2020-09-28 00:13:01,566 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_30,code=sm_30;-gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_52,code=compute_52 - CuDNN 7.6 - Built with CuDNN 7.3.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS=-march=nocona -mtune=haswell -ftree-vectorize -fPIC -fstack-protector-strong -O2 -pipe -I/opt/conda/conda-bld/pytorch_1565134926719/_h_env_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_placehold_place/include -fdebug-prefix-map=${SRC_DIR}=/usr/local/src/conda/${PKG_NAME}-${PKG_VERSION} -fdebug-prefix-map=${PREFIX}=/usr/local/src/conda-prefix -D_FORTIFY_SOURCE=2 -O2 -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.1.3 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+1e77b0b ------------------------------------------------------------ 2020-09-28 00:13:01,567 - mmaction - INFO - Distributed training: True 2020-09-28 00:13:01,568 - mmaction - INFO - Config: /mnt/cache/duanhaodong/mmaction2/configs/video/slowonly_video.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=400, spatial_type='avg', dropout_ratio=0.5)) train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'VideoDataset' data_root = '/mnt/cache/duanhaodong/DATAshare/kinetics_400_train_320_30fps' data_root_val = '/mnt/cache/duanhaodong/DATAshare/kinetics_400_val_320_30fps' ann_file_train = 'data/k400/kinetics_vtrain_list.txt' ann_file_val = 'data/k400/kinetics_vval_list.txt' ann_file_test = 'data/k400/kinetics_vval_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='DecordInit'), dict(type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=10, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=24, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.6, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0) total_epochs = 256 checkpoint_config = dict(interval=4) workflow = [('train', 1)] evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/slowonly_video' load_from = None resume_from = None find_unused_parameters = False 2020-09-28 00:13:08,698 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-40-66, work_dir: /mnt/cache/duanhaodong/mmaction2/work_dirs/slowonly_video 2020-09-28 00:13:08,698 - mmaction - INFO - workflow: [('train', 1)], max: 256 epochs 2020-09-28 00:14:01,733 - mmaction - INFO - Epoch [1][20/627] lr: 6.000e-01, eta: 4 days, 22:07:39, time: 2.650, data_time: 1.314, memory: 8472, top1_acc: 0.0081, top5_acc: 0.0328, loss_cls: 6.3208, loss: 6.3208, grad_norm: 1.4190 2020-09-28 00:14:24,784 - mmaction - INFO - Epoch [1][40/627] lr: 6.000e-01, eta: 3 days, 12:44:21, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.0137, top5_acc: 0.0573, loss_cls: 5.8452, loss: 5.8452, grad_norm: 0.5369 2020-09-28 00:14:47,278 - mmaction - INFO - Epoch [1][60/627] lr: 6.000e-01, eta: 3 days, 1:11:14, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.0141, top5_acc: 0.0642, loss_cls: 5.7024, loss: 5.7024, grad_norm: 0.4813 2020-09-28 00:15:08,566 - mmaction - INFO - Epoch [1][80/627] lr: 6.000e-01, eta: 2 days, 18:45:47, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.0190, top5_acc: 0.0743, loss_cls: 5.6367, loss: 5.6367, grad_norm: 0.4667 2020-09-28 00:15:31,284 - mmaction - INFO - Epoch [1][100/627] lr: 6.000e-01, eta: 2 days, 15:31:39, time: 1.136, data_time: 0.001, memory: 8472, top1_acc: 0.0202, top5_acc: 0.0737, loss_cls: 5.6099, loss: 5.6099, grad_norm: 0.4409 2020-09-28 00:15:53,687 - mmaction - INFO - Epoch [1][120/627] lr: 6.000e-01, eta: 2 days, 13:14:25, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.0230, top5_acc: 0.0807, loss_cls: 5.5792, loss: 5.5792, grad_norm: 0.4283 2020-09-28 00:16:14,873 - mmaction - INFO - Epoch [1][140/627] lr: 6.000e-01, eta: 2 days, 11:14:08, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.0258, top5_acc: 0.0833, loss_cls: 5.5488, loss: 5.5488, grad_norm: 0.4367 2020-09-28 00:16:37,303 - mmaction - INFO - Epoch [1][160/627] lr: 6.000e-01, eta: 2 days, 10:04:05, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.0270, top5_acc: 0.0865, loss_cls: 5.5235, loss: 5.5235, grad_norm: 0.4214 2020-09-28 00:17:00,272 - mmaction - INFO - Epoch [1][180/627] lr: 6.000e-01, eta: 2 days, 9:17:22, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.0225, top5_acc: 0.0861, loss_cls: 5.5241, loss: 5.5241, grad_norm: 0.4042 2020-09-28 00:17:21,389 - mmaction - INFO - Epoch [1][200/627] lr: 6.000e-01, eta: 2 days, 8:15:28, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.0276, top5_acc: 0.0918, loss_cls: 5.5008, loss: 5.5008, grad_norm: 0.4048 2020-09-28 00:17:43,573 - mmaction - INFO - Epoch [1][220/627] lr: 6.000e-01, eta: 2 days, 7:37:19, time: 1.108, data_time: 0.006, memory: 8472, top1_acc: 0.0293, top5_acc: 0.0971, loss_cls: 5.4554, loss: 5.4554, grad_norm: 0.3954 2020-09-28 00:18:06,569 - mmaction - INFO - Epoch [1][240/627] lr: 6.000e-01, eta: 2 days, 7:15:05, time: 1.151, data_time: 0.067, memory: 8472, top1_acc: 0.0309, top5_acc: 0.1038, loss_cls: 5.4161, loss: 5.4161, grad_norm: 0.4181 2020-09-28 00:18:28,088 - mmaction - INFO - Epoch [1][260/627] lr: 6.000e-01, eta: 2 days, 6:40:28, time: 1.075, data_time: 0.039, memory: 8472, top1_acc: 0.0290, top5_acc: 0.1042, loss_cls: 5.4147, loss: 5.4147, grad_norm: 0.4207 2020-09-28 00:18:50,403 - mmaction - INFO - Epoch [1][280/627] lr: 6.000e-01, eta: 2 days, 6:18:32, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.0333, top5_acc: 0.1112, loss_cls: 5.3691, loss: 5.3691, grad_norm: 0.4318 2020-09-28 00:19:11,596 - mmaction - INFO - Epoch [1][300/627] lr: 6.000e-01, eta: 2 days, 5:49:40, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.0370, top5_acc: 0.1197, loss_cls: 5.3460, loss: 5.3460, grad_norm: 0.4292 2020-09-28 00:19:33,608 - mmaction - INFO - Epoch [1][320/627] lr: 6.000e-01, eta: 2 days, 5:31:14, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.0380, top5_acc: 0.1249, loss_cls: 5.3008, loss: 5.3008, grad_norm: 0.4431 2020-09-28 00:19:55,606 - mmaction - INFO - Epoch [1][340/627] lr: 6.000e-01, eta: 2 days, 5:14:30, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.0417, top5_acc: 0.1242, loss_cls: 5.2923, loss: 5.2923, grad_norm: 0.4547 2020-09-28 00:20:18,316 - mmaction - INFO - Epoch [1][360/627] lr: 6.000e-01, eta: 2 days, 5:04:48, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.0415, top5_acc: 0.1319, loss_cls: 5.2701, loss: 5.2701, grad_norm: 0.4571 2020-09-28 00:20:41,464 - mmaction - INFO - Epoch [1][380/627] lr: 6.000e-01, eta: 2 days, 4:59:41, time: 1.160, data_time: 0.004, memory: 8472, top1_acc: 0.0462, top5_acc: 0.1405, loss_cls: 5.2215, loss: 5.2215, grad_norm: 0.4702 2020-09-28 00:21:02,527 - mmaction - INFO - Epoch [1][400/627] lr: 6.000e-01, eta: 2 days, 4:40:40, time: 1.052, data_time: 0.020, memory: 8472, top1_acc: 0.0421, top5_acc: 0.1405, loss_cls: 5.2049, loss: 5.2049, grad_norm: 0.4768 2020-09-28 00:21:24,726 - mmaction - INFO - Epoch [1][420/627] lr: 6.000e-01, eta: 2 days, 4:30:50, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.0469, top5_acc: 0.1512, loss_cls: 5.1722, loss: 5.1722, grad_norm: 0.4895 2020-09-28 00:21:46,517 - mmaction - INFO - Epoch [1][440/627] lr: 6.000e-01, eta: 2 days, 4:19:29, time: 1.091, data_time: 0.014, memory: 8472, top1_acc: 0.0497, top5_acc: 0.1551, loss_cls: 5.1266, loss: 5.1266, grad_norm: 0.4953 2020-09-28 00:22:08,391 - mmaction - INFO - Epoch [1][460/627] lr: 6.000e-01, eta: 2 days, 4:09:17, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.0512, top5_acc: 0.1556, loss_cls: 5.1297, loss: 5.1297, grad_norm: 0.4875 2020-09-28 00:22:30,383 - mmaction - INFO - Epoch [1][480/627] lr: 6.000e-01, eta: 2 days, 4:00:52, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.0469, top5_acc: 0.1602, loss_cls: 5.1048, loss: 5.1048, grad_norm: 0.4838 2020-09-28 00:22:54,196 - mmaction - INFO - Epoch [1][500/627] lr: 6.000e-01, eta: 2 days, 4:02:44, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.0514, top5_acc: 0.1534, loss_cls: 5.1331, loss: 5.1331, grad_norm: 0.4879 2020-09-28 00:23:14,921 - mmaction - INFO - Epoch [1][520/627] lr: 6.000e-01, eta: 2 days, 3:48:26, time: 1.035, data_time: 0.043, memory: 8472, top1_acc: 0.0473, top5_acc: 0.1572, loss_cls: 5.1118, loss: 5.1118, grad_norm: 0.4988 2020-09-28 00:23:37,459 - mmaction - INFO - Epoch [1][540/627] lr: 6.000e-01, eta: 2 days, 3:44:08, time: 1.126, data_time: 0.047, memory: 8472, top1_acc: 0.0542, top5_acc: 0.1742, loss_cls: 5.0194, loss: 5.0194, grad_norm: 0.5039 2020-09-28 00:23:59,867 - mmaction - INFO - Epoch [1][560/627] lr: 6.000e-01, eta: 2 days, 3:39:36, time: 1.121, data_time: 0.165, memory: 8472, top1_acc: 0.0551, top5_acc: 0.1767, loss_cls: 5.0169, loss: 5.0169, grad_norm: 0.4980 2020-09-28 00:24:20,751 - mmaction - INFO - Epoch [1][580/627] lr: 6.000e-01, eta: 2 days, 3:28:26, time: 1.045, data_time: 0.089, memory: 8472, top1_acc: 0.0605, top5_acc: 0.1871, loss_cls: 5.0077, loss: 5.0077, grad_norm: 0.5088 2020-09-28 00:24:43,848 - mmaction - INFO - Epoch [1][600/627] lr: 6.000e-01, eta: 2 days, 3:27:34, time: 1.153, data_time: 0.072, memory: 8472, top1_acc: 0.0594, top5_acc: 0.1820, loss_cls: 5.0053, loss: 5.0053, grad_norm: 0.5047 2020-09-28 00:25:06,099 - mmaction - INFO - Epoch [1][620/627] lr: 6.000e-01, eta: 2 days, 3:23:18, time: 1.113, data_time: 0.161, memory: 8472, top1_acc: 0.0586, top5_acc: 0.1840, loss_cls: 4.9970, loss: 4.9970, grad_norm: 0.5126 2020-09-28 00:26:07,080 - mmaction - INFO - Epoch [2][20/627] lr: 6.000e-01, eta: 2 days, 4:56:07, time: 2.695, data_time: 1.402, memory: 8472, top1_acc: 0.0616, top5_acc: 0.1828, loss_cls: 4.9846, loss: 4.9846, grad_norm: 0.5003 2020-09-28 00:26:29,205 - mmaction - INFO - Epoch [2][40/627] lr: 6.000e-01, eta: 2 days, 4:48:55, time: 1.107, data_time: 0.005, memory: 8472, top1_acc: 0.0647, top5_acc: 0.1919, loss_cls: 4.9196, loss: 4.9196, grad_norm: 0.4949 2020-09-28 00:26:51,009 - mmaction - INFO - Epoch [2][60/627] lr: 6.000e-01, eta: 2 days, 4:40:42, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.0669, top5_acc: 0.1973, loss_cls: 4.9460, loss: 4.9460, grad_norm: 0.5115 2020-09-28 00:27:13,049 - mmaction - INFO - Epoch [2][80/627] lr: 6.000e-01, eta: 2 days, 4:33:58, time: 1.102, data_time: 0.005, memory: 8472, top1_acc: 0.0647, top5_acc: 0.1921, loss_cls: 4.9487, loss: 4.9487, grad_norm: 0.5047 2020-09-28 00:27:34,979 - mmaction - INFO - Epoch [2][100/627] lr: 6.000e-01, eta: 2 days, 4:27:21, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.0723, top5_acc: 0.2052, loss_cls: 4.8841, loss: 4.8841, grad_norm: 0.5284 2020-09-28 00:27:56,758 - mmaction - INFO - Epoch [2][120/627] lr: 6.000e-01, eta: 2 days, 4:20:14, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.0767, top5_acc: 0.2017, loss_cls: 4.8884, loss: 4.8884, grad_norm: 0.5151 2020-09-28 00:28:18,539 - mmaction - INFO - Epoch [2][140/627] lr: 6.000e-01, eta: 2 days, 4:13:41, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.0766, top5_acc: 0.2154, loss_cls: 4.8296, loss: 4.8296, grad_norm: 0.5207 2020-09-28 00:28:41,161 - mmaction - INFO - Epoch [2][160/627] lr: 6.000e-01, eta: 2 days, 4:10:02, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.0727, top5_acc: 0.2092, loss_cls: 4.8343, loss: 4.8343, grad_norm: 0.5296 2020-09-28 00:29:04,095 - mmaction - INFO - Epoch [2][180/627] lr: 6.000e-01, eta: 2 days, 4:07:50, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.0730, top5_acc: 0.2099, loss_cls: 4.8596, loss: 4.8596, grad_norm: 0.5178 2020-09-28 00:29:26,580 - mmaction - INFO - Epoch [2][200/627] lr: 6.000e-01, eta: 2 days, 4:04:10, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.0816, top5_acc: 0.2165, loss_cls: 4.8277, loss: 4.8277, grad_norm: 0.5349 2020-09-28 00:29:48,795 - mmaction - INFO - Epoch [2][220/627] lr: 6.000e-01, eta: 2 days, 3:59:42, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.0776, top5_acc: 0.2232, loss_cls: 4.8139, loss: 4.8139, grad_norm: 0.5238 2020-09-28 00:30:10,750 - mmaction - INFO - Epoch [2][240/627] lr: 6.000e-01, eta: 2 days, 3:54:48, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.0775, top5_acc: 0.2206, loss_cls: 4.8046, loss: 4.8046, grad_norm: 0.5292 2020-09-28 00:30:32,371 - mmaction - INFO - Epoch [2][260/627] lr: 6.000e-01, eta: 2 days, 3:49:05, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.0798, top5_acc: 0.2234, loss_cls: 4.7832, loss: 4.7832, grad_norm: 0.5309 2020-09-28 00:30:53,885 - mmaction - INFO - Epoch [2][280/627] lr: 6.000e-01, eta: 2 days, 3:43:14, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.0814, top5_acc: 0.2240, loss_cls: 4.7622, loss: 4.7622, grad_norm: 0.5351 2020-09-28 00:31:16,622 - mmaction - INFO - Epoch [2][300/627] lr: 6.000e-01, eta: 2 days, 3:41:02, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.0854, top5_acc: 0.2286, loss_cls: 4.7445, loss: 4.7445, grad_norm: 0.5526 2020-09-28 00:31:38,130 - mmaction - INFO - Epoch [2][320/627] lr: 6.000e-01, eta: 2 days, 3:35:41, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.0858, top5_acc: 0.2293, loss_cls: 4.7666, loss: 4.7666, grad_norm: 0.5397 2020-09-28 00:32:00,518 - mmaction - INFO - Epoch [2][340/627] lr: 6.000e-01, eta: 2 days, 3:32:47, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.0810, top5_acc: 0.2346, loss_cls: 4.7414, loss: 4.7414, grad_norm: 0.5431 2020-09-28 00:32:22,776 - mmaction - INFO - Epoch [2][360/627] lr: 6.000e-01, eta: 2 days, 3:29:43, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.0839, top5_acc: 0.2342, loss_cls: 4.7502, loss: 4.7502, grad_norm: 0.5327 2020-09-28 00:32:44,714 - mmaction - INFO - Epoch [2][380/627] lr: 6.000e-01, eta: 2 days, 3:25:50, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.0866, top5_acc: 0.2368, loss_cls: 4.7299, loss: 4.7299, grad_norm: 0.5538 2020-09-28 00:33:06,435 - mmaction - INFO - Epoch [2][400/627] lr: 6.000e-01, eta: 2 days, 3:21:35, time: 1.086, data_time: 0.049, memory: 8472, top1_acc: 0.0871, top5_acc: 0.2389, loss_cls: 4.7266, loss: 4.7266, grad_norm: 0.5361 2020-09-28 00:33:29,082 - mmaction - INFO - Epoch [2][420/627] lr: 6.000e-01, eta: 2 days, 3:19:43, time: 1.130, data_time: 0.016, memory: 8472, top1_acc: 0.0824, top5_acc: 0.2413, loss_cls: 4.7293, loss: 4.7293, grad_norm: 0.5408 2020-09-28 00:33:50,512 - mmaction - INFO - Epoch [2][440/627] lr: 6.000e-01, eta: 2 days, 3:15:08, time: 1.074, data_time: 0.005, memory: 8472, top1_acc: 0.0878, top5_acc: 0.2430, loss_cls: 4.6886, loss: 4.6886, grad_norm: 0.5505 2020-09-28 00:34:11,838 - mmaction - INFO - Epoch [2][460/627] lr: 6.000e-01, eta: 2 days, 3:10:13, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.0902, top5_acc: 0.2478, loss_cls: 4.6832, loss: 4.6832, grad_norm: 0.5554 2020-09-28 00:34:34,265 - mmaction - INFO - Epoch [2][480/627] lr: 6.000e-01, eta: 2 days, 3:08:17, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.0835, top5_acc: 0.2406, loss_cls: 4.6900, loss: 4.6900, grad_norm: 0.5514 2020-09-28 00:34:55,780 - mmaction - INFO - Epoch [2][500/627] lr: 6.000e-01, eta: 2 days, 3:04:10, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.0935, top5_acc: 0.2582, loss_cls: 4.6556, loss: 4.6556, grad_norm: 0.5595 2020-09-28 00:35:18,606 - mmaction - INFO - Epoch [2][520/627] lr: 6.000e-01, eta: 2 days, 3:03:11, time: 1.141, data_time: 0.071, memory: 8472, top1_acc: 0.1017, top5_acc: 0.2551, loss_cls: 4.6711, loss: 4.6711, grad_norm: 0.5571 2020-09-28 00:35:41,025 - mmaction - INFO - Epoch [2][540/627] lr: 6.000e-01, eta: 2 days, 3:01:21, time: 1.121, data_time: 0.162, memory: 8472, top1_acc: 0.0978, top5_acc: 0.2500, loss_cls: 4.6747, loss: 4.6747, grad_norm: 0.5558 2020-09-28 00:36:03,746 - mmaction - INFO - Epoch [2][560/627] lr: 6.000e-01, eta: 2 days, 3:00:13, time: 1.136, data_time: 0.174, memory: 8472, top1_acc: 0.0978, top5_acc: 0.2693, loss_cls: 4.6043, loss: 4.6043, grad_norm: 0.5636 2020-09-28 00:36:27,035 - mmaction - INFO - Epoch [2][580/627] lr: 6.000e-01, eta: 2 days, 3:00:18, time: 1.163, data_time: 0.209, memory: 8472, top1_acc: 0.0974, top5_acc: 0.2591, loss_cls: 4.6328, loss: 4.6328, grad_norm: 0.5749 2020-09-28 00:36:47,061 - mmaction - INFO - Epoch [2][600/627] lr: 6.000e-01, eta: 2 days, 2:53:23, time: 1.002, data_time: 0.051, memory: 8472, top1_acc: 0.0979, top5_acc: 0.2592, loss_cls: 4.6084, loss: 4.6084, grad_norm: 0.5825 2020-09-28 00:37:09,186 - mmaction - INFO - Epoch [2][620/627] lr: 6.000e-01, eta: 2 days, 2:51:05, time: 1.105, data_time: 0.010, memory: 8472, top1_acc: 0.0879, top5_acc: 0.2471, loss_cls: 4.6483, loss: 4.6483, grad_norm: 0.5727 2020-09-28 00:38:09,032 - mmaction - INFO - Epoch [3][20/627] lr: 5.999e-01, eta: 2 days, 3:35:47, time: 2.637, data_time: 1.319, memory: 8472, top1_acc: 0.0945, top5_acc: 0.2599, loss_cls: 4.6285, loss: 4.6285, grad_norm: 0.5778 2020-09-28 00:38:32,268 - mmaction - INFO - Epoch [3][40/627] lr: 5.999e-01, eta: 2 days, 3:35:09, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.1022, top5_acc: 0.2754, loss_cls: 4.5759, loss: 4.5759, grad_norm: 0.5854 2020-09-28 00:38:54,320 - mmaction - INFO - Epoch [3][60/627] lr: 5.999e-01, eta: 2 days, 3:32:09, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.0993, top5_acc: 0.2656, loss_cls: 4.5728, loss: 4.5728, grad_norm: 0.5771 2020-09-28 00:39:15,926 - mmaction - INFO - Epoch [3][80/627] lr: 5.999e-01, eta: 2 days, 3:28:23, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.0979, top5_acc: 0.2650, loss_cls: 4.5806, loss: 4.5806, grad_norm: 0.5755 2020-09-28 00:39:39,173 - mmaction - INFO - Epoch [3][100/627] lr: 5.999e-01, eta: 2 days, 3:27:57, time: 1.163, data_time: 0.003, memory: 8472, top1_acc: 0.1021, top5_acc: 0.2743, loss_cls: 4.5440, loss: 4.5440, grad_norm: 0.5868 2020-09-28 00:40:01,569 - mmaction - INFO - Epoch [3][120/627] lr: 5.999e-01, eta: 2 days, 3:25:50, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.1057, top5_acc: 0.2784, loss_cls: 4.5569, loss: 4.5569, grad_norm: 0.5958 2020-09-28 00:40:22,667 - mmaction - INFO - Epoch [3][140/627] lr: 5.999e-01, eta: 2 days, 3:21:20, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.1064, top5_acc: 0.2824, loss_cls: 4.5447, loss: 4.5447, grad_norm: 0.5837 2020-09-28 00:40:44,176 - mmaction - INFO - Epoch [3][160/627] lr: 5.999e-01, eta: 2 days, 3:17:43, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.1118, top5_acc: 0.2892, loss_cls: 4.5182, loss: 4.5182, grad_norm: 0.5782 2020-09-28 00:41:06,558 - mmaction - INFO - Epoch [3][180/627] lr: 5.999e-01, eta: 2 days, 3:15:47, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.1124, top5_acc: 0.2823, loss_cls: 4.4866, loss: 4.4866, grad_norm: 0.5998 2020-09-28 00:41:29,001 - mmaction - INFO - Epoch [3][200/627] lr: 5.999e-01, eta: 2 days, 3:13:56, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.1105, top5_acc: 0.2853, loss_cls: 4.5417, loss: 4.5417, grad_norm: 0.5853 2020-09-28 00:41:51,211 - mmaction - INFO - Epoch [3][220/627] lr: 5.999e-01, eta: 2 days, 3:11:50, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.1118, top5_acc: 0.2885, loss_cls: 4.5011, loss: 4.5011, grad_norm: 0.6023 2020-09-28 00:42:13,062 - mmaction - INFO - Epoch [3][240/627] lr: 5.999e-01, eta: 2 days, 3:09:07, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.1098, top5_acc: 0.2826, loss_cls: 4.5086, loss: 4.5086, grad_norm: 0.5945 2020-09-28 00:42:34,946 - mmaction - INFO - Epoch [3][260/627] lr: 5.999e-01, eta: 2 days, 3:06:29, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.1126, top5_acc: 0.2975, loss_cls: 4.4789, loss: 4.4789, grad_norm: 0.6054 2020-09-28 00:42:56,590 - mmaction - INFO - Epoch [3][280/627] lr: 5.999e-01, eta: 2 days, 3:03:33, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.1177, top5_acc: 0.2970, loss_cls: 4.4654, loss: 4.4654, grad_norm: 0.5881 2020-09-28 00:43:18,897 - mmaction - INFO - Epoch [3][300/627] lr: 5.999e-01, eta: 2 days, 3:01:44, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.1219, top5_acc: 