: 0.099, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7969, loss_cls: 1.8325, loss: 1.8325, grad_norm: 15.1393 2020-09-21 06:32:58,079 - mmaction - INFO - Epoch [45][80/3520] lr: 5.000e-05, eta: 11:35:18, time: 1.967, data_time: 0.062, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7833, loss_cls: 1.9234, loss: 1.9234, grad_norm: 15.6707 2020-09-21 06:33:37,278 - mmaction - INFO - Epoch [45][100/3520] lr: 5.000e-05, eta: 11:34:38, time: 1.957, data_time: 0.589, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7792, loss_cls: 1.8897, loss: 1.8897, grad_norm: 16.2598 2020-09-21 06:34:16,705 - mmaction - INFO - Epoch [45][120/3520] lr: 5.000e-05, eta: 11:33:59, time: 1.974, data_time: 0.009, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7813, loss_cls: 1.9277, loss: 1.9277, grad_norm: 15.6464 2020-09-21 06:34:55,676 - mmaction - INFO - Epoch [45][140/3520] lr: 5.000e-05, eta: 11:33:19, time: 1.946, data_time: 0.031, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7813, loss_cls: 1.9631, loss: 1.9631, grad_norm: 16.0717 2020-09-21 06:35:33,976 - mmaction - INFO - Epoch [45][160/3520] lr: 5.000e-05, eta: 11:32:39, time: 1.917, data_time: 0.008, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7885, loss_cls: 1.9311, loss: 1.9311, grad_norm: 16.0365 2020-09-21 06:36:13,702 - mmaction - INFO - Epoch [45][180/3520] lr: 5.000e-05, eta: 11:32:00, time: 1.984, data_time: 0.034, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7792, loss_cls: 1.9469, loss: 1.9469, grad_norm: 15.7176 2020-09-21 06:36:53,987 - mmaction - INFO - Epoch [45][200/3520] lr: 5.000e-05, eta: 11:31:20, time: 2.017, data_time: 0.008, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7875, loss_cls: 1.8426, loss: 1.8426, grad_norm: 15.7524 2020-09-21 06:37:31,893 - mmaction - INFO - Epoch [45][220/3520] lr: 5.000e-05, eta: 11:30:40, time: 1.892, data_time: 0.191, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7760, loss_cls: 1.8905, loss: 1.8905, grad_norm: 15.5233 2020-09-21 06:38:12,054 - mmaction - INFO - Epoch [45][240/3520] lr: 5.000e-05, eta: 11:30:01, time: 2.011, data_time: 0.022, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7823, loss_cls: 1.8697, loss: 1.8697, grad_norm: 15.5553 2020-09-21 06:38:50,876 - mmaction - INFO - Epoch [45][260/3520] lr: 5.000e-05, eta: 11:29:21, time: 1.940, data_time: 0.322, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7875, loss_cls: 1.8483, loss: 1.8483, grad_norm: 15.8086 2020-09-21 06:39:28,849 - mmaction - INFO - Epoch [45][280/3520] lr: 5.000e-05, eta: 11:28:41, time: 1.899, data_time: 0.072, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8052, loss_cls: 1.8311, loss: 1.8311, grad_norm: 15.4944 2020-09-21 06:40:08,668 - mmaction - INFO - Epoch [45][300/3520] lr: 5.000e-05, eta: 11:28:01, time: 1.990, data_time: 0.041, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7823, loss_cls: 1.8663, loss: 1.8663, grad_norm: 15.9624 2020-09-21 06:40:45,651 - mmaction - INFO - Epoch [45][320/3520] lr: 5.000e-05, eta: 11:27:21, time: 1.850, data_time: 0.052, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7938, loss_cls: 1.8500, loss: 1.8500, grad_norm: 15.3302 2020-09-21 06:41:26,453 - mmaction - INFO - Epoch [45][340/3520] lr: 5.000e-05, eta: 11:26:42, time: 2.038, data_time: 0.130, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7885, loss_cls: 1.8681, loss: 1.8681, grad_norm: 15.6386 2020-09-21 06:42:05,207 - mmaction - INFO - Epoch [45][360/3520] lr: 5.000e-05, eta: 11:26:02, time: 1.941, data_time: 0.058, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7750, loss_cls: 1.9781, loss: 1.9781, grad_norm: 16.5856 2020-09-21 06:42:45,640 - mmaction - INFO - Epoch [45][380/3520] lr: 5.000e-05, eta: 11:25:22, time: 2.018, data_time: 0.225, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8135, loss_cls: 1.7654, loss: 1.7654, grad_norm: 15.8132 2020-09-21 06:43:25,610 - mmaction - INFO - Epoch [45][400/3520] lr: 5.000e-05, eta: 11:24:43, time: 2.002, data_time: 0.096, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7833, loss_cls: 1.8870, loss: 1.8870, grad_norm: 15.8043 2020-09-21 06:44:04,799 - mmaction - INFO - Epoch [45][420/3520] lr: 5.000e-05, eta: 11:24:03, time: 1.956, data_time: 0.134, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7823, loss_cls: 1.9256, loss: 1.9256, grad_norm: 15.5946 2020-09-21 06:44:44,863 - mmaction - INFO - Epoch [45][440/3520] lr: 5.000e-05, eta: 11:23:23, time: 2.006, data_time: 0.053, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7948, loss_cls: 1.8665, loss: 1.8665, grad_norm: 16.1422 2020-09-21 06:45:22,872 - mmaction - INFO - Epoch [45][460/3520] lr: 5.000e-05, eta: 11:22:44, time: 1.898, data_time: 0.560, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 1.9020, loss: 1.9020, grad_norm: 15.8484 2020-09-21 06:46:01,635 - mmaction - INFO - Epoch [45][480/3520] lr: 5.000e-05, eta: 11:22:04, time: 1.940, data_time: 0.097, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7927, loss_cls: 1.8545, loss: 1.8545, grad_norm: 15.4022 2020-09-21 06:46:41,063 - mmaction - INFO - Epoch [45][500/3520] lr: 5.000e-05, eta: 11:21:24, time: 1.970, data_time: 0.605, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7750, loss_cls: 1.9502, loss: 1.9502, grad_norm: 15.4893 2020-09-21 06:47:21,030 - mmaction - INFO - Epoch [45][520/3520] lr: 5.000e-05, eta: 11:20:44, time: 2.001, data_time: 0.623, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7979, loss_cls: 1.8377, loss: 1.8377, grad_norm: 15.5448 2020-09-21 06:47:59,782 - mmaction - INFO - Epoch [45][540/3520] lr: 5.000e-05, eta: 11:20:05, time: 1.938, data_time: 0.635, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8115, loss_cls: 1.7571, loss: 1.7571, grad_norm: 15.6371 2020-09-21 06:48:39,302 - mmaction - INFO - Epoch [45][560/3520] lr: 5.000e-05, eta: 11:19:25, time: 1.976, data_time: 0.201, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7896, loss_cls: 1.8582, loss: 1.8582, grad_norm: 15.4332 2020-09-21 06:49:19,882 - mmaction - INFO - Epoch [45][580/3520] lr: 5.000e-05, eta: 11:18:46, time: 2.027, data_time: 0.035, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7740, loss_cls: 1.9675, loss: 1.9675, grad_norm: 15.8041 2020-09-21 06:49:58,693 - mmaction - INFO - Epoch [45][600/3520] lr: 5.000e-05, eta: 11:18:06, time: 1.943, data_time: 0.046, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7865, loss_cls: 1.8899, loss: 1.8899, grad_norm: 15.9658 2020-09-21 06:50:39,353 - mmaction - INFO - Epoch [45][620/3520] lr: 5.000e-05, eta: 11:17:26, time: 2.030, data_time: 0.007, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7708, loss_cls: 1.9418, loss: 1.9418, grad_norm: 15.9819 2020-09-21 06:51:17,594 - mmaction - INFO - Epoch [45][640/3520] lr: 5.000e-05, eta: 11:16:46, time: 1.911, data_time: 0.527, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7635, loss_cls: 1.9190, loss: 1.9190, grad_norm: 16.0404 2020-09-21 06:51:58,565 - mmaction - INFO - Epoch [45][660/3520] lr: 5.000e-05, eta: 11:16:07, time: 2.050, data_time: 0.088, memory: 8337, top1_acc: 0.4885, top5_acc: 0.7823, loss_cls: 1.9601, loss: 1.9601, grad_norm: 16.1648 2020-09-21 06:52:35,752 - mmaction - INFO - Epoch [45][680/3520] lr: 5.000e-05, eta: 11:15:27, time: 1.859, data_time: 0.257, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7948, loss_cls: 1.8154, loss: 1.8154, grad_norm: 15.2457 2020-09-21 06:53:16,093 - mmaction - INFO - Epoch [45][700/3520] lr: 5.000e-05, eta: 11:14:47, time: 2.015, data_time: 0.008, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7896, loss_cls: 1.8790, loss: 1.8790, grad_norm: 15.6088 2020-09-21 06:53:52,727 - mmaction - INFO - Epoch [45][720/3520] lr: 5.000e-05, eta: 11:14:07, time: 1.836, data_time: 0.016, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7813, loss_cls: 1.9333, loss: 1.9333, grad_norm: 15.9508 2020-09-21 06:54:31,329 - mmaction - INFO - Epoch [45][740/3520] lr: 5.000e-05, eta: 11:13:28, time: 1.928, data_time: 0.117, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7969, loss_cls: 1.8854, loss: 1.8854, grad_norm: 15.8994 2020-09-21 06:55:11,562 - mmaction - INFO - Epoch [45][760/3520] lr: 5.000e-05, eta: 11:12:48, time: 2.007, data_time: 0.149, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8010, loss_cls: 1.8708, loss: 1.8708, grad_norm: 15.5447 2020-09-21 06:55:51,335 - mmaction - INFO - Epoch [45][780/3520] lr: 5.000e-05, eta: 11:12:08, time: 1.991, data_time: 0.946, memory: 8337, top1_acc: 0.5292, top5_acc: 0.8146, loss_cls: 1.7912, loss: 1.7912, grad_norm: 15.3247 2020-09-21 06:56:30,921 - mmaction - INFO - Epoch [45][800/3520] lr: 5.000e-05, eta: 11:11:29, time: 1.982, data_time: 0.012, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7969, loss_cls: 1.8640, loss: 1.8640, grad_norm: 15.8438 2020-09-21 06:57:09,127 - mmaction - INFO - Epoch [45][820/3520] lr: 5.000e-05, eta: 11:10:49, time: 1.911, data_time: 0.021, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7885, loss_cls: 1.8857, loss: 1.8857, grad_norm: 15.6376 2020-09-21 06:57:49,336 - mmaction - INFO - Epoch [45][840/3520] lr: 5.000e-05, eta: 11:10:09, time: 2.009, data_time: 0.341, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7740, loss_cls: 1.9093, loss: 1.9093, grad_norm: 15.2433 2020-09-21 06:58:28,166 - mmaction - INFO - Epoch [45][860/3520] lr: 5.000e-05, eta: 11:09:29, time: 1.940, data_time: 0.703, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7677, loss_cls: 1.9572, loss: 1.9572, grad_norm: 16.0778 2020-09-21 06:59:08,567 - mmaction - INFO - Epoch [45][880/3520] lr: 5.000e-05, eta: 11:08:50, time: 2.022, data_time: 0.654, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7687, loss_cls: 1.9283, loss: 1.9283, grad_norm: 16.4582 2020-09-21 06:59:49,162 - mmaction - INFO - Epoch [45][900/3520] lr: 5.000e-05, eta: 11:08:10, time: 2.028, data_time: 0.004, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7604, loss_cls: 1.9465, loss: 1.9465, grad_norm: 15.8630 2020-09-21 07:00:34,051 - mmaction - INFO - Epoch [45][920/3520] lr: 5.000e-05, eta: 11:07:31, time: 2.232, data_time: 0.362, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7750, loss_cls: 2.0139, loss: 2.0139, grad_norm: 15.8651 2020-09-21 07:01:12,721 - mmaction - INFO - Epoch [45][940/3520] lr: 5.000e-05, eta: 11:06:52, time: 1.945, data_time: 0.027, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7802, loss_cls: 1.8907, loss: 1.8907, grad_norm: 15.5570 2020-09-21 07:01:52,747 - mmaction - INFO - Epoch [45][960/3520] lr: 5.000e-05, eta: 11:06:12, time: 2.004, data_time: 0.007, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7854, loss_cls: 1.9349, loss: 1.9349, grad_norm: 16.1388 2020-09-21 07:02:32,359 - mmaction - INFO - Epoch [45][980/3520] lr: 5.000e-05, eta: 11:05:32, time: 1.978, data_time: 0.351, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7979, loss_cls: 1.8534, loss: 1.8534, grad_norm: 15.8769 2020-09-21 07:03:12,321 - mmaction - INFO - Epoch [45][1000/3520] lr: 5.000e-05, eta: 11:04:53, time: 1.996, data_time: 0.576, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7979, loss_cls: 1.8359, loss: 1.8359, grad_norm: 15.2911 2020-09-21 07:03:51,339 - mmaction - INFO - Epoch [45][1020/3520] lr: 5.000e-05, eta: 11:04:13, time: 1.952, data_time: 0.078, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7865, loss_cls: 1.8876, loss: 1.8876, grad_norm: 15.8239 2020-09-21 07:04:29,814 - mmaction - INFO - Epoch [45][1040/3520] lr: 5.000e-05, eta: 11:03:33, time: 1.926, data_time: 0.416, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7896, loss_cls: 1.8680, loss: 1.8680, grad_norm: 15.4828 2020-09-21 07:05:10,279 - mmaction - INFO - Epoch [45][1060/3520] lr: 5.000e-05, eta: 11:02:54, time: 2.022, data_time: 0.043, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7979, loss_cls: 1.8027, loss: 1.8027, grad_norm: 15.1621 2020-09-21 07:05:49,211 - mmaction - INFO - Epoch [45][1080/3520] lr: 5.000e-05, eta: 11:02:14, time: 1.948, data_time: 0.432, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8021, loss_cls: 1.8232, loss: 1.8232, grad_norm: 15.6476 2020-09-21 07:06:27,117 - mmaction - INFO - Epoch [45][1100/3520] lr: 5.000e-05, eta: 11:01:34, time: 1.894, data_time: 0.054, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7646, loss_cls: 1.9983, loss: 1.9983, grad_norm: 16.2982 2020-09-21 07:07:06,443 - mmaction - INFO - Epoch [45][1120/3520] lr: 5.000e-05, eta: 11:00:54, time: 1.966, data_time: 0.499, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7854, loss_cls: 1.8800, loss: 1.8800, grad_norm: 16.3021 2020-09-21 07:07:45,677 - mmaction - INFO - Epoch [45][1140/3520] lr: 5.000e-05, eta: 11:00:15, time: 1.962, data_time: 0.114, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7927, loss_cls: 1.8850, loss: 1.8850, grad_norm: 15.9593 2020-09-21 07:08:24,368 - mmaction - INFO - Epoch [45][1160/3520] lr: 5.000e-05, eta: 10:59:35, time: 1.933, data_time: 0.006, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8000, loss_cls: 1.8706, loss: 1.8706, grad_norm: 15.9495 2020-09-21 07:09:03,234 - mmaction - INFO - Epoch [45][1180/3520] lr: 5.000e-05, eta: 10:58:55, time: 1.944, data_time: 0.007, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7969, loss_cls: 1.8664, loss: 1.8664, grad_norm: 15.3065 2020-09-21 07:09:42,642 - mmaction - INFO - Epoch [45][1200/3520] lr: 5.000e-05, eta: 10:58:15, time: 1.973, data_time: 0.016, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7948, loss_cls: 1.8133, loss: 1.8133, grad_norm: 15.9647 2020-09-21 07:10:21,642 - mmaction - INFO - Epoch [45][1220/3520] lr: 5.000e-05, eta: 10:57:36, time: 1.949, data_time: 0.005, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7854, loss_cls: 1.8644, loss: 1.8644, grad_norm: 15.4561 2020-09-21 07:11:02,155 - mmaction - INFO - Epoch [45][1240/3520] lr: 5.000e-05, eta: 10:56:56, time: 2.026, data_time: 0.686, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8083, loss_cls: 1.8431, loss: 1.8431, grad_norm: 15.6889 2020-09-21 07:11:41,749 - mmaction - INFO - Epoch [45][1260/3520] lr: 5.000e-05, eta: 10:56:16, time: 1.977, data_time: 1.130, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7854, loss_cls: 1.8443, loss: 1.8443, grad_norm: 15.6885 2020-09-21 07:12:21,138 - mmaction - INFO - Epoch [45][1280/3520] lr: 5.000e-05, eta: 10:55:37, time: 1.972, data_time: 0.145, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7844, loss_cls: 1.9199, loss: 1.9199, grad_norm: 15.8864 2020-09-21 07:13:00,159 - mmaction - INFO - Epoch [45][1300/3520] lr: 5.000e-05, eta: 10:54:57, time: 1.948, data_time: 0.184, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8714, loss: 1.8714, grad_norm: 15.7899 2020-09-21 07:13:40,577 - mmaction - INFO - Epoch [45][1320/3520] lr: 5.000e-05, eta: 10:54:17, time: 2.024, data_time: 0.507, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7552, loss_cls: 2.0353, loss: 2.0353, grad_norm: 16.2436 2020-09-21 07:14:21,478 - mmaction - INFO - Epoch [45][1340/3520] lr: 5.000e-05, eta: 10:53:38, time: 2.042, data_time: 0.222, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7833, loss_cls: 1.8979, loss: 1.8979, grad_norm: 15.8951 2020-09-21 07:15:03,595 - mmaction - INFO - Epoch [45][1360/3520] lr: 5.000e-05, eta: 10:52:59, time: 2.108, data_time: 0.258, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7896, loss_cls: 1.8934, loss: 1.8934, grad_norm: 16.1151 2020-09-21 07:15:41,421 - mmaction - INFO - Epoch [45][1380/3520] lr: 5.000e-05, eta: 10:52:19, time: 1.888, data_time: 0.878, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7906, loss_cls: 1.8751, loss: 1.8751, grad_norm: 15.1552 2020-09-21 07:16:21,314 - mmaction - INFO - Epoch [45][1400/3520] lr: 5.000e-05, eta: 10:51:39, time: 1.998, data_time: 0.133, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8464, loss: 1.8464, grad_norm: 15.5169 2020-09-21 07:16:59,288 - mmaction - INFO - Epoch [45][1420/3520] lr: 5.000e-05, eta: 10:50:59, time: 1.896, data_time: 0.058, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7812, loss_cls: 1.9024, loss: 1.9024, grad_norm: 15.4131 2020-09-21 07:17:37,097 - mmaction - INFO - Epoch [45][1440/3520] lr: 5.000e-05, eta: 10:50:19, time: 1.892, data_time: 0.008, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8605, loss: 1.8605, grad_norm: 15.4431 2020-09-21 07:18:15,875 - mmaction - INFO - Epoch [45][1460/3520] lr: 5.000e-05, eta: 10:49:40, time: 1.938, data_time: 0.100, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7698, loss_cls: 1.9557, loss: 1.9557, grad_norm: 15.6097 2020-09-21 07:18:54,367 - mmaction - INFO - Epoch [45][1480/3520] lr: 5.000e-05, eta: 10:49:00, time: 1.927, data_time: 0.152, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7958, loss_cls: 1.8858, loss: 1.8858, grad_norm: 15.3506 2020-09-21 07:19:32,736 - mmaction - INFO - Epoch [45][1500/3520] lr: 5.000e-05, eta: 10:48:20, time: 1.916, data_time: 0.151, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8042, loss_cls: 1.8106, loss: 1.8106, grad_norm: 15.8208 2020-09-21 07:20:13,654 - mmaction - INFO - Epoch [45][1520/3520] lr: 5.000e-05, eta: 10:47:40, time: 2.049, data_time: 1.010, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7771, loss_cls: 1.9144, loss: 1.9144, grad_norm: 16.2503 2020-09-21 07:20:52,722 - mmaction - INFO - Epoch [45][1540/3520] lr: 5.000e-05, eta: 10:47:01, time: 1.951, data_time: 0.752, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7865, loss_cls: 1.8685, loss: 1.8685, grad_norm: 15.7128 2020-09-21 07:21:31,522 - mmaction - INFO - Epoch [45][1560/3520] lr: 5.000e-05, eta: 10:46:21, time: 1.942, data_time: 0.066, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8052, loss_cls: 1.8637, loss: 1.8637, grad_norm: 16.1010 2020-09-21 07:22:11,654 - mmaction - INFO - Epoch [45][1580/3520] lr: 5.000e-05, eta: 10:45:41, time: 2.003, data_time: 0.158, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8042, loss_cls: 1.8312, loss: 1.8312, grad_norm: 16.0957 2020-09-21 07:22:49,731 - mmaction - INFO - Epoch [45][1600/3520] lr: 5.000e-05, eta: 10:45:02, time: 1.905, data_time: 0.046, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7833, loss_cls: 1.8952, loss: 1.8952, grad_norm: 15.7141 2020-09-21 07:23:30,062 - mmaction - INFO - Epoch [45][1620/3520] lr: 5.000e-05, eta: 10:44:22, time: 2.019, data_time: 0.748, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7708, loss_cls: 1.9830, loss: 1.9830, grad_norm: 15.6867 2020-09-21 07:24:08,218 - mmaction - INFO - Epoch [45][1640/3520] lr: 5.000e-05, eta: 10:43:42, time: 1.908, data_time: 0.186, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7896, loss_cls: 1.9369, loss: 1.9369, grad_norm: 15.9188 2020-09-21 07:24:46,801 - mmaction - INFO - Epoch [45][1660/3520] lr: 5.000e-05, eta: 10:43:02, time: 1.926, data_time: 0.186, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7510, loss_cls: 2.0860, loss: 2.0860, grad_norm: 16.2012 2020-09-21 07:25:25,188 - mmaction - INFO - Epoch [45][1680/3520] lr: 5.000e-05, eta: 10:42:23, time: 1.920, data_time: 0.016, memory: 8337, top1_acc: 0.4938, top5_acc: 0.7490, loss_cls: 2.0310, loss: 2.0310, grad_norm: 16.7253 2020-09-21 07:26:04,562 - mmaction - INFO - Epoch [45][1700/3520] lr: 5.000e-05, eta: 10:41:43, time: 1.967, data_time: 0.259, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7844, loss_cls: 1.8862, loss: 1.8862, grad_norm: 15.4108 2020-09-21 07:26:43,256 - mmaction - INFO - Epoch [45][1720/3520] lr: 5.000e-05, eta: 10:41:03, time: 1.937, data_time: 1.062, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8073, loss_cls: 1.8620, loss: 1.8620, grad_norm: 15.7091 2020-09-21 07:27:23,059 - mmaction - INFO - Epoch [45][1740/3520] lr: 5.000e-05, eta: 10:40:23, time: 1.989, data_time: 0.527, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8135, loss_cls: 1.8348, loss: 1.8348, grad_norm: 15.6394 2020-09-21 07:28:03,687 - mmaction - INFO - Epoch [45][1760/3520] lr: 5.000e-05, eta: 10:39:44, time: 2.030, data_time: 0.534, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7823, loss_cls: 1.9233, loss: 1.9233, grad_norm: 16.2214 2020-09-21 07:28:42,618 - mmaction - INFO - Epoch [45][1780/3520] lr: 5.000e-05, eta: 10:39:04, time: 1.948, data_time: 0.007, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8073, loss_cls: 1.8089, loss: 1.8089, grad_norm: 15.6596 2020-09-21 07:29:21,561 - mmaction - INFO - Epoch [45][1800/3520] lr: 5.000e-05, eta: 10:38:24, time: 1.948, data_time: 0.237, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7844, loss_cls: 1.8901, loss: 1.8901, grad_norm: 15.8363 2020-09-21 07:29:58,327 - mmaction - INFO - Epoch [45][1820/3520] lr: 5.000e-05, eta: 10:37:44, time: 1.836, data_time: 0.168, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7927, loss_cls: 1.9076, loss: 1.9076, grad_norm: 15.8116 2020-09-21 07:30:38,460 - mmaction - INFO - Epoch [45][1840/3520] lr: 5.000e-05, eta: 10:37:05, time: 2.009, data_time: 0.273, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7958, loss_cls: 1.8643, loss: 1.8643, grad_norm: 15.6387 2020-09-21 07:31:16,844 - mmaction - INFO - Epoch [45][1860/3520] lr: 5.000e-05, eta: 10:36:25, time: 1.919, data_time: 0.007, memory: 8337, top1_acc: 0.5562, top5_acc: 0.8135, loss_cls: 1.7868, loss: 1.7868, grad_norm: 15.7267 2020-09-21 07:31:54,809 - mmaction - INFO - Epoch [45][1880/3520] lr: 5.000e-05, eta: 10:35:45, time: 1.896, data_time: 0.006, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8083, loss_cls: 1.8018, loss: 1.8018, grad_norm: 15.3254 2020-09-21 07:32:35,199 - mmaction - INFO - Epoch [45][1900/3520] lr: 5.000e-05, eta: 10:35:06, time: 2.019, data_time: 0.007, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7990, loss_cls: 1.9533, loss: 1.9533, grad_norm: 16.3601 2020-09-21 07:33:12,494 - mmaction - INFO - Epoch [45][1920/3520] lr: 5.000e-05, eta: 10:34:26, time: 1.867, data_time: 0.076, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7969, loss_cls: 1.8730, loss: 1.8730, grad_norm: 16.2409 2020-09-21 07:33:51,596 - mmaction - INFO - Epoch [45][1940/3520] lr: 5.000e-05, eta: 10:33:46, time: 1.952, data_time: 0.197, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7802, loss_cls: 1.8521, loss: 1.8521, grad_norm: 15.3401 2020-09-21 07:34:32,507 - mmaction - INFO - Epoch [45][1960/3520] lr: 5.000e-05, eta: 10:33:06, time: 2.043, data_time: 0.443, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8281, loss_cls: 1.7897, loss: 1.7897, grad_norm: 16.1529 2020-09-21 07:35:11,146 - mmaction - INFO - Epoch [45][1980/3520] lr: 5.000e-05, eta: 10:32:27, time: 1.934, data_time: 0.444, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7813, loss_cls: 1.9370, loss: 1.9370, grad_norm: 16.0414 2020-09-21 07:35:50,575 - mmaction - INFO - Epoch [45][2000/3520] lr: 5.000e-05, eta: 10:31:47, time: 1.975, data_time: 0.251, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7917, loss_cls: 1.8811, loss: 1.8811, grad_norm: 15.7167 2020-09-21 07:36:29,950 - mmaction - INFO - Epoch [45][2020/3520] lr: 5.000e-05, eta: 10:31:07, time: 1.967, data_time: 0.062, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7969, loss_cls: 1.8735, loss: 1.8735, grad_norm: 15.7454 2020-09-21 07:37:08,288 - mmaction - INFO - Epoch [45][2040/3520] lr: 5.000e-05, eta: 10:30:27, time: 1.919, data_time: 0.288, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7844, loss_cls: 1.9072, loss: 1.9072, grad_norm: 16.1051 2020-09-21 07:37:46,480 - mmaction - INFO - Epoch [45][2060/3520] lr: 5.000e-05, eta: 10:29:48, time: 1.908, data_time: 0.136, memory: 8337, top1_acc: 0.5750, top5_acc: 0.8052, loss_cls: 1.7604, loss: 1.7604, grad_norm: 15.3403 2020-09-21 07:38:24,610 - mmaction - INFO - Epoch [45][2080/3520] lr: 5.000e-05, eta: 10:29:08, time: 1.906, data_time: 0.006, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7844, loss_cls: 1.9075, loss: 1.9075, grad_norm: 15.8759 2020-09-21 07:39:02,912 - mmaction - INFO - Epoch [45][2100/3520] lr: 5.000e-05, eta: 10:28:28, time: 1.916, data_time: 0.201, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7906, loss_cls: 1.8695, loss: 1.8695, grad_norm: 15.9299 2020-09-21 07:39:41,268 - mmaction - INFO - Epoch [45][2120/3520] lr: 5.000e-05, eta: 10:27:48, time: 1.916, data_time: 0.054, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7833, loss_cls: 1.9396, loss: 1.9396, grad_norm: 16.3298 2020-09-21 07:40:21,206 - mmaction - INFO - Epoch [45][2140/3520] lr: 5.000e-05, eta: 10:27:09, time: 1.996, data_time: 0.009, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7865, loss_cls: 1.8628, loss: 1.8628, grad_norm: 15.8504 2020-09-21 07:41:00,185 - mmaction - INFO - Epoch [45][2160/3520] lr: 5.000e-05, eta: 10:26:29, time: 1.952, data_time: 0.139, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8115, loss_cls: 1.8390, loss: 1.8390, grad_norm: 15.9580 2020-09-21 07:41:40,297 - mmaction - INFO - Epoch [45][2180/3520] lr: 5.000e-05, eta: 10:25:49, time: 2.003, data_time: 0.087, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7875, loss_cls: 1.9524, loss: 1.9524, grad_norm: 15.9896 2020-09-21 07:42:19,685 - mmaction - INFO - Epoch [45][2200/3520] lr: 5.000e-05, eta: 10:25:10, time: 1.972, data_time: 0.154, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7760, loss_cls: 1.8796, loss: 1.8796, grad_norm: 16.2595 2020-09-21 07:42:59,666 - mmaction - INFO - Epoch [45][2220/3520] lr: 5.000e-05, eta: 10:24:30, time: 1.998, data_time: 0.078, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7656, loss_cls: 1.9789, loss: 1.9789, grad_norm: 16.1243 2020-09-21 07:43:38,817 - mmaction - INFO - Epoch [45][2240/3520] lr: 5.000e-05, eta: 10:23:50, time: 1.953, data_time: 0.554, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8872, loss: 1.8872, grad_norm: 15.8932 2020-09-21 07:44:18,353 - mmaction - INFO - Epoch [45][2260/3520] lr: 5.000e-05, eta: 10:23:11, time: 1.976, data_time: 0.034, memory: 8337, top1_acc: 0.5271, top5_acc: 0.8031, loss_cls: 1.8511, loss: 1.8511, grad_norm: 15.5911 2020-09-21 07:44:58,409 - mmaction - INFO - Epoch [45][2280/3520] lr: 5.000e-05, eta: 10:22:31, time: 2.008, data_time: 0.014, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7792, loss_cls: 1.9059, loss: 1.9059, grad_norm: 15.5744 2020-09-21 07:45:38,097 - mmaction - INFO - Epoch [45][2300/3520] lr: 5.000e-05, eta: 10:21:51, time: 1.981, data_time: 0.567, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7885, loss_cls: 1.9194, loss: 1.9194, grad_norm: 16.0446 2020-09-21 07:46:17,382 - mmaction - INFO - Epoch [45][2320/3520] lr: 5.000e-05, eta: 10:21:12, time: 1.965, data_time: 0.733, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7802, loss_cls: 1.9433, loss: 1.9433, grad_norm: 15.9800 2020-09-21 07:46:55,269 - mmaction - INFO - Epoch [45][2340/3520] lr: 5.000e-05, eta: 10:20:32, time: 1.897, data_time: 0.073, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7948, loss_cls: 1.8836, loss: 1.8836, grad_norm: 16.0932 2020-09-21 07:47:36,166 - mmaction - INFO - Epoch [45][2360/3520] lr: 5.000e-05, eta: 10:19:52, time: 2.042, data_time: 0.236, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8073, loss_cls: 1.8474, loss: 1.8474, grad_norm: 15.4729 2020-09-21 07:48:15,210 - mmaction - INFO - Epoch [45][2380/3520] lr: 5.000e-05, eta: 10:19:13, time: 1.952, data_time: 0.230, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7604, loss_cls: 1.9777, loss: 1.9777, grad_norm: 15.9043 2020-09-21 07:48:53,688 - mmaction - INFO - Epoch [45][2400/3520] lr: 5.000e-05, eta: 10:18:33, time: 1.925, data_time: 0.087, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.8281, loss: 1.8281, grad_norm: 15.4944 2020-09-21 07:49:32,653 - mmaction - INFO - Epoch [45][2420/3520] lr: 5.000e-05, eta: 10:17:53, time: 1.949, data_time: 0.155, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8000, loss_cls: 1.8798, loss: 1.8798, grad_norm: 16.3886 2020-09-21 07:50:12,696 - mmaction - INFO - Epoch [45][2440/3520] lr: 5.000e-05, eta: 10:17:13, time: 2.001, data_time: 0.729, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8094, loss_cls: 1.8700, loss: 1.8700, grad_norm: 16.3076 2020-09-21 07:50:51,156 - mmaction - INFO - Epoch [45][2460/3520] lr: 5.000e-05, eta: 10:16:34, time: 1.923, data_time: 0.992, memory: 8337, top1_acc: 0.5531, top5_acc: 0.7969, loss_cls: 1.7867, loss: 1.7867, grad_norm: 15.6878 2020-09-21 07:51:30,493 - mmaction - INFO - Epoch [45][2480/3520] lr: 5.000e-05, eta: 10:15:54, time: 1.966, data_time: 0.690, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7854, loss_cls: 1.9086, loss: 1.9086, grad_norm: 15.9962 2020-09-21 07:52:08,786 - mmaction - INFO - Epoch [45][2500/3520] lr: 5.000e-05, eta: 10:15:14, time: 1.917, data_time: 0.482, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7729, loss_cls: 1.9838, loss: 1.9838, grad_norm: 16.5436 2020-09-21 07:52:50,467 - mmaction - INFO - Epoch [45][2520/3520] lr: 5.000e-05, eta: 10:14:35, time: 2.081, data_time: 0.062, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7896, loss_cls: 1.9103, loss: 1.9103, grad_norm: 15.8131 2020-09-21 07:53:29,745 - mmaction - INFO - Epoch [45][2540/3520] lr: 5.000e-05, eta: 10:13:55, time: 1.964, data_time: 0.240, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7729, loss_cls: 1.9094, loss: 1.9094, grad_norm: 16.1527 2020-09-21 07:54:08,787 - mmaction - INFO - Epoch [45][2560/3520] lr: 5.000e-05, eta: 10:13:15, time: 1.954, data_time: 0.295, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 1.9292, loss: 1.9292, grad_norm: 16.0803 2020-09-21 07:54:50,563 - mmaction - INFO - Epoch [45][2580/3520] lr: 5.000e-05, eta: 10:12:36, time: 2.088, data_time: 0.121, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8135, loss_cls: 1.8040, loss: 1.8040, grad_norm: 15.5659 2020-09-21 07:55:26,387 - mmaction - INFO - Epoch [45][2600/3520] lr: 5.000e-05, eta: 10:11:56, time: 1.791, data_time: 0.006, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8021, loss_cls: 1.8529, loss: 1.8529, grad_norm: 15.2866 2020-09-21 07:56:05,818 - mmaction - INFO - Epoch [45][2620/3520] lr: 5.000e-05, eta: 10:11:16, time: 1.971, data_time: 0.006, memory: 8337, top1_acc: 0.5740, top5_acc: 0.8062, loss_cls: 1.7464, loss: 1.7464, grad_norm: 15.4872 2020-09-21 07:56:44,309 - mmaction - INFO - Epoch [45][2640/3520] lr: 5.000e-05, eta: 10:10:36, time: 1.922, data_time: 0.478, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7813, loss_cls: 1.9335, loss: 1.9335, grad_norm: 16.2187 2020-09-21 07:57:24,304 - mmaction - INFO - Epoch [45][2660/3520] lr: 5.000e-05, eta: 10:09:57, time: 2.003, data_time: 0.040, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7844, loss_cls: 1.8824, loss: 1.8824, grad_norm: 15.4405 2020-09-21 07:58:02,099 - mmaction - INFO - Epoch [45][2680/3520] lr: 5.000e-05, eta: 10:09:17, time: 1.889, data_time: 0.143, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7719, loss_cls: 1.9472, loss: 1.9472, grad_norm: 16.2198 2020-09-21 07:58:41,957 - mmaction - INFO - Epoch [45][2700/3520] lr: 5.000e-05, eta: 10:08:37, time: 1.993, data_time: 0.035, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7927, loss_cls: 1.9331, loss: 1.9331, grad_norm: 16.2251 2020-09-21 07:59:20,602 - mmaction - INFO - Epoch [45][2720/3520] lr: 5.000e-05, eta: 10:07:57, time: 1.931, data_time: 0.070, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7958, loss_cls: 1.8607, loss: 1.8607, grad_norm: 15.3796 2020-09-21 08:00:00,102 - mmaction - INFO - Epoch [45][2740/3520] lr: 5.000e-05, eta: 10:07:18, time: 1.974, data_time: 0.024, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8063, loss_cls: 1.8355, loss: 1.8355, grad_norm: 15.4365 2020-09-21 08:00:44,368 - mmaction - INFO - Epoch [45][2760/3520] lr: 5.000e-05, eta: 10:06:39, time: 2.196, data_time: 0.123, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7875, loss_cls: 1.9281, loss: 1.9281, grad_norm: 16.1345 2020-09-21 08:01:23,236 - mmaction - INFO - Epoch [45][2780/3520] lr: 5.000e-05, eta: 10:05:59, time: 1.964, data_time: 0.301, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8000, loss_cls: 1.8226, loss: 1.8226, grad_norm: 15.5830 2020-09-21 08:02:02,435 - mmaction - INFO - Epoch [45][2800/3520] lr: 5.000e-05, eta: 10:05:19, time: 1.959, data_time: 0.150, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7927, loss_cls: 1.8594, loss: 1.8594, grad_norm: 16.0565 2020-09-21 08:02:39,732 - mmaction - INFO - Epoch [45][2820/3520] lr: 5.000e-05, eta: 10:04:39, time: 1.865, data_time: 0.006, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7896, loss_cls: 1.8992, loss: 1.8992, grad_norm: 15.6395 2020-09-21 08:03:17,818 - mmaction - INFO - Epoch [45][2840/3520] lr: 5.000e-05, eta: 10:03:59, time: 1.906, data_time: 0.007, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7927, loss_cls: 1.9098, loss: 1.9098, grad_norm: 15.5649 2020-09-21 08:03:57,432 - mmaction - INFO - Epoch [45][2860/3520] lr: 5.000e-05, eta: 10:03:20, time: 1.981, data_time: 0.097, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7812, loss_cls: 1.9707, loss: 1.9707, grad_norm: 16.3826 2020-09-21 08:04:35,969 - mmaction - INFO - Epoch [45][2880/3520] lr: 5.000e-05, eta: 10:02:40, time: 1.923, data_time: 0.772, memory: 8337, top1_acc: 0.5063, top5_acc: 0.8042, loss_cls: 1.8855, loss: 1.8855, grad_norm: 15.7572 2020-09-21 08:05:16,232 - mmaction - INFO - Epoch [45][2900/3520] lr: 5.000e-05, eta: 10:02:00, time: 2.015, data_time: 1.235, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7656, loss_cls: 1.9731, loss: 1.9731, grad_norm: 15.9894 2020-09-21 08:05:54,763 - mmaction - INFO - Epoch [45][2920/3520] lr: 5.000e-05, eta: 10:01:21, time: 1.927, data_time: 0.520, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7885, loss_cls: 1.8421, loss: 1.8421, grad_norm: 15.2863 2020-09-21 08:06:32,845 - mmaction - INFO - Epoch [45][2940/3520] lr: 5.000e-05, eta: 10:00:41, time: 1.903, data_time: 0.816, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7865, loss_cls: 1.8513, loss: 1.8513, grad_norm: 15.7117 2020-09-21 08:07:11,812 - mmaction - INFO - Epoch [45][2960/3520] lr: 5.000e-05, eta: 10:00:01, time: 1.948, data_time: 0.084, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7771, loss_cls: 1.9427, loss: 1.9427, grad_norm: 16.2766 2020-09-21 08:07:50,951 - mmaction - INFO - Epoch [45][2980/3520] lr: 5.000e-05, eta: 9:59:21, time: 1.957, data_time: 0.017, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7979, loss_cls: 1.8790, loss: 1.8790, grad_norm: 16.0569 2020-09-21 08:08:28,295 - mmaction - INFO - Epoch [45][3000/3520] lr: 5.000e-05, eta: 9:58:41, time: 1.867, data_time: 0.438, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8389, loss: 1.8389, grad_norm: 15.5812 2020-09-21 08:09:07,396 - mmaction - INFO - Epoch [45][3020/3520] lr: 5.000e-05, eta: 9:58:02, time: 1.957, data_time: 0.658, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7885, loss_cls: 1.8798, loss: 1.8798, grad_norm: 15.7949 2020-09-21 08:09:45,542 - mmaction - INFO - Epoch [45][3040/3520] lr: 5.000e-05, eta: 9:57:22, time: 1.906, data_time: 0.122, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7948, loss_cls: 1.8566, loss: 1.8566, grad_norm: 15.4525 2020-09-21 08:10:24,403 - mmaction - INFO - Epoch [45][3060/3520] lr: 5.000e-05, eta: 9:56:42, time: 1.942, data_time: 0.340, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7979, loss_cls: 1.8481, loss: 1.8481, grad_norm: 16.1394 2020-09-21 08:11:04,211 - mmaction - INFO - Epoch [45][3080/3520] lr: 5.000e-05, eta: 9:56:03, time: 1.993, data_time: 0.124, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8073, loss_cls: 1.8273, loss: 1.8273, grad_norm: 15.4482 2020-09-21 08:11:43,449 - mmaction - INFO - Epoch [45][3100/3520] lr: 5.000e-05, eta: 9:55:23, time: 1.960, data_time: 0.277, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7781, loss_cls: 1.8614, loss: 1.8614, grad_norm: 15.7173 2020-09-21 08:12:22,861 - mmaction - INFO - Epoch [45][3120/3520] lr: 5.000e-05, eta: 9:54:43, time: 1.972, data_time: 0.113, memory: 8337, top1_acc: 0.5250, top5_acc: 0.8042, loss_cls: 1.8146, loss: 1.8146, grad_norm: 16.0038 2020-09-21 08:13:01,520 - mmaction - INFO - Epoch [45][3140/3520] lr: 5.000e-05, eta: 9:54:03, time: 1.933, data_time: 0.035, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7927, loss_cls: 1.8598, loss: 1.8598, grad_norm: 15.6780 2020-09-21 08:13:40,460 - mmaction - INFO - Epoch [45][3160/3520] lr: 5.000e-05, eta: 9:53:24, time: 1.948, data_time: 0.030, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8000, loss_cls: 1.7847, loss: 1.7847, grad_norm: 15.2750 2020-09-21 08:14:20,938 - mmaction - INFO - Epoch [45][3180/3520] lr: 5.000e-05, eta: 9:52:44, time: 2.021, data_time: 0.008, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7917, loss_cls: 1.8959, loss: 1.8959, grad_norm: 15.9771 2020-09-21 08:14:57,581 - mmaction - INFO - Epoch [45][3200/3520] lr: 5.000e-05, eta: 9:52:04, time: 1.834, data_time: 0.015, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7948, loss_cls: 1.8694, loss: 1.8694, grad_norm: 16.3724 2020-09-21 08:15:36,336 - mmaction - INFO - Epoch [45][3220/3520] lr: 5.000e-05, eta: 9:51:24, time: 1.937, data_time: 0.788, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8000, loss_cls: 1.8776, loss: 1.8776, grad_norm: 16.3682 2020-09-21 08:16:16,238 - mmaction - INFO - Epoch [45][3240/3520] lr: 5.000e-05, eta: 9:50:45, time: 1.997, data_time: 0.128, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7833, loss_cls: 1.8508, loss: 1.8508, grad_norm: 16.0068 2020-09-21 08:16:54,504 - mmaction - INFO - Epoch [45][3260/3520] lr: 5.000e-05, eta: 9:50:05, time: 1.914, data_time: 0.264, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8052, loss_cls: 1.8063, loss: 1.8063, grad_norm: 16.1104 2020-09-21 08:17:33,132 - mmaction - INFO - Epoch [45][3280/3520] lr: 5.000e-05, eta: 9:49:25, time: 1.931, data_time: 0.073, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7969, loss_cls: 1.8552, loss: 1.8552, grad_norm: 15.8255 2020-09-21 08:18:13,402 - mmaction - INFO - Epoch [45][3300/3520] lr: 5.000e-05, eta: 9:48:46, time: 2.013, data_time: 0.035, memory: 8337, top1_acc: 0.5562, top5_acc: 0.7969, loss_cls: 1.8519, loss: 1.8519, grad_norm: 15.4270 2020-09-21 08:18:54,780 - mmaction - INFO - Epoch [45][3320/3520] lr: 5.000e-05, eta: 9:48:06, time: 2.070, data_time: 0.009, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7792, loss_cls: 1.9366, loss: 1.9366, grad_norm: 16.1502 2020-09-21 08:19:33,291 - mmaction - INFO - Epoch [45][3340/3520] lr: 5.000e-05, eta: 9:47:26, time: 1.924, data_time: 0.744, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7667, loss_cls: 1.9443, loss: 1.9443, grad_norm: 15.5751 2020-09-21 08:20:11,897 - mmaction - INFO - Epoch [45][3360/3520] lr: 5.000e-05, eta: 9:46:47, time: 1.932, data_time: 0.108, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7771, loss_cls: 1.9595, loss: 1.9595, grad_norm: 15.9990 2020-09-21 08:20:50,929 - mmaction - INFO - Epoch [45][3380/3520] lr: 5.000e-05, eta: 9:46:07, time: 1.952, data_time: 0.174, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7917, loss_cls: 1.8987, loss: 1.8987, grad_norm: 15.8868 2020-09-21 08:21:30,086 - mmaction - INFO - Epoch [45][3400/3520] lr: 5.000e-05, eta: 9:45:27, time: 1.958, data_time: 0.107, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7875, loss_cls: 1.9537, loss: 1.9537, grad_norm: 16.4634 2020-09-21 08:22:08,258 - mmaction - INFO - Epoch [45][3420/3520] lr: 5.000e-05, eta: 9:44:47, time: 1.906, data_time: 0.032, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7906, loss_cls: 1.8265, loss: 1.8265, grad_norm: 15.4107 2020-09-21 08:22:48,695 - mmaction - INFO - Epoch [45][3440/3520] lr: 5.000e-05, eta: 9:44:08, time: 2.024, data_time: 0.162, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8447, loss: 1.8447, grad_norm: 15.6582 2020-09-21 08:23:28,836 - mmaction - INFO - Epoch [45][3460/3520] lr: 5.000e-05, eta: 9:43:28, time: 2.005, data_time: 0.011, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8000, loss_cls: 1.8524, loss: 1.8524, grad_norm: 15.2794 2020-09-21 08:24:07,800 - mmaction - INFO - Epoch [45][3480/3520] lr: 5.000e-05, eta: 9:42:49, time: 1.951, data_time: 0.556, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8087, loss: 1.8087, grad_norm: 15.6426 2020-09-21 08:24:47,676 - mmaction - INFO - Epoch [45][3500/3520] lr: 5.000e-05, eta: 9:42:09, time: 1.991, data_time: 0.240, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7927, loss_cls: 1.8596, loss: 1.8596, grad_norm: 16.1774 2020-09-21 08:25:23,785 - mmaction - INFO - Epoch [45][3520/3520] lr: 5.000e-05, eta: 9:41:29, time: 1.809, data_time: 0.012, memory: 8337, top1_acc: 0.5283, top5_acc: 0.7989, loss_cls: 1.8348, loss: 1.8348, grad_norm: 15.3898 2020-09-21 08:25:40,336 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-09-21 08:27:52,181 - mmaction - INFO - Epoch [46][20/3520] lr: 5.000e-05, eta: 9:40:59, time: 6.558, data_time: 4.977, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7896, loss_cls: 1.8792, loss: 1.8792, grad_norm: 15.9661 2020-09-21 08:28:30,935 - mmaction - INFO - Epoch [46][40/3520] lr: 5.000e-05, eta: 9:40:20, time: 1.943, data_time: 0.341, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7875, loss_cls: 1.8406, loss: 1.8406, grad_norm: 16.3481 2020-09-21 08:29:10,257 - mmaction - INFO - Epoch [46][60/3520] lr: 5.000e-05, eta: 9:39:40, time: 1.965, data_time: 0.074, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7885, loss_cls: 1.9176, loss: 1.9176, grad_norm: 16.6794 2020-09-21 08:29:48,906 - mmaction - INFO - Epoch [46][80/3520] lr: 5.000e-05, eta: 9:39:00, time: 1.932, data_time: 0.235, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7927, loss_cls: 1.8643, loss: 1.8643, grad_norm: 16.3128 2020-09-21 08:30:28,216 - mmaction - INFO - Epoch [46][100/3520] lr: 5.000e-05, eta: 9:38:20, time: 1.964, data_time: 0.333, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8062, loss_cls: 1.7536, loss: 1.7536, grad_norm: 15.9465 2020-09-21 08:31:06,697 - mmaction - INFO - Epoch [46][120/3520] lr: 5.000e-05, eta: 9:37:41, time: 1.928, data_time: 0.047, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7844, loss_cls: 1.8577, loss: 1.8577, grad_norm: 16.2482 2020-09-21 08:31:43,982 - mmaction - INFO - Epoch [46][140/3520] lr: 5.000e-05, eta: 9:37:01, time: 1.860, data_time: 0.249, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7802, loss_cls: 1.8331, loss: 1.8331, grad_norm: 15.9961 2020-09-21 08:32:23,391 - mmaction - INFO - Epoch [46][160/3520] lr: 5.000e-05, eta: 9:36:21, time: 1.969, data_time: 0.133, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7760, loss_cls: 1.9218, loss: 1.9218, grad_norm: 16.5482 2020-09-21 08:33:05,216 - mmaction - INFO - Epoch [46][180/3520] lr: 5.000e-05, eta: 9:35:42, time: 2.092, data_time: 0.032, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8083, loss_cls: 1.7837, loss: 1.7837, grad_norm: 15.4859 2020-09-21 08:33:44,203 - mmaction - INFO - Epoch [46][200/3520] lr: 5.000e-05, eta: 9:35:02, time: 1.952, data_time: 0.121, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8031, loss_cls: 1.8405, loss: 1.8405, grad_norm: 16.2256 2020-09-21 08:34:22,513 - mmaction - INFO - Epoch [46][220/3520] lr: 5.000e-05, eta: 9:34:22, time: 1.917, data_time: 0.006, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8000, loss_cls: 1.8295, loss: 1.8295, grad_norm: 15.7440 2020-09-21 08:35:00,423 - mmaction - INFO - Epoch [46][240/3520] lr: 5.000e-05, eta: 9:33:42, time: 1.896, data_time: 0.005, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7896, loss_cls: 1.8861, loss: 1.8861, grad_norm: 15.4745 2020-09-21 08:35:39,113 - mmaction - INFO - Epoch [46][260/3520] lr: 5.000e-05, eta: 9:33:03, time: 1.933, data_time: 0.067, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7990, loss_cls: 1.8522, loss: 1.8522, grad_norm: 16.2450 2020-09-21 08:36:15,866 - mmaction - INFO - Epoch [46][280/3520] lr: 5.000e-05, eta: 9:32:23, time: 1.838, data_time: 0.255, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7844, loss_cls: 1.8193, loss: 1.8193, grad_norm: 15.7328 2020-09-21 08:36:55,878 - mmaction - INFO - Epoch [46][300/3520] lr: 5.000e-05, eta: 9:31:43, time: 1.999, data_time: 0.039, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7938, loss_cls: 1.8616, loss: 1.8616, grad_norm: 15.6767 2020-09-21 08:37:35,546 - mmaction - INFO - Epoch [46][320/3520] lr: 5.000e-05, eta: 9:31:03, time: 1.986, data_time: 0.310, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7667, loss_cls: 1.8963, loss: 1.8963, grad_norm: 15.9048 2020-09-21 08:38:14,320 - mmaction - INFO - Epoch [46][340/3520] lr: 5.000e-05, eta: 9:30:24, time: 1.937, data_time: 0.277, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7896, loss_cls: 1.8813, loss: 1.8813, grad_norm: 16.1336 2020-09-21 08:38:55,611 - mmaction - INFO - Epoch [46][360/3520] lr: 5.000e-05, eta: 9:29:44, time: 2.066, data_time: 0.005, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7917, loss_cls: 1.8965, loss: 1.8965, grad_norm: 15.4807 2020-09-21 08:39:34,756 - mmaction - INFO - Epoch [46][380/3520] lr: 5.000e-05, eta: 9:29:04, time: 1.956, data_time: 0.006, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 1.9775, loss: 1.9775, grad_norm: 16.3936 2020-09-21 08:40:13,332 - mmaction - INFO - Epoch [46][400/3520] lr: 5.000e-05, eta: 9:28:25, time: 1.930, data_time: 0.149, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7823, loss_cls: 1.8911, loss: 1.8911, grad_norm: 15.9564 2020-09-21 08:40:52,953 - mmaction - INFO - Epoch [46][420/3520] lr: 5.000e-05, eta: 9:27:45, time: 1.977, data_time: 0.271, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7896, loss_cls: 1.8798, loss: 1.8798, grad_norm: 15.4418 2020-09-21 08:41:32,089 - mmaction - INFO - Epoch [46][440/3520] lr: 5.000e-05, eta: 9:27:05, time: 1.960, data_time: 1.149, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7760, loss_cls: 1.9115, loss: 1.9115, grad_norm: 16.2532 2020-09-21 08:42:10,163 - mmaction - INFO - Epoch [46][460/3520] lr: 5.000e-05, eta: 9:26:25, time: 1.904, data_time: 0.010, memory: 8337, top1_acc: 0.5708, top5_acc: 0.8021, loss_cls: 1.7947, loss: 1.7947, grad_norm: 16.0983 2020-09-21 08:42:49,446 - mmaction - INFO - Epoch [46][480/3520] lr: 5.000e-05, eta: 9:25:46, time: 1.963, data_time: 0.004, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7896, loss_cls: 1.8819, loss: 1.8819, grad_norm: 16.3204 2020-09-21 08:43:27,147 - mmaction - INFO - Epoch [46][500/3520] lr: 5.000e-05, eta: 9:25:06, time: 1.883, data_time: 0.003, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7927, loss_cls: 1.9021, loss: 1.9021, grad_norm: 16.4814 2020-09-21 08:44:07,839 - mmaction - INFO - Epoch [46][520/3520] lr: 5.000e-05, eta: 9:24:26, time: 2.038, data_time: 0.769, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7823, loss_cls: 1.9632, loss: 1.9632, grad_norm: 16.5354 2020-09-21 08:44:46,712 - mmaction - INFO - Epoch [46][540/3520] lr: 5.000e-05, eta: 9:23:47, time: 1.942, data_time: 0.908, memory: 8337, top1_acc: 0.5531, top5_acc: 0.7875, loss_cls: 1.8292, loss: 1.8292, grad_norm: 15.8267 2020-09-21 08:45:24,802 - mmaction - INFO - Epoch [46][560/3520] lr: 5.000e-05, eta: 9:23:07, time: 1.904, data_time: 0.003, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7990, loss_cls: 1.8910, loss: 1.8910, grad_norm: 16.3670 2020-09-21 08:46:03,088 - mmaction - INFO - Epoch [46][580/3520] lr: 5.000e-05, eta: 9:22:27, time: 1.911, data_time: 0.348, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7958, loss_cls: 1.9130, loss: 1.9130, grad_norm: 16.2837 2020-09-21 08:46:41,149 - mmaction - INFO - Epoch [46][600/3520] lr: 5.000e-05, eta: 9:21:47, time: 1.903, data_time: 0.008, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.9199, loss: 1.9199, grad_norm: 16.1170 2020-09-21 08:47:20,681 - mmaction - INFO - Epoch [46][620/3520] lr: 5.000e-05, eta: 9:21:07, time: 1.977, data_time: 0.068, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8000, loss_cls: 1.8641, loss: 1.8641, grad_norm: 15.9864 2020-09-21 08:47:59,424 - mmaction - INFO - Epoch [46][640/3520] lr: 5.000e-05, eta: 9:20:28, time: 1.937, data_time: 0.008, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7990, loss_cls: 1.8792, loss: 1.8792, grad_norm: 15.8494 2020-09-21 08:48:36,811 - mmaction - INFO - Epoch [46][660/3520] lr: 5.000e-05, eta: 9:19:48, time: 1.873, data_time: 0.302, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7854, loss_cls: 1.8922, loss: 1.8922, grad_norm: 15.9567 2020-09-21 08:49:18,050 - mmaction - INFO - Epoch [46][680/3520] lr: 5.000e-05, eta: 9:19:08, time: 2.059, data_time: 0.386, memory: 8337, top1_acc: 0.5188, top5_acc: 0.8083, loss_cls: 1.8897, loss: 1.8897, grad_norm: 16.4649 2020-09-21 08:49:55,937 - mmaction - INFO - Epoch [46][700/3520] lr: 5.000e-05, eta: 9:18:28, time: 1.897, data_time: 0.048, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7802, loss_cls: 1.9238, loss: 1.9238, grad_norm: 16.0039 2020-09-21 08:50:36,568 - mmaction - INFO - Epoch [46][720/3520] lr: 5.000e-05, eta: 9:17:49, time: 2.029, data_time: 0.699, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7875, loss_cls: 1.8604, loss: 1.8604, grad_norm: 15.9101 2020-09-21 08:51:16,295 - mmaction - INFO - Epoch [46][740/3520] lr: 5.000e-05, eta: 9:17:09, time: 1.989, data_time: 0.007, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7865, loss_cls: 1.8437, loss: 1.8437, grad_norm: 15.9521 2020-09-21 08:51:55,076 - mmaction - INFO - Epoch [46][760/3520] lr: 5.000e-05, eta: 9:16:29, time: 1.937, data_time: 0.006, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7802, loss_cls: 1.9019, loss: 1.9019, grad_norm: 15.8831 2020-09-21 08:52:34,989 - mmaction - INFO - Epoch [46][780/3520] lr: 5.000e-05, eta: 9:15:50, time: 1.998, data_time: 0.188, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7781, loss_cls: 1.9327, loss: 1.9327, grad_norm: 16.3989 2020-09-21 08:53:13,568 - mmaction - INFO - Epoch [46][800/3520] lr: 5.000e-05, eta: 9:15:10, time: 1.927, data_time: 0.014, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8052, loss_cls: 1.8028, loss: 1.8028, grad_norm: 15.6098 2020-09-21 08:53:52,814 - mmaction - INFO - Epoch [46][820/3520] lr: 5.000e-05, eta: 9:14:30, time: 1.965, data_time: 0.260, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8052, loss_cls: 1.8563, loss: 1.8563, grad_norm: 15.8033 2020-09-21 08:54:31,466 - mmaction - INFO - Epoch [46][840/3520] lr: 5.000e-05, eta: 9:13:51, time: 1.932, data_time: 0.005, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8094, loss_cls: 1.8963, loss: 1.8963, grad_norm: 15.7990 2020-09-21 08:55:10,591 - mmaction - INFO - Epoch [46][860/3520] lr: 5.000e-05, eta: 9:13:11, time: 1.956, data_time: 0.261, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7917, loss_cls: 1.8594, loss: 1.8594, grad_norm: 16.1332 2020-09-21 08:55:51,021 - mmaction - INFO - Epoch [46][880/3520] lr: 5.000e-05, eta: 9:12:31, time: 2.019, data_time: 0.006, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7750, loss_cls: 1.9635, loss: 1.9635, grad_norm: 16.7508 2020-09-21 08:56:31,349 - mmaction - INFO - Epoch [46][900/3520] lr: 5.000e-05, eta: 9:11:52, time: 2.019, data_time: 0.031, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8146, loss_cls: 1.7974, loss: 1.7974, grad_norm: 16.2063 2020-09-21 08:57:10,661 - mmaction - INFO - Epoch [46][920/3520] lr: 5.000e-05, eta: 9:11:12, time: 1.963, data_time: 0.057, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7792, loss_cls: 1.8963, loss: 1.8963, grad_norm: 16.1566 2020-09-21 08:57:48,456 - mmaction - INFO - Epoch [46][940/3520] lr: 5.000e-05, eta: 9:10:32, time: 1.891, data_time: 0.033, memory: 8337, top1_acc: 0.5594, top5_acc: 0.7948, loss_cls: 1.8630, loss: 1.8630, grad_norm: 15.5116 2020-09-21 08:58:26,402 - mmaction - INFO - Epoch [46][960/3520] lr: 5.000e-05, eta: 9:09:52, time: 1.895, data_time: 0.006, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7854, loss_cls: 1.8940, loss: 1.8940, grad_norm: 16.0878 2020-09-21 08:59:05,207 - mmaction - INFO - Epoch [46][980/3520] lr: 5.000e-05, eta: 9:09:13, time: 1.943, data_time: 0.063, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8000, loss_cls: 1.8091, loss: 1.8091, grad_norm: 15.6803 2020-09-21 08:59:45,219 - mmaction - INFO - Epoch [46][1000/3520] lr: 5.000e-05, eta: 9:08:33, time: 1.999, data_time: 0.070, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7917, loss_cls: 1.8341, loss: 1.8341, grad_norm: 15.7548 2020-09-21 09:00:27,985 - mmaction - INFO - Epoch [46][1020/3520] lr: 5.000e-05, eta: 9:07:54, time: 2.123, data_time: 0.089, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7802, loss_cls: 1.9188, loss: 1.9188, grad_norm: 16.5402 2020-09-21 09:01:07,950 - mmaction - INFO - Epoch [46][1040/3520] lr: 5.000e-05, eta: 9:07:14, time: 2.013, data_time: 0.076, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.8799, loss: 1.8799, grad_norm: 16.1521 2020-09-21 09:01:49,679 - mmaction - INFO - Epoch [46][1060/3520] lr: 5.000e-05, eta: 9:06:35, time: 2.089, data_time: 0.252, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7802, loss_cls: 1.8980, loss: 1.8980, grad_norm: 16.4166 2020-09-21 09:02:28,220 - mmaction - INFO - Epoch [46][1080/3520] lr: 5.000e-05, eta: 9:05:55, time: 1.924, data_time: 0.049, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7938, loss_cls: 1.8805, loss: 1.8805, grad_norm: 16.3197 2020-09-21 09:03:07,371 - mmaction - INFO - Epoch [46][1100/3520] lr: 5.000e-05, eta: 9:05:15, time: 1.961, data_time: 0.213, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7854, loss_cls: 1.9429, loss: 1.9429, grad_norm: 16.5859 2020-09-21 09:03:46,589 - mmaction - INFO - Epoch [46][1120/3520] lr: 5.000e-05, eta: 9:04:35, time: 1.961, data_time: 0.382, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7698, loss_cls: 1.9626, loss: 1.9626, grad_norm: 15.7846 2020-09-21 09:04:26,160 - mmaction - INFO - Epoch [46][1140/3520] lr: 5.000e-05, eta: 9:03:56, time: 1.975, data_time: 0.034, memory: 8337, top1_acc: 0.5646, top5_acc: 0.8000, loss_cls: 1.7858, loss: 1.7858, grad_norm: 14.9610 2020-09-21 09:05:03,808 - mmaction - INFO - Epoch [46][1160/3520] lr: 5.000e-05, eta: 9:03:16, time: 1.886, data_time: 0.358, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7750, loss_cls: 1.9471, loss: 1.9471, grad_norm: 16.0795 2020-09-21 09:05:44,179 - mmaction - INFO - Epoch [46][1180/3520] lr: 5.000e-05, eta: 9:02:36, time: 2.018, data_time: 0.361, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7948, loss_cls: 1.8087, loss: 1.8087, grad_norm: 15.6937 2020-09-21 09:06:24,426 - mmaction - INFO - Epoch [46][1200/3520] lr: 5.000e-05, eta: 9:01:57, time: 2.012, data_time: 0.619, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8031, loss_cls: 1.8223, loss: 1.8223, grad_norm: 16.0773 2020-09-21 09:07:02,327 - mmaction - INFO - Epoch [46][1220/3520] lr: 5.000e-05, eta: 9:01:17, time: 1.894, data_time: 0.045, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8000, loss_cls: 1.8189, loss: 1.8189, grad_norm: 15.4526 2020-09-21 09:07:41,041 - mmaction - INFO - Epoch [46][1240/3520] lr: 5.000e-05, eta: 9:00:37, time: 1.937, data_time: 0.019, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8094, loss_cls: 1.7444, loss: 1.7444, grad_norm: 15.6882 2020-09-21 09:08:19,382 - mmaction - INFO - Epoch [46][1260/3520] lr: 5.000e-05, eta: 8:59:57, time: 1.914, data_time: 0.168, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7865, loss_cls: 1.9046, loss: 1.9046, grad_norm: 15.7798 2020-09-21 09:08:57,750 - mmaction - INFO - Epoch [46][1280/3520] lr: 5.000e-05, eta: 8:59:18, time: 1.922, data_time: 1.206, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7781, loss_cls: 1.9108, loss: 1.9108, grad_norm: 15.7279 2020-09-21 09:09:37,677 - mmaction - INFO - Epoch [46][1300/3520] lr: 5.000e-05, eta: 8:58:38, time: 1.992, data_time: 0.998, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7792, loss_cls: 1.8553, loss: 1.8553, grad_norm: 15.6854 2020-09-21 09:10:15,375 - mmaction - INFO - Epoch [46][1320/3520] lr: 5.000e-05, eta: 8:57:58, time: 1.888, data_time: 0.255, memory: 8337, top1_acc: 0.4865, top5_acc: 0.7729, loss_cls: 1.9661, loss: 1.9661, grad_norm: 16.3537 2020-09-21 09:10:55,639 - mmaction - INFO - Epoch [46][1340/3520] lr: 5.000e-05, eta: 8:57:18, time: 2.012, data_time: 0.244, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7896, loss_cls: 1.8683, loss: 1.8683, grad_norm: 15.5986 2020-09-21 09:11:34,573 - mmaction - INFO - Epoch [46][1360/3520] lr: 5.000e-05, eta: 8:56:39, time: 1.947, data_time: 0.437, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8104, loss_cls: 1.8564, loss: 1.8564, grad_norm: 15.7321 2020-09-21 09:12:11,973 - mmaction - INFO - Epoch [46][1380/3520] lr: 5.000e-05, eta: 8:55:59, time: 1.871, data_time: 0.665, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7906, loss_cls: 1.8781, loss: 1.8781, grad_norm: 15.8231 2020-09-21 09:12:52,821 - mmaction - INFO - Epoch [46][1400/3520] lr: 5.000e-05, eta: 8:55:19, time: 2.041, data_time: 0.295, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8063, loss_cls: 1.8488, loss: 1.8488, grad_norm: 15.7071 2020-09-21 09:13:31,480 - mmaction - INFO - Epoch [46][1420/3520] lr: 5.000e-05, eta: 8:54:40, time: 1.932, data_time: 0.064, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7740, loss_cls: 1.9559, loss: 1.9559, grad_norm: 16.3328 2020-09-21 09:14:11,085 - mmaction - INFO - Epoch [46][1440/3520] lr: 5.000e-05, eta: 8:54:00, time: 1.983, data_time: 0.044, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7885, loss_cls: 1.8707, loss: 1.8707, grad_norm: 16.3033 2020-09-21 09:14:50,324 - mmaction - INFO - Epoch [46][1460/3520] lr: 5.000e-05, eta: 8:53:20, time: 1.959, data_time: 0.792, memory: 8337, top1_acc: 0.5656, top5_acc: 0.8094, loss_cls: 1.7146, loss: 1.7146, grad_norm: 15.7630 2020-09-21 09:15:28,097 - mmaction - INFO - Epoch [46][1480/3520] lr: 5.000e-05, eta: 8:52:40, time: 1.891, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7833, loss_cls: 1.8761, loss: 1.8761, grad_norm: 15.9949 2020-09-21 09:16:05,993 - mmaction - INFO - Epoch [46][1500/3520] lr: 5.000e-05, eta: 8:52:01, time: 1.890, data_time: 0.058, memory: 8337, top1_acc: 0.4896, top5_acc: 0.7469, loss_cls: 2.0217, loss: 2.0217, grad_norm: 16.5433 2020-09-21 09:16:44,413 - mmaction - INFO - Epoch [46][1520/3520] lr: 5.000e-05, eta: 8:51:21, time: 1.926, data_time: 0.008, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7854, loss_cls: 1.9255, loss: 1.9255, grad_norm: 16.5728 2020-09-21 09:17:23,354 - mmaction - INFO - Epoch [46][1540/3520] lr: 5.000e-05, eta: 8:50:41, time: 1.948, data_time: 0.143, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7896, loss_cls: 1.8729, loss: 1.8729, grad_norm: 16.3546 2020-09-21 09:18:00,533 - mmaction - INFO - Epoch [46][1560/3520] lr: 5.000e-05, eta: 8:50:01, time: 1.858, data_time: 0.098, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7906, loss_cls: 1.8612, loss: 1.8612, grad_norm: 16.0651 2020-09-21 09:18:40,477 - mmaction - INFO - Epoch [46][1580/3520] lr: 5.000e-05, eta: 8:49:22, time: 1.998, data_time: 0.365, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7656, loss_cls: 1.9405, loss: 1.9405, grad_norm: 15.9009 2020-09-21 09:19:20,521 - mmaction - INFO - Epoch [46][1600/3520] lr: 5.000e-05, eta: 8:48:42, time: 2.002, data_time: 1.129, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8156, loss_cls: 1.7558, loss: 1.7558, grad_norm: 15.6014 2020-09-21 09:20:00,083 - mmaction - INFO - Epoch [46][1620/3520] lr: 5.000e-05, eta: 8:48:02, time: 1.976, data_time: 0.504, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8104, loss_cls: 1.8053, loss: 1.8053, grad_norm: 15.8710 2020-09-21 09:20:38,769 - mmaction - INFO - Epoch [46][1640/3520] lr: 5.000e-05, eta: 8:47:23, time: 1.937, data_time: 0.170, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8123, loss: 1.8123, grad_norm: 15.8086 2020-09-21 09:21:16,460 - mmaction - INFO - Epoch [46][1660/3520] lr: 5.000e-05, eta: 8:46:43, time: 1.882, data_time: 0.069, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7990, loss_cls: 1.9388, loss: 1.9388, grad_norm: 16.3225 2020-09-21 09:21:56,212 - mmaction - INFO - Epoch [46][1680/3520] lr: 5.000e-05, eta: 8:46:03, time: 1.989, data_time: 0.156, memory: 8337, top1_acc: 0.5729, top5_acc: 0.7948, loss_cls: 1.7845, loss: 1.7845, grad_norm: 15.1355 2020-09-21 09:22:34,793 - mmaction - INFO - Epoch [46][1700/3520] lr: 5.000e-05, eta: 8:45:23, time: 1.930, data_time: 0.055, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7844, loss_cls: 1.8934, loss: 1.8934, grad_norm: 15.5145 2020-09-21 09:23:13,419 - mmaction - INFO - Epoch [46][1720/3520] lr: 5.000e-05, eta: 8:44:44, time: 1.930, data_time: 0.031, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7688, loss_cls: 1.9570, loss: 1.9570, grad_norm: 16.2708 2020-09-21 09:23:52,963 - mmaction - INFO - Epoch [46][1740/3520] lr: 5.000e-05, eta: 8:44:04, time: 1.977, data_time: 0.102, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7990, loss_cls: 1.8584, loss: 1.8584, grad_norm: 16.4950 2020-09-21 09:24:29,760 - mmaction - INFO - Epoch [46][1760/3520] lr: 5.000e-05, eta: 8:43:24, time: 1.843, data_time: 0.137, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7958, loss_cls: 1.8119, loss: 1.8119, grad_norm: 15.7718 2020-09-21 09:25:10,429 - mmaction - INFO - Epoch [46][1780/3520] lr: 5.000e-05, eta: 8:42:44, time: 2.032, data_time: 0.412, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7812, loss_cls: 1.9224, loss: 1.9224, grad_norm: 15.7184 2020-09-21 09:25:50,538 - mmaction - INFO - Epoch [46][1800/3520] lr: 5.000e-05, eta: 8:42:05, time: 2.006, data_time: 0.814, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7750, loss_cls: 1.9051, loss: 1.9051, grad_norm: 15.8574 2020-09-21 09:26:29,270 - mmaction - INFO - Epoch [46][1820/3520] lr: 5.000e-05, eta: 8:41:25, time: 