0.3049, loss_cls: 4.4158, loss: 4.4158, grad_norm: 0.6052 2020-09-28 00:43:41,133 - mmaction - INFO - Epoch [3][320/627] lr: 5.999e-01, eta: 2 days, 2:59:52, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.1117, top5_acc: 0.3017, loss_cls: 4.4366, loss: 4.4366, grad_norm: 0.6292 2020-09-28 00:44:03,498 - mmaction - INFO - Epoch [3][340/627] lr: 5.999e-01, eta: 2 days, 2:58:17, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.1085, top5_acc: 0.2822, loss_cls: 4.5026, loss: 4.5026, grad_norm: 0.6021 2020-09-28 00:44:25,249 - mmaction - INFO - Epoch [3][360/627] lr: 5.999e-01, eta: 2 days, 2:55:42, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.1165, top5_acc: 0.3010, loss_cls: 4.4657, loss: 4.4657, grad_norm: 0.6146 2020-09-28 00:44:47,181 - mmaction - INFO - Epoch [3][380/627] lr: 5.999e-01, eta: 2 days, 2:53:26, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.1185, top5_acc: 0.2975, loss_cls: 4.4534, loss: 4.4534, grad_norm: 0.6033 2020-09-28 00:45:09,135 - mmaction - INFO - Epoch [3][400/627] lr: 5.999e-01, eta: 2 days, 2:51:15, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.1208, top5_acc: 0.3033, loss_cls: 4.4018, loss: 4.4018, grad_norm: 0.6125 2020-09-28 00:45:31,222 - mmaction - INFO - Epoch [3][420/627] lr: 5.999e-01, eta: 2 days, 2:49:21, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.1238, top5_acc: 0.3030, loss_cls: 4.4189, loss: 4.4189, grad_norm: 0.6170 2020-09-28 00:45:54,234 - mmaction - INFO - Epoch [3][440/627] lr: 5.999e-01, eta: 2 days, 2:48:58, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.1232, top5_acc: 0.3044, loss_cls: 4.3930, loss: 4.3930, grad_norm: 0.6272 2020-09-28 00:46:15,635 - mmaction - INFO - Epoch [3][460/627] lr: 5.999e-01, eta: 2 days, 2:46:02, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.1228, top5_acc: 0.3081, loss_cls: 4.4020, loss: 4.4020, grad_norm: 0.6007 2020-09-28 00:46:36,973 - mmaction - INFO - Epoch [3][480/627] lr: 5.999e-01, eta: 2 days, 2:43:06, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.1264, top5_acc: 0.3143, loss_cls: 4.3873, loss: 4.3873, grad_norm: 0.6369 2020-09-28 00:46:58,439 - mmaction - INFO - Epoch [3][500/627] lr: 5.999e-01, eta: 2 days, 2:40:21, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.1245, top5_acc: 0.3057, loss_cls: 4.4182, loss: 4.4182, grad_norm: 0.6280 2020-09-28 00:47:20,953 - mmaction - INFO - Epoch [3][520/627] lr: 5.999e-01, eta: 2 days, 2:39:16, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.1296, top5_acc: 0.3161, loss_cls: 4.3633, loss: 4.3633, grad_norm: 0.6254 2020-09-28 00:47:43,369 - mmaction - INFO - Epoch [3][540/627] lr: 5.999e-01, eta: 2 days, 2:38:05, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.1283, top5_acc: 0.3126, loss_cls: 4.3709, loss: 4.3709, grad_norm: 0.6290 2020-09-28 00:48:06,197 - mmaction - INFO - Epoch [3][560/627] lr: 5.999e-01, eta: 2 days, 2:37:31, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.1234, top5_acc: 0.3073, loss_cls: 4.4112, loss: 4.4112, grad_norm: 0.6117 2020-09-28 00:48:28,183 - mmaction - INFO - Epoch [3][580/627] lr: 5.999e-01, eta: 2 days, 2:35:42, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.1225, top5_acc: 0.3109, loss_cls: 4.3595, loss: 4.3595, grad_norm: 0.6238 2020-09-28 00:48:50,454 - mmaction - INFO - Epoch [3][600/627] lr: 5.999e-01, eta: 2 days, 2:34:22, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.1367, top5_acc: 0.3326, loss_cls: 4.3087, loss: 4.3087, grad_norm: 0.6338 2020-09-28 00:49:12,991 - mmaction - INFO - Epoch [3][620/627] lr: 5.999e-01, eta: 2 days, 2:33:24, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.1353, top5_acc: 0.3255, loss_cls: 4.3213, loss: 4.3213, grad_norm: 0.6446 2020-09-28 00:50:13,289 - mmaction - INFO - Epoch [4][20/627] lr: 5.998e-01, eta: 2 days, 3:04:05, time: 2.670, data_time: 1.439, memory: 8472, top1_acc: 0.1250, top5_acc: 0.3194, loss_cls: 4.3395, loss: 4.3395, grad_norm: 0.6367 2020-09-28 00:50:35,462 - mmaction - INFO - Epoch [4][40/627] lr: 5.998e-01, eta: 2 days, 3:02:18, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.1328, top5_acc: 0.3204, loss_cls: 4.3268, loss: 4.3268, grad_norm: 0.6355 2020-09-28 00:50:57,538 - mmaction - INFO - Epoch [4][60/627] lr: 5.998e-01, eta: 2 days, 3:00:26, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.1401, top5_acc: 0.3320, loss_cls: 4.2801, loss: 4.2801, grad_norm: 0.6439 2020-09-28 00:51:20,474 - mmaction - INFO - Epoch [4][80/627] lr: 5.998e-01, eta: 2 days, 2:59:42, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.1332, top5_acc: 0.3297, loss_cls: 4.2943, loss: 4.2943, grad_norm: 0.6671 2020-09-28 00:51:42,730 - mmaction - INFO - Epoch [4][100/627] lr: 5.998e-01, eta: 2 days, 2:58:08, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.1290, top5_acc: 0.3228, loss_cls: 4.3309, loss: 4.3309, grad_norm: 0.6363 2020-09-28 00:52:04,835 - mmaction - INFO - Epoch [4][120/627] lr: 5.998e-01, eta: 2 days, 2:56:22, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.1423, top5_acc: 0.3430, loss_cls: 4.2547, loss: 4.2547, grad_norm: 0.6593 2020-09-28 00:52:26,741 - mmaction - INFO - Epoch [4][140/627] lr: 5.998e-01, eta: 2 days, 2:54:22, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.1277, top5_acc: 0.3262, loss_cls: 4.3355, loss: 4.3355, grad_norm: 0.6391 2020-09-28 00:52:48,769 - mmaction - INFO - Epoch [4][160/627] lr: 5.998e-01, eta: 2 days, 2:52:36, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.1294, top5_acc: 0.3301, loss_cls: 4.3010, loss: 4.3010, grad_norm: 0.6597 2020-09-28 00:53:10,468 - mmaction - INFO - Epoch [4][180/627] lr: 5.998e-01, eta: 2 days, 2:50:21, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.1406, top5_acc: 0.3368, loss_cls: 4.2925, loss: 4.2925, grad_norm: 0.6410 2020-09-28 00:53:33,378 - mmaction - INFO - Epoch [4][200/627] lr: 5.998e-01, eta: 2 days, 2:49:44, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.1422, top5_acc: 0.3354, loss_cls: 4.2712, loss: 4.2712, grad_norm: 0.6531 2020-09-28 00:53:54,090 - mmaction - INFO - Epoch [4][220/627] lr: 5.998e-01, eta: 2 days, 2:46:20, time: 1.035, data_time: 0.003, memory: 8472, top1_acc: 0.1383, top5_acc: 0.3345, loss_cls: 4.2481, loss: 4.2481, grad_norm: 0.6474 2020-09-28 00:54:17,001 - mmaction - INFO - Epoch [4][240/627] lr: 5.998e-01, eta: 2 days, 2:45:45, time: 1.146, data_time: 0.004, memory: 8472, top1_acc: 0.1457, top5_acc: 0.3406, loss_cls: 4.2523, loss: 4.2523, grad_norm: 0.6461 2020-09-28 00:54:38,688 - mmaction - INFO - Epoch [4][260/627] lr: 5.998e-01, eta: 2 days, 2:43:42, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.1385, top5_acc: 0.3301, loss_cls: 4.2825, loss: 4.2825, grad_norm: 0.6512 2020-09-28 00:55:00,871 - mmaction - INFO - Epoch [4][280/627] lr: 5.998e-01, eta: 2 days, 2:42:13, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.1461, top5_acc: 0.3395, loss_cls: 4.2595, loss: 4.2595, grad_norm: 0.6551 2020-09-28 00:55:23,569 - mmaction - INFO - Epoch [4][300/627] lr: 5.998e-01, eta: 2 days, 2:41:24, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.1428, top5_acc: 0.3402, loss_cls: 4.2521, loss: 4.2521, grad_norm: 0.6655 2020-09-28 00:55:44,750 - mmaction - INFO - Epoch [4][320/627] lr: 5.998e-01, eta: 2 days, 2:38:47, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.1400, top5_acc: 0.3331, loss_cls: 4.2788, loss: 4.2788, grad_norm: 0.6456 2020-09-28 00:56:05,936 - mmaction - INFO - Epoch [4][340/627] lr: 5.998e-01, eta: 2 days, 2:36:12, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.1427, top5_acc: 0.3366, loss_cls: 4.2621, loss: 4.2621, grad_norm: 0.6591 2020-09-28 00:56:29,397 - mmaction - INFO - Epoch [4][360/627] lr: 5.998e-01, eta: 2 days, 2:36:21, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.1413, top5_acc: 0.3396, loss_cls: 4.2391, loss: 4.2391, grad_norm: 0.6525 2020-09-28 00:56:50,547 - mmaction - INFO - Epoch [4][380/627] lr: 5.998e-01, eta: 2 days, 2:33:44, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.1435, top5_acc: 0.3414, loss_cls: 4.2600, loss: 4.2600, grad_norm: 0.6632 2020-09-28 00:57:13,119 - mmaction - INFO - Epoch [4][400/627] lr: 5.998e-01, eta: 2 days, 2:32:54, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.1427, top5_acc: 0.3432, loss_cls: 4.2474, loss: 4.2474, grad_norm: 0.6566 2020-09-28 00:57:35,011 - mmaction - INFO - Epoch [4][420/627] lr: 5.998e-01, eta: 2 days, 2:31:13, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.1423, top5_acc: 0.3464, loss_cls: 4.2514, loss: 4.2514, grad_norm: 0.6650 2020-09-28 00:57:57,179 - mmaction - INFO - Epoch [4][440/627] lr: 5.998e-01, eta: 2 days, 2:29:56, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.1464, top5_acc: 0.3495, loss_cls: 4.2270, loss: 4.2270, grad_norm: 0.6632 2020-09-28 00:58:18,462 - mmaction - INFO - Epoch [4][460/627] lr: 5.998e-01, eta: 2 days, 2:27:37, time: 1.063, data_time: 0.001, memory: 8472, top1_acc: 0.1449, top5_acc: 0.3462, loss_cls: 4.2183, loss: 4.2183, grad_norm: 0.6737 2020-09-28 00:58:41,137 - mmaction - INFO - Epoch [4][480/627] lr: 5.998e-01, eta: 2 days, 2:26:53, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.1426, top5_acc: 0.3500, loss_cls: 4.2129, loss: 4.2129, grad_norm: 0.6648 2020-09-28 00:59:02,218 - mmaction - INFO - Epoch [4][500/627] lr: 5.998e-01, eta: 2 days, 2:24:24, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.1439, top5_acc: 0.3553, loss_cls: 4.1948, loss: 4.1948, grad_norm: 0.6594 2020-09-28 00:59:24,643 - mmaction - INFO - Epoch [4][520/627] lr: 5.998e-01, eta: 2 days, 2:23:26, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.1464, top5_acc: 0.3453, loss_cls: 4.2170, loss: 4.2170, grad_norm: 0.6729 2020-09-28 00:59:47,940 - mmaction - INFO - Epoch [4][540/627] lr: 5.998e-01, eta: 2 days, 2:23:26, time: 1.165, data_time: 0.003, memory: 8472, top1_acc: 0.1428, top5_acc: 0.3462, loss_cls: 4.2241, loss: 4.2241, grad_norm: 0.6611 2020-09-28 01:00:11,252 - mmaction - INFO - Epoch [4][560/627] lr: 5.998e-01, eta: 2 days, 2:23:28, time: 1.167, data_time: 0.004, memory: 8472, top1_acc: 0.1486, top5_acc: 0.3552, loss_cls: 4.2012, loss: 4.2012, grad_norm: 0.6726 2020-09-28 01:00:33,960 - mmaction - INFO - Epoch [4][580/627] lr: 5.998e-01, eta: 2 days, 2:22:51, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.1497, top5_acc: 0.3408, loss_cls: 4.2178, loss: 4.2178, grad_norm: 0.6592 2020-09-28 01:00:54,557 - mmaction - INFO - Epoch [4][600/627] lr: 5.998e-01, eta: 2 days, 2:19:56, time: 1.028, data_time: 0.001, memory: 8472, top1_acc: 0.1462, top5_acc: 0.3523, loss_cls: 4.1967, loss: 4.1967, grad_norm: 0.6652 2020-09-28 01:01:16,884 - mmaction - INFO - Epoch [4][620/627] lr: 5.998e-01, eta: 2 days, 2:18:54, time: 1.116, data_time: 0.056, memory: 8472, top1_acc: 0.1501, top5_acc: 0.3523, loss_cls: 4.1990, loss: 4.1990, grad_norm: 0.6746 2020-09-28 01:01:24,956 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-28 01:02:20,575 - mmaction - INFO - Epoch [5][20/627] lr: 5.996e-01, eta: 2 days, 2:43:38, time: 2.759, data_time: 1.436, memory: 8472, top1_acc: 0.1513, top5_acc: 0.3557, loss_cls: 4.1953, loss: 4.1953, grad_norm: 0.6879 2020-09-28 01:02:42,632 - mmaction - INFO - Epoch [5][40/627] lr: 5.996e-01, eta: 2 days, 2:42:05, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.1587, top5_acc: 0.3598, loss_cls: 4.1659, loss: 4.1659, grad_norm: 0.6570 2020-09-28 01:03:03,716 - mmaction - INFO - Epoch [5][60/627] lr: 5.996e-01, eta: 2 days, 2:39:39, time: 1.056, data_time: 0.005, memory: 8472, top1_acc: 0.1513, top5_acc: 0.3564, loss_cls: 4.1643, loss: 4.1643, grad_norm: 0.6802 2020-09-28 01:03:26,496 - mmaction - INFO - Epoch [5][80/627] lr: 5.996e-01, eta: 2 days, 2:38:56, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.1546, top5_acc: 0.3589, loss_cls: 4.1435, loss: 4.1435, grad_norm: 0.6812 2020-09-28 01:03:47,338 - mmaction - INFO - Epoch [5][100/627] lr: 5.996e-01, eta: 2 days, 2:36:16, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.1513, top5_acc: 0.3570, loss_cls: 4.1958, loss: 4.1958, grad_norm: 0.6774 2020-09-28 01:04:10,611 - mmaction - INFO - Epoch [5][120/627] lr: 5.996e-01, eta: 2 days, 2:36:06, time: 1.165, data_time: 0.004, memory: 8472, top1_acc: 0.1595, top5_acc: 0.3703, loss_cls: 4.1244, loss: 4.1244, grad_norm: 0.6819 2020-09-28 01:04:32,525 - mmaction - INFO - Epoch [5][140/627] lr: 5.996e-01, eta: 2 days, 2:34:35, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.1605, top5_acc: 0.3693, loss_cls: 4.1301, loss: 4.1301, grad_norm: 0.6868 2020-09-28 01:04:54,070 - mmaction - INFO - Epoch [5][160/627] lr: 5.996e-01, eta: 2 days, 2:32:39, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.1553, top5_acc: 0.3671, loss_cls: 4.1465, loss: 4.1465, grad_norm: 0.6883 2020-09-28 01:05:16,533 - mmaction - INFO - Epoch [5][180/627] lr: 5.996e-01, eta: 2 days, 2:31:41, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.1536, top5_acc: 0.3542, loss_cls: 4.1785, loss: 4.1785, grad_norm: 0.6763 2020-09-28 01:05:39,755 - mmaction - INFO - Epoch [5][200/627] lr: 5.996e-01, eta: 2 days, 2:31:31, time: 1.164, data_time: 0.005, memory: 8472, top1_acc: 0.1585, top5_acc: 0.3689, loss_cls: 4.1365, loss: 4.1365, grad_norm: 0.6835 2020-09-28 01:06:01,052 - mmaction - INFO - Epoch [5][220/627] lr: 5.996e-01, eta: 2 days, 2:29:24, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.1585, top5_acc: 0.3714, loss_cls: 4.1232, loss: 4.1232, grad_norm: 0.6766 2020-09-28 01:06:22,898 - mmaction - INFO - Epoch [5][240/627] lr: 5.996e-01, eta: 2 days, 2:27:53, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.1553, top5_acc: 0.3572, loss_cls: 4.1328, loss: 4.1328, grad_norm: 0.7046 2020-09-28 01:06:45,676 - mmaction - INFO - Epoch [5][260/627] lr: 5.996e-01, eta: 2 days, 2:27:17, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.1577, top5_acc: 0.3712, loss_cls: 4.1291, loss: 4.1291, grad_norm: 0.6892 2020-09-28 01:07:07,209 - mmaction - INFO - Epoch [5][280/627] lr: 5.996e-01, eta: 2 days, 2:25:30, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.1570, top5_acc: 0.3741, loss_cls: 4.1120, loss: 4.1120, grad_norm: 0.6805 2020-09-28 01:07:28,680 - mmaction - INFO - Epoch [5][300/627] lr: 5.996e-01, eta: 2 days, 2:23:39, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.1560, top5_acc: 0.3608, loss_cls: 4.1451, loss: 4.1451, grad_norm: 0.6826 2020-09-28 01:07:51,381 - mmaction - INFO - Epoch [5][320/627] lr: 5.996e-01, eta: 2 days, 2:22:58, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.1568, top5_acc: 0.3768, loss_cls: 4.0860, loss: 4.0860, grad_norm: 0.7080 2020-09-28 01:08:12,661 - mmaction - INFO - Epoch [5][340/627] lr: 5.996e-01, eta: 2 days, 2:21:01, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.1602, top5_acc: 0.3677, loss_cls: 4.1352, loss: 4.1352, grad_norm: 0.6938 2020-09-28 01:08:34,362 - mmaction - INFO - Epoch [5][360/627] lr: 5.996e-01, eta: 2 days, 2:19:25, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.1586, top5_acc: 0.3667, loss_cls: 4.1410, loss: 4.1410, grad_norm: 0.6813 2020-09-28 01:08:56,432 - mmaction - INFO - Epoch [5][380/627] lr: 5.996e-01, eta: 2 days, 2:18:14, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.1583, top5_acc: 0.3796, loss_cls: 4.0877, loss: 4.0877, grad_norm: 0.6975 2020-09-28 01:09:19,317 - mmaction - INFO - Epoch [5][400/627] lr: 5.996e-01, eta: 2 days, 2:17:47, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.1581, top5_acc: 0.3779, loss_cls: 4.1198, loss: 4.1198, grad_norm: 0.6887 2020-09-28 01:09:41,656 - mmaction - INFO - Epoch [5][420/627] lr: 5.996e-01, eta: 2 days, 2:16:48, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.1634, top5_acc: 0.3788, loss_cls: 4.0949, loss: 4.0949, grad_norm: 0.7106 2020-09-28 01:10:03,345 - mmaction - INFO - Epoch [5][440/627] lr: 5.996e-01, eta: 2 days, 2:15:16, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.1661, top5_acc: 0.3768, loss_cls: 4.0777, loss: 4.0777, grad_norm: 0.6961 2020-09-28 01:10:25,676 - mmaction - INFO - Epoch [5][460/627] lr: 5.996e-01, eta: 2 days, 2:14:21, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.1658, top5_acc: 0.3721, loss_cls: 4.0873, loss: 4.0873, grad_norm: 0.6974 2020-09-28 01:10:47,561 - mmaction - INFO - Epoch [5][480/627] lr: 5.996e-01, eta: 2 days, 2:12:58, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.1612, top5_acc: 0.3768, loss_cls: 4.1107, loss: 4.1107, grad_norm: 0.6807 2020-09-28 01:11:09,571 - mmaction - INFO - Epoch [5][500/627] lr: 5.996e-01, eta: 2 days, 2:11:47, time: 1.101, data_time: 0.005, memory: 8472, top1_acc: 0.1645, top5_acc: 0.3686, loss_cls: 4.1036, loss: 4.1036, grad_norm: 0.6883 2020-09-28 01:11:31,885 - mmaction - INFO - Epoch [5][520/627] lr: 5.996e-01, eta: 2 days, 2:10:52, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.1634, top5_acc: 0.3807, loss_cls: 4.0801, loss: 4.0801, grad_norm: 0.7042 2020-09-28 01:11:54,587 - mmaction - INFO - Epoch [5][540/627] lr: 5.996e-01, eta: 2 days, 2:10:16, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.1691, top5_acc: 0.3695, loss_cls: 4.1149, loss: 4.1149, grad_norm: 0.6869 2020-09-28 01:12:17,010 - mmaction - INFO - Epoch [5][560/627] lr: 5.996e-01, eta: 2 days, 2:09:28, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.1695, top5_acc: 0.3837, loss_cls: 4.0533, loss: 4.0533, grad_norm: 0.7009 2020-09-28 01:12:38,807 - mmaction - INFO - Epoch [5][580/627] lr: 5.996e-01, eta: 2 days, 2:08:06, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.1690, top5_acc: 0.3819, loss_cls: 4.0770, loss: 4.0770, grad_norm: 0.6944 2020-09-28 01:13:00,197 - mmaction - INFO - Epoch [5][600/627] lr: 5.996e-01, eta: 2 days, 2:06:24, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.1602, top5_acc: 0.3790, loss_cls: 4.0748, loss: 4.0748, grad_norm: 0.7198 2020-09-28 01:13:22,498 - mmaction - INFO - Epoch [5][620/627] lr: 5.996e-01, eta: 2 days, 2:05:29, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.1599, top5_acc: 0.3707, loss_cls: 4.1008, loss: 4.1008, grad_norm: 0.6994 2020-09-28 01:14:50,670 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 01:14:51,406 - mmaction - INFO - top1_acc 0.1668 top5_acc 0.3838 2020-09-28 01:14:51,406 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 01:14:51,468 - mmaction - INFO - mean_acc 0.1666 2020-09-28 01:14:51,469 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-09-28 01:14:51,491 - mmaction - INFO - Epoch(val) [5][627] top1_acc: 0.1668, top5_acc: 0.3838, mean_class_accuracy: 0.1666 2020-09-28 01:15:42,099 - mmaction - INFO - Epoch [6][20/627] lr: 5.994e-01, eta: 2 days, 2:21:16, time: 2.528, data_time: 1.380, memory: 8472, top1_acc: 0.1650, top5_acc: 0.3758, loss_cls: 4.1053, loss: 4.1053, grad_norm: 0.7007 2020-09-28 01:16:04,607 - mmaction - INFO - Epoch [6][40/627] lr: 5.994e-01, eta: 2 days, 2:20:27, time: 1.126, data_time: 0.005, memory: 8472, top1_acc: 0.1685, top5_acc: 0.3792, loss_cls: 4.0768, loss: 4.0768, grad_norm: 0.6948 2020-09-28 01:16:27,089 - mmaction - INFO - Epoch [6][60/627] lr: 5.994e-01, eta: 2 days, 2:19:36, time: 1.123, data_time: 0.077, memory: 8472, top1_acc: 0.1701, top5_acc: 0.3786, loss_cls: 4.0368, loss: 4.0368, grad_norm: 0.7003 2020-09-28 01:16:48,693 - mmaction - INFO - Epoch [6][80/627] lr: 5.994e-01, eta: 2 days, 2:18:04, time: 1.081, data_time: 0.058, memory: 8472, top1_acc: 0.1734, top5_acc: 0.3956, loss_cls: 4.0229, loss: 4.0229, grad_norm: 0.7263 2020-09-28 01:17:11,203 - mmaction - INFO - Epoch [6][100/627] lr: 5.994e-01, eta: 2 days, 2:17:17, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.1770, top5_acc: 0.3965, loss_cls: 4.0124, loss: 4.0124, grad_norm: 0.7055 2020-09-28 01:17:33,436 - mmaction - INFO - Epoch [6][120/627] lr: 5.994e-01, eta: 2 days, 2:16:15, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.1710, top5_acc: 0.3888, loss_cls: 4.0415, loss: 4.0415, grad_norm: 0.7205 2020-09-28 01:17:55,438 - mmaction - INFO - Epoch [6][140/627] lr: 5.994e-01, eta: 2 days, 2:15:03, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.1646, top5_acc: 0.3766, loss_cls: 4.0488, loss: 4.0488, grad_norm: 0.7102 2020-09-28 01:18:17,127 - mmaction - INFO - Epoch [6][160/627] lr: 5.994e-01, eta: 2 days, 2:13:37, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.1699, top5_acc: 0.3814, loss_cls: 4.0414, loss: 4.0414, grad_norm: 0.7093 2020-09-28 01:18:38,996 - mmaction - INFO - Epoch [6][180/627] lr: 5.994e-01, eta: 2 days, 2:12:20, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.1826, top5_acc: 0.3973, loss_cls: 3.9960, loss: 3.9960, grad_norm: 0.7060 2020-09-28 01:19:01,852 - mmaction - INFO - Epoch [6][200/627] lr: 5.994e-01, eta: 2 days, 2:11:51, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.1723, top5_acc: 0.3940, loss_cls: 4.0117, loss: 4.0117, grad_norm: 0.7276 2020-09-28 01:19:24,076 - mmaction - INFO - Epoch [6][220/627] lr: 5.994e-01, eta: 2 days, 2:10:50, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.1771, top5_acc: 0.3908, loss_cls: 4.0362, loss: 4.0362, grad_norm: 0.6924 2020-09-28 01:19:45,493 - mmaction - INFO - Epoch [6][240/627] lr: 5.994e-01, eta: 2 days, 2:09:14, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.1779, top5_acc: 0.3940, loss_cls: 4.0026, loss: 4.0026, grad_norm: 0.7201 2020-09-28 01:20:08,480 - mmaction - INFO - Epoch [6][260/627] lr: 5.994e-01, eta: 2 days, 2:08:54, time: 1.152, data_time: 0.004, memory: 8472, top1_acc: 0.1706, top5_acc: 0.3852, loss_cls: 4.0354, loss: 4.0354, grad_norm: 0.7061 2020-09-28 01:20:29,326 - mmaction - INFO - Epoch [6][280/627] lr: 5.994e-01, eta: 2 days, 2:06:51, time: 1.041, data_time: 0.001, memory: 8472, top1_acc: 0.1697, top5_acc: 0.3875, loss_cls: 4.0288, loss: 4.0288, grad_norm: 0.7121 2020-09-28 01:20:50,773 - mmaction - INFO - Epoch [6][300/627] lr: 5.994e-01, eta: 2 days, 2:05:19, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.1747, top5_acc: 0.3895, loss_cls: 3.9967, loss: 3.9967, grad_norm: 0.7103 2020-09-28 01:21:13,813 - mmaction - INFO - Epoch [6][320/627] lr: 5.994e-01, eta: 2 days, 2:04:59, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.1819, top5_acc: 0.4009, loss_cls: 3.9809, loss: 3.9809, grad_norm: 0.7232 2020-09-28 01:21:35,400 - mmaction - INFO - Epoch [6][340/627] lr: 5.994e-01, eta: 2 days, 2:03:34, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.1814, top5_acc: 0.4056, loss_cls: 3.9937, loss: 3.9937, grad_norm: 0.7248 2020-09-28 01:21:58,075 - mmaction - INFO - Epoch [6][360/627] lr: 5.994e-01, eta: 2 days, 2:03:00, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.1842, top5_acc: 0.4073, loss_cls: 3.9587, loss: 3.9587, grad_norm: 0.7193 2020-09-28 01:22:20,017 - mmaction - INFO - Epoch [6][380/627] lr: 5.994e-01, eta: 2 days, 2:01:50, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.1715, top5_acc: 0.3995, loss_cls: 3.9949, loss: 3.9949, grad_norm: 0.7389 2020-09-28 01:22:41,029 - mmaction - INFO - Epoch [6][400/627] lr: 5.994e-01, eta: 2 days, 2:00:01, time: 1.051, data_time: 0.004, memory: 8472, top1_acc: 0.1691, top5_acc: 0.3874, loss_cls: 4.0544, loss: 4.0544, grad_norm: 0.7145 2020-09-28 01:23:04,466 - mmaction - INFO - Epoch [6][420/627] lr: 5.994e-01, eta: 2 days, 2:00:02, time: 1.174, data_time: 0.004, memory: 8472, top1_acc: 0.1773, top5_acc: 0.3891, loss_cls: 4.0234, loss: 4.0234, grad_norm: 0.7058 2020-09-28 01:23:27,116 - mmaction - INFO - Epoch [6][440/627] lr: 5.994e-01, eta: 2 days, 1:59:27, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.1736, top5_acc: 0.3960, loss_cls: 4.0226, loss: 4.0226, grad_norm: 0.7253 2020-09-28 01:23:48,949 - mmaction - INFO - Epoch [6][460/627] lr: 5.994e-01, eta: 2 days, 1:58:14, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.1764, top5_acc: 0.4042, loss_cls: 3.9533, loss: 3.9533, grad_norm: 0.7234 2020-09-28 01:24:10,200 - mmaction - INFO - Epoch [6][480/627] lr: 5.994e-01, eta: 2 days, 1:56:39, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.1777, top5_acc: 0.4008, loss_cls: 4.0009, loss: 4.0009, grad_norm: 0.7253 2020-09-28 01:24:32,577 - mmaction - INFO - Epoch [6][500/627] lr: 5.994e-01, eta: 2 days, 1:55:53, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.1740, top5_acc: 0.3975, loss_cls: 4.0110, loss: 4.0110, grad_norm: 0.7293 2020-09-28 01:24:54,934 - mmaction - INFO - Epoch [6][520/627] lr: 5.994e-01, eta: 2 days, 1:55:06, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.1741, top5_acc: 0.3922, loss_cls: 3.9989, loss: 3.9989, grad_norm: 0.7211 2020-09-28 01:25:16,303 - mmaction - INFO - Epoch [6][540/627] lr: 5.994e-01, eta: 2 days, 1:53:38, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.1781, top5_acc: 0.3964, loss_cls: 3.9743, loss: 3.9743, grad_norm: 0.7189 2020-09-28 01:25:38,410 - mmaction - INFO - Epoch [6][560/627] lr: 5.994e-01, eta: 2 days, 1:52:40, time: 1.104, data_time: 0.001, memory: 8472, top1_acc: 0.1792, top5_acc: 0.3986, loss_cls: 3.9847, loss: 3.9847, grad_norm: 0.7225 2020-09-28 01:26:00,318 - mmaction - INFO - Epoch [6][580/627] lr: 5.994e-01, eta: 2 days, 1:51:36, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.1823, top5_acc: 0.4035, loss_cls: 3.9661, loss: 3.9661, grad_norm: 0.7254 2020-09-28 01:26:21,981 - mmaction - INFO - Epoch [6][600/627] lr: 5.994e-01, eta: 2 days, 1:50:21, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.1902, top5_acc: 0.4099, loss_cls: 3.9456, loss: 3.9456, grad_norm: 0.7332 2020-09-28 01:26:44,600 - mmaction - INFO - Epoch [6][620/627] lr: 5.994e-01, eta: 2 days, 1:49:47, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.1694, top5_acc: 0.3945, loss_cls: 4.0411, loss: 4.0411, grad_norm: 0.7285 2020-09-28 01:27:43,427 - mmaction - INFO - Epoch [7][20/627] lr: 5.992e-01, eta: 2 days, 2:03:55, time: 2.605, data_time: 1.316, memory: 8472, top1_acc: 0.1762, top5_acc: 0.3940, loss_cls: 4.0005, loss: 4.0005, grad_norm: 0.7355 2020-09-28 01:28:05,374 - mmaction - INFO - Epoch [7][40/627] lr: 5.992e-01, eta: 2 days, 2:02:48, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.1829, top5_acc: 0.3978, loss_cls: 3.9861, loss: 3.9861, grad_norm: 0.7393 2020-09-28 01:28:27,696 - mmaction - INFO - Epoch [7][60/627] lr: 5.992e-01, eta: 2 days, 2:01:58, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.1794, top5_acc: 0.3995, loss_cls: 3.9700, loss: 3.9700, grad_norm: 0.7279 2020-09-28 01:28:50,441 - mmaction - INFO - Epoch [7][80/627] lr: 5.992e-01, eta: 2 days, 2:01:24, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.1924, top5_acc: 0.4148, loss_cls: 3.9263, loss: 3.9263, grad_norm: 0.7336 2020-09-28 01:29:11,387 - mmaction - INFO - Epoch [7][100/627] lr: 5.992e-01, eta: 2 days, 1:59:38, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.1888, top5_acc: 0.4089, loss_cls: 3.9572, loss: 3.9572, grad_norm: 0.7362 2020-09-28 01:29:34,713 - mmaction - INFO - Epoch [7][120/627] lr: 5.992e-01, eta: 2 days, 1:59:29, time: 1.166, data_time: 0.004, memory: 8472, top1_acc: 0.1818, top5_acc: 0.4016, loss_cls: 3.9708, loss: 3.9708, grad_norm: 0.7178 2020-09-28 01:29:55,191 - mmaction - INFO - Epoch [7][140/627] lr: 5.992e-01, eta: 2 days, 1:57:26, time: 1.025, data_time: 0.004, memory: 8472, top1_acc: 0.1848, top5_acc: 0.4010, loss_cls: 3.9467, loss: 3.9467, grad_norm: 0.7294 2020-09-28 01:30:17,729 - mmaction - INFO - Epoch [7][160/627] lr: 5.992e-01, eta: 2 days, 1:56:47, time: 1.129, data_time: 0.008, memory: 8472, top1_acc: 0.1898, top5_acc: 0.4116, loss_cls: 3.9438, loss: 3.9438, grad_norm: 0.7299 2020-09-28 01:30:40,652 - mmaction - INFO - Epoch [7][180/627] lr: 5.992e-01, eta: 2 days, 1:56:21, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.1883, top5_acc: 0.4118, loss_cls: 3.9366, loss: 3.9366, grad_norm: 0.7360 2020-09-28 01:31:03,230 - mmaction - INFO - Epoch [7][200/627] lr: 5.992e-01, eta: 2 days, 1:55:42, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.1829, top5_acc: 0.4053, loss_cls: 3.9408, loss: 3.9408, grad_norm: 0.7463 2020-09-28 01:31:25,477 - mmaction - INFO - Epoch [7][220/627] lr: 5.992e-01, eta: 2 days, 1:54:52, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.1917, top5_acc: 0.4168, loss_cls: 3.9168, loss: 3.9168, grad_norm: 0.7331 2020-09-28 01:31:47,225 - mmaction - INFO - Epoch [7][240/627] lr: 5.992e-01, eta: 2 days, 1:53:43, time: 1.088, data_time: 0.092, memory: 8472, top1_acc: 0.1863, top5_acc: 0.4068, loss_cls: 3.9463, loss: 3.9463, grad_norm: 0.7427 2020-09-28 01:32:10,024 - mmaction - INFO - Epoch [7][260/627] lr: 5.992e-01, eta: 2 days, 1:53:14, time: 1.140, data_time: 0.048, memory: 8472, top1_acc: 0.1862, top5_acc: 0.4030, loss_cls: 3.9658, loss: 3.9658, grad_norm: 0.7171 2020-09-28 01:32:31,174 - mmaction - INFO - Epoch [7][280/627] lr: 5.992e-01, eta: 2 days, 1:51:39, time: 1.055, data_time: 0.022, memory: 8472, top1_acc: 0.1878, top5_acc: 0.4076, loss_cls: 3.9543, loss: 3.9543, grad_norm: 0.7226 2020-09-28 01:32:53,904 - mmaction - INFO - Epoch [7][300/627] lr: 5.992e-01, eta: 2 days, 1:51:09, time: 1.137, data_time: 0.161, memory: 8472, top1_acc: 0.1866, top5_acc: 0.4038, loss_cls: 3.9291, loss: 3.9291, grad_norm: 0.7387 2020-09-28 01:33:15,715 - mmaction - INFO - Epoch [7][320/627] lr: 5.992e-01, eta: 2 days, 1:50:02, time: 1.090, data_time: 0.141, memory: 8472, top1_acc: 0.1868, top5_acc: 0.4124, loss_cls: 3.9216, loss: 3.9216, grad_norm: 0.7471 2020-09-28 01:33:38,875 - mmaction - INFO - Epoch [7][340/627] lr: 5.992e-01, eta: 2 days, 1:49:48, time: 1.159, data_time: 0.018, memory: 8472, top1_acc: 0.1954, top5_acc: 0.4167, loss_cls: 3.8879, loss: 3.8879, grad_norm: 0.7561 2020-09-28 01:34:00,747 - mmaction - INFO - Epoch [7][360/627] lr: 5.992e-01, eta: 2 days, 1:48:44, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.1827, top5_acc: 0.4040, loss_cls: 3.9436, loss: 3.9436, grad_norm: 0.7317 2020-09-28 01:34:22,402 - mmaction - INFO - Epoch [7][380/627] lr: 5.992e-01, eta: 2 days, 1:47:34, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.1911, top5_acc: 0.4112, loss_cls: 3.9415, loss: 3.9415, grad_norm: 0.7341 2020-09-28 01:34:45,191 - mmaction - INFO - Epoch [7][400/627] lr: 5.992e-01, eta: 2 days, 1:47:06, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.1872, top5_acc: 0.4137, loss_cls: 3.9224, loss: 3.9224, grad_norm: 0.7469 2020-09-28 01:35:06,157 - mmaction - INFO - Epoch [7][420/627] lr: 5.992e-01, eta: 2 days, 1:45:30, time: 1.048, data_time: 0.001, memory: 8472, top1_acc: 0.1848, top5_acc: 0.4089, loss_cls: 3.9339, loss: 3.9339, grad_norm: 0.7319 2020-09-28 01:35:29,325 - mmaction - INFO - Epoch [7][440/627] lr: 5.992e-01, eta: 2 days, 1:45:16, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.1889, top5_acc: 0.4155, loss_cls: 3.9028, loss: 3.9028, grad_norm: 0.7402 2020-09-28 01:35:53,151 - mmaction - INFO - Epoch [7][460/627] lr: 5.992e-01, eta: 2 days, 1:45:26, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.1962, top5_acc: 0.4296, loss_cls: 3.8749, loss: 3.8749, grad_norm: 0.7418 2020-09-28 01:36:15,001 - mmaction - INFO - Epoch [7][480/627] lr: 5.992e-01, eta: 2 days, 1:44:23, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.1909, top5_acc: 0.4186, loss_cls: 3.9089, loss: 3.9089, grad_norm: 0.7487 2020-09-28 01:36:36,336 - mmaction - INFO - Epoch [7][500/627] lr: 5.992e-01, eta: 2 days, 1:43:04, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.1884, top5_acc: 0.4069, loss_cls: 3.9336, loss: 3.9336, grad_norm: 0.7251 2020-09-28 01:36:57,938 - mmaction - INFO - Epoch [7][520/627] lr: 5.992e-01, eta: 2 days, 1:41:52, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.1853, top5_acc: 0.4141, loss_cls: 3.9123, loss: 3.9123, grad_norm: 0.7523 2020-09-28 01:37:20,404 - mmaction - INFO - Epoch [7][540/627] lr: 5.992e-01, eta: 2 days, 1:41:14, time: 1.124, data_time: 0.148, memory: 8472, top1_acc: 0.1930, top5_acc: 0.4146, loss_cls: 3.9198, loss: 3.9198, grad_norm: 0.7286 2020-09-28 01:37:42,953 - mmaction - INFO - Epoch [7][560/627] lr: 5.992e-01, eta: 2 days, 1:40:38, time: 1.127, data_time: 0.049, memory: 8472, top1_acc: 0.1939, top5_acc: 0.4254, loss_cls: 3.8866, loss: 3.8866, grad_norm: 0.7444 2020-09-28 01:38:05,062 - mmaction - INFO - Epoch [7][580/627] lr: 5.992e-01, eta: 2 days, 1:39:46, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.1872, top5_acc: 0.4214, loss_cls: 3.8907, loss: 3.8907, grad_norm: 0.7591 2020-09-28 01:38:28,445 - mmaction - INFO - Epoch [7][600/627] lr: 5.992e-01, eta: 2 days, 1:39:42, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.1863, top5_acc: 0.4085, loss_cls: 3.9396, loss: 3.9396, grad_norm: 0.7475 2020-09-28 01:38:50,438 - mmaction - INFO - Epoch [7][620/627] lr: 5.992e-01, eta: 2 days, 1:38:46, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.1872, top5_acc: 0.4202, loss_cls: 3.9092, loss: 3.9092, grad_norm: 0.7456 2020-09-28 01:39:50,866 - mmaction - INFO - Epoch [8][20/627] lr: 5.989e-01, eta: 2 days, 1:51:32, time: 2.671, data_time: 1.439, memory: 8472, top1_acc: 0.1812, top5_acc: 0.4090, loss_cls: 3.9494, loss: 3.9494, grad_norm: 0.7539 2020-09-28 01:40:13,645 - mmaction - INFO - Epoch [8][40/627] lr: 5.989e-01, eta: 2 days, 1:51:02, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.2000, top5_acc: 0.4240, loss_cls: 3.8613, loss: 3.8613, grad_norm: 0.7480 2020-09-28 01:40:35,575 - mmaction - INFO - Epoch [8][60/627] lr: 5.989e-01, eta: 2 days, 1:50:01, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.1914, top5_acc: 0.4185, loss_cls: 3.8869, loss: 3.8869, grad_norm: 0.7486 2020-09-28 01:40:57,735 - mmaction - INFO - Epoch [8][80/627] lr: 5.989e-01, eta: 2 days, 1:49:10, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.1983, top5_acc: 0.4147, loss_cls: 3.9154, loss: 3.9154, grad_norm: 0.7424 2020-09-28 01:41:20,164 - mmaction - INFO - Epoch [8][100/627] lr: 5.989e-01, eta: 2 days, 1:48:28, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.1939, top5_acc: 0.4171, loss_cls: 3.9023, loss: 3.9023, grad_norm: 0.7566 2020-09-28 01:41:41,816 - mmaction - INFO - Epoch [8][120/627] lr: 5.989e-01, eta: 2 days, 1:47:17, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.1923, top5_acc: 0.4198, loss_cls: 3.8678, loss: 3.8678, grad_norm: 0.7566 2020-09-28 01:42:03,392 - mmaction - INFO - Epoch [8][140/627] lr: 5.989e-01, eta: 2 days, 1:46:07, time: 1.081, data_time: 0.057, memory: 8472, top1_acc: 0.1918, top5_acc: 0.4241, loss_cls: 3.8681, loss: 3.8681, grad_norm: 0.7560 2020-09-28 01:42:26,469 - mmaction - INFO - Epoch [8][160/627] lr: 5.989e-01, eta: 2 days, 1:45:48, time: 1.154, data_time: 0.172, memory: 8472, top1_acc: 0.1922, top5_acc: 0.4270, loss_cls: 3.8755, loss: 3.8755, grad_norm: 0.7459 2020-09-28 01:42:48,861 - mmaction - INFO - Epoch [8][180/627] lr: 5.989e-01, eta: 2 days, 1:45:04, time: 1.119, data_time: 0.137, memory: 8472, top1_acc: 0.1986, top5_acc: 0.4180, loss_cls: 3.8608, loss: 3.8608, grad_norm: 0.7584 2020-09-28 01:43:11,437 - mmaction - INFO - Epoch [8][200/627] lr: 5.989e-01, eta: 2 days, 1:44:28, time: 1.129, data_time: 0.019, memory: 8472, top1_acc: 0.1940, top5_acc: 0.4242, loss_cls: 3.8870, loss: 3.8870, grad_norm: 0.7492 2020-09-28 01:43:32,316 - mmaction - INFO - Epoch [8][220/627] lr: 5.989e-01, eta: 2 days, 1:42:54, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.1953, top5_acc: 0.4221, loss_cls: 3.8878, loss: 3.8878, grad_norm: 0.7612 2020-09-28 01:43:54,624 - mmaction - INFO - Epoch [8][240/627] lr: 5.989e-01, eta: 2 days, 1:42:09, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.1960, top5_acc: 0.4276, loss_cls: 3.8588, loss: 3.8588, grad_norm: 0.7534 2020-09-28 01:44:16,992 - mmaction - INFO - Epoch [8][260/627] lr: 5.989e-01, eta: 2 days, 1:41:27, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.1947, top5_acc: 0.4212, loss_cls: 3.8821, loss: 3.8821, grad_norm: 0.7591 2020-09-28 01:44:38,411 - mmaction - INFO - Epoch [8][280/627] lr: 5.989e-01, eta: 2 days, 1:40:13, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.2068, top5_acc: 0.4363, loss_cls: 3.8384, loss: 3.8384, grad_norm: 0.7686 2020-09-28 01:45:00,760 - mmaction - INFO - Epoch [8][300/627] lr: 5.989e-01, eta: 2 days, 1:39:30, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.1927, top5_acc: 0.4211, loss_cls: 3.8746, loss: 3.8746, grad_norm: 0.7697 2020-09-28 01:45:23,287 - mmaction - INFO - Epoch [8][320/627] lr: 5.989e-01, eta: 2 days, 1:38:53, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.2055, top5_acc: 0.4289, loss_cls: 3.8419, loss: 3.8419, grad_norm: 0.7551 2020-09-28 01:45:45,966 - mmaction - INFO - Epoch [8][340/627] lr: 5.989e-01, eta: 2 days, 1:38:21, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.1939, top5_acc: 0.4320, loss_cls: 3.8555, loss: 3.8555, grad_norm: 0.7611 2020-09-28 01:46:08,166 - mmaction - INFO - Epoch [8][360/627] lr: 5.989e-01, eta: 2 days, 1:37:33, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2048, top5_acc: 0.4268, loss_cls: 3.8478, loss: 3.8478, grad_norm: 0.7533 2020-09-28 01:46:29,588 - mmaction - INFO - Epoch [8][380/627] lr: 5.989e-01, eta: 2 days, 1:36:22, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.2021, top5_acc: 0.4315, loss_cls: 3.8272, loss: 3.8272, grad_norm: 0.7716 2020-09-28 01:46:51,094 - mmaction - INFO - Epoch [8][400/627] lr: 5.989e-01, eta: 2 days, 1:35:11, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.1990, top5_acc: 0.4289, loss_cls: 3.8613, loss: 3.8613, grad_norm: 0.7500 2020-09-28 01:47:12,844 - mmaction - INFO - Epoch [8][420/627] lr: 5.989e-01, eta: 2 days, 1:34:11, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2064, top5_acc: 0.4326, loss_cls: 3.8393, loss: 3.8393, grad_norm: 0.7668 2020-09-28 01:47:35,955 - mmaction - INFO - Epoch [8][440/627] lr: 5.989e-01, eta: 2 days, 1:33:54, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.1945, top5_acc: 0.4280, loss_cls: 3.8626, loss: 3.8626, grad_norm: 0.7596 2020-09-28 01:47:57,766 - mmaction - INFO - Epoch [8][460/627] lr: 5.989e-01, eta: 2 days, 1:32:55, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.2074, top5_acc: 0.4312, loss_cls: 3.8311, loss: 3.8311, grad_norm: 0.7603 2020-09-28 01:48:19,213 - mmaction - INFO - Epoch [8][480/627] lr: 5.989e-01, eta: 2 days, 1:31:45, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.2020, top5_acc: 0.4288, loss_cls: 3.8472, loss: 3.8472, grad_norm: 0.7752 2020-09-28 01:48:41,727 - mmaction - INFO - Epoch [8][500/627] lr: 5.989e-01, eta: 2 days, 1:31:09, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.2059, top5_acc: 0.4224, loss_cls: 3.8616, loss: 3.8616, grad_norm: 0.7573 2020-09-28 01:49:04,758 - mmaction - INFO - Epoch [8][520/627] lr: 5.989e-01, eta: 2 days, 1:30:50, time: 1.152, data_time: 0.004, memory: 8472, top1_acc: 0.2025, top5_acc: 0.4365, loss_cls: 3.8409, loss: 3.8409, grad_norm: 0.7572 2020-09-28 01:49:27,549 - mmaction - INFO - Epoch [8][540/627] lr: 5.989e-01, eta: 2 days, 1:30:25, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.2100, top5_acc: 0.4337, loss_cls: 3.8201, loss: 3.8201, grad_norm: 0.7662 2020-09-28 01:49:48,256 - mmaction - INFO - Epoch [8][560/627] lr: 5.989e-01, eta: 2 days, 1:28:51, time: 1.034, data_time: 0.001, memory: 8472, top1_acc: 0.2044, top5_acc: 0.4387, loss_cls: 3.8085, loss: 3.8085, grad_norm: 0.7579 2020-09-28 01:50:09,798 - mmaction - INFO - Epoch [8][580/627] lr: 5.989e-01, eta: 2 days, 1:27:46, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.2112, top5_acc: 0.4418, loss_cls: 3.8152, loss: 3.8152, grad_norm: 0.7651 2020-09-28 01:50:32,953 - mmaction - INFO - Epoch [8][600/627] lr: 5.989e-01, eta: 2 days, 1:27:31, time: 1.157, data_time: 0.003, memory: 8472, top1_acc: 0.1997, top5_acc: 0.4313, loss_cls: 3.8391, loss: 3.8391, grad_norm: 0.7697 2020-09-28 01:50:54,512 - mmaction - INFO - Epoch [8][620/627] lr: 5.989e-01, eta: 2 days, 1:26:27, time: 1.079, data_time: 0.030, memory: 8472, top1_acc: 0.2007, top5_acc: 0.4430, loss_cls: 