1.938, data_time: 0.675, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7833, loss_cls: 1.9306, loss: 1.9306, grad_norm: 15.9366 2020-09-21 09:27:09,870 - mmaction - INFO - Epoch [46][1840/3520] lr: 5.000e-05, eta: 8:40:45, time: 2.029, data_time: 0.198, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7875, loss_cls: 1.8944, loss: 1.8944, grad_norm: 16.0489 2020-09-21 09:27:48,182 - mmaction - INFO - Epoch [46][1860/3520] lr: 5.000e-05, eta: 8:40:06, time: 1.916, data_time: 0.735, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7917, loss_cls: 1.8903, loss: 1.8903, grad_norm: 16.0290 2020-09-21 09:28:26,762 - mmaction - INFO - Epoch [46][1880/3520] lr: 5.000e-05, eta: 8:39:26, time: 1.930, data_time: 0.796, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7729, loss_cls: 1.9095, loss: 1.9095, grad_norm: 16.2505 2020-09-21 09:29:05,337 - mmaction - INFO - Epoch [46][1900/3520] lr: 5.000e-05, eta: 8:38:46, time: 1.929, data_time: 0.593, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8073, loss_cls: 1.8352, loss: 1.8352, grad_norm: 16.0429 2020-09-21 09:29:45,632 - mmaction - INFO - Epoch [46][1920/3520] lr: 5.000e-05, eta: 8:38:07, time: 2.015, data_time: 0.003, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7792, loss_cls: 1.9488, loss: 1.9488, grad_norm: 16.2642 2020-09-21 09:30:23,380 - mmaction - INFO - Epoch [46][1940/3520] lr: 5.000e-05, eta: 8:37:27, time: 1.885, data_time: 0.111, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7917, loss_cls: 1.8080, loss: 1.8080, grad_norm: 15.6635 2020-09-21 09:31:01,325 - mmaction - INFO - Epoch [46][1960/3520] lr: 5.000e-05, eta: 8:36:47, time: 1.900, data_time: 0.100, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8104, loss_cls: 1.8074, loss: 1.8074, grad_norm: 15.7512 2020-09-21 09:31:40,856 - mmaction - INFO - Epoch [46][1980/3520] lr: 5.000e-05, eta: 8:36:07, time: 1.975, data_time: 0.563, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7958, loss_cls: 1.8488, loss: 1.8488, grad_norm: 16.5314 2020-09-21 09:32:20,553 - mmaction - INFO - Epoch [46][2000/3520] lr: 5.000e-05, eta: 8:35:28, time: 1.987, data_time: 0.081, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8010, loss_cls: 1.8365, loss: 1.8365, grad_norm: 16.4365 2020-09-21 09:32:58,746 - mmaction - INFO - Epoch [46][2020/3520] lr: 5.000e-05, eta: 8:34:48, time: 1.908, data_time: 0.020, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7906, loss_cls: 1.8801, loss: 1.8801, grad_norm: 16.3004 2020-09-21 09:33:38,639 - mmaction - INFO - Epoch [46][2040/3520] lr: 5.000e-05, eta: 8:34:08, time: 1.995, data_time: 0.860, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7802, loss_cls: 1.9231, loss: 1.9231, grad_norm: 16.8737 2020-09-21 09:34:17,463 - mmaction - INFO - Epoch [46][2060/3520] lr: 5.000e-05, eta: 8:33:28, time: 1.936, data_time: 0.435, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7896, loss_cls: 1.8538, loss: 1.8538, grad_norm: 15.8755 2020-09-21 09:34:56,704 - mmaction - INFO - Epoch [46][2080/3520] lr: 5.000e-05, eta: 8:32:49, time: 1.968, data_time: 0.334, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7938, loss_cls: 1.9153, loss: 1.9153, grad_norm: 16.3679 2020-09-21 09:35:35,185 - mmaction - INFO - Epoch [46][2100/3520] lr: 5.000e-05, eta: 8:32:09, time: 1.922, data_time: 0.604, memory: 8337, top1_acc: 0.5292, top5_acc: 0.8042, loss_cls: 1.8157, loss: 1.8157, grad_norm: 16.1944 2020-09-21 09:36:12,742 - mmaction - INFO - Epoch [46][2120/3520] lr: 5.000e-05, eta: 8:31:29, time: 1.880, data_time: 0.245, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8010, loss_cls: 1.8407, loss: 1.8407, grad_norm: 15.5560 2020-09-21 09:36:52,041 - mmaction - INFO - Epoch [46][2140/3520] lr: 5.000e-05, eta: 8:30:49, time: 1.964, data_time: 0.123, memory: 8337, top1_acc: 0.5219, top5_acc: 0.8052, loss_cls: 1.8415, loss: 1.8415, grad_norm: 15.5776 2020-09-21 09:37:31,390 - mmaction - INFO - Epoch [46][2160/3520] lr: 5.000e-05, eta: 8:30:10, time: 1.968, data_time: 0.490, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7854, loss_cls: 1.8807, loss: 1.8807, grad_norm: 16.4494 2020-09-21 09:38:10,334 - mmaction - INFO - Epoch [46][2180/3520] lr: 5.000e-05, eta: 8:29:30, time: 1.947, data_time: 0.170, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7792, loss_cls: 1.8978, loss: 1.8978, grad_norm: 16.0866 2020-09-21 09:38:48,849 - mmaction - INFO - Epoch [46][2200/3520] lr: 5.000e-05, eta: 8:28:50, time: 1.926, data_time: 0.026, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7802, loss_cls: 1.8988, loss: 1.8988, grad_norm: 15.8172 2020-09-21 09:39:28,408 - mmaction - INFO - Epoch [46][2220/3520] lr: 5.000e-05, eta: 8:28:11, time: 1.978, data_time: 0.008, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7917, loss_cls: 1.8856, loss: 1.8856, grad_norm: 15.8511 2020-09-21 09:40:07,539 - mmaction - INFO - Epoch [46][2240/3520] lr: 5.000e-05, eta: 8:27:31, time: 1.956, data_time: 0.012, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7906, loss_cls: 1.9154, loss: 1.9154, grad_norm: 15.6026 2020-09-21 09:40:46,533 - mmaction - INFO - Epoch [46][2260/3520] lr: 5.000e-05, eta: 8:26:51, time: 1.950, data_time: 0.215, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7844, loss_cls: 1.9247, loss: 1.9247, grad_norm: 16.5564 2020-09-21 09:41:25,042 - mmaction - INFO - Epoch [46][2280/3520] lr: 5.000e-05, eta: 8:26:11, time: 1.925, data_time: 0.042, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8031, loss_cls: 1.8251, loss: 1.8251, grad_norm: 16.0648 2020-09-21 09:42:04,001 - mmaction - INFO - Epoch [46][2300/3520] lr: 5.000e-05, eta: 8:25:32, time: 1.947, data_time: 0.600, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7917, loss_cls: 1.8441, loss: 1.8441, grad_norm: 15.0234 2020-09-21 09:42:42,662 - mmaction - INFO - Epoch [46][2320/3520] lr: 5.000e-05, eta: 8:24:52, time: 1.934, data_time: 0.136, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7969, loss_cls: 1.8941, loss: 1.8941, grad_norm: 15.7111 2020-09-21 09:43:20,634 - mmaction - INFO - Epoch [46][2340/3520] lr: 5.000e-05, eta: 8:24:12, time: 1.896, data_time: 0.026, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8135, loss_cls: 1.7488, loss: 1.7488, grad_norm: 15.5786 2020-09-21 09:43:58,478 - mmaction - INFO - Epoch [46][2360/3520] lr: 5.000e-05, eta: 8:23:32, time: 1.895, data_time: 0.110, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7865, loss_cls: 1.8921, loss: 1.8921, grad_norm: 15.9114 2020-09-21 09:44:40,357 - mmaction - INFO - Epoch [46][2380/3520] lr: 5.000e-05, eta: 8:22:53, time: 2.094, data_time: 0.595, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8135, loss_cls: 1.7894, loss: 1.7894, grad_norm: 15.5965 2020-09-21 09:45:18,386 - mmaction - INFO - Epoch [46][2400/3520] lr: 5.000e-05, eta: 8:22:13, time: 1.897, data_time: 0.020, memory: 8337, top1_acc: 0.5698, top5_acc: 0.8063, loss_cls: 1.7416, loss: 1.7416, grad_norm: 15.3888 2020-09-21 09:45:57,071 - mmaction - INFO - Epoch [46][2420/3520] lr: 5.000e-05, eta: 8:21:33, time: 1.940, data_time: 0.485, memory: 8337, top1_acc: 0.4958, top5_acc: 0.7594, loss_cls: 2.0132, loss: 2.0132, grad_norm: 17.1868 2020-09-21 09:46:35,500 - mmaction - INFO - Epoch [46][2440/3520] lr: 5.000e-05, eta: 8:20:54, time: 1.915, data_time: 0.119, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7906, loss_cls: 1.8419, loss: 1.8419, grad_norm: 16.0948 2020-09-21 09:47:14,438 - mmaction - INFO - Epoch [46][2460/3520] lr: 5.000e-05, eta: 8:20:14, time: 1.954, data_time: 0.245, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8722, loss: 1.8722, grad_norm: 16.3110 2020-09-21 09:47:54,101 - mmaction - INFO - Epoch [46][2480/3520] lr: 5.000e-05, eta: 8:19:34, time: 1.982, data_time: 0.236, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7677, loss_cls: 1.9463, loss: 1.9463, grad_norm: 16.4727 2020-09-21 09:48:32,760 - mmaction - INFO - Epoch [46][2500/3520] lr: 5.000e-05, eta: 8:18:55, time: 1.933, data_time: 1.014, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7812, loss_cls: 1.8891, loss: 1.8891, grad_norm: 16.5166 2020-09-21 09:49:10,543 - mmaction - INFO - Epoch [46][2520/3520] lr: 5.000e-05, eta: 8:18:15, time: 1.886, data_time: 0.208, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7917, loss_cls: 1.8460, loss: 1.8460, grad_norm: 15.8833 2020-09-21 09:49:47,310 - mmaction - INFO - Epoch [46][2540/3520] lr: 5.000e-05, eta: 8:17:35, time: 1.839, data_time: 0.445, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7604, loss_cls: 1.9874, loss: 1.9874, grad_norm: 16.0168 2020-09-21 09:50:26,635 - mmaction - INFO - Epoch [46][2560/3520] lr: 5.000e-05, eta: 8:16:55, time: 1.965, data_time: 0.060, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8083, loss_cls: 1.8295, loss: 1.8295, grad_norm: 16.3390 2020-09-21 09:51:05,544 - mmaction - INFO - Epoch [46][2580/3520] lr: 5.000e-05, eta: 8:16:15, time: 1.950, data_time: 0.114, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7813, loss_cls: 1.8988, loss: 1.8988, grad_norm: 16.2744 2020-09-21 09:51:43,527 - mmaction - INFO - Epoch [46][2600/3520] lr: 5.000e-05, eta: 8:15:36, time: 1.899, data_time: 0.358, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7937, loss_cls: 1.8393, loss: 1.8393, grad_norm: 15.8806 2020-09-21 09:52:20,891 - mmaction - INFO - Epoch [46][2620/3520] lr: 5.000e-05, eta: 8:14:56, time: 1.867, data_time: 0.331, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7906, loss_cls: 1.9333, loss: 1.9333, grad_norm: 16.5815 2020-09-21 09:53:00,541 - mmaction - INFO - Epoch [46][2640/3520] lr: 5.000e-05, eta: 8:14:16, time: 1.983, data_time: 0.050, memory: 8337, top1_acc: 0.5615, top5_acc: 0.7937, loss_cls: 1.8300, loss: 1.8300, grad_norm: 16.1572 2020-09-21 09:53:38,547 - mmaction - INFO - Epoch [46][2660/3520] lr: 5.000e-05, eta: 8:13:36, time: 1.898, data_time: 0.381, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7719, loss_cls: 1.9374, loss: 1.9374, grad_norm: 16.4350 2020-09-21 09:54:16,710 - mmaction - INFO - Epoch [46][2680/3520] lr: 5.000e-05, eta: 8:12:56, time: 1.908, data_time: 0.016, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8042, loss_cls: 1.8036, loss: 1.8036, grad_norm: 16.1413 2020-09-21 09:54:55,863 - mmaction - INFO - Epoch [46][2700/3520] lr: 5.000e-05, eta: 8:12:17, time: 1.960, data_time: 0.062, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7938, loss_cls: 1.9064, loss: 1.9064, grad_norm: 16.2775 2020-09-21 09:55:34,977 - mmaction - INFO - Epoch [46][2720/3520] lr: 5.000e-05, eta: 8:11:37, time: 1.954, data_time: 0.385, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7990, loss_cls: 1.8933, loss: 1.8933, grad_norm: 15.9740 2020-09-21 09:56:14,082 - mmaction - INFO - Epoch [46][2740/3520] lr: 5.000e-05, eta: 8:10:57, time: 1.936, data_time: 0.149, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8104, loss_cls: 1.8234, loss: 1.8234, grad_norm: 16.6932 2020-09-21 09:56:53,592 - mmaction - INFO - Epoch [46][2760/3520] lr: 5.000e-05, eta: 8:10:18, time: 1.990, data_time: 0.060, memory: 8337, top1_acc: 0.5625, top5_acc: 0.8104, loss_cls: 1.7787, loss: 1.7787, grad_norm: 15.1171 2020-09-21 09:57:32,831 - mmaction - INFO - Epoch [46][2780/3520] lr: 5.000e-05, eta: 8:09:38, time: 1.966, data_time: 0.020, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7990, loss_cls: 1.8296, loss: 1.8296, grad_norm: 15.9840 2020-09-21 09:58:10,066 - mmaction - INFO - Epoch [46][2800/3520] lr: 5.000e-05, eta: 8:08:58, time: 1.861, data_time: 0.008, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.8414, loss: 1.8414, grad_norm: 16.1673 2020-09-21 09:58:48,814 - mmaction - INFO - Epoch [46][2820/3520] lr: 5.000e-05, eta: 8:08:18, time: 1.940, data_time: 0.281, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7813, loss_cls: 1.9514, loss: 1.9514, grad_norm: 16.1909 2020-09-21 09:59:27,539 - mmaction - INFO - Epoch [46][2840/3520] lr: 5.000e-05, eta: 8:07:39, time: 1.936, data_time: 0.014, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8031, loss_cls: 1.8062, loss: 1.8062, grad_norm: 15.6979 2020-09-21 10:00:07,288 - mmaction - INFO - Epoch [46][2860/3520] lr: 5.000e-05, eta: 8:06:59, time: 1.978, data_time: 0.061, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7896, loss_cls: 1.8869, loss: 1.8869, grad_norm: 16.0384 2020-09-21 10:00:46,849 - mmaction - INFO - Epoch [46][2880/3520] lr: 5.000e-05, eta: 8:06:19, time: 1.988, data_time: 0.020, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8125, loss_cls: 1.8273, loss: 1.8273, grad_norm: 16.1075 2020-09-21 10:01:24,843 - mmaction - INFO - Epoch [46][2900/3520] lr: 5.000e-05, eta: 8:05:40, time: 1.900, data_time: 0.106, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8094, loss_cls: 1.8069, loss: 1.8069, grad_norm: 15.5237 2020-09-21 10:02:03,599 - mmaction - INFO - Epoch [46][2920/3520] lr: 5.000e-05, eta: 8:05:00, time: 1.935, data_time: 0.064, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7708, loss_cls: 1.9459, loss: 1.9459, grad_norm: 16.2894 2020-09-21 10:02:43,145 - mmaction - INFO - Epoch [46][2940/3520] lr: 5.000e-05, eta: 8:04:20, time: 1.979, data_time: 0.006, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7833, loss_cls: 1.8578, loss: 1.8578, grad_norm: 16.3839 2020-09-21 10:03:21,396 - mmaction - INFO - Epoch [46][2960/3520] lr: 5.000e-05, eta: 8:03:40, time: 1.909, data_time: 0.104, memory: 8337, top1_acc: 0.5625, top5_acc: 0.8021, loss_cls: 1.8181, loss: 1.8181, grad_norm: 15.9846 2020-09-21 10:04:01,029 - mmaction - INFO - Epoch [46][2980/3520] lr: 5.000e-05, eta: 8:03:01, time: 1.985, data_time: 0.048, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8083, loss_cls: 1.8472, loss: 1.8472, grad_norm: 16.4454 2020-09-21 10:04:39,126 - mmaction - INFO - Epoch [46][3000/3520] lr: 5.000e-05, eta: 8:02:21, time: 1.901, data_time: 0.465, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7823, loss_cls: 1.8690, loss: 1.8690, grad_norm: 16.3315 2020-09-21 10:05:19,224 - mmaction - INFO - Epoch [46][3020/3520] lr: 5.000e-05, eta: 8:01:41, time: 2.006, data_time: 0.008, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7740, loss_cls: 1.9623, loss: 1.9623, grad_norm: 16.6907 2020-09-21 10:05:54,792 - mmaction - INFO - Epoch [46][3040/3520] lr: 5.000e-05, eta: 8:01:01, time: 1.780, data_time: 0.045, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7917, loss_cls: 1.8474, loss: 1.8474, grad_norm: 15.4158 2020-09-21 10:06:34,036 - mmaction - INFO - Epoch [46][3060/3520] lr: 5.000e-05, eta: 8:00:22, time: 1.962, data_time: 0.008, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7854, loss_cls: 1.8800, loss: 1.8800, grad_norm: 16.2581 2020-09-21 10:07:11,400 - mmaction - INFO - Epoch [46][3080/3520] lr: 5.000e-05, eta: 7:59:42, time: 1.868, data_time: 0.010, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7729, loss_cls: 1.9518, loss: 1.9518, grad_norm: 16.0441 2020-09-21 10:07:50,834 - mmaction - INFO - Epoch [46][3100/3520] lr: 5.000e-05, eta: 7:59:02, time: 1.973, data_time: 0.366, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7906, loss_cls: 1.9199, loss: 1.9199, grad_norm: 16.5312 2020-09-21 10:08:28,940 - mmaction - INFO - Epoch [46][3120/3520] lr: 5.000e-05, eta: 7:58:22, time: 1.905, data_time: 0.118, memory: 8337, top1_acc: 0.5563, top5_acc: 0.7948, loss_cls: 1.7595, loss: 1.7595, grad_norm: 15.5164 2020-09-21 10:09:08,024 - mmaction - INFO - Epoch [46][3140/3520] lr: 5.000e-05, eta: 7:57:43, time: 1.954, data_time: 1.130, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8135, loss_cls: 1.8458, loss: 1.8458, grad_norm: 16.3972 2020-09-21 10:09:47,207 - mmaction - INFO - Epoch [46][3160/3520] lr: 5.000e-05, eta: 7:57:03, time: 1.960, data_time: 0.449, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7865, loss_cls: 1.8904, loss: 1.8904, grad_norm: 16.5540 2020-09-21 10:10:26,307 - mmaction - INFO - Epoch [46][3180/3520] lr: 5.000e-05, eta: 7:56:23, time: 1.955, data_time: 0.237, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7938, loss_cls: 1.8572, loss: 1.8572, grad_norm: 16.4958 2020-09-21 10:11:05,777 - mmaction - INFO - Epoch [46][3200/3520] lr: 5.000e-05, eta: 7:55:44, time: 1.968, data_time: 0.101, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7771, loss_cls: 1.9422, loss: 1.9422, grad_norm: 16.4411 2020-09-21 10:11:44,695 - mmaction - INFO - Epoch [46][3220/3520] lr: 5.000e-05, eta: 7:55:04, time: 1.951, data_time: 0.119, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7750, loss_cls: 1.9297, loss: 1.9297, grad_norm: 16.3066 2020-09-21 10:12:23,286 - mmaction - INFO - Epoch [46][3240/3520] lr: 5.000e-05, eta: 7:54:24, time: 1.930, data_time: 0.004, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7844, loss_cls: 1.8774, loss: 1.8774, grad_norm: 15.9142 2020-09-21 10:13:04,306 - mmaction - INFO - Epoch [46][3260/3520] lr: 5.000e-05, eta: 7:53:45, time: 2.051, data_time: 0.120, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8094, loss_cls: 1.8289, loss: 1.8289, grad_norm: 16.0806 2020-09-21 10:13:42,565 - mmaction - INFO - Epoch [46][3280/3520] lr: 5.000e-05, eta: 7:53:05, time: 1.910, data_time: 0.004, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7833, loss_cls: 1.9239, loss: 1.9239, grad_norm: 16.0398 2020-09-21 10:14:21,041 - mmaction - INFO - Epoch [46][3300/3520] lr: 5.000e-05, eta: 7:52:25, time: 1.927, data_time: 0.048, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8208, loss_cls: 1.7736, loss: 1.7736, grad_norm: 15.9226 2020-09-21 10:14:58,960 - mmaction - INFO - Epoch [46][3320/3520] lr: 5.000e-05, eta: 7:51:45, time: 1.894, data_time: 0.083, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7906, loss_cls: 1.8693, loss: 1.8693, grad_norm: 16.1745 2020-09-21 10:15:38,522 - mmaction - INFO - Epoch [46][3340/3520] lr: 5.000e-05, eta: 7:51:06, time: 1.980, data_time: 0.378, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7740, loss_cls: 1.9218, loss: 1.9218, grad_norm: 16.2941 2020-09-21 10:16:16,673 - mmaction - INFO - Epoch [46][3360/3520] lr: 5.000e-05, eta: 7:50:26, time: 1.906, data_time: 0.049, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7979, loss_cls: 1.8551, loss: 1.8551, grad_norm: 16.3614 2020-09-21 10:16:55,447 - mmaction - INFO - Epoch [46][3380/3520] lr: 5.000e-05, eta: 7:49:46, time: 1.941, data_time: 0.088, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7875, loss_cls: 1.8728, loss: 1.8728, grad_norm: 16.0612 2020-09-21 10:17:34,240 - mmaction - INFO - Epoch [46][3400/3520] lr: 5.000e-05, eta: 7:49:07, time: 1.936, data_time: 0.056, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7823, loss_cls: 1.9293, loss: 1.9293, grad_norm: 15.9085 2020-09-21 10:18:15,391 - mmaction - INFO - Epoch [46][3420/3520] lr: 5.000e-05, eta: 7:48:27, time: 2.061, data_time: 0.112, memory: 8337, top1_acc: 0.5510, top5_acc: 0.7938, loss_cls: 1.8573, loss: 1.8573, grad_norm: 16.0752 2020-09-21 10:18:53,329 - mmaction - INFO - Epoch [46][3440/3520] lr: 5.000e-05, eta: 7:47:47, time: 1.895, data_time: 0.095, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7958, loss_cls: 1.8524, loss: 1.8524, grad_norm: 16.0791 2020-09-21 10:19:32,171 - mmaction - INFO - Epoch [46][3460/3520] lr: 5.000e-05, eta: 7:47:08, time: 1.943, data_time: 0.183, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7948, loss_cls: 1.9486, loss: 1.9486, grad_norm: 16.4581 2020-09-21 10:20:10,607 - mmaction - INFO - Epoch [46][3480/3520] lr: 5.000e-05, eta: 7:46:28, time: 1.919, data_time: 0.192, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7740, loss_cls: 1.9277, loss: 1.9277, grad_norm: 16.5315 2020-09-21 10:20:48,430 - mmaction - INFO - Epoch [46][3500/3520] lr: 5.000e-05, eta: 7:45:48, time: 1.894, data_time: 0.038, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7667, loss_cls: 1.9723, loss: 1.9723, grad_norm: 16.1358 2020-09-21 10:21:24,973 - mmaction - INFO - Epoch [46][3520/3520] lr: 5.000e-05, eta: 7:45:08, time: 1.826, data_time: 0.029, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7978, loss_cls: 1.8148, loss: 1.8148, grad_norm: 15.8451 2020-09-21 10:21:40,123 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-09-21 10:37:34,089 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-21 10:37:34,680 - mmaction - INFO - top1_acc 0.2752 top5_acc 0.5547 2020-09-21 10:37:34,680 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-21 10:37:34,879 - mmaction - INFO - mean_acc 0.2068 2020-09-21 10:37:34,888 - mmaction - INFO - Epoch(val) [46][3520] top1_acc: 0.2752, top5_acc: 0.5547, mean_class_accuracy: 0.2068 2020-09-21 10:39:37,933 - mmaction - INFO - Epoch [47][20/3520] lr: 5.000e-05, eta: 7:44:36, time: 6.141, data_time: 4.199, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7771, loss_cls: 1.9011, loss: 1.9011, grad_norm: 16.3608 2020-09-21 10:40:16,142 - mmaction - INFO - Epoch [47][40/3520] lr: 5.000e-05, eta: 7:43:56, time: 1.915, data_time: 0.301, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8031, loss_cls: 1.8608, loss: 1.8608, grad_norm: 16.2219 2020-09-21 10:40:55,697 - mmaction - INFO - Epoch [47][60/3520] lr: 5.000e-05, eta: 7:43:16, time: 1.984, data_time: 0.846, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7906, loss_cls: 1.8725, loss: 1.8725, grad_norm: 15.8111 2020-09-21 10:41:34,342 - mmaction - INFO - Epoch [47][80/3520] lr: 5.000e-05, eta: 7:42:36, time: 1.929, data_time: 0.252, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7938, loss_cls: 1.9016, loss: 1.9016, grad_norm: 16.0554 2020-09-21 10:42:14,078 - mmaction - INFO - Epoch [47][100/3520] lr: 5.000e-05, eta: 7:41:57, time: 1.990, data_time: 1.088, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7740, loss_cls: 1.9554, loss: 1.9554, grad_norm: 16.4664 2020-09-21 10:42:53,630 - mmaction - INFO - Epoch [47][120/3520] lr: 5.000e-05, eta: 7:41:17, time: 1.977, data_time: 1.131, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7865, loss_cls: 1.9028, loss: 1.9028, grad_norm: 15.7595 2020-09-21 10:43:31,099 - mmaction - INFO - Epoch [47][140/3520] lr: 5.000e-05, eta: 7:40:37, time: 1.870, data_time: 0.782, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7750, loss_cls: 1.8973, loss: 1.8973, grad_norm: 15.9989 2020-09-21 10:44:09,192 - mmaction - INFO - Epoch [47][160/3520] lr: 5.000e-05, eta: 7:39:58, time: 1.903, data_time: 0.042, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7875, loss_cls: 1.9248, loss: 1.9248, grad_norm: 16.2156 2020-09-21 10:44:48,807 - mmaction - INFO - Epoch [47][180/3520] lr: 5.000e-05, eta: 7:39:18, time: 1.984, data_time: 0.698, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8135, loss_cls: 1.8175, loss: 1.8175, grad_norm: 16.1828 2020-09-21 10:45:26,274 - mmaction - INFO - Epoch [47][200/3520] lr: 5.000e-05, eta: 7:38:38, time: 1.875, data_time: 0.367, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7760, loss_cls: 1.9769, loss: 1.9769, grad_norm: 16.4352 2020-09-21 10:46:07,249 - mmaction - INFO - Epoch [47][220/3520] lr: 5.000e-05, eta: 7:37:59, time: 2.045, data_time: 0.970, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8000, loss_cls: 1.8193, loss: 1.8193, grad_norm: 15.8347 2020-09-21 10:46:44,956 - mmaction - INFO - Epoch [47][240/3520] lr: 5.000e-05, eta: 7:37:19, time: 1.889, data_time: 0.469, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7833, loss_cls: 1.9093, loss: 1.9093, grad_norm: 15.8504 2020-09-21 10:47:25,622 - mmaction - INFO - Epoch [47][260/3520] lr: 5.000e-05, eta: 7:36:39, time: 2.032, data_time: 0.485, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7948, loss_cls: 1.9187, loss: 1.9187, grad_norm: 16.4344 2020-09-21 10:48:01,335 - mmaction - INFO - Epoch [47][280/3520] lr: 5.000e-05, eta: 7:35:59, time: 1.786, data_time: 0.156, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8827, loss: 1.8827, grad_norm: 16.3662 2020-09-21 10:48:40,342 - mmaction - INFO - Epoch [47][300/3520] lr: 5.000e-05, eta: 7:35:19, time: 1.951, data_time: 1.040, memory: 8337, top1_acc: 0.5510, top5_acc: 0.7979, loss_cls: 1.8327, loss: 1.8327, grad_norm: 15.9155 2020-09-21 10:49:20,501 - mmaction - INFO - Epoch [47][320/3520] lr: 5.000e-05, eta: 7:34:40, time: 2.008, data_time: 0.366, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7677, loss_cls: 1.8861, loss: 1.8861, grad_norm: 15.8758 2020-09-21 10:50:00,175 - mmaction - INFO - Epoch [47][340/3520] lr: 5.000e-05, eta: 7:34:00, time: 1.983, data_time: 0.062, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7719, loss_cls: 1.9175, loss: 1.9175, grad_norm: 15.7012 2020-09-21 10:50:38,094 - mmaction - INFO - Epoch [47][360/3520] lr: 5.000e-05, eta: 7:33:20, time: 1.897, data_time: 0.021, memory: 8337, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.8083, loss: 1.8083, grad_norm: 15.6962 2020-09-21 10:51:18,060 - mmaction - INFO - Epoch [47][380/3520] lr: 5.000e-05, eta: 7:32:41, time: 1.997, data_time: 0.469, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7833, loss_cls: 1.9296, loss: 1.9296, grad_norm: 16.3019 2020-09-21 10:51:57,927 - mmaction - INFO - Epoch [47][400/3520] lr: 5.000e-05, eta: 7:32:01, time: 1.995, data_time: 0.788, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7937, loss_cls: 1.8393, loss: 1.8393, grad_norm: 16.0310 2020-09-21 10:52:38,707 - mmaction - INFO - Epoch [47][420/3520] lr: 5.000e-05, eta: 7:31:22, time: 2.038, data_time: 1.256, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8063, loss_cls: 1.7844, loss: 1.7844, grad_norm: 15.7150 2020-09-21 10:53:17,323 - mmaction - INFO - Epoch [47][440/3520] lr: 5.000e-05, eta: 7:30:42, time: 1.932, data_time: 0.877, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7687, loss_cls: 1.9500, loss: 1.9500, grad_norm: 16.4032 2020-09-21 10:53:56,271 - mmaction - INFO - Epoch [47][460/3520] lr: 5.000e-05, eta: 7:30:02, time: 1.944, data_time: 0.177, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7844, loss_cls: 1.8965, loss: 1.8965, grad_norm: 16.1707 2020-09-21 10:54:35,053 - mmaction - INFO - Epoch [47][480/3520] lr: 5.000e-05, eta: 7:29:22, time: 1.942, data_time: 0.069, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7958, loss_cls: 1.8172, loss: 1.8172, grad_norm: 15.7173 2020-09-21 10:55:15,576 - mmaction - INFO - Epoch [47][500/3520] lr: 5.000e-05, eta: 7:28:43, time: 2.026, data_time: 0.061, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7771, loss_cls: 1.8404, loss: 1.8404, grad_norm: 15.6265 2020-09-21 10:55:54,424 - mmaction - INFO - Epoch [47][520/3520] lr: 5.000e-05, eta: 7:28:03, time: 1.942, data_time: 0.103, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8062, loss_cls: 1.8458, loss: 1.8458, grad_norm: 15.6389 2020-09-21 10:56:36,088 - mmaction - INFO - Epoch [47][540/3520] lr: 5.000e-05, eta: 7:27:24, time: 2.084, data_time: 0.047, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7885, loss_cls: 1.9347, loss: 1.9347, grad_norm: 16.1461 2020-09-21 10:57:13,627 - mmaction - INFO - Epoch [47][560/3520] lr: 5.000e-05, eta: 7:26:44, time: 1.877, data_time: 0.004, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8094, loss_cls: 1.8133, loss: 1.8133, grad_norm: 16.0326 2020-09-21 10:57:54,960 - mmaction - INFO - Epoch [47][580/3520] lr: 5.000e-05, eta: 7:26:04, time: 2.061, data_time: 0.268, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7719, loss_cls: 1.9629, loss: 1.9629, grad_norm: 16.3207 2020-09-21 10:58:33,207 - mmaction - INFO - Epoch [47][600/3520] lr: 5.000e-05, eta: 7:25:25, time: 1.917, data_time: 0.595, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7917, loss_cls: 1.8634, loss: 1.8634, grad_norm: 16.0759 2020-09-21 10:59:13,630 - mmaction - INFO - Epoch [47][620/3520] lr: 5.000e-05, eta: 7:24:45, time: 2.018, data_time: 0.265, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7958, loss_cls: 1.8782, loss: 1.8782, grad_norm: 16.2266 2020-09-21 10:59:53,801 - mmaction - INFO - Epoch [47][640/3520] lr: 5.000e-05, eta: 7:24:05, time: 2.011, data_time: 1.099, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.8826, loss: 1.8826, grad_norm: 16.3583 2020-09-21 11:00:39,823 - mmaction - INFO - Epoch [47][660/3520] lr: 5.000e-05, eta: 7:23:26, time: 2.280, data_time: 0.572, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7885, loss_cls: 1.8789, loss: 1.8789, grad_norm: 15.6971 2020-09-21 11:01:18,762 - mmaction - INFO - Epoch [47][680/3520] lr: 5.000e-05, eta: 7:22:46, time: 1.967, data_time: 0.214, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8010, loss_cls: 1.8271, loss: 1.8271, grad_norm: 16.2825 2020-09-21 11:01:59,557 - mmaction - INFO - Epoch [47][700/3520] lr: 5.000e-05, eta: 7:22:07, time: 2.039, data_time: 0.354, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7958, loss_cls: 1.8220, loss: 1.8220, grad_norm: 15.6914 2020-09-21 11:02:39,562 - mmaction - INFO - Epoch [47][720/3520] lr: 5.000e-05, eta: 7:21:27, time: 2.002, data_time: 0.102, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7865, loss_cls: 1.8352, loss: 1.8352, grad_norm: 15.9572 2020-09-21 11:03:20,929 - mmaction - INFO - Epoch [47][740/3520] lr: 5.000e-05, eta: 7:20:48, time: 2.065, data_time: 0.674, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8083, loss_cls: 1.8099, loss: 1.8099, grad_norm: 16.2350 2020-09-21 11:03:59,757 - mmaction - INFO - Epoch [47][760/3520] lr: 5.000e-05, eta: 7:20:08, time: 1.944, data_time: 0.757, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7750, loss_cls: 1.9447, loss: 1.9447, grad_norm: 16.2692 2020-09-21 11:04:39,749 - mmaction - INFO - Epoch [47][780/3520] lr: 5.000e-05, eta: 7:19:28, time: 1.997, data_time: 0.305, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7854, loss_cls: 1.9055, loss: 1.9055, grad_norm: 16.2740 2020-09-21 11:05:19,840 - mmaction - INFO - Epoch [47][800/3520] lr: 5.000e-05, eta: 7:18:49, time: 2.008, data_time: 0.608, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7875, loss_cls: 1.8887, loss: 1.8887, grad_norm: 16.2301 2020-09-21 11:05:59,588 - mmaction - INFO - Epoch [47][820/3520] lr: 5.000e-05, eta: 7:18:09, time: 1.984, data_time: 0.779, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7865, loss_cls: 1.8733, loss: 1.8733, grad_norm: 16.0874 2020-09-21 11:06:39,154 - mmaction - INFO - Epoch [47][840/3520] lr: 5.000e-05, eta: 7:17:30, time: 1.983, data_time: 0.051, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7833, loss_cls: 1.8958, loss: 1.8958, grad_norm: 16.1446 2020-09-21 11:07:17,743 - mmaction - INFO - Epoch [47][860/3520] lr: 5.000e-05, eta: 7:16:50, time: 1.923, data_time: 0.007, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7906, loss_cls: 1.8631, loss: 1.8631, grad_norm: 15.7847 2020-09-21 11:07:56,197 - mmaction - INFO - Epoch [47][880/3520] lr: 5.000e-05, eta: 7:16:10, time: 1.928, data_time: 0.010, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7740, loss_cls: 1.8622, loss: 1.8622, grad_norm: 16.0413 2020-09-21 11:08:35,824 - mmaction - INFO - Epoch [47][900/3520] lr: 5.000e-05, eta: 7:15:30, time: 1.980, data_time: 