3.8171, loss: 3.8171, grad_norm: 0.7565 2020-09-28 01:51:01,574 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-28 01:51:54,072 - mmaction - INFO - Epoch [9][20/627] lr: 5.986e-01, eta: 2 days, 1:36:51, time: 2.607, data_time: 1.531, memory: 8472, top1_acc: 0.1973, top5_acc: 0.4277, loss_cls: 3.8591, loss: 3.8591, grad_norm: 0.7705 2020-09-28 01:52:16,764 - mmaction - INFO - Epoch [9][40/627] lr: 5.986e-01, eta: 2 days, 1:36:19, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.2042, top5_acc: 0.4411, loss_cls: 3.7954, loss: 3.7954, grad_norm: 0.7743 2020-09-28 01:52:38,381 - mmaction - INFO - Epoch [9][60/627] lr: 5.986e-01, eta: 2 days, 1:35:14, time: 1.080, data_time: 0.024, memory: 8472, top1_acc: 0.1987, top5_acc: 0.4333, loss_cls: 3.8269, loss: 3.8269, grad_norm: 0.7699 2020-09-28 01:53:01,326 - mmaction - INFO - Epoch [9][80/627] lr: 5.986e-01, eta: 2 days, 1:34:51, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.2074, top5_acc: 0.4303, loss_cls: 3.7967, loss: 3.7967, grad_norm: 0.7650 2020-09-28 01:53:24,352 - mmaction - INFO - Epoch [9][100/627] lr: 5.986e-01, eta: 2 days, 1:34:28, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.1991, top5_acc: 0.4430, loss_cls: 3.7728, loss: 3.7728, grad_norm: 0.7727 2020-09-28 01:53:45,846 - mmaction - INFO - Epoch [9][120/627] lr: 5.986e-01, eta: 2 days, 1:33:21, time: 1.075, data_time: 0.004, memory: 8472, top1_acc: 0.2031, top5_acc: 0.4297, loss_cls: 3.8378, loss: 3.8378, grad_norm: 0.7844 2020-09-28 01:54:07,997 - mmaction - INFO - Epoch [9][140/627] lr: 5.986e-01, eta: 2 days, 1:32:34, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2137, top5_acc: 0.4452, loss_cls: 3.7750, loss: 3.7750, grad_norm: 0.7736 2020-09-28 01:54:28,907 - mmaction - INFO - Epoch [9][160/627] lr: 5.986e-01, eta: 2 days, 1:31:09, time: 1.044, data_time: 0.002, memory: 8472, top1_acc: 0.2068, top5_acc: 0.4374, loss_cls: 3.7829, loss: 3.7829, grad_norm: 0.7889 2020-09-28 01:54:50,673 - mmaction - INFO - Epoch [9][180/627] lr: 5.986e-01, eta: 2 days, 1:30:11, time: 1.090, data_time: 0.004, memory: 8472, top1_acc: 0.2010, top5_acc: 0.4293, loss_cls: 3.8371, loss: 3.8371, grad_norm: 0.7713 2020-09-28 01:55:13,857 - mmaction - INFO - Epoch [9][200/627] lr: 5.986e-01, eta: 2 days, 1:29:55, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.2112, top5_acc: 0.4405, loss_cls: 3.7808, loss: 3.7808, grad_norm: 0.7782 2020-09-28 01:55:35,770 - mmaction - INFO - Epoch [9][220/627] lr: 5.986e-01, eta: 2 days, 1:29:01, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2102, top5_acc: 0.4305, loss_cls: 3.8398, loss: 3.8398, grad_norm: 0.7605 2020-09-28 01:55:57,880 - mmaction - INFO - Epoch [9][240/627] lr: 5.986e-01, eta: 2 days, 1:28:14, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2074, top5_acc: 0.4370, loss_cls: 3.8192, loss: 3.8192, grad_norm: 0.7748 2020-09-28 01:56:21,147 - mmaction - INFO - Epoch [9][260/627] lr: 5.986e-01, eta: 2 days, 1:28:01, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.2053, top5_acc: 0.4309, loss_cls: 3.8355, loss: 3.8355, grad_norm: 0.7585 2020-09-28 01:56:42,858 - mmaction - INFO - Epoch [9][280/627] lr: 5.986e-01, eta: 2 days, 1:27:00, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2147, top5_acc: 0.4418, loss_cls: 3.7665, loss: 3.7665, grad_norm: 0.7731 2020-09-28 01:57:05,087 - mmaction - INFO - Epoch [9][300/627] lr: 5.986e-01, eta: 2 days, 1:26:18, time: 1.114, data_time: 0.117, memory: 8472, top1_acc: 0.2105, top5_acc: 0.4387, loss_cls: 3.7818, loss: 3.7818, grad_norm: 0.7641 2020-09-28 01:57:26,336 - mmaction - INFO - Epoch [9][320/627] lr: 5.986e-01, eta: 2 days, 1:25:05, time: 1.061, data_time: 0.103, memory: 8472, top1_acc: 0.2086, top5_acc: 0.4397, loss_cls: 3.7802, loss: 3.7802, grad_norm: 0.7792 2020-09-28 01:57:48,964 - mmaction - INFO - Epoch [9][340/627] lr: 5.986e-01, eta: 2 days, 1:24:34, time: 1.133, data_time: 0.078, memory: 8472, top1_acc: 0.2081, top5_acc: 0.4432, loss_cls: 3.7765, loss: 3.7765, grad_norm: 0.7731 2020-09-28 01:58:10,154 - mmaction - INFO - Epoch [9][360/627] lr: 5.986e-01, eta: 2 days, 1:23:21, time: 1.059, data_time: 0.004, memory: 8472, top1_acc: 0.2145, top5_acc: 0.4447, loss_cls: 3.7781, loss: 3.7781, grad_norm: 0.7759 2020-09-28 01:58:33,738 - mmaction - INFO - Epoch [9][380/627] lr: 5.986e-01, eta: 2 days, 1:23:17, time: 1.179, data_time: 0.018, memory: 8472, top1_acc: 0.2022, top5_acc: 0.4297, loss_cls: 3.8202, loss: 3.8202, grad_norm: 0.7899 2020-09-28 01:58:56,050 - mmaction - INFO - Epoch [9][400/627] lr: 5.986e-01, eta: 2 days, 1:22:36, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.2046, top5_acc: 0.4253, loss_cls: 3.8300, loss: 3.8300, grad_norm: 0.7715 2020-09-28 01:59:18,800 - mmaction - INFO - Epoch [9][420/627] lr: 5.986e-01, eta: 2 days, 1:22:08, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.2042, top5_acc: 0.4307, loss_cls: 3.8114, loss: 3.8114, grad_norm: 0.7648 2020-09-28 01:59:40,041 - mmaction - INFO - Epoch [9][440/627] lr: 5.986e-01, eta: 2 days, 1:20:58, time: 1.063, data_time: 0.004, memory: 8472, top1_acc: 0.2118, top5_acc: 0.4518, loss_cls: 3.7594, loss: 3.7594, grad_norm: 0.7650 2020-09-28 02:00:02,584 - mmaction - INFO - Epoch [9][460/627] lr: 5.986e-01, eta: 2 days, 1:20:25, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2133, top5_acc: 0.4473, loss_cls: 3.7593, loss: 3.7593, grad_norm: 0.7965 2020-09-28 02:00:25,254 - mmaction - INFO - Epoch [9][480/627] lr: 5.986e-01, eta: 2 days, 1:19:55, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.2148, top5_acc: 0.4478, loss_cls: 3.7672, loss: 3.7672, grad_norm: 0.7857 2020-09-28 02:00:47,004 - mmaction - INFO - Epoch [9][500/627] lr: 5.986e-01, eta: 2 days, 1:18:58, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2012, top5_acc: 0.4375, loss_cls: 3.8302, loss: 3.8302, grad_norm: 0.7764 2020-09-28 02:01:08,637 - mmaction - INFO - Epoch [9][520/627] lr: 5.986e-01, eta: 2 days, 1:18:00, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.2132, top5_acc: 0.4388, loss_cls: 3.7778, loss: 3.7778, grad_norm: 0.7863 2020-09-28 02:01:31,718 - mmaction - INFO - Epoch [9][540/627] lr: 5.986e-01, eta: 2 days, 1:17:42, time: 1.154, data_time: 0.021, memory: 8472, top1_acc: 0.2076, top5_acc: 0.4363, loss_cls: 3.7929, loss: 3.7929, grad_norm: 0.7732 2020-09-28 02:01:54,186 - mmaction - INFO - Epoch [9][560/627] lr: 5.986e-01, eta: 2 days, 1:17:07, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.2096, top5_acc: 0.4457, loss_cls: 3.7850, loss: 3.7850, grad_norm: 0.7875 2020-09-28 02:02:17,323 - mmaction - INFO - Epoch [9][580/627] lr: 5.986e-01, eta: 2 days, 1:16:51, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.1990, top5_acc: 0.4337, loss_cls: 3.8215, loss: 3.8215, grad_norm: 0.7716 2020-09-28 02:02:39,586 - mmaction - INFO - Epoch [9][600/627] lr: 5.986e-01, eta: 2 days, 1:16:11, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2104, top5_acc: 0.4444, loss_cls: 3.7776, loss: 3.7776, grad_norm: 0.7902 2020-09-28 02:03:02,205 - mmaction - INFO - Epoch [9][620/627] lr: 5.986e-01, eta: 2 days, 1:15:40, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.2107, top5_acc: 0.4480, loss_cls: 3.7650, loss: 3.7650, grad_norm: 0.7754 2020-09-28 02:04:06,120 - mmaction - INFO - Epoch [10][20/627] lr: 5.982e-01, eta: 2 days, 1:26:31, time: 2.792, data_time: 1.417, memory: 8472, top1_acc: 0.2105, top5_acc: 0.4518, loss_cls: 3.7577, loss: 3.7577, grad_norm: 0.7834 2020-09-28 02:04:28,642 - mmaction - INFO - Epoch [10][40/627] lr: 5.982e-01, eta: 2 days, 1:25:55, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.2185, top5_acc: 0.4447, loss_cls: 3.7759, loss: 3.7759, grad_norm: 0.7778 2020-09-28 02:04:51,699 - mmaction - INFO - Epoch [10][60/627] lr: 5.982e-01, eta: 2 days, 1:25:34, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.2137, top5_acc: 0.4504, loss_cls: 3.7439, loss: 3.7439, grad_norm: 0.7892 2020-09-28 02:05:13,438 - mmaction - INFO - Epoch [10][80/627] lr: 5.982e-01, eta: 2 days, 1:24:37, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.2151, top5_acc: 0.4501, loss_cls: 3.7412, loss: 3.7412, grad_norm: 0.7794 2020-09-28 02:05:36,397 - mmaction - INFO - Epoch [10][100/627] lr: 5.982e-01, eta: 2 days, 1:24:15, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.2174, top5_acc: 0.4488, loss_cls: 3.7662, loss: 3.7662, grad_norm: 0.7897 2020-09-28 02:05:57,844 - mmaction - INFO - Epoch [10][120/627] lr: 5.982e-01, eta: 2 days, 1:23:09, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.2098, top5_acc: 0.4516, loss_cls: 3.7466, loss: 3.7466, grad_norm: 0.7871 2020-09-28 02:06:19,493 - mmaction - INFO - Epoch [10][140/627] lr: 5.982e-01, eta: 2 days, 1:22:11, time: 1.084, data_time: 0.005, memory: 8472, top1_acc: 0.2133, top5_acc: 0.4451, loss_cls: 3.7533, loss: 3.7533, grad_norm: 0.7800 2020-09-28 02:06:41,170 - mmaction - INFO - Epoch [10][160/627] lr: 5.982e-01, eta: 2 days, 1:21:13, time: 1.084, data_time: 0.032, memory: 8472, top1_acc: 0.2087, top5_acc: 0.4465, loss_cls: 3.7534, loss: 3.7534, grad_norm: 0.8030 2020-09-28 02:07:04,392 - mmaction - INFO - Epoch [10][180/627] lr: 5.982e-01, eta: 2 days, 1:20:57, time: 1.162, data_time: 0.004, memory: 8472, top1_acc: 0.2133, top5_acc: 0.4522, loss_cls: 3.7173, loss: 3.7173, grad_norm: 0.7795 2020-09-28 02:07:26,472 - mmaction - INFO - Epoch [10][200/627] lr: 5.982e-01, eta: 2 days, 1:20:10, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2129, top5_acc: 0.4470, loss_cls: 3.7631, loss: 3.7631, grad_norm: 0.7974 2020-09-28 02:07:48,894 - mmaction - INFO - Epoch [10][220/627] lr: 5.982e-01, eta: 2 days, 1:19:32, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.2129, top5_acc: 0.4535, loss_cls: 3.7342, loss: 3.7342, grad_norm: 0.7926 2020-09-28 02:08:10,902 - mmaction - INFO - Epoch [10][240/627] lr: 5.982e-01, eta: 2 days, 1:18:45, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.2164, top5_acc: 0.4539, loss_cls: 3.7483, loss: 3.7483, grad_norm: 0.8003 2020-09-28 02:08:32,363 - mmaction - INFO - Epoch [10][260/627] lr: 5.982e-01, eta: 2 days, 1:17:43, time: 1.074, data_time: 0.004, memory: 8472, top1_acc: 0.2128, top5_acc: 0.4453, loss_cls: 3.7821, loss: 3.7821, grad_norm: 0.7825 2020-09-28 02:08:54,385 - mmaction - INFO - Epoch [10][280/627] lr: 5.982e-01, eta: 2 days, 1:16:56, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.2081, top5_acc: 0.4370, loss_cls: 3.7727, loss: 3.7727, grad_norm: 0.7792 2020-09-28 02:09:16,446 - mmaction - INFO - Epoch [10][300/627] lr: 5.982e-01, eta: 2 days, 1:16:10, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.2125, top5_acc: 0.4473, loss_cls: 3.7540, loss: 3.7540, grad_norm: 0.7813 2020-09-28 02:09:37,688 - mmaction - INFO - Epoch [10][320/627] lr: 5.982e-01, eta: 2 days, 1:15:02, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.2111, top5_acc: 0.4479, loss_cls: 3.7721, loss: 3.7721, grad_norm: 0.7813 2020-09-28 02:09:59,952 - mmaction - INFO - Epoch [10][340/627] lr: 5.982e-01, eta: 2 days, 1:14:21, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2103, top5_acc: 0.4453, loss_cls: 3.7837, loss: 3.7837, grad_norm: 0.7848 2020-09-28 02:10:22,670 - mmaction - INFO - Epoch [10][360/627] lr: 5.982e-01, eta: 2 days, 1:13:53, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.2130, top5_acc: 0.4508, loss_cls: 3.7625, loss: 3.7625, grad_norm: 0.7907 2020-09-28 02:10:44,415 - mmaction - INFO - Epoch [10][380/627] lr: 5.982e-01, eta: 2 days, 1:12:59, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2150, top5_acc: 0.4493, loss_cls: 3.7619, loss: 3.7619, grad_norm: 0.7902 2020-09-28 02:11:06,476 - mmaction - INFO - Epoch [10][400/627] lr: 5.982e-01, eta: 2 days, 1:12:14, time: 1.104, data_time: 0.135, memory: 8472, top1_acc: 0.2215, top5_acc: 0.4546, loss_cls: 3.7285, loss: 3.7285, grad_norm: 0.7815 2020-09-28 02:11:28,567 - mmaction - INFO - Epoch [10][420/627] lr: 5.982e-01, eta: 2 days, 1:11:29, time: 1.103, data_time: 0.147, memory: 8472, top1_acc: 0.2210, top5_acc: 0.4615, loss_cls: 3.6976, loss: 3.6976, grad_norm: 0.8034 2020-09-28 02:11:52,774 - mmaction - INFO - Epoch [10][440/627] lr: 5.982e-01, eta: 2 days, 1:11:39, time: 1.211, data_time: 0.059, memory: 8472, top1_acc: 0.2220, top5_acc: 0.4520, loss_cls: 3.7492, loss: 3.7492, grad_norm: 0.8005 2020-09-28 02:12:15,590 - mmaction - INFO - Epoch [10][460/627] lr: 5.982e-01, eta: 2 days, 1:11:13, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.2224, top5_acc: 0.4518, loss_cls: 3.7274, loss: 3.7274, grad_norm: 0.7847 2020-09-28 02:12:37,044 - mmaction - INFO - Epoch [10][480/627] lr: 5.982e-01, eta: 2 days, 1:10:13, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.2172, top5_acc: 0.4467, loss_cls: 3.7719, loss: 3.7719, grad_norm: 0.7917 2020-09-28 02:12:58,860 - mmaction - INFO - Epoch [10][500/627] lr: 5.982e-01, eta: 2 days, 1:09:22, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.2197, top5_acc: 0.4632, loss_cls: 3.6989, loss: 3.6989, grad_norm: 0.7811 2020-09-28 02:13:21,391 - mmaction - INFO - Epoch [10][520/627] lr: 5.982e-01, eta: 2 days, 1:08:49, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.2327, top5_acc: 0.4611, loss_cls: 3.6926, loss: 3.6926, grad_norm: 0.8001 2020-09-28 02:13:42,241 - mmaction - INFO - Epoch [10][540/627] lr: 5.982e-01, eta: 2 days, 1:07:34, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.2193, top5_acc: 0.4529, loss_cls: 3.7285, loss: 3.7285, grad_norm: 0.7906 2020-09-28 02:14:04,240 - mmaction - INFO - Epoch [10][560/627] lr: 5.982e-01, eta: 2 days, 1:06:48, time: 1.099, data_time: 0.062, memory: 8472, top1_acc: 0.2207, top5_acc: 0.4576, loss_cls: 3.7234, loss: 3.7234, grad_norm: 0.7920 2020-09-28 02:14:26,970 - mmaction - INFO - Epoch [10][580/627] lr: 5.982e-01, eta: 2 days, 1:06:21, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.2174, top5_acc: 0.4411, loss_cls: 3.7800, loss: 3.7800, grad_norm: 0.7938 2020-09-28 02:14:49,982 - mmaction - INFO - Epoch [10][600/627] lr: 5.982e-01, eta: 2 days, 1:06:01, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.2208, top5_acc: 0.4556, loss_cls: 3.6998, loss: 3.6998, grad_norm: 0.7756 2020-09-28 02:15:11,932 - mmaction - INFO - Epoch [10][620/627] lr: 5.982e-01, eta: 2 days, 1:05:14, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.2263, top5_acc: 0.4586, loss_cls: 3.7019, loss: 3.7019, grad_norm: 0.8000 2020-09-28 02:16:38,949 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 02:16:39,649 - mmaction - INFO - top1_acc 0.1731 top5_acc 0.3924 2020-09-28 02:16:39,650 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 02:16:39,700 - mmaction - INFO - mean_acc 0.1729 2020-09-28 02:16:39,700 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-09-28 02:16:39,715 - mmaction - INFO - Epoch(val) [10][627] top1_acc: 0.1731, top5_acc: 0.3924, mean_class_accuracy: 0.1729 2020-09-28 02:17:29,369 - mmaction - INFO - Epoch [11][20/627] lr: 5.977e-01, eta: 2 days, 1:12:21, time: 2.481, data_time: 1.428, memory: 8472, top1_acc: 0.2124, top5_acc: 0.4449, loss_cls: 3.7570, loss: 3.7570, grad_norm: 0.8003 2020-09-28 02:17:52,131 - mmaction - INFO - Epoch [11][40/627] lr: 5.977e-01, eta: 2 days, 1:11:52, time: 1.136, data_time: 0.044, memory: 8472, top1_acc: 0.2228, top5_acc: 0.4522, loss_cls: 3.7254, loss: 3.7254, grad_norm: 0.7881 2020-09-28 02:18:15,116 - mmaction - INFO - Epoch [11][60/627] lr: 5.977e-01, eta: 2 days, 1:11:30, time: 1.151, data_time: 0.005, memory: 8472, top1_acc: 0.2286, top5_acc: 0.4646, loss_cls: 3.6785, loss: 3.6785, grad_norm: 0.8067 2020-09-28 02:18:36,812 - mmaction - INFO - Epoch [11][80/627] lr: 5.977e-01, eta: 2 days, 1:10:36, time: 1.084, data_time: 0.006, memory: 8472, top1_acc: 0.2165, top5_acc: 0.4527, loss_cls: 3.7238, loss: 3.7238, grad_norm: 0.8007 2020-09-28 02:18:59,236 - mmaction - INFO - Epoch [11][100/627] lr: 5.977e-01, eta: 2 days, 1:10:01, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.2204, top5_acc: 0.4488, loss_cls: 3.7325, loss: 3.7325, grad_norm: 0.7934 2020-09-28 02:19:20,281 - mmaction - INFO - Epoch [11][120/627] lr: 5.977e-01, eta: 2 days, 1:08:52, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.2233, top5_acc: 0.4552, loss_cls: 3.7094, loss: 3.7094, grad_norm: 0.8014 2020-09-28 02:19:43,321 - mmaction - INFO - Epoch [11][140/627] lr: 5.977e-01, eta: 2 days, 1:08:30, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.2212, top5_acc: 0.4603, loss_cls: 3.6964, loss: 3.6964, grad_norm: 0.7916 2020-09-28 02:20:06,858 - mmaction - INFO - Epoch [11][160/627] lr: 5.977e-01, eta: 2 days, 1:08:20, time: 1.176, data_time: 0.002, memory: 8472, top1_acc: 0.2177, top5_acc: 0.4697, loss_cls: 3.7050, loss: 3.7050, grad_norm: 0.7919 2020-09-28 02:20:28,006 - mmaction - INFO - Epoch [11][180/627] lr: 5.977e-01, eta: 2 days, 1:07:15, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.2174, top5_acc: 0.4557, loss_cls: 3.6877, loss: 3.6877, grad_norm: 0.8099 2020-09-28 02:20:49,974 - mmaction - INFO - Epoch [11][200/627] lr: 5.977e-01, eta: 2 days, 1:06:28, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.2214, top5_acc: 0.4559, loss_cls: 3.6977, loss: 3.6977, grad_norm: 0.8003 2020-09-28 02:21:11,876 - mmaction - INFO - Epoch [11][220/627] lr: 5.977e-01, eta: 2 days, 1:05:40, time: 1.095, data_time: 0.037, memory: 8472, top1_acc: 0.2249, top5_acc: 0.4612, loss_cls: 3.7261, loss: 3.7261, grad_norm: 0.8048 2020-09-28 02:21:32,900 - mmaction - INFO - Epoch [11][240/627] lr: 5.977e-01, eta: 2 days, 1:04:31, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.2161, top5_acc: 0.4513, loss_cls: 3.7540, loss: 3.7540, grad_norm: 0.8084 2020-09-28 02:21:54,877 - mmaction - INFO - Epoch [11][260/627] lr: 5.977e-01, eta: 2 days, 1:03:45, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.2323, top5_acc: 0.4663, loss_cls: 3.6786, loss: 3.6786, grad_norm: 0.7885 2020-09-28 02:22:17,036 - mmaction - INFO - Epoch [11][280/627] lr: 5.977e-01, eta: 2 days, 1:03:05, time: 1.110, data_time: 0.074, memory: 8472, top1_acc: 0.2210, top5_acc: 0.4618, loss_cls: 3.7279, loss: 3.7279, grad_norm: 0.8030 2020-09-28 02:22:39,106 - mmaction - INFO - Epoch [11][300/627] lr: 5.977e-01, eta: 2 days, 1:02:21, time: 1.102, data_time: 0.058, memory: 8472, top1_acc: 0.2189, top5_acc: 0.4529, loss_cls: 3.7401, loss: 3.7401, grad_norm: 0.7979 2020-09-28 02:23:02,024 - mmaction - INFO - Epoch [11][320/627] lr: 5.977e-01, eta: 2 days, 1:01:58, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.2243, top5_acc: 0.4661, loss_cls: 3.6629, loss: 3.6629, grad_norm: 0.8006 2020-09-28 02:23:24,057 - mmaction - INFO - Epoch [11][340/627] lr: 5.977e-01, eta: 2 days, 1:01:14, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.2329, top5_acc: 0.4681, loss_cls: 3.6653, loss: 3.6653, grad_norm: 0.8105 2020-09-28 02:23:46,368 - mmaction - INFO - Epoch [11][360/627] lr: 5.977e-01, eta: 2 days, 1:00:37, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2251, top5_acc: 0.4615, loss_cls: 3.7023, loss: 3.7023, grad_norm: 0.7964 2020-09-28 02:24:08,883 - mmaction - INFO - Epoch [11][380/627] lr: 5.977e-01, eta: 2 days, 1:00:04, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.2219, top5_acc: 0.4573, loss_cls: 3.7281, loss: 3.7281, grad_norm: 0.7917 2020-09-28 02:24:29,812 - mmaction - INFO - Epoch [11][400/627] lr: 5.977e-01, eta: 2 days, 0:58:55, time: 1.046, data_time: 0.001, memory: 8472, top1_acc: 0.2267, top5_acc: 0.4634, loss_cls: 3.6907, loss: 3.6907, grad_norm: 0.7894 2020-09-28 02:24:52,448 - mmaction - INFO - Epoch [11][420/627] lr: 5.977e-01, eta: 2 days, 0:58:25, time: 1.130, data_time: 0.007, memory: 8472, top1_acc: 0.2306, top5_acc: 0.4518, loss_cls: 3.6918, loss: 3.6918, grad_norm: 0.7934 2020-09-28 02:25:14,491 - mmaction - INFO - Epoch [11][440/627] lr: 5.977e-01, eta: 2 days, 0:57:42, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.2326, top5_acc: 0.4647, loss_cls: 