0.011, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8073, loss_cls: 1.8190, loss: 1.8190, grad_norm: 16.0337 2020-09-21 11:09:13,933 - mmaction - INFO - Epoch [47][920/3520] lr: 5.000e-05, eta: 7:14:51, time: 1.907, data_time: 0.008, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7938, loss_cls: 1.8662, loss: 1.8662, grad_norm: 16.5439 2020-09-21 11:09:51,771 - mmaction - INFO - Epoch [47][940/3520] lr: 5.000e-05, eta: 7:14:11, time: 1.888, data_time: 0.156, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.8875, loss: 1.8875, grad_norm: 16.3110 2020-09-21 11:10:30,941 - mmaction - INFO - Epoch [47][960/3520] lr: 5.000e-05, eta: 7:13:31, time: 1.964, data_time: 0.014, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7885, loss_cls: 1.8749, loss: 1.8749, grad_norm: 16.0193 2020-09-21 11:11:11,412 - mmaction - INFO - Epoch [47][980/3520] lr: 5.000e-05, eta: 7:12:52, time: 2.019, data_time: 0.062, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7948, loss_cls: 1.8039, loss: 1.8039, grad_norm: 16.1125 2020-09-21 11:11:49,762 - mmaction - INFO - Epoch [47][1000/3520] lr: 5.000e-05, eta: 7:12:12, time: 1.921, data_time: 0.041, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8167, loss_cls: 1.7981, loss: 1.7981, grad_norm: 15.9400 2020-09-21 11:12:28,440 - mmaction - INFO - Epoch [47][1020/3520] lr: 5.000e-05, eta: 7:11:32, time: 1.935, data_time: 0.854, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7802, loss_cls: 1.8683, loss: 1.8683, grad_norm: 15.4135 2020-09-21 11:13:09,202 - mmaction - INFO - Epoch [47][1040/3520] lr: 5.000e-05, eta: 7:10:52, time: 2.038, data_time: 0.762, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7885, loss_cls: 1.8987, loss: 1.8987, grad_norm: 16.0569 2020-09-21 11:13:48,683 - mmaction - INFO - Epoch [47][1060/3520] lr: 5.000e-05, eta: 7:10:13, time: 1.972, data_time: 0.251, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7865, loss_cls: 1.9271, loss: 1.9271, grad_norm: 16.1832 2020-09-21 11:14:26,410 - mmaction - INFO - Epoch [47][1080/3520] lr: 5.000e-05, eta: 7:09:33, time: 1.889, data_time: 0.108, memory: 8337, top1_acc: 0.5542, top5_acc: 0.7948, loss_cls: 1.8575, loss: 1.8575, grad_norm: 16.1344 2020-09-21 11:15:07,080 - mmaction - INFO - Epoch [47][1100/3520] lr: 5.000e-05, eta: 7:08:53, time: 2.032, data_time: 0.168, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8052, loss_cls: 1.8710, loss: 1.8710, grad_norm: 16.3331 2020-09-21 11:15:46,792 - mmaction - INFO - Epoch [47][1120/3520] lr: 5.000e-05, eta: 7:08:14, time: 1.984, data_time: 0.007, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7865, loss_cls: 1.9469, loss: 1.9469, grad_norm: 16.4166 2020-09-21 11:16:25,239 - mmaction - INFO - Epoch [47][1140/3520] lr: 5.000e-05, eta: 7:07:34, time: 1.924, data_time: 0.011, memory: 8337, top1_acc: 0.5073, top5_acc: 0.8052, loss_cls: 1.8856, loss: 1.8856, grad_norm: 16.4213 2020-09-21 11:17:04,607 - mmaction - INFO - Epoch [47][1160/3520] lr: 5.000e-05, eta: 7:06:54, time: 1.969, data_time: 0.052, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8031, loss_cls: 1.8113, loss: 1.8113, grad_norm: 15.5772 2020-09-21 11:17:43,419 - mmaction - INFO - Epoch [47][1180/3520] lr: 5.000e-05, eta: 7:06:15, time: 1.941, data_time: 0.833, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7969, loss_cls: 1.8144, loss: 1.8144, grad_norm: 16.3770 2020-09-21 11:18:22,366 - mmaction - INFO - Epoch [47][1200/3520] lr: 5.000e-05, eta: 7:05:35, time: 1.945, data_time: 0.343, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8073, loss_cls: 1.8053, loss: 1.8053, grad_norm: 15.7608 2020-09-21 11:19:01,538 - mmaction - INFO - Epoch [47][1220/3520] lr: 5.000e-05, eta: 7:04:55, time: 1.961, data_time: 0.007, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7833, loss_cls: 1.9261, loss: 1.9261, grad_norm: 16.6881 2020-09-21 11:19:41,749 - mmaction - INFO - Epoch [47][1240/3520] lr: 5.000e-05, eta: 7:04:16, time: 2.011, data_time: 1.305, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7958, loss_cls: 1.8310, loss: 1.8310, grad_norm: 16.1499 2020-09-21 11:20:22,651 - mmaction - INFO - Epoch [47][1260/3520] lr: 5.000e-05, eta: 7:03:36, time: 2.045, data_time: 0.196, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7729, loss_cls: 1.8949, loss: 1.8949, grad_norm: 16.3585 2020-09-21 11:21:01,806 - mmaction - INFO - Epoch [47][1280/3520] lr: 5.000e-05, eta: 7:02:56, time: 1.955, data_time: 0.006, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7927, loss_cls: 1.8536, loss: 1.8536, grad_norm: 16.3131 2020-09-21 11:21:39,290 - mmaction - INFO - Epoch [47][1300/3520] lr: 5.000e-05, eta: 7:02:17, time: 1.876, data_time: 0.214, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7979, loss_cls: 1.8133, loss: 1.8133, grad_norm: 16.2967 2020-09-21 11:22:17,724 - mmaction - INFO - Epoch [47][1320/3520] lr: 5.000e-05, eta: 7:01:37, time: 1.917, data_time: 0.259, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7844, loss_cls: 1.8972, loss: 1.8972, grad_norm: 16.2629 2020-09-21 11:22:57,004 - mmaction - INFO - Epoch [47][1340/3520] lr: 5.000e-05, eta: 7:00:57, time: 1.968, data_time: 0.014, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7875, loss_cls: 1.9060, loss: 1.9060, grad_norm: 16.1762 2020-09-21 11:23:35,920 - mmaction - INFO - Epoch [47][1360/3520] lr: 5.000e-05, eta: 7:00:17, time: 1.943, data_time: 0.240, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7875, loss_cls: 1.9161, loss: 1.9161, grad_norm: 16.4552 2020-09-21 11:24:14,924 - mmaction - INFO - Epoch [47][1380/3520] lr: 5.000e-05, eta: 6:59:38, time: 1.947, data_time: 0.008, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7854, loss_cls: 1.9172, loss: 1.9172, grad_norm: 16.3528 2020-09-21 11:24:53,006 - mmaction - INFO - Epoch [47][1400/3520] lr: 5.000e-05, eta: 6:58:58, time: 1.911, data_time: 0.099, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7906, loss_cls: 1.8939, loss: 1.8939, grad_norm: 16.0737 2020-09-21 11:25:31,677 - mmaction - INFO - Epoch [47][1420/3520] lr: 5.000e-05, eta: 6:58:18, time: 1.933, data_time: 0.026, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7927, loss_cls: 1.9200, loss: 1.9200, grad_norm: 15.6804 2020-09-21 11:26:10,001 - mmaction - INFO - Epoch [47][1440/3520] lr: 5.000e-05, eta: 6:57:38, time: 1.918, data_time: 0.162, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7833, loss_cls: 1.9351, loss: 1.9351, grad_norm: 16.6400 2020-09-21 11:26:49,435 - mmaction - INFO - Epoch [47][1460/3520] lr: 5.000e-05, eta: 6:56:59, time: 1.971, data_time: 0.137, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7927, loss_cls: 1.8596, loss: 1.8596, grad_norm: 16.1551 2020-09-21 11:27:27,541 - mmaction - INFO - Epoch [47][1480/3520] lr: 5.000e-05, eta: 6:56:19, time: 1.905, data_time: 0.006, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8083, loss_cls: 1.8125, loss: 1.8125, grad_norm: 15.8781 2020-09-21 11:28:05,440 - mmaction - INFO - Epoch [47][1500/3520] lr: 5.000e-05, eta: 6:55:39, time: 1.893, data_time: 0.028, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.9021, loss: 1.9021, grad_norm: 16.6110 2020-09-21 11:28:42,749 - mmaction - INFO - Epoch [47][1520/3520] lr: 5.000e-05, eta: 6:54:59, time: 1.867, data_time: 0.761, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8104, loss_cls: 1.8559, loss: 1.8559, grad_norm: 16.2642 2020-09-21 11:29:21,409 - mmaction - INFO - Epoch [47][1540/3520] lr: 5.000e-05, eta: 6:54:20, time: 1.930, data_time: 0.426, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7938, loss_cls: 1.8234, loss: 1.8234, grad_norm: 16.3911 2020-09-21 11:30:01,164 - mmaction - INFO - Epoch [47][1560/3520] lr: 5.000e-05, eta: 6:53:40, time: 1.991, data_time: 0.008, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8115, loss_cls: 1.7663, loss: 1.7663, grad_norm: 16.4564 2020-09-21 11:30:41,519 - mmaction - INFO - Epoch [47][1580/3520] lr: 5.000e-05, eta: 6:53:00, time: 2.014, data_time: 0.209, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7854, loss_cls: 1.8818, loss: 1.8818, grad_norm: 16.5974 2020-09-21 11:31:20,870 - mmaction - INFO - Epoch [47][1600/3520] lr: 5.000e-05, eta: 6:52:21, time: 1.971, data_time: 0.135, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7854, loss_cls: 1.8543, loss: 1.8543, grad_norm: 16.7110 2020-09-21 11:31:59,740 - mmaction - INFO - Epoch [47][1620/3520] lr: 5.000e-05, eta: 6:51:41, time: 1.941, data_time: 0.319, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8042, loss_cls: 1.8183, loss: 1.8183, grad_norm: 16.0836 2020-09-21 11:32:40,007 - mmaction - INFO - Epoch [47][1640/3520] lr: 5.000e-05, eta: 6:51:01, time: 2.017, data_time: 0.142, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7979, loss_cls: 1.8107, loss: 1.8107, grad_norm: 16.0289 2020-09-21 11:33:19,153 - mmaction - INFO - Epoch [47][1660/3520] lr: 5.000e-05, eta: 6:50:22, time: 1.954, data_time: 0.004, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7542, loss_cls: 2.0211, loss: 2.0211, grad_norm: 16.3963 2020-09-21 11:33:58,297 - mmaction - INFO - Epoch [47][1680/3520] lr: 5.000e-05, eta: 6:49:42, time: 1.960, data_time: 0.044, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7990, loss_cls: 1.8761, loss: 1.8761, grad_norm: 15.9396 2020-09-21 11:34:37,720 - mmaction - INFO - Epoch [47][1700/3520] lr: 5.000e-05, eta: 6:49:02, time: 1.971, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7813, loss_cls: 1.8681, loss: 1.8681, grad_norm: 15.9983 2020-09-21 11:35:16,520 - mmaction - INFO - Epoch [47][1720/3520] lr: 5.000e-05, eta: 6:48:23, time: 1.940, data_time: 0.126, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8000, loss_cls: 1.8384, loss: 1.8384, grad_norm: 15.9533 2020-09-21 11:35:55,748 - mmaction - INFO - Epoch [47][1740/3520] lr: 5.000e-05, eta: 6:47:43, time: 1.962, data_time: 0.027, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7917, loss_cls: 1.8384, loss: 1.8384, grad_norm: 16.0432 2020-09-21 11:36:37,895 - mmaction - INFO - Epoch [47][1760/3520] lr: 5.000e-05, eta: 6:47:04, time: 2.106, data_time: 0.167, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7865, loss_cls: 1.8931, loss: 1.8931, grad_norm: 16.5226 2020-09-21 11:37:17,503 - mmaction - INFO - Epoch [47][1780/3520] lr: 5.000e-05, eta: 6:46:24, time: 1.979, data_time: 0.211, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7990, loss_cls: 1.9032, loss: 1.9032, grad_norm: 16.2866 2020-09-21 11:37:57,222 - mmaction - INFO - Epoch [47][1800/3520] lr: 5.000e-05, eta: 6:45:44, time: 1.988, data_time: 0.175, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8021, loss_cls: 1.7897, loss: 1.7897, grad_norm: 16.2311 2020-09-21 11:38:35,924 - mmaction - INFO - Epoch [47][1820/3520] lr: 5.000e-05, eta: 6:45:05, time: 1.935, data_time: 0.450, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7781, loss_cls: 1.9375, loss: 1.9375, grad_norm: 16.6790 2020-09-21 11:39:16,165 - mmaction - INFO - Epoch [47][1840/3520] lr: 5.000e-05, eta: 6:44:25, time: 2.012, data_time: 0.006, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8094, loss_cls: 1.8474, loss: 1.8474, grad_norm: 16.7460 2020-09-21 11:39:54,914 - mmaction - INFO - Epoch [47][1860/3520] lr: 5.000e-05, eta: 6:43:45, time: 1.938, data_time: 0.047, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8073, loss_cls: 1.8016, loss: 1.8016, grad_norm: 15.8368 2020-09-21 11:40:34,368 - mmaction - INFO - Epoch [47][1880/3520] lr: 5.000e-05, eta: 6:43:06, time: 1.973, data_time: 0.316, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7750, loss_cls: 1.9397, loss: 1.9397, grad_norm: 16.5430 2020-09-21 11:41:12,981 - mmaction - INFO - Epoch [47][1900/3520] lr: 5.000e-05, eta: 6:42:26, time: 1.930, data_time: 0.021, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7813, loss_cls: 1.9271, loss: 1.9271, grad_norm: 16.1318 2020-09-21 11:41:51,725 - mmaction - INFO - Epoch [47][1920/3520] lr: 5.000e-05, eta: 6:41:46, time: 1.936, data_time: 0.045, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7927, loss_cls: 1.8940, loss: 1.8940, grad_norm: 16.3855 2020-09-21 11:42:30,596 - mmaction - INFO - Epoch [47][1940/3520] lr: 5.000e-05, eta: 6:41:06, time: 1.943, data_time: 0.075, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7635, loss_cls: 2.0057, loss: 2.0057, grad_norm: 16.8446 2020-09-21 11:43:11,475 - mmaction - INFO - Epoch [47][1960/3520] lr: 5.000e-05, eta: 6:40:27, time: 2.043, data_time: 0.427, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7729, loss_cls: 1.9267, loss: 1.9267, grad_norm: 16.0997 2020-09-21 11:43:50,475 - mmaction - INFO - Epoch [47][1980/3520] lr: 5.000e-05, eta: 6:39:47, time: 1.953, data_time: 0.270, memory: 8337, top1_acc: 0.5271, top5_acc: 0.8010, loss_cls: 1.8572, loss: 1.8572, grad_norm: 16.3610 2020-09-21 11:44:29,179 - mmaction - INFO - Epoch [47][2000/3520] lr: 5.000e-05, eta: 6:39:07, time: 1.929, data_time: 0.434, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7813, loss_cls: 1.9510, loss: 1.9510, grad_norm: 16.6639 2020-09-21 11:45:08,001 - mmaction - INFO - Epoch [47][2020/3520] lr: 5.000e-05, eta: 6:38:28, time: 1.947, data_time: 0.545, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7969, loss_cls: 1.8643, loss: 1.8643, grad_norm: 16.2907 2020-09-21 11:45:46,891 - mmaction - INFO - Epoch [47][2040/3520] lr: 5.000e-05, eta: 6:37:48, time: 1.943, data_time: 0.147, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7833, loss_cls: 1.8941, loss: 1.8941, grad_norm: 15.9610 2020-09-21 11:46:24,556 - mmaction - INFO - Epoch [47][2060/3520] lr: 5.000e-05, eta: 6:37:08, time: 1.884, data_time: 0.473, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7990, loss_cls: 1.8677, loss: 1.8677, grad_norm: 16.3858 2020-09-21 11:47:02,429 - mmaction - INFO - Epoch [47][2080/3520] lr: 5.000e-05, eta: 6:36:28, time: 1.890, data_time: 0.090, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7969, loss_cls: 1.8670, loss: 1.8670, grad_norm: 16.0554 2020-09-21 11:47:40,809 - mmaction - INFO - Epoch [47][2100/3520] lr: 5.000e-05, eta: 6:35:49, time: 1.924, data_time: 0.230, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7865, loss_cls: 1.8762, loss: 1.8762, grad_norm: 16.1851 2020-09-21 11:48:19,409 - mmaction - INFO - Epoch [47][2120/3520] lr: 5.000e-05, eta: 6:35:09, time: 1.925, data_time: 0.060, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7833, loss_cls: 1.9619, loss: 1.9619, grad_norm: 16.8650 2020-09-21 11:48:57,895 - mmaction - INFO - Epoch [47][2140/3520] lr: 5.000e-05, eta: 6:34:29, time: 1.929, data_time: 0.023, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8083, loss_cls: 1.8241, loss: 1.8241, grad_norm: 16.6724 2020-09-21 11:49:37,535 - mmaction - INFO - Epoch [47][2160/3520] lr: 5.000e-05, eta: 6:33:50, time: 1.979, data_time: 0.166, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7854, loss_cls: 1.8725, loss: 1.8725, grad_norm: 15.8763 2020-09-21 11:50:17,411 - mmaction - INFO - Epoch [47][2180/3520] lr: 5.000e-05, eta: 6:33:10, time: 1.996, data_time: 0.029, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7625, loss_cls: 1.9229, loss: 1.9229, grad_norm: 16.1700 2020-09-21 11:50:56,795 - mmaction - INFO - Epoch [47][2200/3520] lr: 5.000e-05, eta: 6:32:30, time: 1.967, data_time: 0.234, memory: 8337, top1_acc: 0.5531, top5_acc: 0.8042, loss_cls: 1.7575, loss: 1.7575, grad_norm: 15.5322 2020-09-21 11:51:35,932 - mmaction - INFO - Epoch [47][2220/3520] lr: 5.000e-05, eta: 6:31:51, time: 1.959, data_time: 0.520, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7854, loss_cls: 1.8937, loss: 1.8937, grad_norm: 16.7191 2020-09-21 11:52:15,308 - mmaction - INFO - Epoch [47][2240/3520] lr: 5.000e-05, eta: 6:31:11, time: 1.968, data_time: 0.462, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8042, loss_cls: 1.8248, loss: 1.8248, grad_norm: 16.0529 2020-09-21 11:52:55,084 - mmaction - INFO - Epoch [47][2260/3520] lr: 5.000e-05, eta: 6:30:31, time: 1.989, data_time: 0.063, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8198, loss_cls: 1.7764, loss: 1.7764, grad_norm: 16.1370 2020-09-21 11:53:33,631 - mmaction - INFO - Epoch [47][2280/3520] lr: 5.000e-05, eta: 6:29:52, time: 1.925, data_time: 0.077, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7958, loss_cls: 1.8929, loss: 1.8929, grad_norm: 16.1728 2020-09-21 11:54:11,905 - mmaction - INFO - Epoch [47][2300/3520] lr: 5.000e-05, eta: 6:29:12, time: 1.916, data_time: 0.683, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7729, loss_cls: 1.9036, loss: 1.9036, grad_norm: 16.2922 2020-09-21 11:54:51,188 - mmaction - INFO - Epoch [47][2320/3520] lr: 5.000e-05, eta: 6:28:32, time: 1.963, data_time: 0.096, memory: 8337, top1_acc: 0.5490, top5_acc: 0.7896, loss_cls: 1.8382, loss: 1.8382, grad_norm: 16.0152 2020-09-21 11:55:28,777 - mmaction - INFO - Epoch [47][2340/3520] lr: 5.000e-05, eta: 6:27:52, time: 1.880, data_time: 0.187, memory: 8337, top1_acc: 0.5208, top5_acc: 0.8021, loss_cls: 1.8767, loss: 1.8767, grad_norm: 16.7715 2020-09-21 11:56:08,432 - mmaction - INFO - Epoch [47][2360/3520] lr: 5.000e-05, eta: 6:27:13, time: 1.979, data_time: 0.324, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7865, loss_cls: 1.9069, loss: 1.9069, grad_norm: 16.4733 2020-09-21 11:56:47,727 - mmaction - INFO - Epoch [47][2380/3520] lr: 5.000e-05, eta: 6:26:33, time: 1.967, data_time: 0.161, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7677, loss_cls: 1.9589, loss: 1.9589, grad_norm: 16.5553 2020-09-21 11:57:26,673 - mmaction - INFO - Epoch [47][2400/3520] lr: 5.000e-05, eta: 6:25:53, time: 1.946, data_time: 0.008, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8271, loss_cls: 1.7601, loss: 1.7601, grad_norm: 16.0130 2020-09-21 11:58:05,082 - mmaction - INFO - Epoch [47][2420/3520] lr: 5.000e-05, eta: 6:25:14, time: 1.922, data_time: 0.355, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7938, loss_cls: 1.8735, loss: 1.8735, grad_norm: 16.0796 2020-09-21 11:58:43,646 - mmaction - INFO - Epoch [47][2440/3520] lr: 5.000e-05, eta: 6:24:34, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7646, loss_cls: 1.9374, loss: 1.9374, grad_norm: 15.9413 2020-09-21 11:59:21,735 - mmaction - INFO - Epoch [47][2460/3520] lr: 5.000e-05, eta: 6:23:54, time: 1.904, data_time: 0.945, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7875, loss_cls: 1.9176, loss: 1.9176, grad_norm: 16.0171 2020-09-21 12:00:01,758 - mmaction - INFO - Epoch [47][2480/3520] lr: 5.000e-05, eta: 6:23:15, time: 1.998, data_time: 0.662, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7844, loss_cls: 1.8618, loss: 1.8618, grad_norm: 16.0719 2020-09-21 12:00:48,097 - mmaction - INFO - Epoch [47][2500/3520] lr: 5.000e-05, eta: 6:22:35, time: 2.298, data_time: 0.082, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7917, loss_cls: 1.9150, loss: 1.9150, grad_norm: 16.1989 2020-09-21 12:01:24,903 - mmaction - INFO - Epoch [47][2520/3520] lr: 5.000e-05, eta: 6:21:56, time: 1.861, data_time: 0.129, memory: 8337, top1_acc: 0.5312, top5_acc: 0.7740, loss_cls: 1.9102, loss: 1.9102, grad_norm: 16.6805 2020-09-21 12:02:05,951 - mmaction - INFO - Epoch [47][2540/3520] lr: 5.000e-05, eta: 6:21:16, time: 2.053, data_time: 0.792, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7938, loss_cls: 1.8519, loss: 1.8519, grad_norm: 15.8141 2020-09-21 12:02:45,906 - mmaction - INFO - Epoch [47][2560/3520] lr: 5.000e-05, eta: 6:20:36, time: 1.997, data_time: 0.023, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8000, loss_cls: 1.8518, loss: 1.8518, grad_norm: 15.4910 2020-09-21 12:03:23,402 - mmaction - INFO - Epoch [47][2580/3520] lr: 5.000e-05, eta: 6:19:57, time: 1.876, data_time: 0.058, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.9214, loss: 1.9214, grad_norm: 16.5403 2020-09-21 12:04:03,207 - mmaction - INFO - Epoch [47][2600/3520] lr: 5.000e-05, eta: 6:19:17, time: 1.986, data_time: 0.032, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8094, loss_cls: 1.8061, loss: 1.8061, grad_norm: 16.0477 2020-09-21 12:04:41,865 - mmaction - INFO - Epoch [47][2620/3520] lr: 5.000e-05, eta: 6:18:37, time: 1.936, data_time: 0.179, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.8003, loss: 1.8003, grad_norm: 15.8365 2020-09-21 12:05:21,758 - mmaction - INFO - Epoch [47][2640/3520] lr: 5.000e-05, eta: 6:17:58, time: 1.993, data_time: 0.087, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7760, loss_cls: 1.9190, loss: 1.9190, grad_norm: 16.7463 2020-09-21 12:05:59,945 - mmaction - INFO - Epoch [47][2660/3520] lr: 5.000e-05, eta: 6:17:18, time: 1.911, data_time: 0.006, memory: 8337, top1_acc: 0.4979, top5_acc: 0.7771, loss_cls: 1.9605, loss: 1.9605, grad_norm: 16.9126 2020-09-21 12:06:39,439 - mmaction - INFO - Epoch [47][2680/3520] lr: 5.000e-05, eta: 6:16:38, time: 1.974, data_time: 0.241, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8010, loss_cls: 1.8127, loss: 1.8127, grad_norm: 15.5847 2020-09-21 12:07:19,058 - mmaction - INFO - Epoch [47][2700/3520] lr: 5.000e-05, eta: 6:15:59, time: 1.982, data_time: 0.016, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7927, loss_cls: 1.8283, loss: 1.8283, grad_norm: 15.5426 2020-09-21 12:08:00,398 - mmaction - INFO - Epoch [47][2720/3520] lr: 5.000e-05, eta: 6:15:19, time: 2.064, data_time: 0.086, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8010, loss_cls: 1.8254, loss: 1.8254, grad_norm: 16.2933 2020-09-21 12:08:37,100 - mmaction - INFO - Epoch [47][2740/3520] lr: 5.000e-05, eta: 6:14:39, time: 1.837, data_time: 0.192, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7781, loss_cls: 1.8813, loss: 1.8813, grad_norm: 16.1253 2020-09-21 12:09:16,080 - mmaction - INFO - Epoch [47][2760/3520] lr: 5.000e-05, eta: 6:13:59, time: 1.948, data_time: 0.010, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7781, loss_cls: 1.8896, loss: 1.8896, grad_norm: 15.9685 2020-09-21 12:09:52,570 - mmaction - INFO - Epoch [47][2780/3520] lr: 5.000e-05, eta: 6:13:20, time: 1.826, data_time: 0.012, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8073, loss_cls: 1.7980, loss: 1.7980, grad_norm: 15.8965 2020-09-21 12:10:33,964 - mmaction - INFO - Epoch [47][2800/3520] lr: 5.000e-05, eta: 6:12:40, time: 2.068, data_time: 0.206, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7948, loss_cls: 1.8487, loss: 1.8487, grad_norm: 15.9320 2020-09-21 12:11:12,160 - mmaction - INFO - Epoch [47][2820/3520] lr: 5.000e-05, eta: 6:12:00, time: 1.911, data_time: 0.141, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7896, loss_cls: 1.8757, loss: 1.8757, grad_norm: 16.4300 2020-09-21 12:11:51,227 - mmaction - INFO - Epoch [47][2840/3520] lr: 5.000e-05, eta: 6:11:21, time: 1.952, data_time: 0.031, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8031, loss_cls: 1.8014, loss: 1.8014, grad_norm: 16.0262 2020-09-21 12:12:30,018 - mmaction - INFO - Epoch [47][2860/3520] lr: 5.000e-05, eta: 6:10:41, time: 1.940, data_time: 0.052, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7990, loss_cls: 1.8766, loss: 1.8766, grad_norm: 15.8003 2020-09-21 12:13:08,308 - mmaction - INFO - Epoch [47][2880/3520] lr: 5.000e-05, eta: 6:10:01, time: 1.917, data_time: 0.050, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7854, loss_cls: 1.8556, loss: 1.8556, grad_norm: 15.8858 2020-09-21 12:13:46,889 - mmaction - INFO - Epoch [47][2900/3520] lr: 5.000e-05, eta: 6:09:21, time: 1.928, data_time: 0.460, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8042, loss_cls: 1.8424, loss: 1.8424, grad_norm: 16.4338 2020-09-21 12:14:27,524 - mmaction - INFO - Epoch [47][2920/3520] lr: 5.000e-05, eta: 6:08:42, time: 2.032, data_time: 0.145, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7594, loss_cls: 1.9779, loss: 1.9779, grad_norm: 16.9186 2020-09-21 12:15:05,456 - mmaction - INFO - Epoch [47][2940/3520] lr: 5.000e-05, eta: 6:08:02, time: 1.895, data_time: 0.004, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7917, loss_cls: 1.8697, loss: 1.8697, grad_norm: 16.0835 2020-09-21 12:15:45,907 - mmaction - INFO - Epoch [47][2960/3520] lr: 5.000e-05, eta: 6:07:23, time: 2.024, data_time: 0.007, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7906, loss_cls: 1.8436, loss: 1.8436, grad_norm: 15.7322 2020-09-21 12:16:23,670 - mmaction - INFO - Epoch [47][2980/3520] lr: 5.000e-05, eta: 6:06:43, time: 1.887, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8042, loss_cls: 1.8256, loss: 1.8256, grad_norm: 16.0848 2020-09-21 12:17:02,166 - mmaction - INFO - Epoch [47][3000/3520] lr: 5.000e-05, eta: 6:06:03, time: 1.922, data_time: 0.005, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8198, loss_cls: 1.8471, loss: 1.8471, grad_norm: 16.3338 2020-09-21 12:17:40,431 - mmaction - INFO - Epoch [47][3020/3520] lr: 5.000e-05, eta: 6:05:23, time: 1.916, data_time: 0.006, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8198, loss_cls: 1.7159, loss: 1.7159, grad_norm: 15.6404 2020-09-21 12:18:19,016 - mmaction - INFO - Epoch [47][3040/3520] lr: 5.000e-05, eta: 6:04:44, time: 1.929, data_time: 0.187, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8889, loss: 1.8889, grad_norm: 16.1670 2020-09-21 12:18:57,379 - mmaction - INFO - Epoch [47][3060/3520] lr: 5.000e-05, eta: 6:04:04, time: 1.919, data_time: 0.141, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7917, loss_cls: 1.9306, loss: 1.9306, grad_norm: 16.3542 2020-09-21 12:19:36,979 - mmaction - INFO - Epoch [47][3080/3520] lr: 5.000e-05, eta: 6:03:24, time: 1.981, data_time: 0.027, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7646, loss_cls: 1.9618, loss: 1.9618, grad_norm: 16.4517 2020-09-21 12:20:17,213 - mmaction - INFO - Epoch [47][3100/3520] lr: 5.000e-05, eta: 6:02:45, time: 2.010, data_time: 0.178, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7865, loss_cls: 1.8663, loss: 1.8663, grad_norm: 16.4997 2020-09-21 12:20:55,774 - mmaction - INFO - Epoch [47][3120/3520] lr: 5.000e-05, eta: 6:02:05, time: 1.926, data_time: 0.070, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7896, loss_cls: 1.8917, loss: 1.8917, grad_norm: 17.0295 2020-09-21 12:21:34,791 - mmaction - INFO - Epoch [47][3140/3520] lr: 5.000e-05, eta: 6:01:25, time: 1.953, data_time: 0.411, memory: 8337, top1_acc: 0.5625, top5_acc: 0.7979, loss_cls: 1.7912, loss: 1.7912, grad_norm: 15.6825 2020-09-21 12:22:14,282 - mmaction - INFO - Epoch [47][3160/3520] lr: 5.000e-05, eta: 6:00:46, time: 1.974, data_time: 0.005, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7708, loss_cls: 1.9190, loss: 1.9190, grad_norm: 16.6343 2020-09-21 12:22:54,163 - mmaction - INFO - Epoch [47][3180/3520] lr: 5.000e-05, eta: 6:00:06, time: 1.996, data_time: 0.638, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7927, loss_cls: 1.8960, loss: 1.8960, grad_norm: 16.3120 2020-09-21 12:23:33,097 - mmaction - INFO - Epoch [47][3200/3520] lr: 5.000e-05, eta: 5:59:26, time: 1.943, data_time: 0.891, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7927, loss_cls: 1.8472, loss: 1.8472, grad_norm: 16.1165 2020-09-21 12:24:13,609 - mmaction - INFO - Epoch [47][3220/3520] lr: 5.000e-05, eta: 5:58:47, time: 2.029, data_time: 0.036, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8031, loss_cls: 1.8080, loss: 1.8080, grad_norm: 16.1228 2020-09-21 12:24:52,155 - mmaction - INFO - Epoch [47][3240/3520] lr: 5.000e-05, eta: 5:58:07, time: 1.924, data_time: 0.035, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7865, loss_cls: 1.9213, loss: 1.9213, grad_norm: 16.2572 2020-09-21 12:25:31,652 - mmaction - INFO - Epoch [47][3260/3520] lr: 5.000e-05, eta: 5:57:27, time: 1.978, data_time: 0.348, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8198, loss_cls: 1.7700, loss: 1.7700, grad_norm: 15.6773 2020-09-21 12:26:09,760 - mmaction - INFO - Epoch [47][3280/3520] lr: 5.000e-05, eta: 5:56:48, time: 1.904, data_time: 0.205, memory: 8337, top1_acc: 0.5146, top5_acc: 0.8104, loss_cls: 1.8870, loss: 1.8870, grad_norm: 16.4899 2020-09-21 12:26:47,996 - mmaction - INFO - Epoch [47][3300/3520] lr: 5.000e-05, eta: 5:56:08, time: 1.911, data_time: 0.114, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8325, loss: 1.8325, grad_norm: 15.6356 2020-09-21 12:27:29,048 - mmaction - INFO - Epoch [47][3320/3520] lr: 5.000e-05, eta: 5:55:28, time: 2.052, data_time: 0.605, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7958, loss_cls: 1.8510, loss: 1.8510, grad_norm: 16.1388 2020-09-21 12:28:06,924 - mmaction - INFO - Epoch [47][3340/3520] lr: 5.000e-05, eta: 5:54:48, time: 1.897, data_time: 0.040, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7792, loss_cls: 1.8583, loss: 1.8583, grad_norm: 15.8979 2020-09-21 12:28:44,744 - mmaction - INFO - Epoch [47][3360/3520] lr: 5.000e-05, eta: 5:54:09, time: 1.886, data_time: 0.224, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7958, loss_cls: 1.7862, loss: 1.7862, grad_norm: 15.7033 2020-09-21 12:29:22,503 - mmaction - INFO - Epoch [47][3380/3520] lr: 5.000e-05, eta: 5:53:29, time: 1.891, data_time: 0.065, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7750, loss_cls: 1.9567, loss: 1.9567, grad_norm: 16.5784 2020-09-21 12:30:01,075 - mmaction - INFO - Epoch [47][3400/3520] lr: 5.000e-05, eta: 5:52:49, time: 1.930, data_time: 0.007, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8052, loss_cls: 1.7961, loss: 1.7961, grad_norm: 15.6123 2020-09-21 12:30:42,103 - mmaction - INFO - Epoch [47][3420/3520] lr: 5.000e-05, eta: 5:52:10, time: 2.050, data_time: 0.060, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7792, loss_cls: 1.8963, loss: 1.8963, grad_norm: 16.2456 2020-09-21 12:31:21,755 - mmaction - INFO - Epoch [47][3440/3520] lr: 5.000e-05, eta: 5:51:30, time: 1.983, data_time: 0.304, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7917, loss_cls: 1.8601, loss: 1.8601, grad_norm: 16.2307 2020-09-21 12:32:00,827 - mmaction - INFO - Epoch [47][3460/3520] lr: 5.000e-05, eta: 5:50:50, time: 1.954, data_time: 0.638, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7969, loss_cls: 1.8536, loss: 1.8536, grad_norm: 15.8151 2020-09-21 12:32:40,432 - mmaction - INFO - Epoch [47][3480/3520] lr: 5.000e-05, eta: 5:50:11, time: 1.978, data_time: 0.007, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7990, loss_cls: 1.8853, loss: 1.8853, grad_norm: 16.2667 2020-09-21 12:33:19,992 - mmaction - INFO - Epoch [47][3500/3520] lr: 5.000e-05, eta: 5:49:31, time: 1.979, data_time: 0.066, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7813, loss_cls: 1.9723, loss: 1.9723, grad_norm: 16.7779 2020-09-21 12:33:55,614 - mmaction - INFO - Epoch [47][3520/3520] lr: 5.000e-05, eta: 5:48:51, time: 1.781, data_time: 0.180, memory: 8337, top1_acc: 0.5511, top5_acc: 0.7663, loss_cls: 1.8779, loss: 1.8779, grad_norm: 15.7117 2020-09-21 12:34:11,150 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-09-21 12:36:20,651 - mmaction - INFO - Epoch [48][20/3520] lr: 5.000e-05, eta: 5:48:17, time: 6.435, data_time: 4.642, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8125, loss_cls: 1.7781, loss: 1.7781, grad_norm: 15.8039 2020-09-21 12:36:58,566 - mmaction - INFO - Epoch [48][40/3520] lr: 5.000e-05, eta: 5:47:37, time: 1.901, data_time: 0.288, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7896, loss_cls: 1.8770, loss: 1.8770, grad_norm: 16.1810 2020-09-21 12:37:37,173 - mmaction - INFO - Epoch [48][60/3520] lr: 5.000e-05, eta: 5:46:58, time: 1.935, data_time: 0.027, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7938, loss_cls: 1.8591, loss: 1.8591, grad_norm: 16.1889 2020-09-21 12:38:15,263 - mmaction - INFO - Epoch [48][80/3520] lr: 5.000e-05, eta: 5:46:18, time: 1.905, data_time: 0.161, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8073, loss_cls: 1.7394, loss: 1.7394, grad_norm: 15.7623 2020-09-21 12:38:53,789 - mmaction - INFO - Epoch [48][100/3520] lr: 5.000e-05, eta: 5:45:38, time: 1.926, data_time: 0.005, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8630, loss: 1.8630, grad_norm: 15.6887 2020-09-21 12:39:31,826 - mmaction - INFO - Epoch [48][120/3520] lr: 5.000e-05, eta: 5:44:58, time: 1.898, data_time: 0.096, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7896, loss_cls: 1.8259, loss: 1.8259, grad_norm: 15.6061 2020-09-21 12:40:13,979 - mmaction - INFO - Epoch [48][140/3520] lr: 5.000e-05, eta: 5:44:19, time: 2.106, data_time: 0.454, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7917, loss_cls: 1.8240, loss: 1.8240, grad_norm: 15.9526 2020-09-21 12:40:53,036 - mmaction - INFO - Epoch [48][160/3520] lr: 5.000e-05, eta: 5:43:39, time: 1.958, data_time: 0.055, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7812, loss_cls: 1.9385, loss: 1.9385, grad_norm: 16.4774 2020-09-21 12:41:32,998 - mmaction - INFO - Epoch [48][180/3520] lr: 5.000e-05, eta: 5:43:00, time: 1.998, data_time: 0.340, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7990, loss_cls: 1.8115, loss: 1.8115, grad_norm: 15.7844 2020-09-21 12:42:10,896 - mmaction - INFO - Epoch [48][200/3520] lr: 5.000e-05, eta: 5:42:20, time: 1.895, data_time: 0.042, memory: 8337, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 1.7945, loss: 1.7945, grad_norm: 16.2096 2020-09-21 12:42:48,752 - mmaction - INFO - Epoch [48][220/3520] lr: 5.000e-05, eta: 5:41:40, time: 1.893, data_time: 0.101, memory: 8337, top1_acc: 0.5656, top5_acc: 0.7875, loss_cls: 1.7852, loss: 1.7852, grad_norm: 16.0685 2020-09-21 12:43:28,059 - mmaction - INFO - Epoch [48][240/3520] lr: 5.000e-05, eta: 5:41:00, time: 1.964, data_time: 0.443, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7833, loss_cls: 1.8862, loss: 1.8862, grad_norm: 16.2088 2020-09-21 12:44:06,178 - mmaction - INFO - Epoch [48][260/3520] lr: 5.000e-05, eta: 5:40:21, time: 1.906, data_time: 0.113, memory: 8337, top1_acc: 0.4760, top5_acc: 0.7562, loss_cls: 2.0171, loss: 2.0171, grad_norm: 16.7451 2020-09-21 12:44:44,300 - mmaction - INFO - Epoch [48][280/3520] lr: 5.000e-05, eta: 5:39:41, time: 1.907, data_time: 0.116, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7771, loss_cls: 1.8438, loss: 1.8438, grad_norm: 16.0539 2020-09-21 12:45:25,232 - mmaction - INFO - Epoch [48][300/3520] lr: 5.000e-05, eta: 5:39:01, time: 2.045, data_time: 0.101, memory: 8337, top1_acc: 0.5635, top5_acc: 0.7802, loss_cls: 1.8578, loss: 1.8578, grad_norm: 15.7886 2020-09-21 12:46:01,487 - mmaction - INFO - Epoch [48][320/3520] lr: 5.000e-05, eta: 5:38:22, time: 1.815, data_time: 0.317, memory: 8337, top1_acc: 0.5229, top5_acc: 0.8021, loss_cls: 1.8575, loss: 1.8575, grad_norm: 16.4683 2020-09-21 12:46:41,904 - mmaction - INFO - Epoch [48][340/3520] lr: 5.000e-05, eta: 5:37:42, time: 2.021, data_time: 0.429, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8073, loss_cls: 1.8193, loss: 1.8193, grad_norm: 16.1338 2020-09-21 12:47:21,238 - mmaction - INFO - Epoch [48][360/3520] lr: 5.000e-05, eta: 5:37:02, time: 1.966, data_time: 0.196, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.8027, loss: 1.8027, grad_norm: 16.4758 2020-09-21 12:47:58,359 - mmaction - INFO - Epoch [48][380/3520] lr: 5.000e-05, eta: 5:36:22, time: 1.855, data_time: 0.008, memory: 8337, top1_acc: 0.5198, top5_acc: 0.8083, loss_cls: 1.8731, loss: 1.8731, grad_norm: 16.6714 2020-09-21 12:48:35,687 - mmaction - INFO - Epoch [48][400/3520] lr: 5.000e-05, eta: 5:35:43, time: 1.868, data_time: 0.280, memory: 8337, top1_acc: 0.5490, top5_acc: 0.7885, loss_cls: 1.8461, loss: 1.8461, grad_norm: 16.2923 2020-09-21 12:49:15,324 - mmaction - INFO - Epoch [48][420/3520] lr: 5.000e-05, eta: 5:35:03, time: 1.978, data_time: 0.037, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8021, loss_cls: 1.7788, loss: 1.7788, grad_norm: 15.2729 2020-09-21 12:49:54,675 - mmaction - INFO - Epoch [48][440/3520] lr: 5.000e-05, eta: 5:34:23, time: 1.972, data_time: 0.076, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8031, loss_cls: 1.8128, loss: 1.8128, grad_norm: 15.6793 2020-09-21 12:50:31,816 - mmaction - INFO - Epoch [48][460/3520] lr: 5.000e-05, eta: 5:33:44, time: 1.855, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8052, loss_cls: 1.8815, loss: 1.8815, grad_norm: 16.4217 2020-09-21 12:51:11,612 - mmaction - INFO - Epoch [48][480/3520] lr: 5.000e-05, eta: 5:33:04, time: 1.990, data_time: 0.047, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7698, loss_cls: 1.9473, loss: 1.9473, grad_norm: 16.1053 2020-09-21 12:51:50,451 - mmaction - INFO - Epoch [48][500/3520] lr: 5.000e-05, eta: 5:32:24, time: 1.940, data_time: 0.104, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.9070, loss: 1.9070, grad_norm: 16.1211 2020-09-21 12:52:29,280 - mmaction - INFO - Epoch [48][520/3520] lr: 5.000e-05, eta: 5:31:44, time: 1.944, data_time: 0.625, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8135, loss_cls: 1.7936, loss: 1.7936, grad_norm: 16.0626 2020-09-21 12:53:08,431 - mmaction - INFO - Epoch [48][540/3520] lr: 5.000e-05, eta: 5:31:05, time: 1.956, data_time: 0.058, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7958, loss_cls: 1.8674, loss: 1.8674, grad_norm: 16.0908 2020-09-21 12:53:45,879 - mmaction - INFO - Epoch [48][560/3520] lr: 5.000e-05, eta: 5:30:25, time: 1.875, data_time: 0.007, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8000, loss_cls: 1.8308, loss: 1.8308, grad_norm: 16.1986 2020-09-21 12:54:23,637 - mmaction - INFO - Epoch [48][580/3520] lr: 5.000e-05, eta: 5:29:45, time: 1.885, data_time: 0.035, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7990, loss_cls: 1.8956, loss: 1.8956, grad_norm: 16.3587 2020-09-21 12:55:05,335 - mmaction - INFO - Epoch [48][600/3520] lr: 5.000e-05, eta: 5:29:06, time: 2.087, data_time: 0.005, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7760, loss_cls: 1.9946, loss: 1.9946, grad_norm: 16.6164 2020-09-21 12:55:41,632 - mmaction - INFO - Epoch [48][620/3520] lr: 5.000e-05, eta: 5:28:26, time: 1.813, data_time: 0.069, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7740, loss_cls: 1.9810, loss: 1.9810, grad_norm: 16.7536 2020-09-21 12:56:19,605 - mmaction - INFO - Epoch [48][640/3520] lr: 5.000e-05, eta: 5:27:46, time: 1.900, data_time: 0.006, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8083, loss_cls: 1.8205, loss: 1.8205, grad_norm: 16.2111 2020-09-21 12:56:58,998 - mmaction - INFO - Epoch [48][660/3520] lr: 5.000e-05, eta: 5:27:06, time: 1.966, data_time: 0.006, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7917, loss_cls: 1.8738, loss: 1.8738, grad_norm: 16.0427 2020-09-21 12:57:37,122 - mmaction - INFO - Epoch [48][680/3520] lr: 5.000e-05, eta: 5:26:27, time: 1.909, data_time: 0.007, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8073, loss_cls: 1.8053, loss: 1.8053, grad_norm: 16.3660 2020-09-21 12:58:15,180 - mmaction - INFO - Epoch [48][700/3520] lr: 5.000e-05, eta: 5:25:47, time: 1.902, data_time: 0.270, memory: 8337, top1_acc: 0.5792, top5_acc: 0.8073, loss_cls: 1.7461, loss: 1.7461, grad_norm: 15.2358 2020-09-21 12:58:55,869 - mmaction - INFO - Epoch [48][720/3520] lr: 5.000e-05, eta: 5:25:07, time: 2.036, data_time: 1.392, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7781, loss_cls: 1.8746, loss: 1.8746, grad_norm: 15.9603 2020-09-21 12:59:34,507 - mmaction - INFO - Epoch [48][740/3520] lr: 5.000e-05, eta: 5:24:28, time: 1.931, data_time: 0.488, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7969, loss_cls: 1.8168, loss: 1.8168, grad_norm: 15.5701 2020-09-21 13:00:14,914 - mmaction - INFO - Epoch [48][760/3520] lr: 5.000e-05, eta: 5:23:48, time: 2.006, data_time: 0.250, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7938, loss_cls: 1.8419, loss: 1.8419, grad_norm: 16.3198 2020-09-21 13:00:53,435 - mmaction - INFO - Epoch [48][780/3520] lr: 5.000e-05, eta: 5:23:08, time: 1.941, data_time: 0.032, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7958, loss_cls: 1.8226, loss: 1.8226, grad_norm: 15.7471 2020-09-21 13:01:32,207 - mmaction - INFO - Epoch [48][800/3520] lr: 5.000e-05, eta: 5:22:29, time: 1.939, data_time: 0.009, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7708, loss_cls: 1.9182, loss: 1.9182, grad_norm: 16.1782 2020-09-21 13:02:12,697 - mmaction - INFO - Epoch [48][820/3520] lr: 5.000e-05, eta: 5:21:49, time: 2.022, data_time: 0.010, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7813, loss_cls: 1.9219, loss: 1.9219, grad_norm: 16.6100 2020-09-21 13:02:52,346 - mmaction - INFO - Epoch [48][840/3520] lr: 5.000e-05, eta: 5:21:09, time: 1.985, data_time: 0.008, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8063, loss_cls: 1.8203, loss: 1.8203, grad_norm: 15.8512 2020-09-21 13:03:30,858 - mmaction - INFO - Epoch [48][860/3520] lr: 5.000e-05, eta: 5:20:30, time: 1.925, data_time: 0.011, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7917, loss_cls: 1.8658, loss: 1.8658, grad_norm: 15.7602 2020-09-21 13:04:09,397 - mmaction - INFO - Epoch [48][880/3520] lr: 5.000e-05, eta: 5:19:50, time: 1.927, data_time: 0.040, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7917, loss_cls: 1.8401, loss: 1.8401, grad_norm: 15.6854 2020-09-21 13:04:48,921 - mmaction - INFO - Epoch [48][900/3520] lr: 5.000e-05, eta: 5:19:10, time: 1.976, data_time: 0.276, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7958, loss_cls: 1.8624, loss: 1.8624, grad_norm: 16.1841 2020-09-21 13:05:27,458 - mmaction - INFO - Epoch [48][920/3520] lr: 5.000e-05, eta: 5:18:31, time: 1.928, data_time: 0.007, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7906, loss_cls: 1.8396, loss: 1.8396, grad_norm: 16.8903 2020-09-21 13:06:06,119 - mmaction - INFO - Epoch [48][940/3520] lr: 5.000e-05, eta: 5:17:51, time: 1.933, data_time: 0.313, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7979, loss_cls: 1.8527, loss: 1.8527, grad_norm: 16.9763 2020-09-21 13:06:44,120 - mmaction - INFO - Epoch [48][960/3520] lr: 5.000e-05, eta: 5:17:11, time: 1.897, data_time: 0.006, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8208, loss_cls: 1.8399, loss: 1.8399, grad_norm: 16.1931 2020-09-21 13:07:21,909 - mmaction - INFO - Epoch [48][980/3520] lr: 5.000e-05, eta: 5:16:31, time: 1.892, data_time: 0.318, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8083, loss_cls: 1.7861, loss: 1.7861, grad_norm: 16.1414 2020-09-21 13:08:02,785 - mmaction - INFO - Epoch [48][1000/3520] lr: 5.000e-05, eta: 5:15:52, time: 2.043, data_time: 0.139, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.8789, loss: 1.8789, grad_norm: 15.9507 2020-09-21 13:08:39,860 - mmaction - INFO - Epoch [48][1020/3520] lr: 5.000e-05, eta: 5:15:12, time: 1.854, data_time: 0.106, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8229, loss_cls: 1.7602, loss: 1.7602, grad_norm: 16.0799 2020-09-21 13:09:17,459 - mmaction - INFO - Epoch [48][1040/3520] lr: 5.000e-05, eta: 5:14:32, time: 1.877, data_time: 0.213, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8140, loss: 1.8140, grad_norm: 15.3597 2020-09-21 13:09:55,227 - mmaction - INFO - Epoch [48][1060/3520] lr: 5.000e-05, eta: 5:13:52, time: 1.892, data_time: 0.043, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7958, loss_cls: 1.8967, loss: 1.8967, grad_norm: 16.6056 2020-09-21 13:10:36,590 - mmaction - INFO - Epoch [48][1080/3520] lr: 5.000e-05, eta: 5:13:13, time: 2.064, data_time: 1.139, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7812, loss_cls: 1.9436, loss: 1.9436, grad_norm: 16.2628 2020-09-21 13:11:16,466 - mmaction - INFO - Epoch [48][1100/3520] lr: 5.000e-05, eta: 5:12:33, time: 1.997, data_time: 0.076, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7708, loss_cls: 2.0005, loss: 2.0005, grad_norm: 17.2087 2020-09-21 13:11:55,138 - mmaction - INFO - Epoch [48][1120/3520] lr: 5.000e-05, eta: 5:11:54, time: 1.931, data_time: 0.007, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7865, loss_cls: 1.8685, loss: 1.8685, grad_norm: 16.3676 2020-09-21 13:12:35,222 - mmaction - INFO - Epoch [48][1140/3520] lr: 5.000e-05, eta: 5:11:14, time: 2.003, data_time: 0.114, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7792, loss_cls: 1.9262, loss: 1.9262, grad_norm: 16.6822 2020-09-21 13:13:12,433 - mmaction - INFO - Epoch [48][1160/3520] lr: 5.000e-05, eta: 5:10:34, time: 1.864, data_time: 0.026, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7823, loss_cls: 1.8642, loss: 1.8642, grad_norm: 15.5854 2020-09-21 13:13:50,119 - mmaction - INFO - Epoch [48][1180/3520] lr: 5.000e-05, eta: 5:09:54, time: 1.884, data_time: 0.037, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8021, loss_cls: 1.8384, loss: 1.8384, grad_norm: 15.9595 2020-09-21 13:14:28,525 - mmaction - INFO - Epoch [48][1200/3520] lr: 5.000e-05, eta: 5:09:15, time: 1.921, data_time: 0.008, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7865, loss_cls: 1.8799, loss: 1.8799, grad_norm: 16.1016 2020-09-21 13:15:08,568 - mmaction - INFO - Epoch [48][1220/3520] lr: 5.000e-05, eta: 5:08:35, time: 1.999, data_time: 0.017, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8104, loss_cls: 1.7927, loss: 1.7927, grad_norm: 15.9113 2020-09-21 13:15:46,450 - mmaction - INFO - Epoch [48][1240/3520] lr: 5.000e-05, eta: 5:07:55, time: 1.898, data_time: 0.008, memory: 8337, top1_acc: 0.5646, top5_acc: 0.8167, loss_cls: 1.7228, loss: 1.7228, grad_norm: 15.6605 2020-09-21 13:16:25,428 - mmaction - INFO - Epoch [48][1260/3520] lr: 5.000e-05, eta: 5:07:16, time: 1.946, data_time: 0.022, memory: 8337, top1_acc: 0.5219, top5_acc: 0.8031, loss_cls: 1.8536, loss: 1.8536, grad_norm: 16.4541 2020-09-21 13:17:03,940 - mmaction - INFO - Epoch [48][1280/3520] lr: 5.000e-05, eta: 5:06:36, time: 1.928, data_time: 0.501, memory: 8337, top1_acc: 0.5042, top5_acc: 0.7583, loss_cls: 2.0218, loss: 2.0218, grad_norm: 16.7013 2020-09-21 13:17:44,140 - mmaction - INFO - Epoch [48][1300/3520] lr: 5.000e-05, eta: 5:05:56, time: 2.007, data_time: 0.046, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7885, loss_cls: 1.8951, loss: 1.8951, grad_norm: 16.1179 2020-09-21 13:18:20,991 - mmaction - INFO - Epoch [48][1320/3520] lr: 5.000e-05, eta: 5:05:17, time: 1.845, data_time: 0.069, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7719, loss_cls: 1.9345, loss: 1.9345, grad_norm: 16.4553 2020-09-21 13:18:59,807 - mmaction - INFO - Epoch [48][1340/3520] lr: 5.000e-05, eta: 5:04:37, time: 1.939, data_time: 0.232, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8010, loss_cls: 1.8478, loss: 1.8478, grad_norm: 16.5284 2020-09-21 13:19:39,807 - mmaction - INFO - Epoch [48][1360/3520] lr: 5.000e-05, eta: 5:03:57, time: 2.001, data_time: 0.370, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8135, loss_cls: 1.8181, loss: 1.8181, grad_norm: 16.0099 2020-09-21 13:20:19,533 - mmaction - INFO - Epoch [48][1380/3520] lr: 5.000e-05, eta: 5:03:18, time: 1.985, data_time: 0.006, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8063, loss_cls: 1.7996, loss: 1.7996, grad_norm: 15.7898 2020-09-21 13:20:59,406 - mmaction - INFO - Epoch [48][1400/3520] lr: 5.000e-05, eta: 5:02:38, time: 1.993, data_time: 0.007, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8042, loss_cls: 1.7949, loss: 1.7949, grad_norm: 16.0480 2020-09-21 13:21:37,699 - mmaction - INFO - Epoch [48][1420/3520] lr: 5.000e-05, eta: 5:01:58, time: 1.914, data_time: 0.220, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8177, loss_cls: 1.8234, loss: 1.8234, grad_norm: 16.7007 2020-09-21 13:22:16,473 - mmaction - INFO - Epoch [48][1440/3520] lr: 5.000e-05, eta: 5:01:18, time: 1.941, data_time: 0.406, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7896, loss_cls: 1.8768, loss: 1.8768, grad_norm: 16.9817 2020-09-21 13:22:55,278 - mmaction - INFO - Epoch [48][1460/3520] lr: 5.000e-05, eta: 5:00:39, time: 1.941, data_time: 0.235, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8010, loss_cls: 1.8767, loss: 1.8767, grad_norm: 16.9139 2020-09-21 13:23:34,793 - mmaction - INFO - Epoch [48][1480/3520] lr: 5.000e-05, eta: 4:59:59, time: 1.972, data_time: 0.260, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8021, loss_cls: 1.8653, loss: 1.8653, grad_norm: 16.1016 2020-09-21 13:24:14,635 - mmaction - INFO - Epoch [48][1500/3520] lr: 5.000e-05, eta: 4:59:20, time: 1.997, data_time: 0.426, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8125, loss_cls: 1.8078, loss: 1.8078, grad_norm: 15.5256 2020-09-21 13:24:52,197 - mmaction - INFO - Epoch [48][1520/3520] lr: 5.000e-05, eta: 4:58:40, time: 1.876, data_time: 0.052, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7927, loss_cls: 1.9080, loss: 1.9080, grad_norm: 16.4204 2020-09-21 13:25:32,427 - mmaction - INFO - Epoch [48][1540/3520] lr: 5.000e-05, eta: 4:58:00, time: 2.012, data_time: 0.341, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7865, loss_cls: 1.8754, loss: 1.8754, grad_norm: 16.1129 2020-09-21 13:26:11,671 - mmaction - INFO - Epoch [48][1560/3520] lr: 5.000e-05, eta: 4:57:20, time: 1.963, data_time: 0.621, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7833, loss_cls: 1.8667, loss: 1.8667, grad_norm: 16.3245 2020-09-21 13:26:50,538 - mmaction - INFO - Epoch [48][1580/3520] lr: 5.000e-05, eta: 4:56:41, time: 1.943, data_time: 1.206, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8104, loss_cls: 1.8008, loss: 1.8008, grad_norm: 15.8102 2020-09-21 13:27:29,723 - mmaction - INFO - Epoch [48][1600/3520] lr: 5.000e-05, eta: 4:56:01, time: 1.958, data_time: 0.906, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7990, loss_cls: 1.8486, loss: 1.8486, grad_norm: 16.0990 2020-09-21 13:28:09,368 - mmaction - INFO - Epoch [48][1620/3520] lr: 5.000e-05, eta: 4:55:21, time: 1.983, data_time: 1.211, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8021, loss_cls: 1.8253, loss: 1.8253, grad_norm: 16.7267 2020-09-21 13:28:49,984 - mmaction - INFO - Epoch [48][1640/3520] lr: 5.000e-05, eta: 4:54:42, time: 2.031, data_time: 1.229, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7917, loss_cls: 1.8865, loss: 1.8865, grad_norm: 15.9484 2020-09-21 13:29:29,983 - mmaction - INFO - Epoch [48][1660/3520] lr: 5.000e-05, eta: 4:54:02, time: 1.999, data_time: 0.220, memory: 8337, top1_acc: 0.4917, top5_acc: 0.7604, loss_cls: 1.9771, loss: 1.9771, grad_norm: 16.4423 2020-09-21 13:30:07,420 - mmaction - INFO - Epoch [48][1680/3520] lr: 5.000e-05, eta: 4:53:22, time: 1.873, data_time: 0.174, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7833, loss_cls: 1.8751, loss: 1.8751, grad_norm: 16.8577 2020-09-21 13:30:46,316 - mmaction - INFO - Epoch [48][1700/3520] lr: 5.000e-05, eta: 4:52:43, time: 1.945, data_time: 0.461, memory: 8337, top1_acc: 0.5635, top5_acc: 0.7906, loss_cls: 1.8036, loss: 1.8036, grad_norm: 15.4489 2020-09-21 13:31:24,545 - mmaction - INFO - Epoch [48][1720/3520] lr: 5.000e-05, eta: 4:52:03, time: 1.909, data_time: 0.013, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7552, loss_cls: 1.9599, loss: 1.9599, grad_norm: 16.5591 2020-09-21 13:32:03,312 - mmaction - INFO - Epoch [48][1740/3520] lr: 5.000e-05, eta: 4:51:23, time: 1.941, data_time: 0.043, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7833, loss_cls: 1.9152, loss: 1.9152, grad_norm: 15.9422 2020-09-21 13:32:42,512 - mmaction - INFO - Epoch [48][1760/3520] lr: 5.000e-05, eta: 4:50:44, time: 1.960, data_time: 0.035, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7833, loss_cls: 1.9250, loss: 1.9250, grad_norm: 16.3798 2020-09-21 13:33:23,858 - mmaction - INFO - Epoch [48][1780/3520] lr: 5.000e-05, eta: 4:50:04, time: 2.068, data_time: 0.480, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7969, loss_cls: 1.8642, loss: 1.8642, grad_norm: 15.9457 2020-09-21 13:34:01,361 - mmaction - INFO - Epoch [48][1800/3520] lr: 5.000e-05, eta: 4:49:24, time: 1.873, data_time: 0.069, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7865, loss_cls: 1.8933, loss: 1.8933, grad_norm: 16.7173 2020-09-21 13:34:39,118 - mmaction - INFO - Epoch [48][1820/3520] lr: 5.000e-05, eta: 4:48:45, time: 1.888, data_time: 0.008, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7792, loss_cls: 1.9136, loss: 1.9136, grad_norm: 16.7355 2020-09-21 13:35:15,734 - mmaction - INFO - Epoch [48][1840/3520] lr: 5.000e-05, eta: 4:48:05, time: 1.832, data_time: 0.205, memory: 8337, top1_acc: 0.5063, top5_acc: 0.7542, loss_cls: 1.9685, loss: 1.9685, grad_norm: 16.3273 2020-09-21 13:35:55,063 - mmaction - INFO - Epoch [48][1860/3520] lr: 5.000e-05, eta: 4:47:25, time: 1.959, data_time: 0.196, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8073, loss_cls: 1.8550, loss: 1.8550, grad_norm: 16.0058 2020-09-21 13:36:32,854 - mmaction - INFO - Epoch [48][1880/3520] lr: 5.000e-05, eta: 4:46:45, time: 1.897, data_time: 0.022, memory: 8337, top1_acc: 0.5510, top5_acc: 0.7896, loss_cls: 1.8624, loss: 1.8624, grad_norm: 16.3973 2020-09-21 13:37:13,604 - mmaction - INFO - Epoch [48][1900/3520] lr: 5.000e-05, eta: 4:46:06, time: 2.038, data_time: 0.007, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7854, loss_cls: 1.8809, loss: 1.8809, grad_norm: 16.6052 2020-09-21 13:37:51,176 - mmaction - INFO - Epoch [48][1920/3520] lr: 5.000e-05, eta: 4:45:26, time: 1.877, data_time: 0.058, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8177, loss_cls: 1.8257, loss: 1.8257, grad_norm: 15.8758 2020-09-21 13:38:30,880 - mmaction - INFO - Epoch [48][1940/3520] lr: 5.000e-05, eta: 4:44:46, time: 1.986, data_time: 0.531, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7708, loss_cls: 1.9657, loss: 1.9657, grad_norm: 16.8007 2020-09-21 13:39:08,040 - mmaction - INFO - Epoch [48][1960/3520] lr: 5.000e-05, eta: 4:44:07, time: 1.857, data_time: 0.062, memory: 8337, top1_acc: 0.5490, top5_acc: 0.7896, loss_cls: 1.8517, loss: 1.8517, grad_norm: 15.9343 2020-09-21 13:39:46,697 - mmaction - INFO - Epoch [48][1980/3520] lr: 5.000e-05, eta: 4:43:27, time: 1.935, data_time: 0.074, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8063, loss_cls: 1.8419, loss: 1.8419, grad_norm: 16.2445 2020-09-21 13:40:25,505 - mmaction - INFO - Epoch [48][2000/3520] lr: 5.000e-05, eta: 4:42:47, time: 1.939, data_time: 0.019, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7875, loss_cls: 1.8751, loss: 1.8751, grad_norm: 16.2906 2020-09-21 13:41:03,931 - mmaction - INFO - Epoch [48][2020/3520] lr: 5.000e-05, eta: 4:42:08, time: 1.922, data_time: 0.007, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7646, loss_cls: 1.9628, loss: 1.9628, grad_norm: 16.4322 2020-09-21 13:41:43,540 - mmaction - INFO - Epoch [48][2040/3520] lr: 5.000e-05, eta: 4:41:28, time: 1.976, data_time: 0.010, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7969, loss_cls: 1.8743, loss: 1.8743, grad_norm: 16.2823 2020-09-21 13:42:20,360 - mmaction - INFO - Epoch [48][2060/3520] lr: 5.000e-05, eta: 4:40:48, time: 1.844, data_time: 0.010, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8115, loss_cls: 1.7650, loss: 1.7650, grad_norm: 15.4993 2020-09-21 13:42:59,694 - mmaction - INFO - Epoch [48][2080/3520] lr: 5.000e-05, eta: 4:40:09, time: 1.969, data_time: 0.047, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8073, loss_cls: 1.8212, loss: 1.8212, grad_norm: 16.0906 2020-09-21 13:43:39,042 - mmaction - INFO - Epoch [48][2100/3520] lr: 5.000e-05, eta: 4:39:29, time: 1.968, data_time: 0.064, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7875, loss_cls: 1.8664, loss: 1.8664, grad_norm: 16.3430 2020-09-21 13:44:15,219 - mmaction - INFO - Epoch [48][2120/3520] lr: 5.000e-05, eta: 4:38:49, time: 1.804, data_time: 0.066, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7969, loss_cls: 1.8976, loss: 1.8976, grad_norm: 16.4540 2020-09-21 13:44:54,438 - mmaction - INFO - Epoch [48][2140/3520] lr: 5.000e-05, eta: 4:38:09, time: 1.967, data_time: 0.542, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8010, loss_cls: 1.8241, loss: 1.8241, grad_norm: 16.1498 2020-09-21 13:45:34,531 - mmaction - INFO - Epoch [48][2160/3520] lr: 5.000e-05, eta: 4:37:30, time: 2.004, data_time: 0.262, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7802, loss_cls: 1.9422, loss: 1.9422, grad_norm: 16.6754 2020-09-21 13:46:12,751 - mmaction - INFO - Epoch [48][2180/3520] lr: 5.000e-05, eta: 4:36:50, time: 1.912, data_time: 0.148, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8167, loss_cls: 1.8012, loss: 1.8012, grad_norm: 16.2180 2020-09-21 13:46:51,057 - mmaction - INFO - Epoch [48][2200/3520] lr: 5.000e-05, eta: 4:36:10, time: 1.915, data_time: 0.299, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8052, loss_cls: 1.8244, loss: 1.8244, grad_norm: 16.2140 2020-09-21 13:47:31,566 - mmaction - INFO - Epoch [48][2220/3520] lr: 5.000e-05, eta: 4:35:31, time: 2.026, data_time: 0.268, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7927, loss_cls: 1.8903, loss: 1.8903, grad_norm: 16.1190 2020-09-21 13:48:09,927 - mmaction - INFO - Epoch [48][2240/3520] lr: 5.000e-05, eta: 4:34:51, time: 1.918, data_time: 0.727, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8073, loss_cls: 1.7852, loss: 1.7852, grad_norm: 15.5870 2020-09-21 13:48:48,074 - mmaction - INFO - Epoch [48][2260/3520] lr: 5.000e-05, eta: 4:34:11, time: 1.903, data_time: 0.015, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8052, loss_cls: 1.7900, loss: 1.7900, grad_norm: 16.2549 2020-09-21 13:49:26,366 - mmaction - INFO - Epoch [48][2280/3520] lr: 5.000e-05, eta: 4:33:32, time: 1.913, data_time: 0.640, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8062, loss_cls: 1.8269, loss: 1.8269, grad_norm: 16.4148 2020-09-21 13:50:06,836 - mmaction - INFO - Epoch [48][2300/3520] lr: 5.000e-05, eta: 4:32:52, time: 2.025, data_time: 0.541, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7979, loss_cls: 1.8962, loss: 1.8962, grad_norm: 16.8506 2020-09-21 13:50:45,504 - mmaction - INFO - Epoch [48][2320/3520] lr: 5.000e-05, eta: 4:32:12, time: 1.937, data_time: 0.997, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8449, loss: 1.8449, grad_norm: 16.0499 2020-09-21 13:51:24,583 - mmaction - INFO - Epoch [48][2340/3520] lr: 5.000e-05, eta: 4:31:33, time: 1.954, data_time: 0.030, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7969, loss_cls: 1.8266, loss: 1.8266, grad_norm: 16.3172 2020-09-21 13:52:02,037 - mmaction - INFO - Epoch [48][2360/3520] lr: 5.000e-05, eta: 4:30:53, time: 1.872, data_time: 0.094, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8010, loss_cls: 1.8304, loss: 1.8304, grad_norm: 15.9863 2020-09-21 13:52:40,222 - mmaction - INFO - Epoch [48][2380/3520] lr: 5.000e-05, eta: 4:30:13, time: 1.910, data_time: 0.105, memory: 8337, top1_acc: 0.5729, top5_acc: 0.8073, loss_cls: 1.7847, loss: 1.7847, grad_norm: 16.1095 2020-09-21 13:53:21,036 - mmaction - INFO - Epoch [48][2400/3520] lr: 5.000e-05, eta: 4:29:34, time: 2.040, data_time: 0.045, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7896, loss_cls: 1.8509, loss: 1.8509, grad_norm: 15.7276 2020-09-21 13:53:59,450 - mmaction - INFO - Epoch [48][2420/3520] lr: 5.000e-05, eta: 4:28:54, time: 1.919, data_time: 0.140, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7948, loss_cls: 1.8847, loss: 1.8847, grad_norm: 16.1797 2020-09-21 13:54:38,497 - mmaction - INFO - Epoch [48][2440/3520] lr: 5.000e-05, eta: 4:28:14, time: 1.950, data_time: 0.185, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7979, loss_cls: 1.8089, loss: 1.8089, grad_norm: 16.4473 2020-09-21 13:55:18,740 - mmaction - INFO - Epoch [48][2460/3520] lr: 5.000e-05, eta: 4:27:35, time: 2.009, data_time: 0.492, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7833, loss_cls: 1.8811, loss: 1.8811, grad_norm: 16.0674 2020-09-21 13:55:55,983 - mmaction - INFO - Epoch [48][2480/3520] lr: 5.000e-05, eta: 4:26:55, time: 1.867, data_time: 0.557, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7990, loss_cls: 1.8717, loss: 1.8717, grad_norm: 16.3793 2020-09-21 13:56:35,026 - mmaction - INFO - Epoch [48][2500/3520] lr: 5.000e-05, eta: 4:26:15, time: 1.956, data_time: 0.045, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7688, loss_cls: 1.9188, loss: 1.9188, grad_norm: 16.1636 2020-09-21 13:57:13,291 - mmaction - INFO - Epoch [48][2520/3520] lr: 5.000e-05, eta: 4:25:35, time: 1.909, data_time: 0.010, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8042, loss_cls: 1.8103, loss: 1.8103, grad_norm: 16.2622 2020-09-21 13:57:53,818 - mmaction - INFO - Epoch [48][2540/3520] lr: 5.000e-05, eta: 4:24:56, time: 2.031, data_time: 0.009, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8125, loss_cls: 1.7990, loss: 1.7990, grad_norm: 16.3941 2020-09-21 13:58:30,797 - mmaction - INFO - Epoch [48][2560/3520] lr: 5.000e-05, eta: 4:24:16, time: 1.844, data_time: 0.471, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7927, loss_cls: 1.8530, loss: 1.8530, grad_norm: 16.5771 2020-09-21 13:59:08,565 - mmaction - INFO - Epoch [48][2580/3520] lr: 5.000e-05, eta: 4:23:36, time: 1.891, data_time: 0.526, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7792, loss_cls: 1.9252, loss: 1.9252, grad_norm: 17.0116 2020-09-21 13:59:47,868 - mmaction - INFO - Epoch [48][2600/3520] lr: 5.000e-05, eta: 4:22:57, time: 1.967, data_time: 0.113, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7948, loss_cls: 1.8322, loss: 1.8322, grad_norm: 15.8851 2020-09-21 14:00:30,002 - mmaction - INFO - Epoch [48][2620/3520] lr: 5.000e-05, eta: 4:22:17, time: 2.088, data_time: 0.005, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7813, loss_cls: 1.9288, loss: 1.9288, grad_norm: 16.0623 2020-09-21 14:01:06,555 - mmaction - INFO - Epoch [48][2640/3520] lr: 5.000e-05, eta: 4:21:37, time: 1.848, data_time: 0.515, memory: 8337, top1_acc: 0.5646, top5_acc: 0.8042, loss_cls: 1.7795, loss: 1.7795, grad_norm: 15.8075 2020-09-21 14:01:45,912 - mmaction - INFO - Epoch [48][2660/3520] lr: 5.000e-05, eta: 4:20:58, time: 1.968, data_time: 0.174, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8094, loss_cls: 1.8296, loss: 1.8296, grad_norm: 16.2713 2020-09-21 14:02:24,872 - mmaction - INFO - Epoch [48][2680/3520] lr: 