3.6808, loss: 3.6808, grad_norm: 0.8018 2020-09-28 02:25:38,057 - mmaction - INFO - Epoch [11][460/627] lr: 5.977e-01, eta: 2 days, 0:57:33, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.2169, top5_acc: 0.4605, loss_cls: 3.6830, loss: 3.6830, grad_norm: 0.8036 2020-09-28 02:25:59,961 - mmaction - INFO - Epoch [11][480/627] lr: 5.977e-01, eta: 2 days, 0:56:48, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.2241, top5_acc: 0.4552, loss_cls: 3.7131, loss: 3.7131, grad_norm: 0.7959 2020-09-28 02:26:22,239 - mmaction - INFO - Epoch [11][500/627] lr: 5.977e-01, eta: 2 days, 0:56:10, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.2180, top5_acc: 0.4579, loss_cls: 3.6968, loss: 3.6968, grad_norm: 0.8153 2020-09-28 02:26:44,739 - mmaction - INFO - Epoch [11][520/627] lr: 5.977e-01, eta: 2 days, 0:55:38, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2246, top5_acc: 0.4652, loss_cls: 3.6763, loss: 3.6763, grad_norm: 0.7974 2020-09-28 02:27:06,571 - mmaction - INFO - Epoch [11][540/627] lr: 5.977e-01, eta: 2 days, 0:54:50, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2210, top5_acc: 0.4507, loss_cls: 3.7085, loss: 3.7085, grad_norm: 0.8083 2020-09-28 02:27:28,284 - mmaction - INFO - Epoch [11][560/627] lr: 5.977e-01, eta: 2 days, 0:54:01, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.2266, top5_acc: 0.4549, loss_cls: 3.7168, loss: 3.7168, grad_norm: 0.7961 2020-09-28 02:27:50,676 - mmaction - INFO - Epoch [11][580/627] lr: 5.977e-01, eta: 2 days, 0:53:26, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.2326, top5_acc: 0.4615, loss_cls: 3.6894, loss: 3.6894, grad_norm: 0.8074 2020-09-28 02:28:13,029 - mmaction - INFO - Epoch [11][600/627] lr: 5.977e-01, eta: 2 days, 0:52:50, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2201, top5_acc: 0.4638, loss_cls: 3.6746, loss: 3.6746, grad_norm: 0.8239 2020-09-28 02:28:34,467 - mmaction - INFO - Epoch [11][620/627] lr: 5.977e-01, eta: 2 days, 0:51:55, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.2353, top5_acc: 0.4725, loss_cls: 3.6401, loss: 3.6401, grad_norm: 0.7990 2020-09-28 02:29:34,488 - mmaction - INFO - Epoch [12][20/627] lr: 5.973e-01, eta: 2 days, 0:59:35, time: 2.650, data_time: 1.500, memory: 8472, top1_acc: 0.2259, top5_acc: 0.4592, loss_cls: 3.7178, loss: 3.7178, grad_norm: 0.8225 2020-09-28 02:29:56,613 - mmaction - INFO - Epoch [12][40/627] lr: 5.973e-01, eta: 2 days, 0:58:54, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.2372, top5_acc: 0.4694, loss_cls: 3.6604, loss: 3.6604, grad_norm: 0.8090 2020-09-28 02:30:18,539 - mmaction - INFO - Epoch [12][60/627] lr: 5.973e-01, eta: 2 days, 0:58:08, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.2178, top5_acc: 0.4750, loss_cls: 3.6746, loss: 3.6746, grad_norm: 0.8075 2020-09-28 02:30:41,683 - mmaction - INFO - Epoch [12][80/627] lr: 5.973e-01, eta: 2 days, 0:57:49, time: 1.157, data_time: 0.018, memory: 8472, top1_acc: 0.2311, top5_acc: 0.4680, loss_cls: 3.6598, loss: 3.6598, grad_norm: 0.7954 2020-09-28 02:31:02,952 - mmaction - INFO - Epoch [12][100/627] lr: 5.973e-01, eta: 2 days, 0:56:49, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.2275, top5_acc: 0.4695, loss_cls: 3.6686, loss: 3.6686, grad_norm: 0.8034 2020-09-28 02:31:25,068 - mmaction - INFO - Epoch [12][120/627] lr: 5.973e-01, eta: 2 days, 0:56:08, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2316, top5_acc: 0.4719, loss_cls: 3.6564, loss: 3.6564, grad_norm: 0.8152 2020-09-28 02:31:46,528 - mmaction - INFO - Epoch [12][140/627] lr: 5.973e-01, eta: 2 days, 0:55:12, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.2250, top5_acc: 0.4579, loss_cls: 3.7055, loss: 3.7055, grad_norm: 0.8040 2020-09-28 02:32:08,903 - mmaction - INFO - Epoch [12][160/627] lr: 5.973e-01, eta: 2 days, 0:54:37, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2297, top5_acc: 0.4690, loss_cls: 3.6541, loss: 3.6541, grad_norm: 0.8179 2020-09-28 02:32:31,490 - mmaction - INFO - Epoch [12][180/627] lr: 5.973e-01, eta: 2 days, 0:54:06, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2272, top5_acc: 0.4685, loss_cls: 3.6605, loss: 3.6605, grad_norm: 0.8084 2020-09-28 02:32:53,486 - mmaction - INFO - Epoch [12][200/627] lr: 5.973e-01, eta: 2 days, 0:53:22, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.2262, top5_acc: 0.4678, loss_cls: 3.6804, loss: 3.6804, grad_norm: 0.8007 2020-09-28 02:33:15,740 - mmaction - INFO - Epoch [12][220/627] lr: 5.973e-01, eta: 2 days, 0:52:44, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2275, top5_acc: 0.4697, loss_cls: 3.6803, loss: 3.6803, grad_norm: 0.8236 2020-09-28 02:33:38,287 - mmaction - INFO - Epoch [12][240/627] lr: 5.973e-01, eta: 2 days, 0:52:13, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2333, top5_acc: 0.4749, loss_cls: 3.6419, loss: 3.6419, grad_norm: 0.8069 2020-09-28 02:34:00,660 - mmaction - INFO - Epoch [12][260/627] lr: 5.973e-01, eta: 2 days, 0:51:37, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2225, top5_acc: 0.4605, loss_cls: 3.6918, loss: 3.6918, grad_norm: 0.8147 2020-09-28 02:34:22,864 - mmaction - INFO - Epoch [12][280/627] lr: 5.973e-01, eta: 2 days, 0:50:59, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.2301, top5_acc: 0.4677, loss_cls: 3.6787, loss: 3.6787, grad_norm: 0.8074 2020-09-28 02:34:43,995 - mmaction - INFO - Epoch [12][300/627] lr: 5.973e-01, eta: 2 days, 0:49:58, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.2195, top5_acc: 0.4518, loss_cls: 3.7433, loss: 3.7433, grad_norm: 0.8035 2020-09-28 02:35:06,568 - mmaction - INFO - Epoch [12][320/627] lr: 5.973e-01, eta: 2 days, 0:49:27, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2286, top5_acc: 0.4781, loss_cls: 3.6339, loss: 3.6339, grad_norm: 0.8169 2020-09-28 02:35:28,990 - mmaction - INFO - Epoch [12][340/627] lr: 5.973e-01, eta: 2 days, 0:48:53, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.2307, top5_acc: 0.4788, loss_cls: 3.6364, loss: 3.6364, grad_norm: 0.8144 2020-09-28 02:35:51,077 - mmaction - INFO - Epoch [12][360/627] lr: 5.973e-01, eta: 2 days, 0:48:13, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.2258, top5_acc: 0.4701, loss_cls: 3.6535, loss: 3.6535, grad_norm: 0.8107 2020-09-28 02:36:12,622 - mmaction - INFO - Epoch [12][380/627] lr: 5.973e-01, eta: 2 days, 0:47:21, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2346, top5_acc: 0.4749, loss_cls: 3.6383, loss: 3.6383, grad_norm: 0.8098 2020-09-28 02:36:35,107 - mmaction - INFO - Epoch [12][400/627] lr: 5.973e-01, eta: 2 days, 0:46:49, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.2335, top5_acc: 0.4758, loss_cls: 3.6239, loss: 3.6239, grad_norm: 0.8161 2020-09-28 02:36:56,696 - mmaction - INFO - Epoch [12][420/627] lr: 5.973e-01, eta: 2 days, 0:45:58, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.2201, top5_acc: 0.4628, loss_cls: 3.6955, loss: 3.6955, grad_norm: 0.8118 2020-09-28 02:37:19,261 - mmaction - INFO - Epoch [12][440/627] lr: 5.973e-01, eta: 2 days, 0:45:27, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2219, top5_acc: 0.4603, loss_cls: 3.6767, loss: 3.6767, grad_norm: 0.8100 2020-09-28 02:37:41,769 - mmaction - INFO - Epoch [12][460/627] lr: 5.973e-01, eta: 2 days, 0:44:56, time: 1.125, data_time: 0.115, memory: 8472, top1_acc: 0.2270, top5_acc: 0.4682, loss_cls: 3.6670, loss: 3.6670, grad_norm: 0.8068 2020-09-28 02:38:04,070 - mmaction - INFO - Epoch [12][480/627] lr: 5.973e-01, eta: 2 days, 0:44:20, time: 1.114, data_time: 0.153, memory: 8472, top1_acc: 0.2341, top5_acc: 0.4680, loss_cls: 3.6859, loss: 3.6859, grad_norm: 0.8087 2020-09-28 02:38:25,615 - mmaction - INFO - Epoch [12][500/627] lr: 5.973e-01, eta: 2 days, 0:43:28, time: 1.077, data_time: 0.109, memory: 8472, top1_acc: 0.2230, top5_acc: 0.4634, loss_cls: 3.6690, loss: 3.6690, grad_norm: 0.8103 2020-09-28 02:38:47,290 - mmaction - INFO - Epoch [12][520/627] lr: 5.973e-01, eta: 2 days, 0:42:40, time: 1.084, data_time: 0.075, memory: 8472, top1_acc: 0.2251, top5_acc: 0.4669, loss_cls: 3.7013, loss: 3.7013, grad_norm: 0.8075 2020-09-28 02:39:09,521 - mmaction - INFO - Epoch [12][540/627] lr: 5.973e-01, eta: 2 days, 0:42:03, time: 1.113, data_time: 0.047, memory: 8472, top1_acc: 0.2294, top5_acc: 0.4711, loss_cls: 3.6356, loss: 3.6356, grad_norm: 0.8147 2020-09-28 02:39:31,920 - mmaction - INFO - Epoch [12][560/627] lr: 5.973e-01, eta: 2 days, 0:41:30, time: 1.120, data_time: 0.165, memory: 8472, top1_acc: 0.2294, top5_acc: 0.4678, loss_cls: 3.6873, loss: 3.6873, grad_norm: 0.8074 2020-09-28 02:39:54,263 - mmaction - INFO - Epoch [12][580/627] lr: 5.973e-01, eta: 2 days, 0:40:55, time: 1.116, data_time: 0.008, memory: 8472, top1_acc: 0.2352, top5_acc: 0.4768, loss_cls: 3.6308, loss: 3.6308, grad_norm: 0.8175 2020-09-28 02:40:16,291 - mmaction - INFO - Epoch [12][600/627] lr: 5.973e-01, eta: 2 days, 0:40:15, time: 1.104, data_time: 0.025, memory: 8472, top1_acc: 0.2303, top5_acc: 0.4673, loss_cls: 3.6883, loss: 3.6883, grad_norm: 0.8079 2020-09-28 02:40:38,843 - mmaction - INFO - Epoch [12][620/627] lr: 5.973e-01, eta: 2 days, 0:39:45, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2276, top5_acc: 0.4624, loss_cls: 3.6650, loss: 3.6650, grad_norm: 0.8107 2020-09-28 02:40:45,626 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-28 02:41:39,485 - mmaction - INFO - Epoch [13][20/627] lr: 5.968e-01, eta: 2 days, 0:46:51, time: 2.673, data_time: 1.589, memory: 8472, top1_acc: 0.2311, top5_acc: 0.4708, loss_cls: 3.6576, loss: 3.6576, grad_norm: 0.8252 2020-09-28 02:42:01,081 - mmaction - INFO - Epoch [13][40/627] lr: 5.968e-01, eta: 2 days, 0:46:01, time: 1.080, data_time: 0.128, memory: 8472, top1_acc: 0.2299, top5_acc: 0.4624, loss_cls: 3.6416, loss: 3.6416, grad_norm: 0.8113 2020-09-28 02:42:23,444 - mmaction - INFO - Epoch [13][60/627] lr: 5.968e-01, eta: 2 days, 0:45:25, time: 1.117, data_time: 0.059, memory: 8472, top1_acc: 0.2363, top5_acc: 0.4711, loss_cls: 3.6505, loss: 3.6505, grad_norm: 0.8181 2020-09-28 02:42:45,583 - mmaction - INFO - Epoch [13][80/627] lr: 5.968e-01, eta: 2 days, 0:44:46, time: 1.107, data_time: 0.020, memory: 8472, top1_acc: 0.2447, top5_acc: 0.4740, loss_cls: 3.5868, loss: 3.5868, grad_norm: 0.8165 2020-09-28 02:43:07,919 - mmaction - INFO - Epoch [13][100/627] lr: 5.968e-01, eta: 2 days, 0:44:11, time: 1.116, data_time: 0.028, memory: 8472, top1_acc: 0.2374, top5_acc: 0.4798, loss_cls: 3.6087, loss: 3.6087, grad_norm: 0.8136 2020-09-28 02:43:30,483 - mmaction - INFO - Epoch [13][120/627] lr: 5.968e-01, eta: 2 days, 0:43:40, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2281, top5_acc: 0.4686, loss_cls: 3.6406, loss: 3.6406, grad_norm: 0.8222 2020-09-28 02:43:52,384 - mmaction - INFO - Epoch [13][140/627] lr: 5.968e-01, eta: 2 days, 0:42:56, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2309, top5_acc: 0.4706, loss_cls: 3.6393, loss: 3.6393, grad_norm: 0.8056 2020-09-28 02:44:15,008 - mmaction - INFO - Epoch [13][160/627] lr: 5.968e-01, eta: 2 days, 0:42:27, time: 1.132, data_time: 0.024, memory: 8472, top1_acc: 0.2341, top5_acc: 0.4724, loss_cls: 3.6366, loss: 3.6366, grad_norm: 0.8186 2020-09-28 02:44:37,231 - mmaction - INFO - Epoch [13][180/627] lr: 5.968e-01, eta: 2 days, 0:41:49, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.2302, top5_acc: 0.4615, loss_cls: 3.6401, loss: 3.6401, grad_norm: 0.8089 2020-09-28 02:44:59,295 - mmaction - INFO - Epoch [13][200/627] lr: 5.968e-01, eta: 2 days, 0:41:09, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.2277, top5_acc: 0.4725, loss_cls: 3.6573, loss: 3.6573, grad_norm: 0.8170 2020-09-28 02:45:21,556 - mmaction - INFO - Epoch [13][220/627] lr: 5.968e-01, eta: 2 days, 0:40:33, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2322, top5_acc: 0.4721, loss_cls: 3.6402, loss: 3.6402, grad_norm: 0.8248 2020-09-28 02:45:43,645 - mmaction - INFO - Epoch [13][240/627] lr: 5.968e-01, eta: 2 days, 0:39:53, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2383, top5_acc: 0.4691, loss_cls: 3.6430, loss: 3.6430, grad_norm: 0.8126 2020-09-28 02:46:05,947 - mmaction - INFO - Epoch [13][260/627] lr: 5.968e-01, eta: 2 days, 0:39:17, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.2322, top5_acc: 0.4751, loss_cls: 3.6172, loss: 3.6172, grad_norm: 0.8375 2020-09-28 02:46:27,701 - mmaction - INFO - Epoch [13][280/627] lr: 5.968e-01, eta: 2 days, 0:38:31, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.2314, top5_acc: 0.4701, loss_cls: 3.6481, loss: 3.6481, grad_norm: 0.8258 2020-09-28 02:46:50,129 - mmaction - INFO - Epoch [13][300/627] lr: 5.968e-01, eta: 2 days, 0:37:59, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.2368, top5_acc: 0.4777, loss_cls: 3.6282, loss: 3.6282, grad_norm: 0.8046 2020-09-28 02:47:12,761 - mmaction - INFO - Epoch [13][320/627] lr: 5.968e-01, eta: 2 days, 0:37:30, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2288, top5_acc: 0.4674, loss_cls: 3.6635, loss: 3.6635, grad_norm: 0.8169 2020-09-28 02:47:33,571 - mmaction - INFO - Epoch [13][340/627] lr: 5.968e-01, eta: 2 days, 0:36:26, time: 1.042, data_time: 0.003, memory: 8472, top1_acc: 0.2354, top5_acc: 0.4753, loss_cls: 3.6291, loss: 3.6291, grad_norm: 0.8061 2020-09-28 02:47:54,979 - mmaction - INFO - Epoch [13][360/627] lr: 5.968e-01, eta: 2 days, 0:35:33, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.2379, top5_acc: 0.4746, loss_cls: 3.6119, loss: 3.6119, grad_norm: 0.8250 2020-09-28 02:48:17,833 - mmaction - INFO - Epoch [13][380/627] lr: 5.968e-01, eta: 2 days, 0:35:09, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.2298, top5_acc: 0.4684, loss_cls: 3.6515, loss: 3.6515, grad_norm: 0.8113 2020-09-28 02:48:41,375 - mmaction - INFO - Epoch [13][400/627] lr: 5.968e-01, eta: 2 days, 0:34:58, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.2316, top5_acc: 0.4728, loss_cls: 3.6495, loss: 3.6495, grad_norm: 0.8163 2020-09-28 02:49:03,738 - mmaction - INFO - Epoch [13][420/627] lr: 5.968e-01, eta: 2 days, 0:34:24, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.2382, top5_acc: 0.4809, loss_cls: 3.5996, loss: 3.5996, grad_norm: 0.8261 2020-09-28 02:49:26,376 - mmaction - INFO - Epoch [13][440/627] lr: 5.968e-01, eta: 2 days, 0:33:56, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.2242, top5_acc: 0.4689, loss_cls: 3.6274, loss: 3.6274, grad_norm: 0.8284 2020-09-28 02:49:46,872 - mmaction - INFO - Epoch [13][460/627] lr: 5.968e-01, eta: 2 days, 0:32:47, time: 1.024, data_time: 0.002, memory: 8472, top1_acc: 0.2349, top5_acc: 0.4712, loss_cls: 3.6414, loss: 3.6414, grad_norm: 0.8210 2020-09-28 02:50:09,584 - mmaction - INFO - Epoch [13][480/627] lr: 5.968e-01, eta: 2 days, 0:32:19, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.2439, top5_acc: 0.4766, loss_cls: 3.6247, loss: 3.6247, grad_norm: 0.8281 2020-09-28 02:50:32,346 - mmaction - INFO - Epoch [13][500/627] lr: 5.968e-01, eta: 2 days, 0:31:54, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.2337, top5_acc: 0.4776, loss_cls: 3.6187, loss: 3.6187, grad_norm: 0.8451 2020-09-28 02:50:53,982 - mmaction - INFO - Epoch [13][520/627] lr: 5.968e-01, eta: 2 days, 0:31:06, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.2385, top5_acc: 0.4767, loss_cls: 3.6285, loss: 3.6285, grad_norm: 0.8233 2020-09-28 02:51:16,932 - mmaction - INFO - Epoch [13][540/627] lr: 5.968e-01, eta: 2 days, 0:30:45, time: 1.150, data_time: 0.004, memory: 8472, top1_acc: 0.2384, top5_acc: 0.4891, loss_cls: 3.5960, loss: 3.5960, grad_norm: 0.8257 2020-09-28 02:51:38,403 - mmaction - INFO - Epoch [13][560/627] lr: 5.968e-01, eta: 2 days, 0:29:54, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.2324, top5_acc: 0.4776, loss_cls: 3.6379, loss: 3.6379, grad_norm: 0.8281 2020-09-28 02:51:59,546 - mmaction - INFO - Epoch [13][580/627] lr: 5.968e-01, eta: 2 days, 0:28:58, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.2374, top5_acc: 0.4789, loss_cls: 3.6214, loss: 3.6214, grad_norm: 0.8214 2020-09-28 02:52:22,231 - mmaction - INFO - Epoch [13][600/627] lr: 5.968e-01, eta: 2 days, 0:28:31, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.2402, top5_acc: 0.4786, loss_cls: 3.6182, loss: 3.6182, grad_norm: 0.8074 2020-09-28 02:52:44,346 - mmaction - INFO - Epoch [13][620/627] lr: 5.968e-01, eta: 2 days, 0:27:54, time: 1.107, data_time: 0.019, memory: 8472, top1_acc: 0.2284, top5_acc: 0.4695, loss_cls: 3.6691, loss: 3.6691, grad_norm: 0.8247 2020-09-28 02:53:43,886 - mmaction - INFO - Epoch [14][20/627] lr: 5.962e-01, eta: 2 days, 0:34:05, time: 2.623, data_time: 1.455, memory: 8472, top1_acc: 0.2272, top5_acc: 0.4680, loss_cls: 3.6536, loss: 3.6536, grad_norm: 0.8215 2020-09-28 02:54:07,074 - mmaction - INFO - Epoch [14][40/627] lr: 5.962e-01, eta: 2 days, 0:33:47, time: 1.160, data_time: 0.003, memory: 8472, top1_acc: 0.2410, top5_acc: 0.4857, loss_cls: 3.5827, loss: 3.5827, grad_norm: 0.8204 2020-09-28 02:54:28,913 - mmaction - INFO - Epoch [14][60/627] lr: 5.962e-01, eta: 2 days, 0:33:03, time: 1.092, data_time: 0.099, memory: 8472, top1_acc: 0.2382, top5_acc: 0.4842, loss_cls: 3.5866, loss: 3.5866, grad_norm: 0.8193 2020-09-28 02:54:51,546 - mmaction - INFO - Epoch [14][80/627] lr: 5.962e-01, eta: 2 days, 0:32:34, time: 1.132, data_time: 0.039, memory: 8472, top1_acc: 0.2458, top5_acc: 0.4936, loss_cls: 3.5459, loss: 3.5459, grad_norm: 0.8464 2020-09-28 02:55:14,127 - mmaction - INFO - Epoch [14][100/627] lr: 5.962e-01, eta: 2 days, 0:32:04, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2437, top5_acc: 0.4773, loss_cls: 3.5768, loss: 3.5768, grad_norm: 0.8278 2020-09-28 02:55:36,509 - mmaction - INFO - Epoch [14][120/627] lr: 5.962e-01, eta: 2 days, 0:31:31, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.2423, top5_acc: 0.4979, loss_cls: 3.5475, loss: 3.5475, grad_norm: 0.8317 2020-09-28 02:55:57,634 - mmaction - INFO - Epoch [14][140/627] lr: 5.962e-01, eta: 2 days, 0:30:35, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.2423, top5_acc: 0.4897, loss_cls: 3.5713, loss: 3.5713, grad_norm: 0.8262 2020-09-28 02:56:19,809 - mmaction - INFO - Epoch [14][160/627] lr: 5.962e-01, eta: 2 days, 0:29:58, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.2312, top5_acc: 0.4751, loss_cls: 3.6503, loss: 3.6503, grad_norm: 0.8246 2020-09-28 02:56:44,173 - mmaction - INFO - Epoch [14][180/627] lr: 5.962e-01, eta: 2 days, 0:30:00, time: 1.217, data_time: 0.001, memory: 8472, top1_acc: 0.2428, top5_acc: 0.4865, loss_cls: 3.5857, loss: 3.5857, grad_norm: 0.8371 2020-09-28 02:57:06,183 - mmaction - INFO - Epoch [14][200/627] lr: 5.962e-01, eta: 2 days, 0:29:20, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.2307, top5_acc: 0.4719, loss_cls: 3.6196, loss: 3.6196, grad_norm: 0.8203 2020-09-28 02:57:28,639 - mmaction - INFO - Epoch [14][220/627] lr: 5.962e-01, eta: 2 days, 0:28:48, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2405, top5_acc: 0.4779, loss_cls: 3.6028, loss: 3.6028, grad_norm: 0.8186 2020-09-28 02:57:49,477 - mmaction - INFO - Epoch [14][240/627] lr: 5.962e-01, eta: 2 days, 0:27:47, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.2421, top5_acc: 0.4810, loss_cls: 3.5813, loss: 3.5813, grad_norm: 0.8463 2020-09-28 02:58:11,381 - mmaction - INFO - Epoch [14][260/627] lr: 5.962e-01, eta: 2 days, 0:27:06, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.2427, top5_acc: 0.4842, loss_cls: 3.5806, loss: 3.5806, grad_norm: 0.8319 2020-09-28 02:58:34,313 - mmaction - INFO - Epoch [14][280/627] lr: 5.962e-01, eta: 2 days, 0:26:42, time: 1.145, data_time: 0.070, memory: 8472, top1_acc: 0.2422, top5_acc: 0.4895, loss_cls: 3.5563, loss: 3.5563, grad_norm: 0.8405 2020-09-28 02:58:56,400 - mmaction - INFO - Epoch [14][300/627] lr: 5.962e-01, eta: 2 days, 0:26:04, time: 1.105, data_time: 0.146, memory: 8472, top1_acc: 0.2374, top5_acc: 0.4698, loss_cls: 3.6399, loss: 