5.000e-05, eta: 4:20:18, time: 1.948, data_time: 0.765, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7948, loss_cls: 1.8476, loss: 1.8476, grad_norm: 15.9182 2020-09-21 14:03:03,619 - mmaction - INFO - Epoch [48][2700/3520] lr: 5.000e-05, eta: 4:19:38, time: 1.935, data_time: 0.064, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7948, loss_cls: 1.9001, loss: 1.9001, grad_norm: 16.4344 2020-09-21 14:03:43,228 - mmaction - INFO - Epoch [48][2720/3520] lr: 5.000e-05, eta: 4:18:59, time: 1.983, data_time: 0.308, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7990, loss_cls: 1.9010, loss: 1.9010, grad_norm: 16.6544 2020-09-21 14:04:23,110 - mmaction - INFO - Epoch [48][2740/3520] lr: 5.000e-05, eta: 4:18:19, time: 1.993, data_time: 0.919, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8737, loss: 1.8737, grad_norm: 16.4267 2020-09-21 14:05:01,453 - mmaction - INFO - Epoch [48][2760/3520] lr: 5.000e-05, eta: 4:17:39, time: 1.917, data_time: 0.186, memory: 8337, top1_acc: 0.5010, top5_acc: 0.7802, loss_cls: 1.9555, loss: 1.9555, grad_norm: 17.2672 2020-09-21 14:05:41,495 - mmaction - INFO - Epoch [48][2780/3520] lr: 5.000e-05, eta: 4:17:00, time: 2.004, data_time: 0.262, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7969, loss_cls: 1.8174, loss: 1.8174, grad_norm: 16.0921 2020-09-21 14:06:19,409 - mmaction - INFO - Epoch [48][2800/3520] lr: 5.000e-05, eta: 4:16:20, time: 1.892, data_time: 0.563, memory: 8337, top1_acc: 0.5115, top5_acc: 0.8010, loss_cls: 1.9030, loss: 1.9030, grad_norm: 16.8242 2020-09-21 14:07:00,868 - mmaction - INFO - Epoch [48][2820/3520] lr: 5.000e-05, eta: 4:15:41, time: 2.074, data_time: 0.463, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7771, loss_cls: 1.8693, loss: 1.8693, grad_norm: 16.0017 2020-09-21 14:07:39,428 - mmaction - INFO - Epoch [48][2840/3520] lr: 5.000e-05, eta: 4:15:01, time: 1.930, data_time: 0.478, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8156, loss_cls: 1.8039, loss: 1.8039, grad_norm: 16.0130 2020-09-21 14:08:17,139 - mmaction - INFO - Epoch [48][2860/3520] lr: 5.000e-05, eta: 4:14:21, time: 1.884, data_time: 0.636, memory: 8337, top1_acc: 0.5542, top5_acc: 0.7833, loss_cls: 1.8609, loss: 1.8609, grad_norm: 16.2597 2020-09-21 14:08:57,482 - mmaction - INFO - Epoch [48][2880/3520] lr: 5.000e-05, eta: 4:13:41, time: 2.019, data_time: 0.323, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8083, loss_cls: 1.7770, loss: 1.7770, grad_norm: 16.2111 2020-09-21 14:09:37,496 - mmaction - INFO - Epoch [48][2900/3520] lr: 5.000e-05, eta: 4:13:02, time: 2.001, data_time: 0.629, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8115, loss_cls: 1.8112, loss: 1.8112, grad_norm: 16.1692 2020-09-21 14:10:15,966 - mmaction - INFO - Epoch [48][2920/3520] lr: 5.000e-05, eta: 4:12:22, time: 1.922, data_time: 0.038, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8031, loss_cls: 1.8392, loss: 1.8392, grad_norm: 16.3005 2020-09-21 14:10:55,076 - mmaction - INFO - Epoch [48][2940/3520] lr: 5.000e-05, eta: 4:11:42, time: 1.954, data_time: 0.110, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8021, loss_cls: 1.8242, loss: 1.8242, grad_norm: 15.9635 2020-09-21 14:11:35,335 - mmaction - INFO - Epoch [48][2960/3520] lr: 5.000e-05, eta: 4:11:03, time: 2.015, data_time: 0.363, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7885, loss_cls: 1.9045, loss: 1.9045, grad_norm: 16.6116 2020-09-21 14:12:15,547 - mmaction - INFO - Epoch [48][2980/3520] lr: 5.000e-05, eta: 4:10:23, time: 2.009, data_time: 0.005, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.8065, loss: 1.8065, grad_norm: 15.8147 2020-09-21 14:12:55,799 - mmaction - INFO - Epoch [48][3000/3520] lr: 5.000e-05, eta: 4:09:44, time: 2.011, data_time: 0.039, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8125, loss_cls: 1.7935, loss: 1.7935, grad_norm: 16.4441 2020-09-21 14:13:33,549 - mmaction - INFO - Epoch [48][3020/3520] lr: 5.000e-05, eta: 4:09:04, time: 1.890, data_time: 0.212, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7875, loss_cls: 1.8835, loss: 1.8835, grad_norm: 16.5058 2020-09-21 14:14:12,484 - mmaction - INFO - Epoch [48][3040/3520] lr: 5.000e-05, eta: 4:08:24, time: 1.948, data_time: 0.067, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7969, loss_cls: 1.8326, loss: 1.8326, grad_norm: 16.4707 2020-09-21 14:14:52,033 - mmaction - INFO - Epoch [48][3060/3520] lr: 5.000e-05, eta: 4:07:45, time: 1.977, data_time: 0.124, memory: 8337, top1_acc: 0.4969, top5_acc: 0.7677, loss_cls: 2.0015, loss: 2.0015, grad_norm: 17.5002 2020-09-21 14:15:29,146 - mmaction - INFO - Epoch [48][3080/3520] lr: 5.000e-05, eta: 4:07:05, time: 1.850, data_time: 0.085, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7885, loss_cls: 1.8306, loss: 1.8306, grad_norm: 16.2405 2020-09-21 14:16:11,014 - mmaction - INFO - Epoch [48][3100/3520] lr: 5.000e-05, eta: 4:06:25, time: 2.099, data_time: 0.023, memory: 8337, top1_acc: 0.5510, top5_acc: 0.7958, loss_cls: 1.8004, loss: 1.8004, grad_norm: 15.7009 2020-09-21 14:16:47,994 - mmaction - INFO - Epoch [48][3120/3520] lr: 5.000e-05, eta: 4:05:46, time: 1.847, data_time: 0.003, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7927, loss_cls: 1.8650, loss: 1.8650, grad_norm: 15.9558 2020-09-21 14:17:26,278 - mmaction - INFO - Epoch [48][3140/3520] lr: 5.000e-05, eta: 4:05:06, time: 1.915, data_time: 0.157, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8021, loss_cls: 1.7626, loss: 1.7626, grad_norm: 15.3947 2020-09-21 14:18:04,235 - mmaction - INFO - Epoch [48][3160/3520] lr: 5.000e-05, eta: 4:04:26, time: 1.898, data_time: 0.005, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7958, loss_cls: 1.8459, loss: 1.8459, grad_norm: 16.3049 2020-09-21 14:18:44,024 - mmaction - INFO - Epoch [48][3180/3520] lr: 5.000e-05, eta: 4:03:47, time: 1.988, data_time: 0.701, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7875, loss_cls: 1.8726, loss: 1.8726, grad_norm: 16.1712 2020-09-21 14:19:22,715 - mmaction - INFO - Epoch [48][3200/3520] lr: 5.000e-05, eta: 4:03:07, time: 1.937, data_time: 0.045, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7969, loss_cls: 1.8812, loss: 1.8812, grad_norm: 16.4126 2020-09-21 14:20:04,343 - mmaction - INFO - Epoch [48][3220/3520] lr: 5.000e-05, eta: 4:02:27, time: 2.079, data_time: 0.463, memory: 8337, top1_acc: 0.5531, top5_acc: 0.8083, loss_cls: 1.7786, loss: 1.7786, grad_norm: 15.8832 2020-09-21 14:20:41,029 - mmaction - INFO - Epoch [48][3240/3520] lr: 5.000e-05, eta: 4:01:48, time: 1.837, data_time: 0.148, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7990, loss_cls: 1.8349, loss: 1.8349, grad_norm: 16.1724 2020-09-21 14:21:21,319 - mmaction - INFO - Epoch [48][3260/3520] lr: 5.000e-05, eta: 4:01:08, time: 2.011, data_time: 0.724, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7792, loss_cls: 1.9262, loss: 1.9262, grad_norm: 16.7943 2020-09-21 14:21:59,492 - mmaction - INFO - Epoch [48][3280/3520] lr: 5.000e-05, eta: 4:00:28, time: 1.909, data_time: 0.109, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8094, loss_cls: 1.8372, loss: 1.8372, grad_norm: 16.5796 2020-09-21 14:22:39,913 - mmaction - INFO - Epoch [48][3300/3520] lr: 5.000e-05, eta: 3:59:49, time: 2.025, data_time: 0.098, memory: 8337, top1_acc: 0.5604, top5_acc: 0.7958, loss_cls: 1.8307, loss: 1.8307, grad_norm: 16.0424 2020-09-21 14:23:17,969 - mmaction - INFO - Epoch [48][3320/3520] lr: 5.000e-05, eta: 3:59:09, time: 1.903, data_time: 0.007, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8062, loss_cls: 1.8036, loss: 1.8036, grad_norm: 15.8710 2020-09-21 14:23:56,193 - mmaction - INFO - Epoch [48][3340/3520] lr: 5.000e-05, eta: 3:58:29, time: 1.912, data_time: 0.352, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7990, loss_cls: 1.8374, loss: 1.8374, grad_norm: 16.0512 2020-09-21 14:24:38,739 - mmaction - INFO - Epoch [48][3360/3520] lr: 5.000e-05, eta: 3:57:50, time: 2.125, data_time: 0.160, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 1.9140, loss: 1.9140, grad_norm: 16.7102 2020-09-21 14:25:16,138 - mmaction - INFO - Epoch [48][3380/3520] lr: 5.000e-05, eta: 3:57:10, time: 1.871, data_time: 0.348, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7771, loss_cls: 1.9389, loss: 1.9389, grad_norm: 16.8219 2020-09-21 14:25:54,848 - mmaction - INFO - Epoch [48][3400/3520] lr: 5.000e-05, eta: 3:56:30, time: 1.936, data_time: 0.185, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8052, loss_cls: 1.8003, loss: 1.8003, grad_norm: 15.5147 2020-09-21 14:26:34,753 - mmaction - INFO - Epoch [48][3420/3520] lr: 5.000e-05, eta: 3:55:51, time: 1.995, data_time: 0.005, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7938, loss_cls: 1.8578, loss: 1.8578, grad_norm: 16.1419 2020-09-21 14:27:11,901 - mmaction - INFO - Epoch [48][3440/3520] lr: 5.000e-05, eta: 3:55:11, time: 1.857, data_time: 0.067, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7937, loss_cls: 1.8872, loss: 1.8872, grad_norm: 16.1563 2020-09-21 14:27:50,935 - mmaction - INFO - Epoch [48][3460/3520] lr: 5.000e-05, eta: 3:54:31, time: 1.952, data_time: 0.208, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7990, loss_cls: 1.9038, loss: 1.9038, grad_norm: 16.3944 2020-09-21 14:28:29,864 - mmaction - INFO - Epoch [48][3480/3520] lr: 5.000e-05, eta: 3:53:52, time: 1.944, data_time: 0.331, memory: 8337, top1_acc: 0.4948, top5_acc: 0.7635, loss_cls: 1.9862, loss: 1.9862, grad_norm: 16.6623 2020-09-21 14:29:09,119 - mmaction - INFO - Epoch [48][3500/3520] lr: 5.000e-05, eta: 3:53:12, time: 1.966, data_time: 0.606, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7833, loss_cls: 1.8710, loss: 1.8710, grad_norm: 15.9296 2020-09-21 14:29:46,022 - mmaction - INFO - Epoch [48][3520/3520] lr: 5.000e-05, eta: 3:52:32, time: 1.844, data_time: 0.085, memory: 8337, top1_acc: 0.5217, top5_acc: 0.8087, loss_cls: 1.8778, loss: 1.8778, grad_norm: 16.2620 2020-09-21 14:30:06,156 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-09-21 14:46:07,507 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-21 14:46:08,102 - mmaction - INFO - top1_acc 0.2765 top5_acc 0.5562 2020-09-21 14:46:08,103 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-21 14:46:08,334 - mmaction - INFO - mean_acc 0.2084 2020-09-21 14:46:08,343 - mmaction - INFO - Epoch(val) [48][3520] top1_acc: 0.2765, top5_acc: 0.5562, mean_class_accuracy: 0.2084 2020-09-21 14:48:19,508 - mmaction - INFO - Epoch [49][20/3520] lr: 5.000e-05, eta: 3:51:56, time: 6.543, data_time: 4.798, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7917, loss_cls: 1.8907, loss: 1.8907, grad_norm: 16.8775 2020-09-21 14:48:58,894 - mmaction - INFO - Epoch [49][40/3520] lr: 5.000e-05, eta: 3:51:17, time: 1.980, data_time: 0.813, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7979, loss_cls: 1.8393, loss: 1.8393, grad_norm: 16.6152 2020-09-21 14:49:37,675 - mmaction - INFO - Epoch [49][60/3520] lr: 5.000e-05, eta: 3:50:37, time: 1.941, data_time: 0.522, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7885, loss_cls: 1.8428, loss: 1.8428, grad_norm: 16.2400 2020-09-21 14:50:16,233 - mmaction - INFO - Epoch [49][80/3520] lr: 5.000e-05, eta: 3:49:57, time: 1.921, data_time: 0.007, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7958, loss_cls: 1.8198, loss: 1.8198, grad_norm: 15.6551 2020-09-21 14:50:55,419 - mmaction - INFO - Epoch [49][100/3520] lr: 5.000e-05, eta: 3:49:18, time: 1.959, data_time: 0.287, memory: 8337, top1_acc: 0.5729, top5_acc: 0.8021, loss_cls: 1.7941, loss: 1.7941, grad_norm: 16.0212 2020-09-21 14:51:34,288 - mmaction - INFO - Epoch [49][120/3520] lr: 5.000e-05, eta: 3:48:38, time: 1.947, data_time: 0.505, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7990, loss_cls: 1.8228, loss: 1.8228, grad_norm: 16.0799 2020-09-21 14:52:13,007 - mmaction - INFO - Epoch [49][140/3520] lr: 5.000e-05, eta: 3:47:58, time: 1.938, data_time: 0.050, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7844, loss_cls: 1.8822, loss: 1.8822, grad_norm: 16.2730 2020-09-21 14:52:52,737 - mmaction - INFO - Epoch [49][160/3520] lr: 5.000e-05, eta: 3:47:19, time: 1.986, data_time: 0.020, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7833, loss_cls: 1.8749, loss: 1.8749, grad_norm: 16.1985 2020-09-21 14:53:30,604 - mmaction - INFO - Epoch [49][180/3520] lr: 5.000e-05, eta: 3:46:39, time: 1.891, data_time: 0.022, memory: 8337, top1_acc: 0.5531, top5_acc: 0.8021, loss_cls: 1.8151, loss: 1.8151, grad_norm: 15.8000 2020-09-21 14:54:10,099 - mmaction - INFO - Epoch [49][200/3520] lr: 5.000e-05, eta: 3:45:59, time: 1.977, data_time: 0.211, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8073, loss_cls: 1.7722, loss: 1.7722, grad_norm: 15.8381 2020-09-21 14:54:47,817 - mmaction - INFO - Epoch [49][220/3520] lr: 5.000e-05, eta: 3:45:19, time: 1.884, data_time: 0.157, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8010, loss_cls: 1.8189, loss: 1.8189, grad_norm: 15.9955 2020-09-21 14:55:27,664 - mmaction - INFO - Epoch [49][240/3520] lr: 5.000e-05, eta: 3:44:40, time: 1.994, data_time: 0.718, memory: 8337, top1_acc: 0.5750, top5_acc: 0.8010, loss_cls: 1.7706, loss: 1.7706, grad_norm: 15.9069 2020-09-21 14:56:06,673 - mmaction - INFO - Epoch [49][260/3520] lr: 5.000e-05, eta: 3:44:00, time: 1.950, data_time: 0.316, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8125, loss_cls: 1.7692, loss: 1.7692, grad_norm: 15.8600 2020-09-21 14:56:45,427 - mmaction - INFO - Epoch [49][280/3520] lr: 5.000e-05, eta: 3:43:20, time: 1.937, data_time: 0.043, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7719, loss_cls: 1.8685, loss: 1.8685, grad_norm: 15.6656 2020-09-21 14:57:24,336 - mmaction - INFO - Epoch [49][300/3520] lr: 5.000e-05, eta: 3:42:41, time: 1.945, data_time: 0.512, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7990, loss_cls: 1.7988, loss: 1.7988, grad_norm: 16.0960 2020-09-21 14:58:02,609 - mmaction - INFO - Epoch [49][320/3520] lr: 5.000e-05, eta: 3:42:01, time: 1.917, data_time: 0.786, memory: 8337, top1_acc: 0.5062, top5_acc: 0.7635, loss_cls: 1.9815, loss: 1.9815, grad_norm: 17.2670 2020-09-21 14:58:42,528 - mmaction - INFO - Epoch [49][340/3520] lr: 5.000e-05, eta: 3:41:21, time: 1.992, data_time: 0.181, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7917, loss_cls: 1.8836, loss: 1.8836, grad_norm: 16.5815 2020-09-21 14:59:22,141 - mmaction - INFO - Epoch [49][360/3520] lr: 5.000e-05, eta: 3:40:42, time: 1.984, data_time: 0.008, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8052, loss_cls: 1.7405, loss: 1.7405, grad_norm: 15.6712 2020-09-21 14:59:59,166 - mmaction - INFO - Epoch [49][380/3520] lr: 5.000e-05, eta: 3:40:02, time: 1.851, data_time: 0.004, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8010, loss_cls: 1.8380, loss: 1.8380, grad_norm: 16.4661 2020-09-21 15:00:42,504 - mmaction - INFO - Epoch [49][400/3520] lr: 5.000e-05, eta: 3:39:23, time: 2.144, data_time: 0.090, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7750, loss_cls: 1.8746, loss: 1.8746, grad_norm: 16.5106 2020-09-21 15:01:21,534 - mmaction - INFO - Epoch [49][420/3520] lr: 5.000e-05, eta: 3:38:43, time: 1.973, data_time: 0.830, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.8506, loss: 1.8506, grad_norm: 15.9710 2020-09-21 15:01:59,430 - mmaction - INFO - Epoch [49][440/3520] lr: 5.000e-05, eta: 3:38:03, time: 1.896, data_time: 0.047, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7990, loss_cls: 1.8253, loss: 1.8253, grad_norm: 16.4157 2020-09-21 15:02:37,564 - mmaction - INFO - Epoch [49][460/3520] lr: 5.000e-05, eta: 3:37:23, time: 1.908, data_time: 0.132, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8187, loss_cls: 1.7772, loss: 1.7772, grad_norm: 16.3193 2020-09-21 15:03:17,191 - mmaction - INFO - Epoch [49][480/3520] lr: 5.000e-05, eta: 3:36:44, time: 1.981, data_time: 0.246, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7854, loss_cls: 1.8172, loss: 1.8172, grad_norm: 16.5627 2020-09-21 15:03:55,374 - mmaction - INFO - Epoch [49][500/3520] lr: 5.000e-05, eta: 3:36:04, time: 1.907, data_time: 0.016, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8010, loss_cls: 1.8311, loss: 1.8311, grad_norm: 16.6568 2020-09-21 15:04:33,130 - mmaction - INFO - Epoch [49][520/3520] lr: 5.000e-05, eta: 3:35:24, time: 1.891, data_time: 0.405, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7844, loss_cls: 1.8734, loss: 1.8734, grad_norm: 16.2531 2020-09-21 15:05:11,116 - mmaction - INFO - Epoch [49][540/3520] lr: 5.000e-05, eta: 3:34:45, time: 1.900, data_time: 0.183, memory: 8337, top1_acc: 0.5646, top5_acc: 0.7979, loss_cls: 1.7800, loss: 1.7800, grad_norm: 15.4043 2020-09-21 15:05:51,474 - mmaction - INFO - Epoch [49][560/3520] lr: 5.000e-05, eta: 3:34:05, time: 2.016, data_time: 0.937, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8104, loss_cls: 1.8245, loss: 1.8245, grad_norm: 16.0597 2020-09-21 15:06:31,026 - mmaction - INFO - Epoch [49][580/3520] lr: 5.000e-05, eta: 3:33:25, time: 1.979, data_time: 0.296, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7938, loss_cls: 1.8936, loss: 1.8936, grad_norm: 16.9312 2020-09-21 15:07:10,731 - mmaction - INFO - Epoch [49][600/3520] lr: 5.000e-05, eta: 3:32:46, time: 1.982, data_time: 0.203, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7969, loss_cls: 1.8619, loss: 1.8619, grad_norm: 16.7018 2020-09-21 15:07:49,697 - mmaction - INFO - Epoch [49][620/3520] lr: 5.000e-05, eta: 3:32:06, time: 1.951, data_time: 0.089, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7896, loss_cls: 1.9128, loss: 1.9128, grad_norm: 16.5664 2020-09-21 15:08:29,259 - mmaction - INFO - Epoch [49][640/3520] lr: 5.000e-05, eta: 3:31:26, time: 1.978, data_time: 0.453, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7906, loss_cls: 1.8701, loss: 1.8701, grad_norm: 15.7853 2020-09-21 15:09:06,945 - mmaction - INFO - Epoch [49][660/3520] lr: 5.000e-05, eta: 3:30:47, time: 1.884, data_time: 0.041, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7781, loss_cls: 1.8339, loss: 1.8339, grad_norm: 16.2895 2020-09-21 15:09:46,741 - mmaction - INFO - Epoch [49][680/3520] lr: 5.000e-05, eta: 3:30:07, time: 1.988, data_time: 0.160, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8021, loss_cls: 1.7881, loss: 1.7881, grad_norm: 15.8437 2020-09-21 15:10:24,425 - mmaction - INFO - Epoch [49][700/3520] lr: 5.000e-05, eta: 3:29:27, time: 1.885, data_time: 0.243, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8073, loss_cls: 1.7819, loss: 1.7819, grad_norm: 16.3090 2020-09-21 15:11:02,437 - mmaction - INFO - Epoch [49][720/3520] lr: 5.000e-05, eta: 3:28:48, time: 1.901, data_time: 0.027, memory: 8337, top1_acc: 0.5156, top5_acc: 0.8083, loss_cls: 1.8172, loss: 1.8172, grad_norm: 16.3269 2020-09-21 15:11:41,714 - mmaction - INFO - Epoch [49][740/3520] lr: 5.000e-05, eta: 3:28:08, time: 1.964, data_time: 0.033, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8021, loss_cls: 1.8349, loss: 1.8349, grad_norm: 16.4397 2020-09-21 15:12:20,430 - mmaction - INFO - Epoch [49][760/3520] lr: 5.000e-05, eta: 3:27:28, time: 1.930, data_time: 0.085, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7812, loss_cls: 1.8809, loss: 1.8809, grad_norm: 16.7929 2020-09-21 15:13:00,627 - mmaction - INFO - Epoch [49][780/3520] lr: 5.000e-05, eta: 3:26:49, time: 2.015, data_time: 0.523, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7969, loss_cls: 1.8681, loss: 1.8681, grad_norm: 16.6971 2020-09-21 15:13:38,945 - mmaction - INFO - Epoch [49][800/3520] lr: 5.000e-05, eta: 3:26:09, time: 1.917, data_time: 0.321, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7948, loss_cls: 1.8606, loss: 1.8606, grad_norm: 16.1851 2020-09-21 15:14:18,428 - mmaction - INFO - Epoch [49][820/3520] lr: 5.000e-05, eta: 3:25:29, time: 1.970, data_time: 0.550, memory: 8337, top1_acc: 0.5031, top5_acc: 0.7646, loss_cls: 1.9977, loss: 1.9977, grad_norm: 16.8006 2020-09-21 15:14:57,665 - mmaction - INFO - Epoch [49][840/3520] lr: 5.000e-05, eta: 3:24:50, time: 1.966, data_time: 1.262, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7927, loss_cls: 1.8927, loss: 1.8927, grad_norm: 16.7724 2020-09-21 15:15:36,125 - mmaction - INFO - Epoch [49][860/3520] lr: 5.000e-05, eta: 3:24:10, time: 1.917, data_time: 0.717, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7885, loss_cls: 1.8738, loss: 1.8738, grad_norm: 16.7539 2020-09-21 15:16:15,908 - mmaction - INFO - Epoch [49][880/3520] lr: 5.000e-05, eta: 3:23:30, time: 1.994, data_time: 0.079, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7979, loss_cls: 1.8240, loss: 1.8240, grad_norm: 16.4618 2020-09-21 15:16:54,594 - mmaction - INFO - Epoch [49][900/3520] lr: 5.000e-05, eta: 3:22:51, time: 1.935, data_time: 0.387, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7677, loss_cls: 1.9891, loss: 1.9891, grad_norm: 16.9935 2020-09-21 15:17:31,699 - mmaction - INFO - Epoch [49][920/3520] lr: 5.000e-05, eta: 3:22:11, time: 1.856, data_time: 0.503, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8187, loss_cls: 1.7649, loss: 1.7649, grad_norm: 16.0952 2020-09-21 15:18:11,583 - mmaction - INFO - Epoch [49][940/3520] lr: 5.000e-05, eta: 3:21:31, time: 1.993, data_time: 0.058, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7937, loss_cls: 1.8573, loss: 1.8573, grad_norm: 15.8395 2020-09-21 15:18:49,780 - mmaction - INFO - Epoch [49][960/3520] lr: 5.000e-05, eta: 3:20:52, time: 1.910, data_time: 0.144, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7875, loss_cls: 1.8430, loss: 1.8430, grad_norm: 16.1503 2020-09-21 15:19:30,164 - mmaction - INFO - Epoch [49][980/3520] lr: 5.000e-05, eta: 3:20:12, time: 2.019, data_time: 0.006, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8083, loss_cls: 1.7812, loss: 1.7812, grad_norm: 16.0917 2020-09-21 15:20:08,675 - mmaction - INFO - Epoch [49][1000/3520] lr: 5.000e-05, eta: 3:19:32, time: 1.925, data_time: 1.260, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7875, loss_cls: 1.8632, loss: 1.8632, grad_norm: 16.5537 2020-09-21 15:20:46,833 - mmaction - INFO - Epoch [49][1020/3520] lr: 5.000e-05, eta: 3:18:53, time: 1.907, data_time: 0.752, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7958, loss_cls: 1.8283, loss: 1.8283, grad_norm: 16.1830 2020-09-21 15:21:25,984 - mmaction - INFO - Epoch [49][1040/3520] lr: 5.000e-05, eta: 3:18:13, time: 1.959, data_time: 0.789, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8000, loss_cls: 1.8204, loss: 1.8204, grad_norm: 16.3950 2020-09-21 15:22:06,781 - mmaction - INFO - Epoch [49][1060/3520] lr: 5.000e-05, eta: 3:17:33, time: 2.036, data_time: 0.042, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8042, loss_cls: 1.8200, loss: 1.8200, grad_norm: 15.8805 2020-09-21 15:22:46,319 - mmaction - INFO - Epoch [49][1080/3520] lr: 5.000e-05, eta: 3:16:54, time: 1.979, data_time: 0.102, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8010, loss_cls: 1.8550, loss: 1.8550, grad_norm: 16.6044 2020-09-21 15:23:24,347 - mmaction - INFO - Epoch [49][1100/3520] lr: 5.000e-05, eta: 3:16:14, time: 1.901, data_time: 0.072, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7906, loss_cls: 1.8813, loss: 1.8813, grad_norm: 16.7035 2020-09-21 15:24:02,275 - mmaction - INFO - Epoch [49][1120/3520] lr: 5.000e-05, eta: 3:15:34, time: 1.899, data_time: 0.035, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7875, loss_cls: 1.8826, loss: 1.8826, grad_norm: 17.2016 2020-09-21 15:24:38,833 - mmaction - INFO - Epoch [49][1140/3520] lr: 5.000e-05, eta: 3:14:55, time: 1.828, data_time: 0.091, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7948, loss_cls: 1.8670, loss: 1.8670, grad_norm: 16.0995 2020-09-21 15:25:18,175 - mmaction - INFO - Epoch [49][1160/3520] lr: 5.000e-05, eta: 3:14:15, time: 1.967, data_time: 0.009, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7927, loss_cls: 1.8814, loss: 1.8814, grad_norm: 17.5575 2020-09-21 15:25:57,179 - mmaction - INFO - Epoch [49][1180/3520] lr: 5.000e-05, eta: 3:13:35, time: 1.948, data_time: 0.253, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7854, loss_cls: 1.9042, loss: 1.9042, grad_norm: 16.1441 2020-09-21 15:26:35,231 - mmaction - INFO - Epoch [49][1200/3520] lr: 5.000e-05, eta: 3:12:56, time: 1.903, data_time: 0.036, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7760, loss_cls: 1.9220, loss: 1.9220, grad_norm: 17.2149 2020-09-21 15:27:15,174 - mmaction - INFO - Epoch [49][1220/3520] lr: 5.000e-05, eta: 3:12:16, time: 1.999, data_time: 0.198, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7948, loss_cls: 1.8509, loss: 1.8509, grad_norm: 16.4092 2020-09-21 15:27:52,839 - mmaction - INFO - Epoch [49][1240/3520] lr: 5.000e-05, eta: 3:11:36, time: 1.884, data_time: 0.062, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8146, loss_cls: 1.8267, loss: 1.8267, grad_norm: 16.2637 2020-09-21 15:28:30,998 - mmaction - INFO - Epoch [49][1260/3520] lr: 5.000e-05, eta: 3:10:56, time: 1.905, data_time: 0.143, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7885, loss_cls: 1.9042, loss: 1.9042, grad_norm: 16.4273 2020-09-21 15:29:08,469 - mmaction - INFO - Epoch [49][1280/3520] lr: 5.000e-05, eta: 3:10:17, time: 1.877, data_time: 0.008, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7885, loss_cls: 1.8736, loss: 1.8736, grad_norm: 16.5766 2020-09-21 15:29:47,053 - mmaction - INFO - Epoch [49][1300/3520] lr: 5.000e-05, eta: 3:09:37, time: 1.925, data_time: 0.044, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8031, loss_cls: 1.8008, loss: 1.8008, grad_norm: 16.1926 2020-09-21 15:30:28,069 - mmaction - INFO - Epoch [49][1320/3520] lr: 5.000e-05, eta: 3:08:57, time: 2.054, data_time: 0.728, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7990, loss_cls: 1.8020, loss: 1.8020, grad_norm: 16.1607 2020-09-21 15:31:08,420 - mmaction - INFO - Epoch [49][1340/3520] lr: 5.000e-05, eta: 3:08:18, time: 2.018, data_time: 1.305, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7938, loss_cls: 1.8514, loss: 1.8514, grad_norm: 17.2600 2020-09-21 15:31:48,013 - mmaction - INFO - Epoch [49][1360/3520] lr: 5.000e-05, eta: 3:07:38, time: 1.978, data_time: 0.027, memory: 8337, top1_acc: 0.5052, top5_acc: 0.7656, loss_cls: 1.9687, loss: 1.9687, grad_norm: 17.0230 2020-09-21 15:32:27,101 - mmaction - INFO - Epoch [49][1380/3520] lr: 5.000e-05, eta: 3:06:59, time: 1.955, data_time: 0.144, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7885, loss_cls: 1.9342, loss: 1.9342, grad_norm: 16.3276 2020-09-21 15:33:05,999 - mmaction - INFO - Epoch [49][1400/3520] lr: 5.000e-05, eta: 3:06:19, time: 1.946, data_time: 0.021, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7760, loss_cls: 1.9582, loss: 1.9582, grad_norm: 16.9054 2020-09-21 15:33:46,036 - mmaction - INFO - Epoch [49][1420/3520] lr: 5.000e-05, eta: 3:05:39, time: 2.002, data_time: 0.022, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7979, loss_cls: 1.8403, loss: 1.8403, grad_norm: 16.4363 2020-09-21 15:34:23,753 - mmaction - INFO - Epoch [49][1440/3520] lr: 5.000e-05, eta: 3:05:00, time: 1.886, data_time: 0.599, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8115, loss_cls: 1.7592, loss: 1.7592, grad_norm: 16.0652 2020-09-21 15:35:04,457 - mmaction - INFO - Epoch [49][1460/3520] lr: 5.000e-05, eta: 3:04:20, time: 2.035, data_time: 0.456, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7938, loss_cls: 1.8178, loss: 1.8178, grad_norm: 15.6530 2020-09-21 15:35:43,731 - mmaction - INFO - Epoch [49][1480/3520] lr: 5.000e-05, eta: 3:03:40, time: 1.960, data_time: 0.314, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7990, loss_cls: 1.8370, loss: 1.8370, grad_norm: 16.2351 2020-09-21 15:36:20,481 - mmaction - INFO - Epoch [49][1500/3520] lr: 5.000e-05, eta: 3:03:01, time: 1.838, data_time: 0.090, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8010, loss_cls: 1.8306, loss: 1.8306, grad_norm: 16.6224 2020-09-21 15:37:01,886 - mmaction - INFO - Epoch [49][1520/3520] lr: 5.000e-05, eta: 3:02:21, time: 2.073, data_time: 0.009, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7740, loss_cls: 1.9037, loss: 1.9037, grad_norm: 16.5231 2020-09-21 15:37:40,634 - mmaction - INFO - Epoch [49][1540/3520] lr: 5.000e-05, eta: 3:01:41, time: 1.938, data_time: 0.004, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7719, loss_cls: 1.9801, loss: 1.9801, grad_norm: 16.7398 2020-09-21 15:38:20,705 - mmaction - INFO - Epoch [49][1560/3520] lr: 5.000e-05, eta: 3:01:02, time: 2.003, data_time: 0.110, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8000, loss_cls: 1.7973, loss: 1.7973, grad_norm: 16.0792 2020-09-21 15:38:57,821 - mmaction - INFO - Epoch [49][1580/3520] lr: 5.000e-05, eta: 3:00:22, time: 1.855, data_time: 0.252, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8135, loss_cls: 1.7634, loss: 1.7634, grad_norm: 15.7779 2020-09-21 15:39:36,661 - mmaction - INFO - Epoch [49][1600/3520] lr: 5.000e-05, eta: 2:59:42, time: 1.943, data_time: 0.007, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8063, loss_cls: 1.7503, loss: 1.7503, grad_norm: 16.1264 2020-09-21 15:40:16,429 - mmaction - INFO - Epoch [49][1620/3520] lr: 5.000e-05, eta: 2:59:03, time: 1.985, data_time: 0.005, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7969, loss_cls: 1.8946, loss: 1.8946, grad_norm: 16.9056 2020-09-21 15:40:56,642 - mmaction - INFO - Epoch [49][1640/3520] lr: 5.000e-05, eta: 2:58:23, time: 2.015, data_time: 0.197, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7781, loss_cls: 1.9102, loss: 1.9102, grad_norm: 16.7911 2020-09-21 15:41:34,602 - mmaction - INFO - Epoch [49][1660/3520] lr: 5.000e-05, eta: 2:57:43, time: 1.897, data_time: 0.435, memory: 8337, top1_acc: 0.5146, top5_acc: 0.7813, loss_cls: 1.9261, loss: 1.9261, grad_norm: 17.4488 2020-09-21 15:42:15,997 - mmaction - INFO - Epoch [49][1680/3520] lr: 5.000e-05, eta: 2:57:04, time: 2.070, data_time: 1.190, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8000, loss_cls: 1.8209, loss: 1.8209, grad_norm: 16.4159 2020-09-21 15:42:54,839 - mmaction - INFO - Epoch [49][1700/3520] lr: 5.000e-05, eta: 2:56:24, time: 1.942, data_time: 0.659, memory: 8337, top1_acc: 0.5135, top5_acc: 0.7875, loss_cls: 1.8639, loss: 1.8639, grad_norm: 16.0670 2020-09-21 15:43:34,395 - mmaction - INFO - Epoch [49][1720/3520] lr: 5.000e-05, eta: 2:55:44, time: 1.977, data_time: 0.035, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7812, loss_cls: 1.9408, loss: 1.9408, grad_norm: 16.8534 2020-09-21 15:44:14,965 - mmaction - INFO - Epoch [49][1740/3520] lr: 5.000e-05, eta: 2:55:05, time: 2.029, data_time: 0.036, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8031, loss_cls: 1.7888, loss: 1.7888, grad_norm: 16.0501 2020-09-21 15:44:53,883 - mmaction - INFO - Epoch [49][1760/3520] lr: 5.000e-05, eta: 2:54:25, time: 1.945, data_time: 0.503, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7875, loss_cls: 