3.6399, grad_norm: 0.8413 2020-09-28 02:59:18,521 - mmaction - INFO - Epoch [14][320/627] lr: 5.962e-01, eta: 2 days, 0:25:27, time: 1.106, data_time: 0.008, memory: 8472, top1_acc: 0.2439, top5_acc: 0.4749, loss_cls: 3.5946, loss: 3.5946, grad_norm: 0.8361 2020-09-28 02:59:40,667 - mmaction - INFO - Epoch [14][340/627] lr: 5.962e-01, eta: 2 days, 0:24:50, time: 1.108, data_time: 0.034, memory: 8472, top1_acc: 0.2453, top5_acc: 0.4871, loss_cls: 3.5685, loss: 3.5685, grad_norm: 0.8399 2020-09-28 03:00:02,055 - mmaction - INFO - Epoch [14][360/627] lr: 5.962e-01, eta: 2 days, 0:23:59, time: 1.069, data_time: 0.094, memory: 8472, top1_acc: 0.2385, top5_acc: 0.4790, loss_cls: 3.6110, loss: 3.6110, grad_norm: 0.8303 2020-09-28 03:00:25,419 - mmaction - INFO - Epoch [14][380/627] lr: 5.962e-01, eta: 2 days, 0:23:44, time: 1.168, data_time: 0.019, memory: 8472, top1_acc: 0.2306, top5_acc: 0.4729, loss_cls: 3.6423, loss: 3.6423, grad_norm: 0.8187 2020-09-28 03:00:47,166 - mmaction - INFO - Epoch [14][400/627] lr: 5.962e-01, eta: 2 days, 0:23:00, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.2388, top5_acc: 0.4818, loss_cls: 3.5873, loss: 3.5873, grad_norm: 0.8414 2020-09-28 03:01:09,132 - mmaction - INFO - Epoch [14][420/627] lr: 5.962e-01, eta: 2 days, 0:22:21, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.2404, top5_acc: 0.4837, loss_cls: 3.6013, loss: 3.6013, grad_norm: 0.8455 2020-09-28 03:01:31,798 - mmaction - INFO - Epoch [14][440/627] lr: 5.962e-01, eta: 2 days, 0:21:53, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.2376, top5_acc: 0.4793, loss_cls: 3.6293, loss: 3.6293, grad_norm: 0.8292 2020-09-28 03:01:54,263 - mmaction - INFO - Epoch [14][460/627] lr: 5.962e-01, eta: 2 days, 0:21:22, time: 1.122, data_time: 0.166, memory: 8472, top1_acc: 0.2480, top5_acc: 0.4842, loss_cls: 3.5875, loss: 3.5875, grad_norm: 0.8173 2020-09-28 03:02:16,242 - mmaction - INFO - Epoch [14][480/627] lr: 5.962e-01, eta: 2 days, 0:20:43, time: 1.100, data_time: 0.063, memory: 8472, top1_acc: 0.2379, top5_acc: 0.4706, loss_cls: 3.6347, loss: 3.6347, grad_norm: 0.8318 2020-09-28 03:02:38,695 - mmaction - INFO - Epoch [14][500/627] lr: 5.962e-01, eta: 2 days, 0:20:11, time: 1.122, data_time: 0.166, memory: 8472, top1_acc: 0.2365, top5_acc: 0.4814, loss_cls: 3.6224, loss: 3.6224, grad_norm: 0.8203 2020-09-28 03:02:59,968 - mmaction - INFO - Epoch [14][520/627] lr: 5.962e-01, eta: 2 days, 0:19:20, time: 1.064, data_time: 0.042, memory: 8472, top1_acc: 0.2358, top5_acc: 0.4814, loss_cls: 3.5937, loss: 3.5937, grad_norm: 0.8279 2020-09-28 03:03:22,477 - mmaction - INFO - Epoch [14][540/627] lr: 5.962e-01, eta: 2 days, 0:18:50, time: 1.125, data_time: 0.013, memory: 8472, top1_acc: 0.2301, top5_acc: 0.4730, loss_cls: 3.6448, loss: 3.6448, grad_norm: 0.8442 2020-09-28 03:03:45,360 - mmaction - INFO - Epoch [14][560/627] lr: 5.962e-01, eta: 2 days, 0:18:26, time: 1.144, data_time: 0.011, memory: 8472, top1_acc: 0.2395, top5_acc: 0.4781, loss_cls: 3.5835, loss: 3.5835, grad_norm: 0.8181 2020-09-28 03:04:07,590 - mmaction - INFO - Epoch [14][580/627] lr: 5.962e-01, eta: 2 days, 0:17:51, time: 1.111, data_time: 0.028, memory: 8472, top1_acc: 0.2363, top5_acc: 0.4697, loss_cls: 3.6244, loss: 3.6244, grad_norm: 0.8222 2020-09-28 03:04:29,933 - mmaction - INFO - Epoch [14][600/627] lr: 5.962e-01, eta: 2 days, 0:17:19, time: 1.119, data_time: 0.065, memory: 8472, top1_acc: 0.2365, top5_acc: 0.4806, loss_cls: 3.6198, loss: 3.6198, grad_norm: 0.8252 2020-09-28 03:04:52,353 - mmaction - INFO - Epoch [14][620/627] lr: 5.962e-01, eta: 2 days, 0:16:47, time: 1.119, data_time: 0.021, memory: 8472, top1_acc: 0.2374, top5_acc: 0.4868, loss_cls: 3.5764, loss: 3.5764, grad_norm: 0.8310 2020-09-28 03:05:56,194 - mmaction - INFO - Epoch [15][20/627] lr: 5.956e-01, eta: 2 days, 0:23:24, time: 2.787, data_time: 1.606, memory: 8472, top1_acc: 0.2480, top5_acc: 0.4770, loss_cls: 3.5870, loss: 3.5870, grad_norm: 0.8256 2020-09-28 03:06:17,762 - mmaction - INFO - Epoch [15][40/627] lr: 5.956e-01, eta: 2 days, 0:22:38, time: 1.081, data_time: 0.005, memory: 8472, top1_acc: 0.2439, top5_acc: 0.4908, loss_cls: 3.5799, loss: 3.5799, grad_norm: 0.8379 2020-09-28 03:06:40,314 - mmaction - INFO - Epoch [15][60/627] lr: 5.956e-01, eta: 2 days, 0:22:08, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.2413, top5_acc: 0.4917, loss_cls: 3.5770, loss: 3.5770, grad_norm: 0.8263 2020-09-28 03:07:03,109 - mmaction - INFO - Epoch [15][80/627] lr: 5.956e-01, eta: 2 days, 0:21:42, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.2507, top5_acc: 0.4947, loss_cls: 3.5186, loss: 3.5186, grad_norm: 0.8482 2020-09-28 03:07:25,915 - mmaction - INFO - Epoch [15][100/627] lr: 5.956e-01, eta: 2 days, 0:21:17, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.2454, top5_acc: 0.4889, loss_cls: 3.5731, loss: 3.5731, grad_norm: 0.8478 2020-09-28 03:07:48,535 - mmaction - INFO - Epoch [15][120/627] lr: 5.956e-01, eta: 2 days, 0:20:48, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.2355, top5_acc: 0.4809, loss_cls: 3.5846, loss: 3.5846, grad_norm: 0.8393 2020-09-28 03:08:08,700 - mmaction - INFO - Epoch [15][140/627] lr: 5.956e-01, eta: 2 days, 0:19:37, time: 1.009, data_time: 0.005, memory: 8472, top1_acc: 0.2359, top5_acc: 0.4780, loss_cls: 3.6148, loss: 3.6148, grad_norm: 0.8297 2020-09-28 03:08:31,906 - mmaction - INFO - Epoch [15][160/627] lr: 5.956e-01, eta: 2 days, 0:19:18, time: 1.158, data_time: 0.001, memory: 8472, top1_acc: 0.2410, top5_acc: 0.4828, loss_cls: 3.5913, loss: 3.5913, grad_norm: 0.8243 2020-09-28 03:08:54,375 - mmaction - INFO - Epoch [15][180/627] lr: 5.956e-01, eta: 2 days, 0:18:47, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.2452, top5_acc: 0.4844, loss_cls: 3.5566, loss: 3.5566, grad_norm: 0.8182 2020-09-28 03:09:14,897 - mmaction - INFO - Epoch [15][200/627] lr: 5.956e-01, eta: 2 days, 0:17:43, time: 1.026, data_time: 0.003, memory: 8472, top1_acc: 0.2454, top5_acc: 0.4897, loss_cls: 3.5487, loss: 3.5487, grad_norm: 0.8408 2020-09-28 03:09:37,673 - mmaction - INFO - Epoch [15][220/627] lr: 5.956e-01, eta: 2 days, 0:17:17, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.2410, top5_acc: 0.4764, loss_cls: 3.5981, loss: 3.5981, grad_norm: 0.8431 2020-09-28 03:10:00,205 - mmaction - INFO - Epoch [15][240/627] lr: 5.956e-01, eta: 2 days, 0:16:47, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2392, top5_acc: 0.4785, loss_cls: 3.6130, loss: 3.6130, grad_norm: 0.8445 2020-09-28 03:10:21,884 - mmaction - INFO - Epoch [15][260/627] lr: 5.956e-01, eta: 2 days, 0:16:04, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.2437, top5_acc: 0.4880, loss_cls: 3.5935, loss: 3.5935, grad_norm: 0.8446 2020-09-28 03:10:43,966 - mmaction - INFO - Epoch [15][280/627] lr: 5.956e-01, eta: 2 days, 0:15:25, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2371, top5_acc: 0.4697, loss_cls: 3.6315, loss: 3.6315, grad_norm: 0.8268 2020-09-28 03:11:07,090 - mmaction - INFO - Epoch [15][300/627] lr: 5.956e-01, eta: 2 days, 0:15:06, time: 1.159, data_time: 0.004, memory: 8472, top1_acc: 0.2557, top5_acc: 0.4969, loss_cls: 3.5148, loss: 3.5148, grad_norm: 0.8394 2020-09-28 03:11:29,081 - mmaction - INFO - Epoch [15][320/627] lr: 5.956e-01, eta: 2 days, 0:14:27, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.2523, top5_acc: 0.4913, loss_cls: 3.5566, loss: 3.5566, grad_norm: 0.8438 2020-09-28 03:11:50,260 - mmaction - INFO - Epoch [15][340/627] lr: 5.956e-01, eta: 2 days, 0:13:35, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.2426, top5_acc: 0.4824, loss_cls: 3.5803, loss: 3.5803, grad_norm: 0.8379 2020-09-28 03:12:12,895 - mmaction - INFO - Epoch [15][360/627] lr: 5.956e-01, eta: 2 days, 0:13:07, time: 1.130, data_time: 0.010, memory: 8472, top1_acc: 0.2482, top5_acc: 0.4786, loss_cls: 3.5994, loss: 3.5994, grad_norm: 0.8293 2020-09-28 03:12:34,865 - mmaction - INFO - Epoch [15][380/627] lr: 5.956e-01, eta: 2 days, 0:12:28, time: 1.099, data_time: 0.121, memory: 8472, top1_acc: 0.2499, top5_acc: 0.4803, loss_cls: 3.5815, loss: 3.5815, grad_norm: 0.8371 2020-09-28 03:12:57,762 - mmaction - INFO - Epoch [15][400/627] lr: 5.956e-01, eta: 2 days, 0:12:05, time: 1.145, data_time: 0.049, memory: 8472, top1_acc: 0.2451, top5_acc: 0.4859, loss_cls: 3.5600, loss: 3.5600, grad_norm: 0.8392 2020-09-28 03:13:19,689 - mmaction - INFO - Epoch [15][420/627] lr: 5.956e-01, eta: 2 days, 0:11:25, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.2405, top5_acc: 0.4832, loss_cls: 3.5872, loss: 3.5872, grad_norm: 0.8549 2020-09-28 03:13:41,571 - mmaction - INFO - Epoch [15][440/627] lr: 5.956e-01, eta: 2 days, 0:10:45, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2464, top5_acc: 0.4965, loss_cls: 3.5497, loss: 3.5497, grad_norm: 0.8509 2020-09-28 03:14:03,383 - mmaction - INFO - Epoch [15][460/627] lr: 5.956e-01, eta: 2 days, 0:10:04, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2448, top5_acc: 0.4781, loss_cls: 3.5896, loss: 3.5896, grad_norm: 0.8356 2020-09-28 03:14:25,975 - mmaction - INFO - Epoch [15][480/627] lr: 5.956e-01, eta: 2 days, 0:09:36, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2417, top5_acc: 0.4867, loss_cls: 3.5877, loss: 3.5877, grad_norm: 0.8270 2020-09-28 03:14:48,938 - mmaction - INFO - Epoch [15][500/627] lr: 5.956e-01, eta: 2 days, 0:09:14, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.2380, top5_acc: 0.4777, loss_cls: 3.6236, loss: 3.6236, grad_norm: 0.8316 2020-09-28 03:15:10,916 - mmaction - INFO - Epoch [15][520/627] lr: 5.956e-01, eta: 2 days, 0:08:34, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.2512, top5_acc: 0.4904, loss_cls: 3.5378, loss: 3.5378, grad_norm: 0.8273 2020-09-28 03:15:34,251 - mmaction - INFO - Epoch [15][540/627] lr: 5.956e-01, eta: 2 days, 0:08:19, time: 1.168, data_time: 0.004, memory: 8472, top1_acc: 0.2431, top5_acc: 0.4811, loss_cls: 3.5903, loss: 3.5903, grad_norm: 0.8349 2020-09-28 03:15:56,048 - mmaction - INFO - Epoch [15][560/627] lr: 5.956e-01, eta: 2 days, 0:07:37, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2484, top5_acc: 0.4836, loss_cls: 3.5861, loss: 3.5861, grad_norm: 0.8325 2020-09-28 03:16:16,248 - mmaction - INFO - Epoch [15][580/627] lr: 5.956e-01, eta: 2 days, 0:06:31, time: 1.011, data_time: 0.003, memory: 8472, top1_acc: 0.2393, top5_acc: 0.4846, loss_cls: 3.5713, loss: 3.5713, grad_norm: 0.8483 2020-09-28 03:16:38,670 - mmaction - INFO - Epoch [15][600/627] lr: 5.956e-01, eta: 2 days, 0:06:00, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.2365, top5_acc: 0.4815, loss_cls: 3.5738, loss: 3.5738, grad_norm: 0.8440 2020-09-28 03:17:01,145 - mmaction - INFO - Epoch [15][620/627] lr: 5.956e-01, eta: 2 days, 0:05:30, time: 1.124, data_time: 0.011, memory: 8472, top1_acc: 0.2400, top5_acc: 0.4790, loss_cls: 3.6022, loss: 3.6022, grad_norm: 0.8316 2020-09-28 03:18:28,654 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 03:18:29,343 - mmaction - INFO - top1_acc 0.2407 top5_acc 0.4924 2020-09-28 03:18:29,344 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 03:18:29,390 - mmaction - INFO - mean_acc 0.2404 2020-09-28 03:18:29,391 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-09-28 03:18:29,404 - mmaction - INFO - Epoch(val) [15][627] top1_acc: 0.2407, top5_acc: 0.4924, mean_class_accuracy: 0.2404 2020-09-28 03:19:20,140 - mmaction - INFO - Epoch [16][20/627] lr: 5.949e-01, eta: 2 days, 0:10:15, time: 2.533, data_time: 1.519, memory: 8472, top1_acc: 0.2404, top5_acc: 0.4862, loss_cls: 3.5567, loss: 3.5567, grad_norm: 0.8525 2020-09-28 03:19:42,158 - mmaction - INFO - Epoch [16][40/627] lr: 5.949e-01, eta: 2 days, 0:09:38, time: 1.102, data_time: 0.118, memory: 8472, top1_acc: 0.2443, top5_acc: 0.4794, loss_cls: 3.5938, loss: 3.5938, grad_norm: 0.8373 2020-09-28 03:20:04,970 - mmaction - INFO - Epoch [16][60/627] lr: 5.949e-01, eta: 2 days, 0:09:12, time: 1.140, data_time: 0.186, memory: 8472, top1_acc: 0.2566, top5_acc: 0.5004, loss_cls: 3.5026, loss: 3.5026, grad_norm: 0.8405 2020-09-28 03:20:26,522 - mmaction - INFO - Epoch [16][80/627] lr: 5.949e-01, eta: 2 days, 0:08:27, time: 1.077, data_time: 0.128, memory: 8472, top1_acc: 0.2365, top5_acc: 0.4746, loss_cls: 3.6190, loss: 3.6190, grad_norm: 0.8405 2020-09-28 03:20:48,232 - mmaction - INFO - Epoch [16][100/627] lr: 5.949e-01, eta: 2 days, 0:07:45, time: 1.088, data_time: 0.045, memory: 8472, top1_acc: 0.2509, top5_acc: 0.5003, loss_cls: 3.5067, loss: 3.5067, grad_norm: 0.8419 2020-09-28 03:21:10,491 - mmaction - INFO - Epoch [16][120/627] lr: 5.949e-01, eta: 2 days, 0:07:11, time: 1.112, data_time: 0.042, memory: 8472, top1_acc: 0.2460, top5_acc: 0.4887, loss_cls: 3.5700, loss: 3.5700, grad_norm: 0.8350 2020-09-28 03:21:32,501 - mmaction - INFO - Epoch [16][140/627] lr: 5.949e-01, eta: 2 days, 0:06:33, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.2495, top5_acc: 0.4928, loss_cls: 3.5398, loss: 3.5398, grad_norm: 0.8259 2020-09-28 03:21:56,009 - mmaction - INFO - Epoch [16][160/627] lr: 5.949e-01, eta: 2 days, 0:06:19, time: 1.175, data_time: 0.003, memory: 8472, top1_acc: 0.2487, top5_acc: 0.4931, loss_cls: 3.5289, loss: 3.5289, grad_norm: 0.8531 2020-09-28 03:22:16,361 - mmaction - INFO - Epoch [16][180/627] lr: 5.949e-01, eta: 2 days, 0:05:15, time: 1.017, data_time: 0.003, memory: 8472, top1_acc: 0.2474, top5_acc: 0.4884, loss_cls: 3.5706, loss: 3.5706, grad_norm: 0.8466 2020-09-28 03:22:39,029 - mmaction - INFO - Epoch [16][200/627] lr: 5.949e-01, eta: 2 days, 0:04:48, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.2445, top5_acc: 0.4921, loss_cls: 3.5661, loss: 3.5661, grad_norm: 0.8407 2020-09-28 03:23:02,954 - mmaction - INFO - Epoch [16][220/627] lr: 5.949e-01, eta: 2 days, 0:04:41, time: 1.196, data_time: 0.002, memory: 8472, top1_acc: 0.2566, top5_acc: 0.4954, loss_cls: 3.5315, loss: 3.5315, grad_norm: 0.8326 2020-09-28 03:23:25,466 - mmaction - INFO - Epoch [16][240/627] lr: 5.949e-01, eta: 2 days, 0:04:11, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.2477, top5_acc: 0.4819, loss_cls: 3.5553, loss: 3.5553, grad_norm: 0.8512 2020-09-28 03:23:46,379 - mmaction - INFO - Epoch [16][260/627] lr: 5.949e-01, eta: 2 days, 0:03:16, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.2448, top5_acc: 0.4870, loss_cls: 3.5680, loss: 3.5680, grad_norm: 0.8400 2020-09-28 03:24:08,418 - mmaction - INFO - Epoch [16][280/627] lr: 5.949e-01, eta: 2 days, 0:02:39, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.2383, top5_acc: 0.4840, loss_cls: 3.5739, loss: 3.5739, grad_norm: 0.8530 2020-09-28 03:24:31,096 - mmaction - INFO - Epoch [16][300/627] lr: 5.949e-01, eta: 2 days, 0:02:12, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.2520, top5_acc: 0.4941, loss_cls: 3.5321, loss: 3.5321, grad_norm: 0.8532 2020-09-28 03:24:53,094 - mmaction - INFO - Epoch [16][320/627] lr: 5.949e-01, eta: 2 days, 0:01:35, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.2499, top5_acc: 0.4991, loss_cls: 3.5208, loss: 3.5208, grad_norm: 0.8492 2020-09-28 03:25:16,045 - mmaction - INFO - Epoch [16][340/627] lr: 5.949e-01, eta: 2 days, 0:01:13, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.2434, top5_acc: 0.4867, loss_cls: 3.5571, loss: 3.5571, grad_norm: 0.8464 2020-09-28 03:25:37,128 - mmaction - INFO - Epoch [16][360/627] lr: 5.949e-01, eta: 2 days, 0:00:21, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.2471, top5_acc: 0.4876, loss_cls: 3.5741, loss: 3.5741, grad_norm: 0.8461 2020-09-28 03:25:59,958 - mmaction - INFO - Epoch [16][380/627] lr: 5.949e-01, eta: 1 day, 23:59:56, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.2443, top5_acc: 0.4811, loss_cls: 3.5902, loss: 3.5902, grad_norm: 0.8533 2020-09-28 03:26:22,474 - mmaction - INFO - Epoch [16][400/627] lr: 5.949e-01, eta: 1 day, 23:59:27, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.2434, top5_acc: 0.4874, loss_cls: 3.5656, loss: 3.5656, grad_norm: 0.8410 2020-09-28 03:26:45,090 - mmaction - INFO - Epoch [16][420/627] lr: 5.949e-01, eta: 1 day, 23:58:59, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2559, top5_acc: 0.4934, loss_cls: 3.5299, loss: 3.5299, grad_norm: 0.8472 2020-09-28 03:27:07,197 - mmaction - INFO - Epoch [16][440/627] lr: 5.949e-01, eta: 1 day, 23:58:24, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2451, top5_acc: 0.4919, loss_cls: 3.5426, loss: 3.5426, grad_norm: 0.8309 2020-09-28 03:27:28,677 - mmaction - INFO - Epoch [16][460/627] lr: 5.949e-01, eta: 1 day, 23:57:39, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2454, top5_acc: 0.4895, loss_cls: 3.5636, loss: 3.5636, grad_norm: 0.8531 2020-09-28 03:27:51,568 - mmaction - INFO - Epoch [16][480/627] lr: 5.949e-01, eta: 1 day, 23:57:15, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.2382, top5_acc: 0.4805, loss_cls: 3.6120, loss: 3.6120, grad_norm: 0.8405 2020-09-28 03:28:12,215 - mmaction - INFO - Epoch [16][500/627] lr: 5.949e-01, eta: 1 day, 23:56:18, time: 1.033, data_time: 0.003, memory: 8472, top1_acc: 0.2471, top5_acc: 0.4991, loss_cls: 3.5647, loss: 3.5647, grad_norm: 0.8349 2020-09-28 03:28:35,376 - mmaction - INFO - Epoch [16][520/627] lr: 5.949e-01, eta: 1 day, 23:55:58, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.2449, top5_acc: 0.4934, loss_cls: 3.5510, loss: 3.5510, grad_norm: 0.8495 2020-09-28 03:28:57,551 - mmaction - INFO - Epoch [16][540/627] lr: 5.949e-01, eta: 1 day, 23:55:24, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.2449, top5_acc: 0.4954, loss_cls: 3.5299, loss: 3.5299, grad_norm: 0.8573 2020-09-28 03:29:20,367 - mmaction - INFO - Epoch [16][560/627] lr: 5.949e-01, eta: 1 day, 23:55:00, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.2432, top5_acc: 0.4927, loss_cls: 3.5598, loss: 3.5598, grad_norm: 0.8493 2020-09-28 03:29:43,459 - mmaction - INFO - Epoch [16][580/627] lr: 5.949e-01, eta: 1 day, 23:54:40, time: 1.153, data_time: 0.001, memory: 8472, top1_acc: 0.2518, top5_acc: 0.4909, loss_cls: 3.5314, loss: 3.5314, grad_norm: 0.8523 2020-09-28 03:30:03,855 - mmaction - INFO - Epoch [16][600/627] lr: 5.949e-01, eta: 1 day, 23:53:38, time: 1.018, data_time: 0.003, memory: 8472, top1_acc: 0.2501, top5_acc: 0.4867, loss_cls: 3.5437, loss: 3.5437, grad_norm: 0.8464 2020-09-28 03:30:26,039 - mmaction - INFO - Epoch [16][620/627] lr: 5.949e-01, eta: 1 day, 23:53:05, time: 1.111, data_time: 0.005, memory: 8472, top1_acc: 0.2466, top5_acc: 0.4867, loss_cls: 3.5966, loss: 3.5966, grad_norm: 0.8431 2020-09-28 03:30:32,967 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-28 03:31:26,110 - mmaction - INFO - Epoch [17][20/627] lr: 5.942e-01, eta: 1 day, 23:58:00, time: 2.637, data_time: 1.428, memory: 8472, top1_acc: 0.2389, top5_acc: 0.4762, loss_cls: 3.6072, loss: 3.6072, grad_norm: 0.8590 2020-09-28 03:31:49,242 - mmaction - INFO - Epoch [17][40/627] lr: 5.942e-01, eta: 1 day, 23:57:41, time: 1.158, data_time: 0.003, memory: 8472, top1_acc: 0.2504, top5_acc: 0.4951, loss_cls: 3.5213, loss: 3.5213, grad_norm: 0.8247 2020-09-28 03:32:10,592 - mmaction - INFO - Epoch [17][60/627] lr: 5.942e-01, eta: 1 day, 23:56:53, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.2508, top5_acc: 0.5056, loss_cls: 3.5037, loss: 3.5037, grad_norm: 0.8569 2020-09-28 03:32:33,165 - mmaction - INFO - Epoch [17][80/627] lr: 5.942e-01, eta: 1 day, 23:56:25, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2581, top5_acc: 0.4973, loss_cls: 3.5094, loss: 3.5094, grad_norm: 0.8544 2020-09-28 03:32:53,882 - mmaction - INFO - Epoch [17][100/627] lr: 5.942e-01, eta: 1 day, 23:55:29, time: 1.036, data_time: 0.003, memory: 8472, top1_acc: 0.2501, top5_acc: 0.5012, loss_cls: 3.5210, loss: 3.5210, grad_norm: 0.8554 2020-09-28 03:33:17,035 - mmaction - INFO - Epoch [17][120/627] lr: 5.942e-01, eta: 1 day, 23:55:09, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.2525, top5_acc: 