1.8590, loss: 1.8590, grad_norm: 16.0430 2020-09-21 15:45:32,905 - mmaction - INFO - Epoch [49][1780/3520] lr: 5.000e-05, eta: 2:53:45, time: 1.951, data_time: 0.116, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8031, loss_cls: 1.8097, loss: 1.8097, grad_norm: 16.2770 2020-09-21 15:46:11,998 - mmaction - INFO - Epoch [49][1800/3520] lr: 5.000e-05, eta: 2:53:06, time: 1.952, data_time: 0.396, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7687, loss_cls: 1.9384, loss: 1.9384, grad_norm: 16.3406 2020-09-21 15:46:50,429 - mmaction - INFO - Epoch [49][1820/3520] lr: 5.000e-05, eta: 2:52:26, time: 1.922, data_time: 0.157, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7969, loss_cls: 1.8570, loss: 1.8570, grad_norm: 16.2630 2020-09-21 15:47:30,235 - mmaction - INFO - Epoch [49][1840/3520] lr: 5.000e-05, eta: 2:51:46, time: 1.993, data_time: 0.966, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7875, loss_cls: 1.9171, loss: 1.9171, grad_norm: 16.5122 2020-09-21 15:48:06,629 - mmaction - INFO - Epoch [49][1860/3520] lr: 5.000e-05, eta: 2:51:07, time: 1.820, data_time: 0.307, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8083, loss_cls: 1.7356, loss: 1.7356, grad_norm: 15.5932 2020-09-21 15:48:45,618 - mmaction - INFO - Epoch [49][1880/3520] lr: 5.000e-05, eta: 2:50:27, time: 1.949, data_time: 0.050, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7917, loss_cls: 1.8550, loss: 1.8550, grad_norm: 16.4809 2020-09-21 15:49:22,151 - mmaction - INFO - Epoch [49][1900/3520] lr: 5.000e-05, eta: 2:49:47, time: 1.827, data_time: 0.291, memory: 8337, top1_acc: 0.5562, top5_acc: 0.7990, loss_cls: 1.8093, loss: 1.8093, grad_norm: 16.3703 2020-09-21 15:50:03,638 - mmaction - INFO - Epoch [49][1920/3520] lr: 5.000e-05, eta: 2:49:08, time: 2.059, data_time: 0.115, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7823, loss_cls: 1.8898, loss: 1.8898, grad_norm: 16.0985 2020-09-21 15:50:43,370 - mmaction - INFO - Epoch [49][1940/3520] lr: 5.000e-05, eta: 2:48:28, time: 2.003, data_time: 0.187, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7938, loss_cls: 1.9020, loss: 1.9020, grad_norm: 16.7373 2020-09-21 15:51:23,242 - mmaction - INFO - Epoch [49][1960/3520] lr: 5.000e-05, eta: 2:47:48, time: 1.992, data_time: 0.116, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7844, loss_cls: 1.9476, loss: 1.9476, grad_norm: 16.9969 2020-09-21 15:52:03,499 - mmaction - INFO - Epoch [49][1980/3520] lr: 5.000e-05, eta: 2:47:09, time: 2.014, data_time: 0.007, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7844, loss_cls: 1.8742, loss: 1.8742, grad_norm: 16.1243 2020-09-21 15:52:44,289 - mmaction - INFO - Epoch [49][2000/3520] lr: 5.000e-05, eta: 2:46:29, time: 2.039, data_time: 0.305, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7969, loss_cls: 1.8611, loss: 1.8611, grad_norm: 16.3951 2020-09-21 15:53:22,698 - mmaction - INFO - Epoch [49][2020/3520] lr: 5.000e-05, eta: 2:45:50, time: 1.921, data_time: 0.006, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7875, loss_cls: 1.8933, loss: 1.8933, grad_norm: 16.8452 2020-09-21 15:54:00,601 - mmaction - INFO - Epoch [49][2040/3520] lr: 5.000e-05, eta: 2:45:10, time: 1.891, data_time: 0.005, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7958, loss_cls: 1.8904, loss: 1.8904, grad_norm: 16.6951 2020-09-21 15:54:38,864 - mmaction - INFO - Epoch [49][2060/3520] lr: 5.000e-05, eta: 2:44:30, time: 1.919, data_time: 0.011, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7979, loss_cls: 1.7990, loss: 1.7990, grad_norm: 16.2986 2020-09-21 15:55:17,513 - mmaction - INFO - Epoch [49][2080/3520] lr: 5.000e-05, eta: 2:43:51, time: 1.928, data_time: 0.157, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8202, loss: 1.8202, grad_norm: 16.4780 2020-09-21 15:55:55,176 - mmaction - INFO - Epoch [49][2100/3520] lr: 5.000e-05, eta: 2:43:11, time: 1.887, data_time: 0.010, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8073, loss_cls: 1.8237, loss: 1.8237, grad_norm: 16.6274 2020-09-21 15:56:34,882 - mmaction - INFO - Epoch [49][2120/3520] lr: 5.000e-05, eta: 2:42:31, time: 1.983, data_time: 0.132, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8042, loss_cls: 1.8139, loss: 1.8139, grad_norm: 16.2701 2020-09-21 15:57:10,620 - mmaction - INFO - Epoch [49][2140/3520] lr: 5.000e-05, eta: 2:41:51, time: 1.788, data_time: 0.209, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7969, loss_cls: 1.8457, loss: 1.8457, grad_norm: 16.4578 2020-09-21 15:57:50,456 - mmaction - INFO - Epoch [49][2160/3520] lr: 5.000e-05, eta: 2:41:12, time: 1.990, data_time: 0.681, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8031, loss_cls: 1.8015, loss: 1.8015, grad_norm: 16.2692 2020-09-21 15:58:28,979 - mmaction - INFO - Epoch [49][2180/3520] lr: 5.000e-05, eta: 2:40:32, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7969, loss_cls: 1.8749, loss: 1.8749, grad_norm: 16.6006 2020-09-21 15:59:09,528 - mmaction - INFO - Epoch [49][2200/3520] lr: 5.000e-05, eta: 2:39:53, time: 2.026, data_time: 0.068, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7969, loss_cls: 1.8606, loss: 1.8606, grad_norm: 16.4217 2020-09-21 15:59:47,329 - mmaction - INFO - Epoch [49][2220/3520] lr: 5.000e-05, eta: 2:39:13, time: 1.893, data_time: 0.358, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7927, loss_cls: 1.8805, loss: 1.8805, grad_norm: 16.7510 2020-09-21 16:00:37,711 - mmaction - INFO - Epoch [49][2240/3520] lr: 5.000e-05, eta: 2:38:33, time: 2.486, data_time: 0.142, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8083, loss_cls: 1.7695, loss: 1.7695, grad_norm: 15.7993 2020-09-21 16:01:18,164 - mmaction - INFO - Epoch [49][2260/3520] lr: 5.000e-05, eta: 2:37:54, time: 2.055, data_time: 0.420, memory: 8337, top1_acc: 0.5187, top5_acc: 0.7792, loss_cls: 1.8698, loss: 1.8698, grad_norm: 16.6676 2020-09-21 16:01:57,421 - mmaction - INFO - Epoch [49][2280/3520] lr: 5.000e-05, eta: 2:37:14, time: 1.961, data_time: 0.015, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7937, loss_cls: 1.8437, loss: 1.8437, grad_norm: 16.5638 2020-09-21 16:02:36,732 - mmaction - INFO - Epoch [49][2300/3520] lr: 5.000e-05, eta: 2:36:35, time: 1.968, data_time: 0.042, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7635, loss_cls: 1.9501, loss: 1.9501, grad_norm: 17.2485 2020-09-21 16:03:14,626 - mmaction - INFO - Epoch [49][2320/3520] lr: 5.000e-05, eta: 2:35:55, time: 1.895, data_time: 0.230, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8135, loss_cls: 1.7830, loss: 1.7830, grad_norm: 16.5830 2020-09-21 16:03:52,524 - mmaction - INFO - Epoch [49][2340/3520] lr: 5.000e-05, eta: 2:35:15, time: 1.894, data_time: 0.003, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7906, loss_cls: 1.9104, loss: 1.9104, grad_norm: 16.6852 2020-09-21 16:04:32,277 - mmaction - INFO - Epoch [49][2360/3520] lr: 5.000e-05, eta: 2:34:36, time: 1.989, data_time: 0.488, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7937, loss_cls: 1.8204, loss: 1.8204, grad_norm: 15.9690 2020-09-21 16:05:10,987 - mmaction - INFO - Epoch [49][2380/3520] lr: 5.000e-05, eta: 2:33:56, time: 1.935, data_time: 1.014, memory: 8337, top1_acc: 0.5615, top5_acc: 0.7969, loss_cls: 1.8302, loss: 1.8302, grad_norm: 16.6316 2020-09-21 16:05:52,217 - mmaction - INFO - Epoch [49][2400/3520] lr: 5.000e-05, eta: 2:33:16, time: 2.062, data_time: 0.244, memory: 8337, top1_acc: 0.5552, top5_acc: 0.8271, loss_cls: 1.7967, loss: 1.7967, grad_norm: 16.4580 2020-09-21 16:06:29,323 - mmaction - INFO - Epoch [49][2420/3520] lr: 5.000e-05, eta: 2:32:37, time: 1.852, data_time: 0.006, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7885, loss_cls: 1.8674, loss: 1.8674, grad_norm: 16.3176 2020-09-21 16:07:07,448 - mmaction - INFO - Epoch [49][2440/3520] lr: 5.000e-05, eta: 2:31:57, time: 1.909, data_time: 0.048, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8125, loss_cls: 1.8358, loss: 1.8358, grad_norm: 16.5283 2020-09-21 16:07:46,172 - mmaction - INFO - Epoch [49][2460/3520] lr: 5.000e-05, eta: 2:31:17, time: 1.936, data_time: 0.032, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7896, loss_cls: 1.8419, loss: 1.8419, grad_norm: 16.6722 2020-09-21 16:08:26,232 - mmaction - INFO - Epoch [49][2480/3520] lr: 5.000e-05, eta: 2:30:38, time: 2.002, data_time: 0.305, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7896, loss_cls: 1.8939, loss: 1.8939, grad_norm: 16.7219 2020-09-21 16:09:04,499 - mmaction - INFO - Epoch [49][2500/3520] lr: 5.000e-05, eta: 2:29:58, time: 1.915, data_time: 1.221, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8010, loss_cls: 1.8362, loss: 1.8362, grad_norm: 16.4635 2020-09-21 16:09:43,909 - mmaction - INFO - Epoch [49][2520/3520] lr: 5.000e-05, eta: 2:29:18, time: 1.968, data_time: 0.332, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7917, loss_cls: 1.8325, loss: 1.8325, grad_norm: 16.5795 2020-09-21 16:10:22,735 - mmaction - INFO - Epoch [49][2540/3520] lr: 5.000e-05, eta: 2:28:39, time: 1.944, data_time: 0.042, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7875, loss_cls: 1.9205, loss: 1.9205, grad_norm: 16.8379 2020-09-21 16:11:00,298 - mmaction - INFO - Epoch [49][2560/3520] lr: 5.000e-05, eta: 2:27:59, time: 1.875, data_time: 0.266, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7875, loss_cls: 1.8615, loss: 1.8615, grad_norm: 16.3516 2020-09-21 16:11:40,296 - mmaction - INFO - Epoch [49][2580/3520] lr: 5.000e-05, eta: 2:27:19, time: 2.002, data_time: 0.429, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7990, loss_cls: 1.8897, loss: 1.8897, grad_norm: 16.7463 2020-09-21 16:12:18,706 - mmaction - INFO - Epoch [49][2600/3520] lr: 5.000e-05, eta: 2:26:40, time: 1.920, data_time: 0.162, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8104, loss_cls: 1.7754, loss: 1.7754, grad_norm: 16.4621 2020-09-21 16:12:58,353 - mmaction - INFO - Epoch [49][2620/3520] lr: 5.000e-05, eta: 2:26:00, time: 1.982, data_time: 0.005, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8000, loss_cls: 1.8282, loss: 1.8282, grad_norm: 16.3212 2020-09-21 16:13:36,538 - mmaction - INFO - Epoch [49][2640/3520] lr: 5.000e-05, eta: 2:25:20, time: 1.910, data_time: 0.018, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8135, loss_cls: 1.7488, loss: 1.7488, grad_norm: 15.8306 2020-09-21 16:14:14,186 - mmaction - INFO - Epoch [49][2660/3520] lr: 5.000e-05, eta: 2:24:41, time: 1.883, data_time: 0.037, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7708, loss_cls: 1.9422, loss: 1.9422, grad_norm: 17.1586 2020-09-21 16:14:52,464 - mmaction - INFO - Epoch [49][2680/3520] lr: 5.000e-05, eta: 2:24:01, time: 1.912, data_time: 0.124, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8073, loss_cls: 1.8451, loss: 1.8451, grad_norm: 16.2081 2020-09-21 16:15:31,545 - mmaction - INFO - Epoch [49][2700/3520] lr: 5.000e-05, eta: 2:23:21, time: 1.955, data_time: 0.555, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7927, loss_cls: 1.8508, loss: 1.8508, grad_norm: 16.1355 2020-09-21 16:16:08,906 - mmaction - INFO - Epoch [49][2720/3520] lr: 5.000e-05, eta: 2:22:42, time: 1.863, data_time: 0.054, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7854, loss_cls: 1.9013, loss: 1.9013, grad_norm: 16.6577 2020-09-21 16:16:46,964 - mmaction - INFO - Epoch [49][2740/3520] lr: 5.000e-05, eta: 2:22:02, time: 1.906, data_time: 0.264, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8135, loss_cls: 1.7756, loss: 1.7756, grad_norm: 16.4878 2020-09-21 16:17:25,939 - mmaction - INFO - Epoch [49][2760/3520] lr: 5.000e-05, eta: 2:21:22, time: 1.950, data_time: 0.360, memory: 8337, top1_acc: 0.5250, top5_acc: 0.8094, loss_cls: 1.7907, loss: 1.7907, grad_norm: 16.0835 2020-09-21 16:18:04,980 - mmaction - INFO - Epoch [49][2780/3520] lr: 5.000e-05, eta: 2:20:43, time: 1.951, data_time: 0.647, memory: 8337, top1_acc: 0.5781, top5_acc: 0.8188, loss_cls: 1.6977, loss: 1.6977, grad_norm: 16.2911 2020-09-21 16:18:41,446 - mmaction - INFO - Epoch [49][2800/3520] lr: 5.000e-05, eta: 2:20:03, time: 1.825, data_time: 0.124, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8031, loss_cls: 1.8001, loss: 1.8001, grad_norm: 16.2750 2020-09-21 16:19:21,338 - mmaction - INFO - Epoch [49][2820/3520] lr: 5.000e-05, eta: 2:19:23, time: 1.990, data_time: 0.608, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7958, loss_cls: 1.8547, loss: 1.8547, grad_norm: 16.3616 2020-09-21 16:19:59,806 - mmaction - INFO - Epoch [49][2840/3520] lr: 5.000e-05, eta: 2:18:44, time: 1.927, data_time: 0.141, memory: 8337, top1_acc: 0.5594, top5_acc: 0.8198, loss_cls: 1.7545, loss: 1.7545, grad_norm: 16.1477 2020-09-21 16:20:40,992 - mmaction - INFO - Epoch [49][2860/3520] lr: 5.000e-05, eta: 2:18:04, time: 2.053, data_time: 0.035, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7969, loss_cls: 1.8688, loss: 1.8688, grad_norm: 16.4121 2020-09-21 16:21:19,153 - mmaction - INFO - Epoch [49][2880/3520] lr: 5.000e-05, eta: 2:17:24, time: 1.915, data_time: 0.139, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8188, loss_cls: 1.7324, loss: 1.7324, grad_norm: 16.0983 2020-09-21 16:21:57,636 - mmaction - INFO - Epoch [49][2900/3520] lr: 5.000e-05, eta: 2:16:45, time: 1.923, data_time: 0.006, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7885, loss_cls: 1.8464, loss: 1.8464, grad_norm: 16.2966 2020-09-21 16:22:37,747 - mmaction - INFO - Epoch [49][2920/3520] lr: 5.000e-05, eta: 2:16:05, time: 2.004, data_time: 0.005, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7760, loss_cls: 1.8683, loss: 1.8683, grad_norm: 16.1528 2020-09-21 16:23:16,876 - mmaction - INFO - Epoch [49][2940/3520] lr: 5.000e-05, eta: 2:15:25, time: 1.957, data_time: 0.127, memory: 8337, top1_acc: 0.5073, top5_acc: 0.7917, loss_cls: 1.9111, loss: 1.9111, grad_norm: 16.8382 2020-09-21 16:23:56,347 - mmaction - INFO - Epoch [49][2960/3520] lr: 5.000e-05, eta: 2:14:46, time: 1.971, data_time: 0.023, memory: 8337, top1_acc: 0.5167, top5_acc: 0.7667, loss_cls: 1.9148, loss: 1.9148, grad_norm: 16.7746 2020-09-21 16:24:35,453 - mmaction - INFO - Epoch [49][2980/3520] lr: 5.000e-05, eta: 2:14:06, time: 1.959, data_time: 0.008, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8104, loss_cls: 1.7956, loss: 1.7956, grad_norm: 15.9585 2020-09-21 16:25:13,221 - mmaction - INFO - Epoch [49][3000/3520] lr: 5.000e-05, eta: 2:13:26, time: 1.887, data_time: 0.037, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7885, loss_cls: 1.8438, loss: 1.8438, grad_norm: 16.9564 2020-09-21 16:25:53,111 - mmaction - INFO - Epoch [49][3020/3520] lr: 5.000e-05, eta: 2:12:47, time: 1.996, data_time: 0.211, memory: 8337, top1_acc: 0.5740, top5_acc: 0.8042, loss_cls: 1.7941, loss: 1.7941, grad_norm: 16.0371 2020-09-21 16:26:30,838 - mmaction - INFO - Epoch [49][3040/3520] lr: 5.000e-05, eta: 2:12:07, time: 1.884, data_time: 0.163, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8063, loss_cls: 1.8019, loss: 1.8019, grad_norm: 16.4085 2020-09-21 16:27:08,997 - mmaction - INFO - Epoch [49][3060/3520] lr: 5.000e-05, eta: 2:11:27, time: 1.910, data_time: 0.006, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7896, loss_cls: 1.8808, loss: 1.8808, grad_norm: 16.6558 2020-09-21 16:27:45,517 - mmaction - INFO - Epoch [49][3080/3520] lr: 5.000e-05, eta: 2:10:48, time: 1.823, data_time: 0.091, memory: 8337, top1_acc: 0.5385, top5_acc: 0.8073, loss_cls: 1.8090, loss: 1.8090, grad_norm: 16.6069 2020-09-21 16:28:25,008 - mmaction - INFO - Epoch [49][3100/3520] lr: 5.000e-05, eta: 2:10:08, time: 1.972, data_time: 0.258, memory: 8337, top1_acc: 0.5240, top5_acc: 0.8021, loss_cls: 1.8624, loss: 1.8624, grad_norm: 16.6143 2020-09-21 16:29:04,360 - mmaction - INFO - Epoch [49][3120/3520] lr: 5.000e-05, eta: 2:09:28, time: 1.971, data_time: 0.738, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8083, loss_cls: 1.7916, loss: 1.7916, grad_norm: 16.2623 2020-09-21 16:29:44,286 - mmaction - INFO - Epoch [49][3140/3520] lr: 5.000e-05, eta: 2:08:49, time: 1.997, data_time: 0.025, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7969, loss_cls: 1.8037, loss: 1.8037, grad_norm: 16.0377 2020-09-21 16:30:21,879 - mmaction - INFO - Epoch [49][3160/3520] lr: 5.000e-05, eta: 2:08:09, time: 1.882, data_time: 0.257, memory: 8337, top1_acc: 0.5156, top5_acc: 0.8010, loss_cls: 1.8631, loss: 1.8631, grad_norm: 16.8526 2020-09-21 16:31:03,693 - mmaction - INFO - Epoch [49][3180/3520] lr: 5.000e-05, eta: 2:07:30, time: 2.089, data_time: 0.172, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7729, loss_cls: 1.9751, loss: 1.9751, grad_norm: 17.1318 2020-09-21 16:31:43,149 - mmaction - INFO - Epoch [49][3200/3520] lr: 5.000e-05, eta: 2:06:50, time: 1.973, data_time: 0.417, memory: 8337, top1_acc: 0.5198, top5_acc: 0.8073, loss_cls: 1.8125, loss: 1.8125, grad_norm: 16.4414 2020-09-21 16:32:22,796 - mmaction - INFO - Epoch [49][3220/3520] lr: 5.000e-05, eta: 2:06:10, time: 1.978, data_time: 0.638, memory: 8337, top1_acc: 0.5021, top5_acc: 0.7802, loss_cls: 1.9636, loss: 1.9636, grad_norm: 16.6240 2020-09-21 16:33:03,721 - mmaction - INFO - Epoch [49][3240/3520] lr: 5.000e-05, eta: 2:05:31, time: 2.051, data_time: 0.498, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7760, loss_cls: 1.9103, loss: 1.9103, grad_norm: 16.4588 2020-09-21 16:33:41,789 - mmaction - INFO - Epoch [49][3260/3520] lr: 5.000e-05, eta: 2:04:51, time: 1.904, data_time: 0.006, memory: 8337, top1_acc: 0.5729, top5_acc: 0.8250, loss_cls: 1.7416, loss: 1.7416, grad_norm: 15.9188 2020-09-21 16:34:18,223 - mmaction - INFO - Epoch [49][3280/3520] lr: 5.000e-05, eta: 2:04:11, time: 1.822, data_time: 0.013, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7760, loss_cls: 1.8933, loss: 1.8933, grad_norm: 17.0589 2020-09-21 16:34:57,537 - mmaction - INFO - Epoch [49][3300/3520] lr: 5.000e-05, eta: 2:03:32, time: 1.963, data_time: 0.169, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7937, loss_cls: 1.8641, loss: 1.8641, grad_norm: 16.4426 2020-09-21 16:35:37,884 - mmaction - INFO - Epoch [49][3320/3520] lr: 5.000e-05, eta: 2:02:52, time: 2.020, data_time: 0.012, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7885, loss_cls: 1.9031, loss: 1.9031, grad_norm: 16.7190 2020-09-21 16:36:16,265 - mmaction - INFO - Epoch [49][3340/3520] lr: 5.000e-05, eta: 2:02:12, time: 1.919, data_time: 0.600, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7896, loss_cls: 1.8722, loss: 1.8722, grad_norm: 16.7981 2020-09-21 16:36:53,272 - mmaction - INFO - Epoch [49][3360/3520] lr: 5.000e-05, eta: 2:01:33, time: 1.850, data_time: 0.997, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8156, loss_cls: 1.7944, loss: 1.7944, grad_norm: 16.6317 2020-09-21 16:37:32,201 - mmaction - INFO - Epoch [49][3380/3520] lr: 5.000e-05, eta: 2:00:53, time: 1.945, data_time: 0.313, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7771, loss_cls: 1.8907, loss: 1.8907, grad_norm: 16.3472 2020-09-21 16:38:11,194 - mmaction - INFO - Epoch [49][3400/3520] lr: 5.000e-05, eta: 2:00:13, time: 1.951, data_time: 0.341, memory: 8337, top1_acc: 0.5229, top5_acc: 0.8031, loss_cls: 1.8231, loss: 1.8231, grad_norm: 16.2616 2020-09-21 16:38:49,456 - mmaction - INFO - Epoch [49][3420/3520] lr: 5.000e-05, eta: 1:59:34, time: 1.909, data_time: 0.007, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8104, loss_cls: 1.7769, loss: 1.7769, grad_norm: 16.0383 2020-09-21 16:39:27,317 - mmaction - INFO - Epoch [49][3440/3520] lr: 5.000e-05, eta: 1:58:54, time: 1.899, data_time: 0.055, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7948, loss_cls: 1.8873, loss: 1.8873, grad_norm: 16.2255 2020-09-21 16:40:04,308 - mmaction - INFO - Epoch [49][3460/3520] lr: 5.000e-05, eta: 1:58:14, time: 1.846, data_time: 0.043, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7896, loss_cls: 1.8893, loss: 1.8893, grad_norm: 16.9237 2020-09-21 16:40:43,391 - mmaction - INFO - Epoch [49][3480/3520] lr: 5.000e-05, eta: 1:57:35, time: 1.956, data_time: 0.038, memory: 8337, top1_acc: 0.5219, top5_acc: 0.7906, loss_cls: 1.9135, loss: 1.9135, grad_norm: 17.1489 2020-09-21 16:41:21,483 - mmaction - INFO - Epoch [49][3500/3520] lr: 5.000e-05, eta: 1:56:55, time: 1.903, data_time: 0.007, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8104, loss_cls: 1.7589, loss: 1.7589, grad_norm: 15.9656 2020-09-21 16:41:57,063 - mmaction - INFO - Epoch [49][3520/3520] lr: 5.000e-05, eta: 1:56:15, time: 1.779, data_time: 0.485, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7935, loss_cls: 1.8737, loss: 1.8737, grad_norm: 16.3520 2020-09-21 16:42:19,229 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-09-21 16:44:58,057 - mmaction - INFO - Epoch [50][20/3520] lr: 5.000e-05, eta: 1:55:38, time: 7.895, data_time: 5.996, memory: 8337, top1_acc: 0.5573, top5_acc: 0.7979, loss_cls: 1.8245, loss: 1.8245, grad_norm: 16.6173 2020-09-21 16:45:35,691 - mmaction - INFO - Epoch [50][40/3520] lr: 5.000e-05, eta: 1:54:58, time: 1.893, data_time: 0.138, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8021, loss_cls: 1.7458, loss: 1.7458, grad_norm: 15.9027 2020-09-21 16:46:14,962 - mmaction - INFO - Epoch [50][60/3520] lr: 5.000e-05, eta: 1:54:19, time: 1.965, data_time: 0.027, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7990, loss_cls: 1.8664, loss: 1.8664, grad_norm: 16.6698 2020-09-21 16:46:54,011 - mmaction - INFO - Epoch [50][80/3520] lr: 5.000e-05, eta: 1:53:39, time: 1.950, data_time: 0.215, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7885, loss_cls: 1.8878, loss: 1.8878, grad_norm: 16.5393 2020-09-21 16:47:33,230 - mmaction - INFO - Epoch [50][100/3520] lr: 5.000e-05, eta: 1:52:59, time: 1.965, data_time: 0.298, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7844, loss_cls: 1.8896, loss: 1.8896, grad_norm: 16.7054 2020-09-21 16:48:11,917 - mmaction - INFO - Epoch [50][120/3520] lr: 5.000e-05, eta: 1:52:20, time: 1.934, data_time: 0.378, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7958, loss_cls: 1.8236, loss: 1.8236, grad_norm: 16.6738 2020-09-21 16:48:52,065 - mmaction - INFO - Epoch [50][140/3520] lr: 5.000e-05, eta: 1:51:40, time: 2.008, data_time: 0.004, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7927, loss_cls: 1.9435, loss: 1.9435, grad_norm: 16.9249 2020-09-21 16:49:29,871 - mmaction - INFO - Epoch [50][160/3520] lr: 5.000e-05, eta: 1:51:00, time: 1.887, data_time: 0.536, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7958, loss_cls: 1.9080, loss: 1.9080, grad_norm: 16.9847 2020-09-21 16:50:08,243 - mmaction - INFO - Epoch [50][180/3520] lr: 5.000e-05, eta: 1:50:21, time: 1.921, data_time: 0.491, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8094, loss_cls: 1.8235, loss: 1.8235, grad_norm: 17.0719 2020-09-21 16:50:48,970 - mmaction - INFO - Epoch [50][200/3520] lr: 5.000e-05, eta: 1:49:41, time: 2.031, data_time: 0.017, memory: 8337, top1_acc: 0.5437, top5_acc: 0.8042, loss_cls: 1.7829, loss: 1.7829, grad_norm: 16.3607 2020-09-21 16:51:27,534 - mmaction - INFO - Epoch [50][220/3520] lr: 5.000e-05, eta: 1:49:01, time: 1.933, data_time: 0.156, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7917, loss_cls: 1.8241, loss: 1.8241, grad_norm: 16.3880 2020-09-21 16:52:05,724 - mmaction - INFO - Epoch [50][240/3520] lr: 5.000e-05, eta: 1:48:22, time: 1.910, data_time: 0.005, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8260, loss_cls: 1.7455, loss: 1.7455, grad_norm: 15.9880 2020-09-21 16:52:45,640 - mmaction - INFO - Epoch [50][260/3520] lr: 5.000e-05, eta: 1:47:42, time: 1.992, data_time: 0.190, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8042, loss_cls: 1.8312, loss: 1.8312, grad_norm: 16.3778 2020-09-21 16:53:22,468 - mmaction - INFO - Epoch [50][280/3520] lr: 5.000e-05, eta: 1:47:02, time: 1.844, data_time: 0.359, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8125, loss_cls: 1.7976, loss: 1.7976, grad_norm: 16.3812 2020-09-21 16:54:03,819 - mmaction - INFO - Epoch [50][300/3520] lr: 5.000e-05, eta: 1:46:23, time: 2.068, data_time: 0.154, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8062, loss_cls: 1.8234, loss: 1.8234, grad_norm: 16.6026 2020-09-21 16:54:42,090 - mmaction - INFO - Epoch [50][320/3520] lr: 5.000e-05, eta: 1:45:43, time: 1.914, data_time: 0.305, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7938, loss_cls: 1.8460, loss: 1.8460, grad_norm: 17.1665 2020-09-21 16:55:20,381 - mmaction - INFO - Epoch [50][340/3520] lr: 5.000e-05, eta: 1:45:03, time: 1.915, data_time: 1.057, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7917, loss_cls: 1.8827, loss: 1.8827, grad_norm: 16.5589 2020-09-21 16:55:58,392 - mmaction - INFO - Epoch [50][360/3520] lr: 5.000e-05, eta: 1:44:24, time: 1.898, data_time: 0.506, memory: 8337, top1_acc: 0.5760, top5_acc: 0.8063, loss_cls: 1.7684, loss: 1.7684, grad_norm: 16.1016 2020-09-21 16:56:36,826 - mmaction - INFO - Epoch [50][380/3520] lr: 5.000e-05, eta: 1:43:44, time: 1.924, data_time: 0.109, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8714, loss: 1.8714, grad_norm: 16.6175 2020-09-21 16:57:14,087 - mmaction - INFO - Epoch [50][400/3520] lr: 5.000e-05, eta: 1:43:04, time: 1.860, data_time: 0.091, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7875, loss_cls: 1.8679, loss: 1.8679, grad_norm: 17.0917 2020-09-21 16:57:52,826 - mmaction - INFO - Epoch [50][420/3520] lr: 5.000e-05, eta: 1:42:25, time: 1.941, data_time: 0.172, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7938, loss_cls: 1.8011, loss: 1.8011, grad_norm: 16.2878 2020-09-21 16:58:31,470 - mmaction - INFO - Epoch [50][440/3520] lr: 5.000e-05, eta: 1:41:45, time: 1.929, data_time: 0.006, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7844, loss_cls: 1.8576, loss: 1.8576, grad_norm: 16.0395 2020-09-21 16:59:09,891 - mmaction - INFO - Epoch [50][460/3520] lr: 5.000e-05, eta: 1:41:05, time: 1.924, data_time: 0.174, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7979, loss_cls: 1.7859, loss: 1.7859, grad_norm: 16.3787 2020-09-21 16:59:51,487 - mmaction - INFO - Epoch [50][480/3520] lr: 5.000e-05, eta: 1:40:26, time: 2.077, data_time: 0.650, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7677, loss_cls: 1.9549, loss: 1.9549, grad_norm: 16.6617 2020-09-21 17:00:37,469 - mmaction - INFO - Epoch [50][500/3520] lr: 5.000e-05, eta: 1:39:46, time: 2.278, data_time: 0.273, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7896, loss_cls: 1.8583, loss: 1.8583, grad_norm: 16.6536 2020-09-21 17:01:15,680 - mmaction - INFO - Epoch [50][520/3520] lr: 5.000e-05, eta: 1:39:07, time: 1.932, data_time: 0.048, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7927, loss_cls: 1.9060, loss: 1.9060, grad_norm: 17.2541 2020-09-21 17:01:53,970 - mmaction - INFO - Epoch [50][540/3520] lr: 5.000e-05, eta: 1:38:27, time: 1.913, data_time: 0.008, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7948, loss_cls: 1.8396, loss: 1.8396, grad_norm: 16.5026 2020-09-21 17:02:33,769 - mmaction - INFO - Epoch [50][560/3520] lr: 5.000e-05, eta: 1:37:47, time: 1.991, data_time: 0.084, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7740, loss_cls: 1.8902, loss: 1.8902, grad_norm: 16.4194 2020-09-21 17:03:11,836 - mmaction - INFO - Epoch [50][580/3520] lr: 5.000e-05, eta: 1:37:08, time: 1.904, data_time: 0.666, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7958, loss_cls: 1.8192, loss: 1.8192, grad_norm: 16.2494 2020-09-21 17:03:49,736 - mmaction - INFO - Epoch [50][600/3520] lr: 5.000e-05, eta: 1:36:28, time: 1.897, data_time: 0.074, memory: 8337, top1_acc: 0.5437, top5_acc: 0.7792, loss_cls: 1.8381, loss: 1.8381, grad_norm: 16.2828 2020-09-21 17:04:29,566 - mmaction - INFO - Epoch [50][620/3520] lr: 5.000e-05, eta: 1:35:48, time: 1.991, data_time: 0.025, memory: 8337, top1_acc: 0.5354, top5_acc: 0.8104, loss_cls: 1.7947, loss: 1.7947, grad_norm: 16.5287 2020-09-21 17:05:10,152 - mmaction - INFO - Epoch [50][640/3520] lr: 5.000e-05, eta: 1:35:09, time: 2.026, data_time: 0.750, memory: 8337, top1_acc: 0.4990, top5_acc: 0.7656, loss_cls: 1.9752, loss: 1.9752, grad_norm: 17.1782 2020-09-21 17:05:47,545 - mmaction - INFO - Epoch [50][660/3520] lr: 5.000e-05, eta: 1:34:29, time: 1.874, data_time: 0.316, memory: 8337, top1_acc: 0.5094, top5_acc: 0.7969, loss_cls: 1.8957, loss: 1.8957, grad_norm: 16.9206 2020-09-21 17:06:28,269 - mmaction - INFO - Epoch [50][680/3520] lr: 5.000e-05, eta: 1:33:49, time: 2.035, data_time: 0.297, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7854, loss_cls: 1.8409, loss: 1.8409, grad_norm: 15.9874 2020-09-21 17:07:06,412 - mmaction - INFO - Epoch [50][700/3520] lr: 5.000e-05, eta: 1:33:10, time: 1.908, data_time: 0.408, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8073, loss_cls: 1.7424, loss: 1.7424, grad_norm: 16.7517 2020-09-21 17:07:45,680 - mmaction - INFO - Epoch [50][720/3520] lr: 5.000e-05, eta: 1:32:30, time: 1.963, data_time: 0.075, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7844, loss_cls: 1.9146, loss: 1.9146, grad_norm: 16.8042 2020-09-21 17:08:26,238 - mmaction - INFO - Epoch [50][740/3520] lr: 5.000e-05, eta: 1:31:50, time: 2.026, data_time: 0.004, memory: 8337, top1_acc: 0.5229, top5_acc: 0.7729, loss_cls: 1.9298, loss: 1.9298, grad_norm: 16.8088 2020-09-21 17:09:03,614 - mmaction - INFO - Epoch [50][760/3520] lr: 5.000e-05, eta: 1:31:11, time: 1.870, data_time: 0.119, memory: 8337, top1_acc: 0.5688, top5_acc: 0.8208, loss_cls: 1.7468, loss: 1.7468, grad_norm: 15.4555 2020-09-21 17:09:42,840 - mmaction - INFO - Epoch [50][780/3520] lr: 5.000e-05, eta: 1:30:31, time: 1.959, data_time: 0.005, memory: 8337, top1_acc: 0.5583, top5_acc: 0.7969, loss_cls: 1.7597, loss: 1.7597, grad_norm: 16.5866 2020-09-21 17:10:22,874 - mmaction - INFO - Epoch [50][800/3520] lr: 5.000e-05, eta: 1:29:51, time: 1.999, data_time: 0.068, memory: 8337, top1_acc: 0.5406, top5_acc: 0.8042, loss_cls: 1.7558, loss: 1.7558, grad_norm: 16.2585 2020-09-21 17:11:03,081 - mmaction - INFO - Epoch [50][820/3520] lr: 5.000e-05, eta: 1:29:12, time: 2.012, data_time: 0.220, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7646, loss_cls: 2.0131, loss: 2.0131, grad_norm: 16.7579 2020-09-21 17:11:41,821 - mmaction - INFO - Epoch [50][840/3520] lr: 5.000e-05, eta: 1:28:32, time: 1.940, data_time: 0.028, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8042, loss_cls: 1.8202, loss: 1.8202, grad_norm: 16.2830 2020-09-21 17:12:21,430 - mmaction - INFO - Epoch [50][860/3520] lr: 5.000e-05, eta: 1:27:52, time: 1.979, data_time: 0.313, memory: 8337, top1_acc: 0.5469, top5_acc: 0.8115, loss_cls: 1.7932, loss: 1.7932, grad_norm: 16.6152 2020-09-21 17:13:01,229 - mmaction - INFO - Epoch [50][880/3520] lr: 5.000e-05, eta: 1:27:13, time: 1.990, data_time: 0.217, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8010, loss_cls: 1.7750, loss: 1.7750, grad_norm: 16.2403 2020-09-21 17:13:41,675 - mmaction - INFO - Epoch [50][900/3520] lr: 