0.5001, loss_cls: 3.5030, loss: 3.5030, grad_norm: 0.8390 2020-09-28 03:33:39,765 - mmaction - INFO - Epoch [17][140/627] lr: 5.942e-01, eta: 1 day, 23:54:43, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.2539, top5_acc: 0.5016, loss_cls: 3.5001, loss: 3.5001, grad_norm: 0.8605 2020-09-28 03:34:01,530 - mmaction - INFO - Epoch [17][160/627] lr: 5.942e-01, eta: 1 day, 23:54:02, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2587, top5_acc: 0.5014, loss_cls: 3.4974, loss: 3.4974, grad_norm: 0.8445 2020-09-28 03:34:22,812 - mmaction - INFO - Epoch [17][180/627] lr: 5.942e-01, eta: 1 day, 23:53:15, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.2514, top5_acc: 0.4967, loss_cls: 3.5303, loss: 3.5303, grad_norm: 0.8533 2020-09-28 03:34:44,647 - mmaction - INFO - Epoch [17][200/627] lr: 5.942e-01, eta: 1 day, 23:52:35, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2487, top5_acc: 0.4837, loss_cls: 3.5420, loss: 3.5420, grad_norm: 0.8533 2020-09-28 03:35:07,863 - mmaction - INFO - Epoch [17][220/627] lr: 5.942e-01, eta: 1 day, 23:52:17, time: 1.162, data_time: 0.004, memory: 8472, top1_acc: 0.2413, top5_acc: 0.4844, loss_cls: 3.6084, loss: 3.6084, grad_norm: 0.8412 2020-09-28 03:35:29,502 - mmaction - INFO - Epoch [17][240/627] lr: 5.942e-01, eta: 1 day, 23:51:35, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.2560, top5_acc: 0.4883, loss_cls: 3.5428, loss: 3.5428, grad_norm: 0.8381 2020-09-28 03:35:52,055 - mmaction - INFO - Epoch [17][260/627] lr: 5.942e-01, eta: 1 day, 23:51:07, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2654, top5_acc: 0.5014, loss_cls: 3.4926, loss: 3.4926, grad_norm: 0.8552 2020-09-28 03:36:13,166 - mmaction - INFO - Epoch [17][280/627] lr: 5.942e-01, eta: 1 day, 23:50:17, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.2570, top5_acc: 0.4956, loss_cls: 3.5036, loss: 3.5036, grad_norm: 0.8502 2020-09-28 03:36:35,304 - mmaction - INFO - Epoch [17][300/627] lr: 5.942e-01, eta: 1 day, 23:49:43, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2479, top5_acc: 0.4849, loss_cls: 3.5809, loss: 3.5809, grad_norm: 0.8507 2020-09-28 03:36:58,811 - mmaction - INFO - Epoch [17][320/627] lr: 5.942e-01, eta: 1 day, 23:49:28, time: 1.173, data_time: 0.059, memory: 8472, top1_acc: 0.2557, top5_acc: 0.4928, loss_cls: 3.5275, loss: 3.5275, grad_norm: 0.8501 2020-09-28 03:37:21,140 - mmaction - INFO - Epoch [17][340/627] lr: 5.942e-01, eta: 1 day, 23:48:56, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2557, top5_acc: 0.4974, loss_cls: 3.4959, loss: 3.4959, grad_norm: 0.8477 2020-09-28 03:37:43,333 - mmaction - INFO - Epoch [17][360/627] lr: 5.942e-01, eta: 1 day, 23:48:23, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.2469, top5_acc: 0.4854, loss_cls: 3.5745, loss: 3.5745, grad_norm: 0.8397 2020-09-28 03:38:04,257 - mmaction - INFO - Epoch [17][380/627] lr: 5.942e-01, eta: 1 day, 23:47:31, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.2562, top5_acc: 0.5013, loss_cls: 3.4955, loss: 3.4955, grad_norm: 0.8675 2020-09-28 03:38:26,893 - mmaction - INFO - Epoch [17][400/627] lr: 5.942e-01, eta: 1 day, 23:47:04, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2426, top5_acc: 0.4932, loss_cls: 3.5491, loss: 3.5491, grad_norm: 0.8579 2020-09-28 03:38:49,407 - mmaction - INFO - Epoch [17][420/627] lr: 5.942e-01, eta: 1 day, 23:46:35, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2453, top5_acc: 0.4848, loss_cls: 3.5916, loss: 3.5916, grad_norm: 0.8485 2020-09-28 03:39:10,364 - mmaction - INFO - Epoch [17][440/627] lr: 5.942e-01, eta: 1 day, 23:45:44, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.2465, top5_acc: 0.4875, loss_cls: 3.5584, loss: 3.5584, grad_norm: 0.8517 2020-09-28 03:39:31,890 - mmaction - INFO - Epoch [17][460/627] lr: 5.942e-01, eta: 1 day, 23:45:01, time: 1.077, data_time: 0.004, memory: 8472, top1_acc: 0.2572, top5_acc: 0.4991, loss_cls: 3.5071, loss: 3.5071, grad_norm: 0.8625 2020-09-28 03:39:54,712 - mmaction - INFO - Epoch [17][480/627] lr: 5.942e-01, eta: 1 day, 23:44:37, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.2460, top5_acc: 0.4915, loss_cls: 3.5492, loss: 3.5492, grad_norm: 0.8417 2020-09-28 03:40:17,475 - mmaction - INFO - Epoch [17][500/627] lr: 5.942e-01, eta: 1 day, 23:44:12, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.2566, top5_acc: 0.5022, loss_cls: 3.5165, loss: 3.5165, grad_norm: 0.8461 2020-09-28 03:40:38,976 - mmaction - INFO - Epoch [17][520/627] lr: 5.942e-01, eta: 1 day, 23:43:29, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.2464, top5_acc: 0.4888, loss_cls: 3.5638, loss: 3.5638, grad_norm: 0.8494 2020-09-28 03:41:01,395 - mmaction - INFO - Epoch [17][540/627] lr: 5.942e-01, eta: 1 day, 23:42:59, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.2482, top5_acc: 0.4988, loss_cls: 3.5085, loss: 3.5085, grad_norm: 0.8514 2020-09-28 03:41:24,584 - mmaction - INFO - Epoch [17][560/627] lr: 5.942e-01, eta: 1 day, 23:42:39, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.2437, top5_acc: 0.4944, loss_cls: 3.5622, loss: 3.5622, grad_norm: 0.8562 2020-09-28 03:41:46,239 - mmaction - INFO - Epoch [17][580/627] lr: 5.942e-01, eta: 1 day, 23:41:59, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.2453, top5_acc: 0.5014, loss_cls: 3.5190, loss: 3.5190, grad_norm: 0.8536 2020-09-28 03:42:07,044 - mmaction - INFO - Epoch [17][600/627] lr: 5.942e-01, eta: 1 day, 23:41:06, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.2484, top5_acc: 0.4863, loss_cls: 3.5461, loss: 3.5461, grad_norm: 0.8575 2020-09-28 03:42:29,772 - mmaction - INFO - Epoch [17][620/627] lr: 5.942e-01, eta: 1 day, 23:40:41, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.2441, top5_acc: 0.4872, loss_cls: 3.5465, loss: 3.5465, grad_norm: 0.8423 2020-09-28 03:43:29,634 - mmaction - INFO - Epoch [18][20/627] lr: 5.935e-01, eta: 1 day, 23:45:16, time: 2.636, data_time: 1.623, memory: 8472, top1_acc: 0.2422, top5_acc: 0.4895, loss_cls: 3.5722, loss: 3.5722, grad_norm: 0.8749 2020-09-28 03:43:51,522 - mmaction - INFO - Epoch [18][40/627] lr: 5.935e-01, eta: 1 day, 23:44:38, time: 1.094, data_time: 0.039, memory: 8472, top1_acc: 0.2444, top5_acc: 0.4967, loss_cls: 3.5268, loss: 3.5268, grad_norm: 0.8508 2020-09-28 03:44:13,182 - mmaction - INFO - Epoch [18][60/627] lr: 5.935e-01, eta: 1 day, 23:43:57, time: 1.084, data_time: 0.041, memory: 8472, top1_acc: 0.2643, top5_acc: 0.5013, loss_cls: 3.4904, loss: 3.4904, grad_norm: 0.8766 2020-09-28 03:44:36,174 - mmaction - INFO - Epoch [18][80/627] lr: 5.935e-01, eta: 1 day, 23:43:35, time: 1.149, data_time: 0.004, memory: 8472, top1_acc: 0.2488, top5_acc: 0.4852, loss_cls: 3.5520, loss: 3.5520, grad_norm: 0.8435 2020-09-28 03:44:57,592 - mmaction - INFO - Epoch [18][100/627] lr: 5.935e-01, eta: 1 day, 23:42:50, time: 1.070, data_time: 0.008, memory: 8472, top1_acc: 0.2514, top5_acc: 0.4964, loss_cls: 3.5287, loss: 3.5287, grad_norm: 0.8378 2020-09-28 03:45:20,492 - mmaction - INFO - Epoch [18][120/627] lr: 5.935e-01, eta: 1 day, 23:42:27, time: 1.146, data_time: 0.029, memory: 8472, top1_acc: 0.2457, top5_acc: 0.4984, loss_cls: 3.5193, loss: 3.5193, grad_norm: 0.8749 2020-09-28 03:45:42,733 - mmaction - INFO - Epoch [18][140/627] lr: 5.935e-01, eta: 1 day, 23:41:54, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2538, top5_acc: 0.5049, loss_cls: 3.4777, loss: 3.4777, grad_norm: 0.8548 2020-09-28 03:46:04,309 - mmaction - INFO - Epoch [18][160/627] lr: 5.935e-01, eta: 1 day, 23:41:13, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.2638, top5_acc: 0.5016, loss_cls: 3.4876, loss: 3.4876, grad_norm: 0.8609 2020-09-28 03:46:26,261 - mmaction - INFO - Epoch [18][180/627] lr: 5.935e-01, eta: 1 day, 23:40:36, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.2563, top5_acc: 0.4967, loss_cls: 3.5236, loss: 3.5236, grad_norm: 0.8616 2020-09-28 03:46:49,036 - mmaction - INFO - Epoch [18][200/627] lr: 5.935e-01, eta: 1 day, 23:40:11, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.2565, top5_acc: 0.4842, loss_cls: 3.5450, loss: 3.5450, grad_norm: 0.8547 2020-09-28 03:47:11,398 - mmaction - INFO - Epoch [18][220/627] lr: 5.935e-01, eta: 1 day, 23:39:40, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2566, top5_acc: 0.5000, loss_cls: 3.5046, loss: 3.5046, grad_norm: 0.8443 2020-09-28 03:47:33,975 - mmaction - INFO - Epoch [18][240/627] lr: 5.935e-01, eta: 1 day, 23:39:13, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.2544, top5_acc: 0.5021, loss_cls: 3.4882, loss: 3.4882, grad_norm: 0.8398 2020-09-28 03:47:55,924 - mmaction - INFO - Epoch [18][260/627] lr: 5.935e-01, eta: 1 day, 23:38:36, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.2533, top5_acc: 0.4958, loss_cls: 3.5345, loss: 3.5345, grad_norm: 0.8613 2020-09-28 03:48:17,582 - mmaction - INFO - Epoch [18][280/627] lr: 5.935e-01, eta: 1 day, 23:37:56, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.2646, top5_acc: 0.5102, loss_cls: 3.4603, loss: 3.4603, grad_norm: 0.8626 2020-09-28 03:48:39,587 - mmaction - INFO - Epoch [18][300/627] lr: 5.935e-01, eta: 1 day, 23:37:20, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.2510, top5_acc: 0.4948, loss_cls: 3.5336, loss: 3.5336, grad_norm: 0.8545 2020-09-28 03:49:01,583 - mmaction - INFO - Epoch [18][320/627] lr: 5.935e-01, eta: 1 day, 23:36:45, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.2539, top5_acc: 0.5008, loss_cls: 3.5205, loss: 3.5205, grad_norm: 0.8441 2020-09-28 03:49:23,417 - mmaction - INFO - Epoch [18][340/627] lr: 5.935e-01, eta: 1 day, 23:36:07, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2637, top5_acc: 0.4888, loss_cls: 3.5466, loss: 3.5466, grad_norm: 0.8577 2020-09-28 03:49:46,635 - mmaction - INFO - Epoch [18][360/627] lr: 5.935e-01, eta: 1 day, 23:35:48, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.2423, top5_acc: 0.4914, loss_cls: 3.5650, loss: 3.5650, grad_norm: 0.8530 2020-09-28 03:50:08,835 - mmaction - INFO - Epoch [18][380/627] lr: 5.935e-01, eta: 1 day, 23:35:15, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.2531, top5_acc: 0.4924, loss_cls: 3.5377, loss: 3.5377, grad_norm: 0.8524 2020-09-28 03:50:30,393 - mmaction - INFO - Epoch [18][400/627] lr: 5.935e-01, eta: 1 day, 23:34:34, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.2557, top5_acc: 0.4973, loss_cls: 3.5186, loss: 3.5186, grad_norm: 0.8550 2020-09-28 03:50:52,390 - mmaction - INFO - Epoch [18][420/627] lr: 5.935e-01, eta: 1 day, 23:33:58, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.2465, top5_acc: 0.4927, loss_cls: 3.5453, loss: 3.5453, grad_norm: 0.8621 2020-09-28 03:51:14,990 - mmaction - INFO - Epoch [18][440/627] lr: 5.935e-01, eta: 1 day, 23:33:31, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2523, top5_acc: 0.4974, loss_cls: 3.5165, loss: 3.5165, grad_norm: 0.8575 2020-09-28 03:51:37,165 - mmaction - INFO - Epoch [18][460/627] lr: 5.935e-01, eta: 1 day, 23:32:58, time: 1.109, data_time: 0.018, memory: 8472, top1_acc: 0.2471, top5_acc: 0.4911, loss_cls: 3.5490, loss: 3.5490, grad_norm: 0.8675 2020-09-28 03:52:00,171 - mmaction - INFO - Epoch [18][480/627] lr: 5.935e-01, eta: 1 day, 23:32:36, time: 1.151, data_time: 0.189, memory: 8472, top1_acc: 0.2529, top5_acc: 0.4951, loss_cls: 3.5207, loss: 3.5207, grad_norm: 0.8460 2020-09-28 03:52:22,268 - mmaction - INFO - Epoch [18][500/627] lr: 5.935e-01, eta: 1 day, 23:32:03, time: 1.106, data_time: 0.144, memory: 8472, top1_acc: 0.2647, top5_acc: 0.5029, loss_cls: 3.4919, loss: 3.4919, grad_norm: 0.8621 2020-09-28 03:52:44,654 - mmaction - INFO - Epoch [18][520/627] lr: 5.935e-01, eta: 1 day, 23:31:33, time: 1.118, data_time: 0.128, memory: 8472, top1_acc: 0.2419, top5_acc: 0.4923, loss_cls: 3.5446, loss: 3.5446, grad_norm: 0.8643 2020-09-28 03:53:05,140 - mmaction - INFO - Epoch [18][540/627] lr: 5.935e-01, eta: 1 day, 23:30:37, time: 1.025, data_time: 0.037, memory: 8472, top1_acc: 0.2586, top5_acc: 0.5039, loss_cls: 3.4814, loss: 3.4814, grad_norm: 0.8365 2020-09-28 03:53:27,691 - mmaction - INFO - Epoch [18][560/627] lr: 5.935e-01, eta: 1 day, 23:30:10, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2454, top5_acc: 0.4874, loss_cls: 3.5593, loss: 3.5593, grad_norm: 0.8476 2020-09-28 03:53:49,503 - mmaction - INFO - Epoch [18][580/627] lr: 5.935e-01, eta: 1 day, 23:29:32, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.2430, top5_acc: 0.4837, loss_cls: 3.5700, loss: 3.5700, grad_norm: 0.8547 2020-09-28 03:54:11,092 - mmaction - INFO - Epoch [18][600/627] lr: 5.935e-01, eta: 1 day, 23:28:52, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.2572, top5_acc: 0.4928, loss_cls: 3.5134, loss: 3.5134, grad_norm: 0.8552 2020-09-28 03:54:34,309 - mmaction - INFO - Epoch [18][620/627] lr: 5.935e-01, eta: 1 day, 23:28:33, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.2599, top5_acc: 0.5012, loss_cls: 3.5196, loss: 3.5196, grad_norm: 0.8645 2020-09-28 03:55:36,015 - mmaction - INFO - Epoch [19][20/627] lr: 5.927e-01, eta: 1 day, 23:33:17, time: 2.739, data_time: 1.740, memory: 8472, top1_acc: 0.2469, top5_acc: 0.4876, loss_cls: 3.5404, loss: 3.5404, grad_norm: 0.8511 2020-09-28 03:55:57,183 - mmaction - INFO - Epoch [19][40/627] lr: 5.927e-01, eta: 1 day, 23:32:30, time: 1.058, data_time: 0.107, memory: 8472, top1_acc: 0.2589, top5_acc: 0.4962, loss_cls: 3.4910, loss: 3.4910, grad_norm: 0.8668 2020-09-28 03:56:19,813 - mmaction - INFO - Epoch [19][60/627] lr: 5.927e-01, eta: 1 day, 23:32:03, time: 1.131, data_time: 0.175, memory: 8472, top1_acc: 0.2477, top5_acc: 0.4931, loss_cls: 3.5303, loss: 3.5303, grad_norm: 0.8619 2020-09-28 03:56:42,174 - mmaction - INFO - Epoch [19][80/627] lr: 5.927e-01, eta: 1 day, 23:31:32, time: 1.117, data_time: 0.165, memory: 8472, top1_acc: 0.2668, top5_acc: 0.5089, loss_cls: 3.4662, loss: 3.4662, grad_norm: 0.8677 2020-09-28 03:57:04,562 - mmaction - INFO - Epoch [19][100/627] lr: 5.927e-01, eta: 1 day, 23:31:02, time: 1.121, data_time: 0.163, memory: 8472, top1_acc: 0.2572, top5_acc: 0.4973, loss_cls: 3.5282, loss: 3.5282, grad_norm: 0.8540 2020-09-28 03:57:27,637 - mmaction - INFO - Epoch [19][120/627] lr: 5.927e-01, eta: 1 day, 23:30:41, time: 1.154, data_time: 0.202, memory: 8472, top1_acc: 0.2568, top5_acc: 0.4966, loss_cls: 3.5029, loss: 3.5029, grad_norm: 0.8572 2020-09-28 03:57:48,226 - mmaction - INFO - Epoch [19][140/627] lr: 5.927e-01, eta: 1 day, 23:29:48, time: 1.029, data_time: 0.040, memory: 8472, top1_acc: 0.2576, top5_acc: 0.5105, loss_cls: 3.4637, loss: 3.4637, grad_norm: 0.8711 2020-09-28 03:58:11,219 - mmaction - INFO - Epoch [19][160/627] lr: 5.927e-01, eta: 1 day, 23:29:25, time: 1.150, data_time: 0.085, memory: 8472, top1_acc: 0.2504, top5_acc: 0.5008, loss_cls: 3.5149, loss: 3.5149, grad_norm: 0.8696 2020-09-28 03:58:33,507 - mmaction - INFO - Epoch [19][180/627] lr: 5.927e-01, eta: 1 day, 23:28:54, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2560, top5_acc: 0.4992, loss_cls: 3.5023, loss: 3.5023, grad_norm: 0.8621 2020-09-28 03:58:55,550 - mmaction - INFO - Epoch [19][200/627] lr: 5.927e-01, eta: 1 day, 23:28:19, time: 1.103, data_time: 0.041, memory: 8472, top1_acc: 0.2677, top5_acc: 0.5092, loss_cls: 3.4509, loss: 3.4509, grad_norm: 0.8431 2020-09-28 03:59:17,293 - mmaction - INFO - Epoch [19][220/627] lr: 5.927e-01, eta: 1 day, 23:27:41, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.2521, top5_acc: 0.5009, loss_cls: 3.5078, loss: 3.5078, grad_norm: 0.8672 2020-09-28 03:59:40,540 - mmaction - INFO - Epoch [19][240/627] lr: 5.927e-01, eta: 1 day, 23:27:22, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.2632, top5_acc: 0.5048, loss_cls: 3.4761, loss: 3.4761, grad_norm: 0.8743 2020-09-28 04:00:01,689 - mmaction - INFO - Epoch [19][260/627] lr: 5.927e-01, eta: 1 day, 23:26:36, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.2534, top5_acc: 0.4982, loss_cls: 3.5259, loss: 3.5259, grad_norm: 0.8531 2020-09-28 04:00:25,112 - mmaction - INFO - Epoch [19][280/627] lr: 5.927e-01, eta: 1 day, 23:26:20, time: 1.171, data_time: 0.001, memory: 8472, top1_acc: 0.2551, top5_acc: 0.5033, loss_cls: 3.4717, loss: 3.4717, grad_norm: 0.8749 2020-09-28 04:00:46,844 - mmaction - INFO - Epoch [19][300/627] lr: 5.927e-01, eta: 1 day, 23:25:41, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2629, top5_acc: 0.5023, loss_cls: 3.4743, loss: 3.4743, grad_norm: 0.8687 2020-09-28 04:01:08,834 - mmaction - INFO - Epoch [19][320/627] lr: 5.927e-01, eta: 1 day, 23:25:06, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.2592, top5_acc: 0.4932, loss_cls: 3.5041, loss: 3.5041, grad_norm: 0.8570 2020-09-28 04:01:30,674 - mmaction - INFO - Epoch [19][340/627] lr: 5.927e-01, eta: 1 day, 23:24:29, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.2617, top5_acc: 0.4980, loss_cls: 3.4939, loss: 3.4939, grad_norm: 0.8474 2020-09-28 04:01:52,222 - mmaction - INFO - Epoch [19][360/627] lr: 5.927e-01, eta: 1 day, 23:23:49, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.2641, top5_acc: 0.5068, loss_cls: 3.4645, loss: 3.4645, grad_norm: 0.8563 2020-09-28 04:02:14,117 - mmaction - INFO - Epoch [19][380/627] lr: 5.927e-01, eta: 1 day, 23:23:13, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2552, top5_acc: 0.4987, loss_cls: 3.5107, loss: 3.5107, grad_norm: 0.8610 2020-09-28 04:02:36,908 - mmaction - INFO - Epoch [19][400/627] lr: 5.927e-01, eta: 1 day, 23:22:48, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.2513, top5_acc: 0.4988, loss_cls: 3.5107, loss: 3.5107, grad_norm: 0.8591 2020-09-28 04:02:58,204 - mmaction - INFO - Epoch [19][420/627] lr: 5.927e-01, eta: 1 day, 23:22:05, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.2521, top5_acc: 0.4945, loss_cls: 3.5199, loss: 3.5199, grad_norm: 0.8509 2020-09-28 04:03:20,721 - mmaction - INFO - Epoch [19][440/627] lr: 5.927e-01, eta: 1 day, 23:21:36, time: 1.125, data_time: 0.019, memory: 8472, top1_acc: 0.2453, top5_acc: 0.4941, loss_cls: 3.5518, loss: 3.5518, grad_norm: 0.8768 2020-09-28 04:03:43,322 - mmaction - INFO - Epoch [19][460/627] lr: 5.927e-01, eta: 1 day, 23:21:10, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2585, top5_acc: 0.5023, loss_cls: 3.4744, loss: 3.4744, grad_norm: 0.8708 2020-09-28 04:04:05,710 - mmaction - INFO - Epoch [19][480/627] lr: 5.927e-01, eta: 1 day, 23:20:40, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2587, top5_acc: 0.4983, loss_cls: 3.4929, loss: 3.4929, grad_norm: 0.8618 2020-09-28 04:04:27,930 - mmaction - INFO - Epoch [19][500/627] lr: 5.927e-01, eta: 1 day, 23:20:08, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.2596, top5_acc: 0.5008, loss_cls: 3.5272, loss: 3.5272, grad_norm: 0.8571 2020-09-28 04:04:48,069 - mmaction - INFO - Epoch [19][520/627] lr: 5.927e-01, eta: 1 day, 23:19:10, time: 1.007, data_time: 0.003, memory: 8472, top1_acc: 0.2487, top5_acc: 0.4974, loss_cls: 3.5360, loss: 3.5360, grad_norm: 0.8575 2020-09-28 04:05:10,355 - mmaction - INFO - Epoch [19][540/627] lr: 5.927e-01, eta: 1 day, 23:18:40, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2534, top5_acc: 0.4966, loss_cls: 3.5014, loss: 3.5014, grad_norm: 0.8678 2020-09-28 04:05:32,970 - mmaction - INFO - Epoch [19][560/627] lr: 5.927e-01, eta: 1 day, 23:18:13, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.2596, top5_acc: 0.5091, loss_cls: 3.4764, loss: 3.4764, grad_norm: 0.8588 2020-09-28 04:05:56,410 - mmaction - INFO - Epoch [19][580/627] lr: 5.927e-01, eta: 1 day, 23:17:57, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.2475, top5_acc: 0.4967, loss_cls: 3.5055, loss: 3.5055, grad_norm: 0.8647 2020-09-28 04:06:17,879 - mmaction - INFO - Epoch [19][600/627] lr: 5.927e-01, eta: 1 day, 23:17:16, time: 1.073, data_time: 0.001, memory: 8472, top1_acc: 0.2513, top5_acc: 0.4935, loss_cls: 3.5296, loss: 