5.000e-05, eta: 1:26:33, time: 2.019, data_time: 0.070, memory: 8337, top1_acc: 0.5177, top5_acc: 0.7667, loss_cls: 1.9189, loss: 1.9189, grad_norm: 16.9534 2020-09-21 17:14:19,565 - mmaction - INFO - Epoch [50][920/3520] lr: 5.000e-05, eta: 1:25:53, time: 1.898, data_time: 0.298, memory: 8337, top1_acc: 0.5385, top5_acc: 0.7948, loss_cls: 1.8755, loss: 1.8755, grad_norm: 16.8935 2020-09-21 17:15:00,040 - mmaction - INFO - Epoch [50][940/3520] lr: 5.000e-05, eta: 1:25:14, time: 2.023, data_time: 0.038, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7927, loss_cls: 1.8396, loss: 1.8396, grad_norm: 16.3652 2020-09-21 17:15:38,916 - mmaction - INFO - Epoch [50][960/3520] lr: 5.000e-05, eta: 1:24:34, time: 1.944, data_time: 0.004, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8063, loss_cls: 1.8551, loss: 1.8551, grad_norm: 16.5883 2020-09-21 17:16:18,568 - mmaction - INFO - Epoch [50][980/3520] lr: 5.000e-05, eta: 1:23:55, time: 1.976, data_time: 0.822, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8010, loss_cls: 1.7967, loss: 1.7967, grad_norm: 16.7120 2020-09-21 17:16:57,070 - mmaction - INFO - Epoch [50][1000/3520] lr: 5.000e-05, eta: 1:23:15, time: 1.931, data_time: 1.168, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8198, loss_cls: 1.7673, loss: 1.7673, grad_norm: 16.3075 2020-09-21 17:17:36,517 - mmaction - INFO - Epoch [50][1020/3520] lr: 5.000e-05, eta: 1:22:35, time: 1.971, data_time: 1.211, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8010, loss_cls: 1.8650, loss: 1.8650, grad_norm: 16.5048 2020-09-21 17:18:15,194 - mmaction - INFO - Epoch [50][1040/3520] lr: 5.000e-05, eta: 1:21:56, time: 1.935, data_time: 0.088, memory: 8337, top1_acc: 0.5521, top5_acc: 0.7875, loss_cls: 1.8481, loss: 1.8481, grad_norm: 16.5549 2020-09-21 17:18:52,750 - mmaction - INFO - Epoch [50][1060/3520] lr: 5.000e-05, eta: 1:21:16, time: 1.878, data_time: 0.336, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8042, loss_cls: 1.9068, loss: 1.9068, grad_norm: 16.8286 2020-09-21 17:19:30,648 - mmaction - INFO - Epoch [50][1080/3520] lr: 5.000e-05, eta: 1:20:36, time: 1.894, data_time: 0.383, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7969, loss_cls: 1.8334, loss: 1.8334, grad_norm: 16.3679 2020-09-21 17:20:10,048 - mmaction - INFO - Epoch [50][1100/3520] lr: 5.000e-05, eta: 1:19:57, time: 1.970, data_time: 0.111, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7792, loss_cls: 1.8789, loss: 1.8789, grad_norm: 16.5928 2020-09-21 17:20:50,012 - mmaction - INFO - Epoch [50][1120/3520] lr: 5.000e-05, eta: 1:19:17, time: 1.999, data_time: 0.026, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7896, loss_cls: 1.8982, loss: 1.8982, grad_norm: 16.5652 2020-09-21 17:21:27,480 - mmaction - INFO - Epoch [50][1140/3520] lr: 5.000e-05, eta: 1:18:37, time: 1.872, data_time: 0.037, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7740, loss_cls: 1.8901, loss: 1.8901, grad_norm: 16.6530 2020-09-21 17:22:06,800 - mmaction - INFO - Epoch [50][1160/3520] lr: 5.000e-05, eta: 1:17:58, time: 1.967, data_time: 0.244, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7771, loss_cls: 1.9001, loss: 1.9001, grad_norm: 16.3893 2020-09-21 17:22:45,571 - mmaction - INFO - Epoch [50][1180/3520] lr: 5.000e-05, eta: 1:17:18, time: 1.936, data_time: 0.037, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7969, loss_cls: 1.7862, loss: 1.7862, grad_norm: 16.1063 2020-09-21 17:23:21,946 - mmaction - INFO - Epoch [50][1200/3520] lr: 5.000e-05, eta: 1:16:38, time: 1.822, data_time: 0.027, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7969, loss_cls: 1.8330, loss: 1.8330, grad_norm: 16.1783 2020-09-21 17:24:02,191 - mmaction - INFO - Epoch [50][1220/3520] lr: 5.000e-05, eta: 1:15:59, time: 2.008, data_time: 0.036, memory: 8337, top1_acc: 0.5583, top5_acc: 0.8042, loss_cls: 1.7686, loss: 1.7686, grad_norm: 16.3790 2020-09-21 17:24:40,318 - mmaction - INFO - Epoch [50][1240/3520] lr: 5.000e-05, eta: 1:15:19, time: 1.910, data_time: 0.138, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7813, loss_cls: 1.8841, loss: 1.8841, grad_norm: 16.4043 2020-09-21 17:25:20,121 - mmaction - INFO - Epoch [50][1260/3520] lr: 5.000e-05, eta: 1:14:39, time: 1.990, data_time: 0.022, memory: 8337, top1_acc: 0.5333, top5_acc: 0.8021, loss_cls: 1.8064, loss: 1.8064, grad_norm: 15.9324 2020-09-21 17:25:58,123 - mmaction - INFO - Epoch [50][1280/3520] lr: 5.000e-05, eta: 1:14:00, time: 1.900, data_time: 0.005, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8021, loss_cls: 1.7944, loss: 1.7944, grad_norm: 16.1554 2020-09-21 17:26:36,213 - mmaction - INFO - Epoch [50][1300/3520] lr: 5.000e-05, eta: 1:13:20, time: 1.903, data_time: 0.372, memory: 8337, top1_acc: 0.5188, top5_acc: 0.7979, loss_cls: 1.8835, loss: 1.8835, grad_norm: 16.8190 2020-09-21 17:27:15,392 - mmaction - INFO - Epoch [50][1320/3520] lr: 5.000e-05, eta: 1:12:40, time: 1.958, data_time: 0.026, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8219, loss_cls: 1.7568, loss: 1.7568, grad_norm: 16.6700 2020-09-21 17:27:53,815 - mmaction - INFO - Epoch [50][1340/3520] lr: 5.000e-05, eta: 1:12:01, time: 1.921, data_time: 0.095, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7990, loss_cls: 1.8925, loss: 1.8925, grad_norm: 16.5468 2020-09-21 17:28:32,538 - mmaction - INFO - Epoch [50][1360/3520] lr: 5.000e-05, eta: 1:11:21, time: 1.936, data_time: 0.165, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7938, loss_cls: 1.8992, loss: 1.8992, grad_norm: 17.0419 2020-09-21 17:29:12,113 - mmaction - INFO - Epoch [50][1380/3520] lr: 5.000e-05, eta: 1:10:41, time: 1.980, data_time: 0.236, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8094, loss_cls: 1.8147, loss: 1.8147, grad_norm: 16.3943 2020-09-21 17:29:51,407 - mmaction - INFO - Epoch [50][1400/3520] lr: 5.000e-05, eta: 1:10:02, time: 1.966, data_time: 0.152, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8188, loss_cls: 1.7716, loss: 1.7716, grad_norm: 16.0508 2020-09-21 17:30:30,263 - mmaction - INFO - Epoch [50][1420/3520] lr: 5.000e-05, eta: 1:09:22, time: 1.939, data_time: 0.320, memory: 8337, top1_acc: 0.5427, top5_acc: 0.8062, loss_cls: 1.8631, loss: 1.8631, grad_norm: 16.7240 2020-09-21 17:31:08,792 - mmaction - INFO - Epoch [50][1440/3520] lr: 5.000e-05, eta: 1:08:42, time: 1.930, data_time: 0.422, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7854, loss_cls: 1.8541, loss: 1.8541, grad_norm: 16.2822 2020-09-21 17:31:47,312 - mmaction - INFO - Epoch [50][1460/3520] lr: 5.000e-05, eta: 1:08:03, time: 1.925, data_time: 0.682, memory: 8337, top1_acc: 0.5458, top5_acc: 0.8083, loss_cls: 1.8121, loss: 1.8121, grad_norm: 16.9635 2020-09-21 17:32:29,689 - mmaction - INFO - Epoch [50][1480/3520] lr: 5.000e-05, eta: 1:07:23, time: 2.118, data_time: 0.895, memory: 8337, top1_acc: 0.5396, top5_acc: 0.8063, loss_cls: 1.8461, loss: 1.8461, grad_norm: 16.8730 2020-09-21 17:33:09,522 - mmaction - INFO - Epoch [50][1500/3520] lr: 5.000e-05, eta: 1:06:44, time: 1.989, data_time: 0.445, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7937, loss_cls: 1.8668, loss: 1.8668, grad_norm: 16.7822 2020-09-21 17:33:47,677 - mmaction - INFO - Epoch [50][1520/3520] lr: 5.000e-05, eta: 1:06:04, time: 1.908, data_time: 0.450, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8104, loss_cls: 1.7487, loss: 1.7487, grad_norm: 16.3594 2020-09-21 17:34:26,826 - mmaction - INFO - Epoch [50][1540/3520] lr: 5.000e-05, eta: 1:05:24, time: 1.961, data_time: 0.081, memory: 8337, top1_acc: 0.5313, top5_acc: 0.8062, loss_cls: 1.8735, loss: 1.8735, grad_norm: 17.1654 2020-09-21 17:35:05,013 - mmaction - INFO - Epoch [50][1560/3520] lr: 5.000e-05, eta: 1:04:45, time: 1.909, data_time: 0.087, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8042, loss_cls: 1.8703, loss: 1.8703, grad_norm: 16.5769 2020-09-21 17:35:46,289 - mmaction - INFO - Epoch [50][1580/3520] lr: 5.000e-05, eta: 1:04:05, time: 2.064, data_time: 0.954, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7969, loss_cls: 1.8311, loss: 1.8311, grad_norm: 16.6681 2020-09-21 17:36:24,637 - mmaction - INFO - Epoch [50][1600/3520] lr: 5.000e-05, eta: 1:03:25, time: 1.917, data_time: 0.387, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8083, loss_cls: 1.7797, loss: 1.7797, grad_norm: 16.2316 2020-09-21 17:37:02,518 - mmaction - INFO - Epoch [50][1620/3520] lr: 5.000e-05, eta: 1:02:46, time: 1.894, data_time: 0.152, memory: 8337, top1_acc: 0.5365, top5_acc: 0.7875, loss_cls: 1.8788, loss: 1.8788, grad_norm: 17.3913 2020-09-21 17:37:40,554 - mmaction - INFO - Epoch [50][1640/3520] lr: 5.000e-05, eta: 1:02:06, time: 1.898, data_time: 0.022, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7927, loss_cls: 1.9173, loss: 1.9173, grad_norm: 17.1411 2020-09-21 17:38:19,624 - mmaction - INFO - Epoch [50][1660/3520] lr: 5.000e-05, eta: 1:01:26, time: 1.957, data_time: 0.007, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7875, loss_cls: 1.8500, loss: 1.8500, grad_norm: 16.3052 2020-09-21 17:38:58,418 - mmaction - INFO - Epoch [50][1680/3520] lr: 5.000e-05, eta: 1:00:47, time: 1.936, data_time: 0.164, memory: 8337, top1_acc: 0.5615, top5_acc: 0.8062, loss_cls: 1.7833, loss: 1.7833, grad_norm: 16.0734 2020-09-21 17:39:37,191 - mmaction - INFO - Epoch [50][1700/3520] lr: 5.000e-05, eta: 1:00:07, time: 1.942, data_time: 0.007, memory: 8337, top1_acc: 0.5802, top5_acc: 0.8125, loss_cls: 1.7138, loss: 1.7138, grad_norm: 16.8630 2020-09-21 17:40:15,088 - mmaction - INFO - Epoch [50][1720/3520] lr: 5.000e-05, eta: 0:59:27, time: 1.893, data_time: 0.006, memory: 8337, top1_acc: 0.5469, top5_acc: 0.7979, loss_cls: 1.8336, loss: 1.8336, grad_norm: 16.6827 2020-09-21 17:40:54,318 - mmaction - INFO - Epoch [50][1740/3520] lr: 5.000e-05, eta: 0:58:48, time: 1.963, data_time: 0.058, memory: 8337, top1_acc: 0.5375, top5_acc: 0.8052, loss_cls: 1.8340, loss: 1.8340, grad_norm: 16.2296 2020-09-21 17:41:33,344 - mmaction - INFO - Epoch [50][1760/3520] lr: 5.000e-05, eta: 0:58:08, time: 1.948, data_time: 0.391, memory: 8337, top1_acc: 0.5635, top5_acc: 0.8219, loss_cls: 1.7511, loss: 1.7511, grad_norm: 16.4941 2020-09-21 17:42:13,811 - mmaction - INFO - Epoch [50][1780/3520] lr: 5.000e-05, eta: 0:57:28, time: 2.028, data_time: 0.159, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7781, loss_cls: 1.9144, loss: 1.9144, grad_norm: 16.7234 2020-09-21 17:42:52,645 - mmaction - INFO - Epoch [50][1800/3520] lr: 5.000e-05, eta: 0:56:49, time: 1.941, data_time: 0.013, memory: 8337, top1_acc: 0.5156, top5_acc: 0.7781, loss_cls: 1.9096, loss: 1.9096, grad_norm: 16.5975 2020-09-21 17:43:31,068 - mmaction - INFO - Epoch [50][1820/3520] lr: 5.000e-05, eta: 0:56:09, time: 1.918, data_time: 0.257, memory: 8337, top1_acc: 0.5323, top5_acc: 0.8031, loss_cls: 1.8266, loss: 1.8266, grad_norm: 17.0648 2020-09-21 17:44:10,601 - mmaction - INFO - Epoch [50][1840/3520] lr: 5.000e-05, eta: 0:55:29, time: 1.980, data_time: 0.293, memory: 8337, top1_acc: 0.5448, top5_acc: 0.8135, loss_cls: 1.7958, loss: 1.7958, grad_norm: 16.4478 2020-09-21 17:44:48,492 - mmaction - INFO - Epoch [50][1860/3520] lr: 5.000e-05, eta: 0:54:50, time: 1.894, data_time: 0.725, memory: 8337, top1_acc: 0.5479, top5_acc: 0.8115, loss_cls: 1.7552, loss: 1.7552, grad_norm: 15.9823 2020-09-21 17:45:29,557 - mmaction - INFO - Epoch [50][1880/3520] lr: 5.000e-05, eta: 0:54:10, time: 2.050, data_time: 0.861, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7812, loss_cls: 1.9138, loss: 1.9138, grad_norm: 17.2586 2020-09-21 17:46:06,853 - mmaction - INFO - Epoch [50][1900/3520] lr: 5.000e-05, eta: 0:53:31, time: 1.868, data_time: 0.227, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7896, loss_cls: 1.8339, loss: 1.8339, grad_norm: 16.4733 2020-09-21 17:46:47,554 - mmaction - INFO - Epoch [50][1920/3520] lr: 5.000e-05, eta: 0:52:51, time: 2.032, data_time: 0.568, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8871, loss: 1.8871, grad_norm: 16.2612 2020-09-21 17:47:27,385 - mmaction - INFO - Epoch [50][1940/3520] lr: 5.000e-05, eta: 0:52:11, time: 1.993, data_time: 0.043, memory: 8337, top1_acc: 0.5500, top5_acc: 0.8042, loss_cls: 1.8401, loss: 1.8401, grad_norm: 16.8511 2020-09-21 17:48:05,539 - mmaction - INFO - Epoch [50][1960/3520] lr: 5.000e-05, eta: 0:51:32, time: 1.906, data_time: 0.094, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7948, loss_cls: 1.9235, loss: 1.9235, grad_norm: 17.3474 2020-09-21 17:48:46,970 - mmaction - INFO - Epoch [50][1980/3520] lr: 5.000e-05, eta: 0:50:52, time: 2.073, data_time: 0.095, memory: 8337, top1_acc: 0.5208, top5_acc: 0.7781, loss_cls: 1.9406, loss: 1.9406, grad_norm: 17.0207 2020-09-21 17:49:25,580 - mmaction - INFO - Epoch [50][2000/3520] lr: 5.000e-05, eta: 0:50:12, time: 1.927, data_time: 0.478, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7990, loss_cls: 1.8472, loss: 1.8472, grad_norm: 16.6221 2020-09-21 17:50:05,281 - mmaction - INFO - Epoch [50][2020/3520] lr: 5.000e-05, eta: 0:49:33, time: 1.987, data_time: 0.378, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7958, loss_cls: 1.8693, loss: 1.8693, grad_norm: 16.9673 2020-09-21 17:50:45,156 - mmaction - INFO - Epoch [50][2040/3520] lr: 5.000e-05, eta: 0:48:53, time: 1.993, data_time: 0.072, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7844, loss_cls: 1.8984, loss: 1.8984, grad_norm: 16.3476 2020-09-21 17:51:23,659 - mmaction - INFO - Epoch [50][2060/3520] lr: 5.000e-05, eta: 0:48:13, time: 1.927, data_time: 0.082, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7875, loss_cls: 1.9011, loss: 1.9011, grad_norm: 16.8099 2020-09-21 17:52:02,153 - mmaction - INFO - Epoch [50][2080/3520] lr: 5.000e-05, eta: 0:47:34, time: 1.925, data_time: 0.088, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7792, loss_cls: 1.8673, loss: 1.8673, grad_norm: 16.6328 2020-09-21 17:52:42,451 - mmaction - INFO - Epoch [50][2100/3520] lr: 5.000e-05, eta: 0:46:54, time: 2.013, data_time: 0.003, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8031, loss_cls: 1.8766, loss: 1.8766, grad_norm: 16.9883 2020-09-21 17:53:22,134 - mmaction - INFO - Epoch [50][2120/3520] lr: 5.000e-05, eta: 0:46:14, time: 1.984, data_time: 0.967, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7990, loss_cls: 1.8897, loss: 1.8897, grad_norm: 16.8820 2020-09-21 17:54:01,622 - mmaction - INFO - Epoch [50][2140/3520] lr: 5.000e-05, eta: 0:45:35, time: 1.978, data_time: 0.645, memory: 8337, top1_acc: 0.5417, top5_acc: 0.7937, loss_cls: 1.8635, loss: 1.8635, grad_norm: 16.6953 2020-09-21 17:54:38,987 - mmaction - INFO - Epoch [50][2160/3520] lr: 5.000e-05, eta: 0:44:55, time: 1.867, data_time: 0.006, memory: 8337, top1_acc: 0.5344, top5_acc: 0.8031, loss_cls: 1.8374, loss: 1.8374, grad_norm: 16.5947 2020-09-21 17:55:19,449 - mmaction - INFO - Epoch [50][2180/3520] lr: 5.000e-05, eta: 0:44:15, time: 2.024, data_time: 1.021, memory: 8337, top1_acc: 0.5458, top5_acc: 0.7990, loss_cls: 1.8045, loss: 1.8045, grad_norm: 16.1103 2020-09-21 17:55:57,901 - mmaction - INFO - Epoch [50][2200/3520] lr: 5.000e-05, eta: 0:43:36, time: 1.921, data_time: 0.542, memory: 8337, top1_acc: 0.5438, top5_acc: 0.8063, loss_cls: 1.8264, loss: 1.8264, grad_norm: 16.4670 2020-09-21 17:56:36,925 - mmaction - INFO - Epoch [50][2220/3520] lr: 5.000e-05, eta: 0:42:56, time: 1.953, data_time: 0.262, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7854, loss_cls: 1.8992, loss: 1.8992, grad_norm: 17.1755 2020-09-21 17:57:15,267 - mmaction - INFO - Epoch [50][2240/3520] lr: 5.000e-05, eta: 0:42:17, time: 1.918, data_time: 0.771, memory: 8337, top1_acc: 0.5677, top5_acc: 0.7958, loss_cls: 1.7801, loss: 1.7801, grad_norm: 16.3590 2020-09-21 17:57:54,601 - mmaction - INFO - Epoch [50][2260/3520] lr: 5.000e-05, eta: 0:41:37, time: 1.966, data_time: 0.115, memory: 8337, top1_acc: 0.5521, top5_acc: 0.8240, loss_cls: 1.7344, loss: 1.7344, grad_norm: 16.3361 2020-09-21 17:58:36,062 - mmaction - INFO - Epoch [50][2280/3520] lr: 5.000e-05, eta: 0:40:57, time: 2.070, data_time: 0.227, memory: 8337, top1_acc: 0.5396, top5_acc: 0.7948, loss_cls: 1.8330, loss: 1.8330, grad_norm: 16.5545 2020-09-21 17:59:14,896 - mmaction - INFO - Epoch [50][2300/3520] lr: 5.000e-05, eta: 0:40:18, time: 1.946, data_time: 0.025, memory: 8337, top1_acc: 0.5125, top5_acc: 0.7750, loss_cls: 1.9752, loss: 1.9752, grad_norm: 17.2681 2020-09-21 17:59:54,091 - mmaction - INFO - Epoch [50][2320/3520] lr: 5.000e-05, eta: 0:39:38, time: 1.957, data_time: 0.752, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7906, loss_cls: 1.9155, loss: 1.9155, grad_norm: 16.8536 2020-09-21 18:00:45,209 - mmaction - INFO - Epoch [50][2340/3520] lr: 5.000e-05, eta: 0:38:58, time: 2.539, data_time: 1.165, memory: 8337, top1_acc: 0.5198, top5_acc: 0.7948, loss_cls: 1.8858, loss: 1.8858, grad_norm: 17.0567 2020-09-21 18:01:24,015 - mmaction - INFO - Epoch [50][2360/3520] lr: 5.000e-05, eta: 0:38:19, time: 1.960, data_time: 1.106, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7823, loss_cls: 1.8572, loss: 1.8572, grad_norm: 16.5203 2020-09-21 18:02:02,156 - mmaction - INFO - Epoch [50][2380/3520] lr: 5.000e-05, eta: 0:37:39, time: 1.906, data_time: 0.550, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7615, loss_cls: 1.9508, loss: 1.9508, grad_norm: 16.9089 2020-09-21 18:02:43,075 - mmaction - INFO - Epoch [50][2400/3520] lr: 5.000e-05, eta: 0:36:59, time: 2.043, data_time: 0.104, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8104, loss_cls: 1.7987, loss: 1.7987, grad_norm: 15.8540 2020-09-21 18:03:20,619 - mmaction - INFO - Epoch [50][2420/3520] lr: 5.000e-05, eta: 0:36:20, time: 1.880, data_time: 0.109, memory: 8337, top1_acc: 0.5563, top5_acc: 0.8188, loss_cls: 1.8063, loss: 1.8063, grad_norm: 16.4856 2020-09-21 18:03:59,972 - mmaction - INFO - Epoch [50][2440/3520] lr: 5.000e-05, eta: 0:35:40, time: 1.968, data_time: 0.600, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7844, loss_cls: 1.8538, loss: 1.8538, grad_norm: 16.3878 2020-09-21 18:04:40,320 - mmaction - INFO - Epoch [50][2460/3520] lr: 5.000e-05, eta: 0:35:01, time: 2.018, data_time: 0.177, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7833, loss_cls: 1.8860, loss: 1.8860, grad_norm: 16.8490 2020-09-21 18:05:19,344 - mmaction - INFO - Epoch [50][2480/3520] lr: 5.000e-05, eta: 0:34:21, time: 1.945, data_time: 0.029, memory: 8337, top1_acc: 0.5292, top5_acc: 0.8000, loss_cls: 1.8733, loss: 1.8733, grad_norm: 17.7685 2020-09-21 18:05:57,340 - mmaction - INFO - Epoch [50][2500/3520] lr: 5.000e-05, eta: 0:33:41, time: 1.904, data_time: 0.145, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7969, loss_cls: 1.8298, loss: 1.8298, grad_norm: 15.9653 2020-09-21 18:06:33,229 - mmaction - INFO - Epoch [50][2520/3520] lr: 5.000e-05, eta: 0:33:02, time: 1.792, data_time: 0.007, memory: 8337, top1_acc: 0.5406, top5_acc: 0.7896, loss_cls: 1.8703, loss: 1.8703, grad_norm: 16.4231 2020-09-21 18:07:12,522 - mmaction - INFO - Epoch [50][2540/3520] lr: 5.000e-05, eta: 0:32:22, time: 1.968, data_time: 0.070, memory: 8337, top1_acc: 0.5000, top5_acc: 0.7958, loss_cls: 1.8820, loss: 1.8820, grad_norm: 16.6062 2020-09-21 18:07:52,026 - mmaction - INFO - Epoch [50][2560/3520] lr: 5.000e-05, eta: 0:31:42, time: 1.972, data_time: 0.366, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8031, loss_cls: 1.7949, loss: 1.7949, grad_norm: 15.8811 2020-09-21 18:08:30,847 - mmaction - INFO - Epoch [50][2580/3520] lr: 5.000e-05, eta: 0:31:03, time: 1.944, data_time: 0.336, memory: 8337, top1_acc: 0.5271, top5_acc: 0.7938, loss_cls: 1.8451, loss: 1.8451, grad_norm: 16.7557 2020-09-21 18:09:09,280 - mmaction - INFO - Epoch [50][2600/3520] lr: 5.000e-05, eta: 0:30:23, time: 1.922, data_time: 0.234, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7938, loss_cls: 1.8518, loss: 1.8518, grad_norm: 16.7199 2020-09-21 18:09:46,867 - mmaction - INFO - Epoch [50][2620/3520] lr: 5.000e-05, eta: 0:29:43, time: 1.878, data_time: 0.053, memory: 8337, top1_acc: 0.5229, top5_acc: 0.8177, loss_cls: 1.8153, loss: 1.8153, grad_norm: 16.7544 2020-09-21 18:10:25,629 - mmaction - INFO - Epoch [50][2640/3520] lr: 5.000e-05, eta: 0:29:04, time: 1.939, data_time: 0.666, memory: 8337, top1_acc: 0.5365, top5_acc: 0.8042, loss_cls: 1.8016, loss: 1.8016, grad_norm: 16.0504 2020-09-21 18:11:04,982 - mmaction - INFO - Epoch [50][2660/3520] lr: 5.000e-05, eta: 0:28:24, time: 1.965, data_time: 0.005, memory: 8337, top1_acc: 0.5719, top5_acc: 0.8135, loss_cls: 1.7508, loss: 1.7508, grad_norm: 15.7363 2020-09-21 18:11:42,368 - mmaction - INFO - Epoch [50][2680/3520] lr: 5.000e-05, eta: 0:27:44, time: 1.871, data_time: 0.007, memory: 8337, top1_acc: 0.5490, top5_acc: 0.8031, loss_cls: 1.8100, loss: 1.8100, grad_norm: 16.1894 2020-09-21 18:12:21,036 - mmaction - INFO - Epoch [50][2700/3520] lr: 5.000e-05, eta: 0:27:05, time: 1.934, data_time: 0.004, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7948, loss_cls: 1.8538, loss: 1.8538, grad_norm: 15.8042 2020-09-21 18:12:59,214 - mmaction - INFO - Epoch [50][2720/3520] lr: 5.000e-05, eta: 0:26:25, time: 1.908, data_time: 0.005, memory: 8337, top1_acc: 0.5552, top5_acc: 0.7917, loss_cls: 1.8328, loss: 1.8328, grad_norm: 16.1364 2020-09-21 18:13:36,932 - mmaction - INFO - Epoch [50][2740/3520] lr: 5.000e-05, eta: 0:25:45, time: 1.886, data_time: 0.269, memory: 8337, top1_acc: 0.5604, top5_acc: 0.8115, loss_cls: 1.7887, loss: 1.7887, grad_norm: 16.5768 2020-09-21 18:14:15,903 - mmaction - INFO - Epoch [50][2760/3520] lr: 5.000e-05, eta: 0:25:06, time: 1.950, data_time: 0.898, memory: 8337, top1_acc: 0.5104, top5_acc: 0.7990, loss_cls: 1.8507, loss: 1.8507, grad_norm: 16.6121 2020-09-21 18:14:56,580 - mmaction - INFO - Epoch [50][2780/3520] lr: 5.000e-05, eta: 0:24:26, time: 2.032, data_time: 0.819, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7917, loss_cls: 1.8575, loss: 1.8575, grad_norm: 16.6373 2020-09-21 18:15:35,000 - mmaction - INFO - Epoch [50][2800/3520] lr: 5.000e-05, eta: 0:23:47, time: 1.921, data_time: 0.230, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8115, loss_cls: 1.7778, loss: 1.7778, grad_norm: 16.3603 2020-09-21 18:16:14,440 - mmaction - INFO - Epoch [50][2820/3520] lr: 5.000e-05, eta: 0:23:07, time: 1.970, data_time: 0.953, memory: 8337, top1_acc: 0.5240, top5_acc: 0.7927, loss_cls: 1.8728, loss: 1.8728, grad_norm: 16.9105 2020-09-21 18:16:52,197 - mmaction - INFO - Epoch [50][2840/3520] lr: 5.000e-05, eta: 0:22:27, time: 1.892, data_time: 0.011, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8630, loss: 1.8630, grad_norm: 16.5527 2020-09-21 18:17:30,898 - mmaction - INFO - Epoch [50][2860/3520] lr: 5.000e-05, eta: 0:21:48, time: 1.933, data_time: 0.098, memory: 8337, top1_acc: 0.5281, top5_acc: 0.7917, loss_cls: 1.8394, loss: 1.8394, grad_norm: 16.3560 2020-09-21 18:18:10,248 - mmaction - INFO - Epoch [50][2880/3520] lr: 5.000e-05, eta: 0:21:08, time: 1.968, data_time: 0.054, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7917, loss_cls: 1.8698, loss: 1.8698, grad_norm: 16.2455 2020-09-21 18:18:47,648 - mmaction - INFO - Epoch [50][2900/3520] lr: 5.000e-05, eta: 0:20:28, time: 1.869, data_time: 0.462, memory: 8337, top1_acc: 0.5281, top5_acc: 0.8063, loss_cls: 1.8374, loss: 1.8374, grad_norm: 16.4883 2020-09-21 18:19:27,889 - mmaction - INFO - Epoch [50][2920/3520] lr: 5.000e-05, eta: 0:19:49, time: 2.015, data_time: 1.012, memory: 8337, top1_acc: 0.5229, top5_acc: 0.8125, loss_cls: 1.7966, loss: 1.7966, grad_norm: 16.3512 2020-09-21 18:20:05,996 - mmaction - INFO - Epoch [50][2940/3520] lr: 5.000e-05, eta: 0:19:09, time: 1.903, data_time: 0.113, memory: 8337, top1_acc: 0.5354, top5_acc: 0.7771, loss_cls: 1.8852, loss: 1.8852, grad_norm: 16.7014 2020-09-21 18:20:46,483 - mmaction - INFO - Epoch [50][2960/3520] lr: 5.000e-05, eta: 0:18:29, time: 2.026, data_time: 0.009, memory: 8337, top1_acc: 0.5313, top5_acc: 0.7813, loss_cls: 1.8857, loss: 1.8857, grad_norm: 16.4759 2020-09-21 18:21:26,206 - mmaction - INFO - Epoch [50][2980/3520] lr: 5.000e-05, eta: 0:17:50, time: 1.981, data_time: 0.347, memory: 8337, top1_acc: 0.5688, top5_acc: 0.8000, loss_cls: 1.7603, loss: 1.7603, grad_norm: 16.2401 2020-09-21 18:22:04,987 - mmaction - INFO - Epoch [50][3000/3520] lr: 5.000e-05, eta: 0:17:10, time: 1.945, data_time: 1.076, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7948, loss_cls: 1.8419, loss: 1.8419, grad_norm: 16.6718 2020-09-21 18:22:44,581 - mmaction - INFO - Epoch [50][3020/3520] lr: 5.000e-05, eta: 0:16:30, time: 1.978, data_time: 0.476, memory: 8337, top1_acc: 0.5302, top5_acc: 0.7885, loss_cls: 1.8567, loss: 1.8567, grad_norm: 16.7226 2020-09-21 18:23:22,618 - mmaction - INFO - Epoch [50][3040/3520] lr: 5.000e-05, eta: 0:15:51, time: 1.900, data_time: 0.007, memory: 8337, top1_acc: 0.5344, top5_acc: 0.7896, loss_cls: 1.8613, loss: 1.8613, grad_norm: 16.6133 2020-09-21 18:24:01,723 - mmaction - INFO - Epoch [50][3060/3520] lr: 5.000e-05, eta: 0:15:11, time: 1.957, data_time: 0.265, memory: 8337, top1_acc: 0.5302, top5_acc: 0.8104, loss_cls: 1.8506, loss: 1.8506, grad_norm: 16.4962 2020-09-21 18:24:41,886 - mmaction - INFO - Epoch [50][3080/3520] lr: 5.000e-05, eta: 0:14:32, time: 2.009, data_time: 0.033, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8042, loss_cls: 1.8871, loss: 1.8871, grad_norm: 17.0262 2020-09-21 18:25:20,957 - mmaction - INFO - Epoch [50][3100/3520] lr: 5.000e-05, eta: 0:13:52, time: 1.952, data_time: 0.167, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7979, loss_cls: 1.7909, loss: 1.7909, grad_norm: 16.4644 2020-09-21 18:26:01,388 - mmaction - INFO - Epoch [50][3120/3520] lr: 5.000e-05, eta: 0:13:12, time: 2.024, data_time: 0.423, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7927, loss_cls: 1.7916, loss: 1.7916, grad_norm: 16.2940 2020-09-21 18:26:41,805 - mmaction - INFO - Epoch [50][3140/3520] lr: 5.000e-05, eta: 0:12:33, time: 2.018, data_time: 0.041, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8125, loss_cls: 1.7968, loss: 1.7968, grad_norm: 16.4504 2020-09-21 18:27:21,236 - mmaction - INFO - Epoch [50][3160/3520] lr: 5.000e-05, eta: 0:11:53, time: 1.973, data_time: 0.800, memory: 8337, top1_acc: 0.5250, top5_acc: 0.7885, loss_cls: 1.8925, loss: 1.8925, grad_norm: 16.6659 2020-09-21 18:27:59,719 - mmaction - INFO - Epoch [50][3180/3520] lr: 5.000e-05, eta: 0:11:13, time: 1.923, data_time: 0.029, memory: 8337, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.8865, loss: 1.8865, grad_norm: 16.8541 2020-09-21 18:28:39,598 - mmaction - INFO - Epoch [50][3200/3520] lr: 5.000e-05, eta: 0:10:34, time: 1.997, data_time: 0.008, memory: 8337, top1_acc: 0.5510, top5_acc: 0.8042, loss_cls: 1.8320, loss: 1.8320, grad_norm: 16.8118 2020-09-21 18:29:19,074 - mmaction - INFO - Epoch [50][3220/3520] lr: 5.000e-05, eta: 0:09:54, time: 1.972, data_time: 0.671, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7844, loss_cls: 1.8679, loss: 1.8679, grad_norm: 16.2943 2020-09-21 18:29:59,240 - mmaction - INFO - Epoch [50][3240/3520] lr: 5.000e-05, eta: 0:09:14, time: 2.010, data_time: 1.072, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7906, loss_cls: 1.8688, loss: 1.8688, grad_norm: 16.8230 2020-09-21 18:30:39,335 - mmaction - INFO - Epoch [50][3260/3520] lr: 5.000e-05, eta: 0:08:35, time: 2.002, data_time: 0.550, memory: 8337, top1_acc: 0.5542, top5_acc: 0.8125, loss_cls: 1.7671, loss: 1.7671, grad_norm: 16.5832 2020-09-21 18:31:18,461 - mmaction - INFO - Epoch [50][3280/3520] lr: 5.000e-05, eta: 0:07:55, time: 1.958, data_time: 0.721, memory: 8337, top1_acc: 0.5479, top5_acc: 0.7885, loss_cls: 1.8672, loss: 1.8672, grad_norm: 16.4672 2020-09-21 18:31:56,000 - mmaction - INFO - Epoch [50][3300/3520] lr: 5.000e-05, eta: 0:07:16, time: 1.875, data_time: 0.015, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7906, loss_cls: 1.8699, loss: 1.8699, grad_norm: 16.4536 2020-09-21 18:32:36,980 - mmaction - INFO - Epoch [50][3320/3520] lr: 5.000e-05, eta: 0:06:36, time: 2.040, data_time: 0.017, memory: 8337, top1_acc: 0.5573, top5_acc: 0.8062, loss_cls: 1.8446, loss: 1.8446, grad_norm: 16.9344 2020-09-21 18:33:15,786 - mmaction - INFO - Epoch [50][3340/3520] lr: 5.000e-05, eta: 0:05:56, time: 1.953, data_time: 0.317, memory: 8337, top1_acc: 0.5260, top5_acc: 0.7875, loss_cls: 1.9015, loss: 1.9015, grad_norm: 17.1927 2020-09-21 18:33:55,424 - mmaction - INFO - Epoch [50][3360/3520] lr: 5.000e-05, eta: 0:05:17, time: 1.981, data_time: 0.427, memory: 8337, top1_acc: 0.5417, top5_acc: 0.8052, loss_cls: 1.7857, loss: 1.7857, grad_norm: 16.0801 2020-09-21 18:34:34,153 - mmaction - INFO - Epoch [50][3380/3520] lr: 5.000e-05, eta: 0:04:37, time: 1.934, data_time: 0.409, memory: 8337, top1_acc: 0.5292, top5_acc: 0.7979, loss_cls: 1.8700, loss: 1.8700, grad_norm: 16.9534 2020-09-21 18:35:13,825 - mmaction - INFO - Epoch [50][3400/3520] lr: 5.000e-05, eta: 0:03:57, time: 1.981, data_time: 0.032, memory: 8337, top1_acc: 0.5260, top5_acc: 0.8031, loss_cls: 1.8473, loss: 1.8473, grad_norm: 16.8068 2020-09-21 18:35:53,479 - mmaction - INFO - Epoch [50][3420/3520] lr: 5.000e-05, eta: 0:03:18, time: 1.983, data_time: 0.573, memory: 8337, top1_acc: 0.5115, top5_acc: 0.7552, loss_cls: 1.9858, loss: 1.9858, grad_norm: 16.8033 2020-09-21 18:36:34,072 - mmaction - INFO - Epoch [50][3440/3520] lr: 5.000e-05, eta: 0:02:38, time: 2.032, data_time: 0.197, memory: 8337, top1_acc: 0.5333, top5_acc: 0.7969, loss_cls: 1.8863, loss: 1.8863, grad_norm: 17.2560 2020-09-21 18:37:13,458 - mmaction - INFO - Epoch [50][3460/3520] lr: 5.000e-05, eta: 0:01:58, time: 1.970, data_time: 0.319, memory: 8337, top1_acc: 0.5438, top5_acc: 0.7948, loss_cls: 1.8166, loss: 1.8166, grad_norm: 16.1083 2020-09-21 18:37:52,182 - mmaction - INFO - Epoch [50][3480/3520] lr: 5.000e-05, eta: 0:01:19, time: 1.938, data_time: 0.037, memory: 8337, top1_acc: 0.5250, top5_acc: 0.8031, loss_cls: 1.8175, loss: 1.8175, grad_norm: 16.3538 2020-09-21 18:38:31,149 - mmaction - INFO - Epoch [50][3500/3520] lr: 5.000e-05, eta: 0:00:39, time: 1.948, data_time: 0.257, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7854, loss_cls: 1.8883, loss: 1.8883, grad_norm: 16.3589 2020-09-21 18:39:07,516 - mmaction - INFO - Epoch [50][3520/3520] lr: 5.000e-05, eta: 0:00:00, time: 1.819, data_time: 0.505, memory: 8337, top1_acc: 0.5370, top5_acc: 0.7967, loss_cls: 1.8665, loss: 1.8665, grad_norm: 17.0992 2020-09-21 18:39:31,576 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-09-21 18:55:58,029 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-21 18:55:58,777 - mmaction - INFO - top1_acc 0.2736 top5_acc 0.5485 2020-09-21 18:55:58,777 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-21 18:55:59,192 - mmaction - INFO - mean_acc 0.2052 2020-09-21 18:55:59,205 - mmaction - INFO - Epoch(val) [50][3520] top1_acc: 0.2736, top5_acc: 0.5485, mean_class_accuracy: 0.2052