3.5296, grad_norm: 0.8679 2020-09-28 04:06:40,760 - mmaction - INFO - Epoch [19][620/627] lr: 5.927e-01, eta: 1 day, 23:16:53, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.2609, top5_acc: 0.5013, loss_cls: 3.4952, loss: 3.4952, grad_norm: 0.8602 2020-09-28 04:07:44,405 - mmaction - INFO - Epoch [20][20/627] lr: 5.919e-01, eta: 1 day, 23:21:30, time: 2.785, data_time: 1.701, memory: 8472, top1_acc: 0.2507, top5_acc: 0.4952, loss_cls: 3.5038, loss: 3.5038, grad_norm: 0.8684 2020-09-28 04:08:06,392 - mmaction - INFO - Epoch [20][40/627] lr: 5.919e-01, eta: 1 day, 23:20:55, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.2444, top5_acc: 0.4943, loss_cls: 3.5314, loss: 3.5314, grad_norm: 0.8657 2020-09-28 04:08:28,647 - mmaction - INFO - Epoch [20][60/627] lr: 5.919e-01, eta: 1 day, 23:20:23, time: 1.112, data_time: 0.009, memory: 8472, top1_acc: 0.2566, top5_acc: 0.4997, loss_cls: 3.5060, loss: 3.5060, grad_norm: 0.8574 2020-09-28 04:08:51,463 - mmaction - INFO - Epoch [20][80/627] lr: 5.919e-01, eta: 1 day, 23:19:59, time: 1.142, data_time: 0.094, memory: 8472, top1_acc: 0.2578, top5_acc: 0.5040, loss_cls: 3.4863, loss: 3.4863, grad_norm: 0.8569 2020-09-28 04:09:13,014 - mmaction - INFO - Epoch [20][100/627] lr: 5.919e-01, eta: 1 day, 23:19:19, time: 1.077, data_time: 0.121, memory: 8472, top1_acc: 0.2656, top5_acc: 0.5115, loss_cls: 3.4570, loss: 3.4570, grad_norm: 0.8573 2020-09-28 04:09:35,218 - mmaction - INFO - Epoch [20][120/627] lr: 5.919e-01, eta: 1 day, 23:18:46, time: 1.109, data_time: 0.150, memory: 8472, top1_acc: 0.2635, top5_acc: 0.4928, loss_cls: 3.5111, loss: 3.5111, grad_norm: 0.8739 2020-09-28 04:09:56,906 - mmaction - INFO - Epoch [20][140/627] lr: 5.919e-01, eta: 1 day, 23:18:08, time: 1.085, data_time: 0.120, memory: 8472, top1_acc: 0.2596, top5_acc: 0.4977, loss_cls: 3.4927, loss: 3.4927, grad_norm: 0.8543 2020-09-28 04:10:19,022 - mmaction - INFO - Epoch [20][160/627] lr: 5.919e-01, eta: 1 day, 23:17:35, time: 1.105, data_time: 0.099, memory: 8472, top1_acc: 0.2628, top5_acc: 0.5022, loss_cls: 3.4686, loss: 3.4686, grad_norm: 0.8598 2020-09-28 04:10:41,277 - mmaction - INFO - Epoch [20][180/627] lr: 5.919e-01, eta: 1 day, 23:17:04, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2556, top5_acc: 0.4909, loss_cls: 3.4938, loss: 3.4938, grad_norm: 0.8634 2020-09-28 04:11:03,458 - mmaction - INFO - Epoch [20][200/627] lr: 5.919e-01, eta: 1 day, 23:16:32, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.2618, top5_acc: 0.5021, loss_cls: 3.4818, loss: 3.4818, grad_norm: 0.8681 2020-09-28 04:11:26,345 - mmaction - INFO - Epoch [20][220/627] lr: 5.919e-01, eta: 1 day, 23:16:08, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.2650, top5_acc: 0.5089, loss_cls: 3.4470, loss: 3.4470, grad_norm: 0.8589 2020-09-28 04:11:47,563 - mmaction - INFO - Epoch [20][240/627] lr: 5.919e-01, eta: 1 day, 23:15:24, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.2530, top5_acc: 0.4983, loss_cls: 3.5124, loss: 3.5124, grad_norm: 0.8709 2020-09-28 04:12:08,764 - mmaction - INFO - Epoch [20][260/627] lr: 5.919e-01, eta: 1 day, 23:14:40, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.2615, top5_acc: 0.5017, loss_cls: 3.4695, loss: 3.4695, grad_norm: 0.8800 2020-09-28 04:12:31,539 - mmaction - INFO - Epoch [20][280/627] lr: 5.919e-01, eta: 1 day, 23:14:15, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2669, top5_acc: 0.5069, loss_cls: 3.4449, loss: 3.4449, grad_norm: 0.8672 2020-09-28 04:12:52,584 - mmaction - INFO - Epoch [20][300/627] lr: 5.919e-01, eta: 1 day, 23:13:29, time: 1.052, data_time: 0.004, memory: 8472, top1_acc: 0.2535, top5_acc: 0.4999, loss_cls: 3.5135, loss: 3.5135, grad_norm: 0.8812 2020-09-28 04:13:14,925 - mmaction - INFO - Epoch [20][320/627] lr: 5.919e-01, eta: 1 day, 23:12:59, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.2599, top5_acc: 0.5100, loss_cls: 3.4790, loss: 3.4790, grad_norm: 0.8585 2020-09-28 04:13:37,312 - mmaction - INFO - Epoch [20][340/627] lr: 5.919e-01, eta: 1 day, 23:12:30, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2617, top5_acc: 0.5073, loss_cls: 3.4709, loss: 3.4709, grad_norm: 0.8629 2020-09-28 04:13:59,378 - mmaction - INFO - Epoch [20][360/627] lr: 5.919e-01, eta: 1 day, 23:11:56, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2566, top5_acc: 0.5068, loss_cls: 3.4674, loss: 3.4674, grad_norm: 0.8858 2020-09-28 04:14:21,556 - mmaction - INFO - Epoch [20][380/627] lr: 5.919e-01, eta: 1 day, 23:11:24, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2553, top5_acc: 0.4982, loss_cls: 3.5050, loss: 3.5050, grad_norm: 0.8552 2020-09-28 04:14:43,681 - mmaction - INFO - Epoch [20][400/627] lr: 5.919e-01, eta: 1 day, 23:10:52, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2632, top5_acc: 0.5186, loss_cls: 3.4261, loss: 3.4261, grad_norm: 0.8780 2020-09-28 04:15:05,040 - mmaction - INFO - Epoch [20][420/627] lr: 5.919e-01, eta: 1 day, 23:10:10, time: 1.069, data_time: 0.115, memory: 8472, top1_acc: 0.2526, top5_acc: 0.5033, loss_cls: 3.4845, loss: 3.4845, grad_norm: 0.8713 2020-09-28 04:15:28,264 - mmaction - INFO - Epoch [20][440/627] lr: 5.919e-01, eta: 1 day, 23:09:51, time: 1.160, data_time: 0.021, memory: 8472, top1_acc: 0.2576, top5_acc: 0.5083, loss_cls: 3.4819, loss: 3.4819, grad_norm: 0.8744 2020-09-28 04:15:49,171 - mmaction - INFO - Epoch [20][460/627] lr: 5.919e-01, eta: 1 day, 23:09:04, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.2578, top5_acc: 0.5053, loss_cls: 3.4627, loss: 3.4627, grad_norm: 0.8716 2020-09-28 04:16:11,289 - mmaction - INFO - Epoch [20][480/627] lr: 5.919e-01, eta: 1 day, 23:08:31, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2587, top5_acc: 0.5027, loss_cls: 3.4705, loss: 3.4705, grad_norm: 0.8602 2020-09-28 04:16:33,142 - mmaction - INFO - Epoch [20][500/627] lr: 5.919e-01, eta: 1 day, 23:07:56, time: 1.093, data_time: 0.068, memory: 8472, top1_acc: 0.2602, top5_acc: 0.5092, loss_cls: 3.4715, loss: 3.4715, grad_norm: 0.8574 2020-09-28 04:16:54,752 - mmaction - INFO - Epoch [20][520/627] lr: 5.919e-01, eta: 1 day, 23:07:18, time: 1.082, data_time: 0.072, memory: 8472, top1_acc: 0.2507, top5_acc: 0.4914, loss_cls: 3.5323, loss: 3.5323, grad_norm: 0.8803 2020-09-28 04:17:16,384 - mmaction - INFO - Epoch [20][540/627] lr: 5.919e-01, eta: 1 day, 23:06:39, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.2625, top5_acc: 0.5107, loss_cls: 3.4603, loss: 3.4603, grad_norm: 0.8759 2020-09-28 04:17:37,927 - mmaction - INFO - Epoch [20][560/627] lr: 5.919e-01, eta: 1 day, 23:06:00, time: 1.078, data_time: 0.004, memory: 8472, top1_acc: 0.2651, top5_acc: 0.5066, loss_cls: 3.4782, loss: 3.4782, grad_norm: 0.8600 2020-09-28 04:18:00,017 - mmaction - INFO - Epoch [20][580/627] lr: 5.919e-01, eta: 1 day, 23:05:27, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2646, top5_acc: 0.5060, loss_cls: 3.4453, loss: 3.4453, grad_norm: 0.8779 2020-09-28 04:18:22,407 - mmaction - INFO - Epoch [20][600/627] lr: 5.919e-01, eta: 1 day, 23:04:59, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.2585, top5_acc: 0.5004, loss_cls: 3.5052, loss: 3.5052, grad_norm: 0.8882 2020-09-28 04:18:44,914 - mmaction - INFO - Epoch [20][620/627] lr: 5.919e-01, eta: 1 day, 23:04:31, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.2525, top5_acc: 0.5025, loss_cls: 3.5129, loss: 3.5129, grad_norm: 0.8582 2020-09-28 04:18:51,819 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-28 04:20:12,012 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 04:20:12,685 - mmaction - INFO - top1_acc 0.2666 top5_acc 0.5224 2020-09-28 04:20:12,685 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 04:20:12,730 - mmaction - INFO - mean_acc 0.2664 2020-09-28 04:20:12,730 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-09-28 04:20:12,744 - mmaction - INFO - Epoch(val) [20][627] top1_acc: 0.2666, top5_acc: 0.5224, mean_class_accuracy: 0.2664 2020-09-28 04:21:02,632 - mmaction - INFO - Epoch [21][20/627] lr: 5.910e-01, eta: 1 day, 23:07:43, time: 2.493, data_time: 1.380, memory: 8472, top1_acc: 0.2579, top5_acc: 0.5021, loss_cls: 3.5079, loss: 3.5079, grad_norm: 0.8672 2020-09-28 04:21:24,797 - mmaction - INFO - Epoch [21][40/627] lr: 5.910e-01, eta: 1 day, 23:07:11, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2630, top5_acc: 0.5116, loss_cls: 3.4570, loss: 3.4570, grad_norm: 0.8637 2020-09-28 04:21:47,019 - mmaction - INFO - Epoch [21][60/627] lr: 5.910e-01, eta: 1 day, 23:06:40, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2753, top5_acc: 0.5185, loss_cls: 3.4232, loss: 3.4232, grad_norm: 0.8785 2020-09-28 04:22:08,725 - mmaction - INFO - Epoch [21][80/627] lr: 5.910e-01, eta: 1 day, 23:06:02, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.2570, top5_acc: 0.5022, loss_cls: 3.4757, loss: 3.4757, grad_norm: 0.8620 2020-09-28 04:22:31,201 - mmaction - INFO - Epoch [21][100/627] lr: 5.910e-01, eta: 1 day, 23:05:34, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.2717, top5_acc: 0.5074, loss_cls: 3.4515, loss: 3.4515, grad_norm: 0.8751 2020-09-28 04:22:53,495 - mmaction - INFO - Epoch [21][120/627] lr: 5.910e-01, eta: 1 day, 23:05:04, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2555, top5_acc: 0.5039, loss_cls: 3.4663, loss: 3.4663, grad_norm: 0.8668 2020-09-28 04:23:16,233 - mmaction - INFO - Epoch [21][140/627] lr: 5.910e-01, eta: 1 day, 23:04:38, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.2598, top5_acc: 0.4979, loss_cls: 3.5082, loss: 3.5082, grad_norm: 0.8811 2020-09-28 04:23:38,237 - mmaction - INFO - Epoch [21][160/627] lr: 5.910e-01, eta: 1 day, 23:04:05, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.2544, top5_acc: 0.4943, loss_cls: 3.5392, loss: 3.5392, grad_norm: 0.8787 2020-09-28 04:23:59,543 - mmaction - INFO - Epoch [21][180/627] lr: 5.910e-01, eta: 1 day, 23:03:23, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.2612, top5_acc: 0.5129, loss_cls: 3.4480, loss: 3.4480, grad_norm: 0.8623 2020-09-28 04:24:22,566 - mmaction - INFO - Epoch [21][200/627] lr: 5.910e-01, eta: 1 day, 23:03:01, time: 1.152, data_time: 0.004, memory: 8472, top1_acc: 0.2656, top5_acc: 0.5109, loss_cls: 3.4442, loss: 3.4442, grad_norm: 0.8728 2020-09-28 04:24:45,665 - mmaction - INFO - Epoch [21][220/627] lr: 5.910e-01, eta: 1 day, 23:02:40, time: 1.156, data_time: 0.004, memory: 8472, top1_acc: 0.2508, top5_acc: 0.5016, loss_cls: 3.5145, loss: 3.5145, grad_norm: 0.8728 2020-09-28 04:25:07,773 - mmaction - INFO - Epoch [21][240/627] lr: 5.910e-01, eta: 1 day, 23:02:08, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.2556, top5_acc: 0.5047, loss_cls: 3.4567, loss: 3.4567, grad_norm: 0.8636 2020-09-28 04:25:30,412 - mmaction - INFO - Epoch [21][260/627] lr: 5.910e-01, eta: 1 day, 23:01:42, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2583, top5_acc: 0.4958, loss_cls: 3.4841, loss: 3.4841, grad_norm: 0.8794 2020-09-28 04:25:52,150 - mmaction - INFO - Epoch [21][280/627] lr: 5.910e-01, eta: 1 day, 23:01:05, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.2655, top5_acc: 0.5077, loss_cls: 3.4716, loss: 3.4716, grad_norm: 0.8590 2020-09-28 04:26:14,755 - mmaction - INFO - Epoch [21][300/627] lr: 5.910e-01, eta: 1 day, 23:00:39, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.2561, top5_acc: 0.5137, loss_cls: 3.4647, loss: 3.4647, grad_norm: 0.8837 2020-09-28 04:26:36,766 - mmaction - INFO - Epoch [21][320/627] lr: 5.910e-01, eta: 1 day, 23:00:05, time: 1.101, data_time: 0.138, memory: 8472, top1_acc: 0.2605, top5_acc: 0.5048, loss_cls: 3.4903, loss: 3.4903, grad_norm: 0.8605 2020-09-28 04:26:57,863 - mmaction - INFO - Epoch [21][340/627] lr: 5.910e-01, eta: 1 day, 22:59:21, time: 1.054, data_time: 0.099, memory: 8472, top1_acc: 0.2583, top5_acc: 0.4971, loss_cls: 3.5256, loss: 3.5256, grad_norm: 0.8762 2020-09-28 04:27:19,416 - mmaction - INFO - Epoch [21][360/627] lr: 5.910e-01, eta: 1 day, 22:58:43, time: 1.079, data_time: 0.093, memory: 8472, top1_acc: 0.2615, top5_acc: 0.5038, loss_cls: 3.4838, loss: 3.4838, grad_norm: 0.8603 2020-09-28 04:27:43,580 - mmaction - INFO - Epoch [21][380/627] lr: 5.910e-01, eta: 1 day, 22:58:34, time: 1.207, data_time: 0.229, memory: 8472, top1_acc: 0.2608, top5_acc: 0.5008, loss_cls: 3.4694, loss: 3.4694, grad_norm: 0.8743 2020-09-28 04:28:04,577 - mmaction - INFO - Epoch [21][400/627] lr: 5.910e-01, eta: 1 day, 22:57:50, time: 1.050, data_time: 0.099, memory: 8472, top1_acc: 0.2611, top5_acc: 0.5031, loss_cls: 3.4685, loss: 3.4685, grad_norm: 0.8862 2020-09-28 04:28:27,639 - mmaction - INFO - Epoch [21][420/627] lr: 5.910e-01, eta: 1 day, 22:57:28, time: 1.152, data_time: 0.197, memory: 8472, top1_acc: 0.2552, top5_acc: 0.5070, loss_cls: 3.4787, loss: 3.4787, grad_norm: 0.8762 2020-09-28 04:28:49,121 - mmaction - INFO - Epoch [21][440/627] lr: 5.910e-01, eta: 1 day, 22:56:49, time: 1.074, data_time: 0.118, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5113, loss_cls: 3.4672, loss: 3.4672, grad_norm: 0.8630 2020-09-28 04:29:11,788 - mmaction - INFO - Epoch [21][460/627] lr: 5.910e-01, eta: 1 day, 22:56:23, time: 1.134, data_time: 0.113, memory: 8472, top1_acc: 0.2626, top5_acc: 0.5104, loss_cls: 3.4639, loss: 3.4639, grad_norm: 0.8545 2020-09-28 04:29:34,346 - mmaction - INFO - Epoch [21][480/627] lr: 5.910e-01, eta: 1 day, 22:55:57, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2638, top5_acc: 0.5161, loss_cls: 3.4493, loss: 3.4493, grad_norm: 0.8759 2020-09-28 04:29:56,155 - mmaction - INFO - Epoch [21][500/627] lr: 5.910e-01, eta: 1 day, 22:55:21, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2587, top5_acc: 0.5063, loss_cls: 3.4685, loss: 3.4685, grad_norm: 0.8724 2020-09-28 04:30:17,954 - mmaction - INFO - Epoch [21][520/627] lr: 5.910e-01, eta: 1 day, 22:54:46, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.2559, top5_acc: 0.5049, loss_cls: 3.4929, loss: 3.4929, grad_norm: 0.8813 2020-09-28 04:30:41,299 - mmaction - INFO - Epoch [21][540/627] lr: 5.910e-01, eta: 1 day, 22:54:28, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.2564, top5_acc: 0.5061, loss_cls: 3.5011, loss: 3.5011, grad_norm: 0.8735 2020-09-28 04:31:02,936 - mmaction - INFO - Epoch [21][560/627] lr: 5.910e-01, eta: 1 day, 22:53:50, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5022, loss_cls: 3.4797, loss: 3.4797, grad_norm: 0.8780 2020-09-28 04:31:25,104 - mmaction - INFO - Epoch [21][580/627] lr: 5.910e-01, eta: 1 day, 22:53:19, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2674, top5_acc: 0.5073, loss_cls: 3.4534, loss: 3.4534, grad_norm: 0.8793 2020-09-28 04:31:46,422 - mmaction - INFO - Epoch [21][600/627] lr: 5.910e-01, eta: 1 day, 22:52:39, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.2654, top5_acc: 0.5055, loss_cls: 3.4942, loss: 3.4942, grad_norm: 0.8620 2020-09-28 04:32:09,538 - mmaction - INFO - Epoch [21][620/627] lr: 5.910e-01, eta: 1 day, 22:52:18, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.2594, top5_acc: 0.5007, loss_cls: 3.4942, loss: 3.4942, grad_norm: 0.8670 2020-09-28 04:33:09,894 - mmaction - INFO - Epoch [22][20/627] lr: 5.901e-01, eta: 1 day, 22:55:57, time: 2.664, data_time: 1.626, memory: 8472, top1_acc: 0.2568, top5_acc: 0.5020, loss_cls: 3.4833, loss: 3.4833, grad_norm: 0.8819 2020-09-28 04:33:32,368 - mmaction - INFO - Epoch [22][40/627] lr: 5.901e-01, eta: 1 day, 22:55:29, time: 1.124, data_time: 0.112, memory: 8472, top1_acc: 0.2663, top5_acc: 0.5130, loss_cls: 3.4332, loss: 3.4332, grad_norm: 0.8718 2020-09-28 04:33:54,153 - mmaction - INFO - Epoch [22][60/627] lr: 5.901e-01, eta: 1 day, 22:54:53, time: 1.089, data_time: 0.139, memory: 8472, top1_acc: 0.2576, top5_acc: 0.5040, loss_cls: 3.4580, loss: 3.4580, grad_norm: 0.8835 2020-09-28 04:34:15,738 - mmaction - INFO - Epoch [22][80/627] lr: 5.901e-01, eta: 1 day, 22:54:15, time: 1.080, data_time: 0.037, memory: 8472, top1_acc: 0.2507, top5_acc: 0.4918, loss_cls: 3.5314, loss: 3.5314, grad_norm: 0.8823 2020-09-28 04:34:38,237 - mmaction - INFO - Epoch [22][100/627] lr: 5.901e-01, eta: 1 day, 22:53:47, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2521, top5_acc: 0.5017, loss_cls: 3.5113, loss: 3.5113, grad_norm: 0.8543 2020-09-28 04:35:00,423 - mmaction - INFO - Epoch [22][120/627] lr: 5.901e-01, eta: 1 day, 22:53:16, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2671, top5_acc: 0.5176, loss_cls: 3.4198, loss: 3.4198, grad_norm: 0.8686 2020-09-28 04:35:21,102 - mmaction - INFO - Epoch [22][140/627] lr: 5.901e-01, eta: 1 day, 22:52:28, time: 1.034, data_time: 0.004, memory: 8472, top1_acc: 0.2576, top5_acc: 0.5077, loss_cls: 3.4661, loss: 3.4661, grad_norm: 0.8759 2020-09-28 04:35:43,672 - mmaction - INFO - Epoch [22][160/627] lr: 5.901e-01, eta: 1 day, 22:52:01, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.2583, top5_acc: 0.4983, loss_cls: 3.4808, loss: 3.4808, grad_norm: 0.8845 2020-09-28 04:36:06,206 - mmaction - INFO - Epoch [22][180/627] lr: 5.901e-01, eta: 1 day, 22:51:34, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2574, top5_acc: 0.5027, loss_cls: 3.4786, loss: 3.4786, grad_norm: 0.8766 2020-09-28 04:36:28,491 - mmaction - INFO - Epoch [22][200/627] lr: 5.901e-01, eta: 1 day, 22:51:04, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2655, top5_acc: 0.5031, loss_cls: 3.4856, loss: 3.4856, grad_norm: 0.8746 2020-09-28 04:36:50,717 - mmaction - INFO - Epoch [22][220/627] lr: 5.901e-01, eta: 1 day, 22:50:33, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2605, top5_acc: 0.5133, loss_cls: 3.4414, loss: 3.4414, grad_norm: 0.8690 2020-09-28 04:37:12,882 - mmaction - INFO - Epoch [22][240/627] lr: 5.901e-01, eta: 1 day, 22:50:02, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.2594, top5_acc: 0.4962, loss_cls: 3.4831, loss: 3.4831, grad_norm: 0.8791 2020-09-28 04:37:35,458 - mmaction - INFO - Epoch [22][260/627] lr: 5.901e-01, eta: 1 day, 22:49:35, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2710, top5_acc: 0.5061, loss_cls: 3.4296, loss: 3.4296, grad_norm: 0.8771 2020-09-28 04:37:56,603 - mmaction - INFO - Epoch [22][280/627] lr: 5.901e-01, eta: 1 day, 22:48:53, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.2557, top5_acc: 0.5044, loss_cls: 3.4740, loss: 3.4740, grad_norm: 0.8825 2020-09-28 04:38:18,345 - mmaction - INFO - Epoch [22][300/627] lr: 5.901e-01, eta: 1 day, 22:48:17, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.2655, top5_acc: 0.5145, loss_cls: 3.4357, loss: 3.4357, grad_norm: 0.8716 2020-09-28 04:38:40,967 - mmaction - INFO - Epoch [22][320/627] lr: 5.901e-01, eta: 1 day, 22:47:51, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5047, loss_cls: 3.4563, loss: 3.4563, grad_norm: 0.8670 2020-09-28 04:39:02,939 - mmaction - INFO - Epoch [22][340/627] lr: 5.901e-01, eta: 1 day, 22:47:18, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.2685, top5_acc: 0.5109, loss_cls: 3.4393, loss: 3.4393, grad_norm: 0.8811 2020-09-28 04:39:25,440 - mmaction - INFO - Epoch [22][360/627] lr: 5.901e-01, eta: 1 day, 22:46:50, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.2650, top5_acc: 0.5167, loss_cls: 3.4386, loss: 3.4386, grad_norm: 0.8870 2020-09-28 04:39:46,984 - mmaction - INFO - Epoch [22][380/627] lr: 5.901e-01, eta: 1 day, 22:46:13, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.2604, top5_acc: 0.5072, loss_cls: 3.4442, loss: 3.4442, grad_norm: 0.8790 2020-09-28 04:40:09,466 - mmaction - INFO - Epoch [22][400/627] lr: 5.901e-01, eta: 1 day, 22:45:45, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2665, top5_acc: 0.5120, loss_cls: 3.4440, loss: 3.4440, grad_norm: 0.8805 2020-09-28 04:40:31,096 - mmaction - INFO - Epoch [22][420/627] lr: 5.901e-01, eta: 1 day, 22:45:08, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2608, top5_acc: 0.5133, loss_cls: 3.4222, loss: 3.4222, grad_norm: 0.8821 2020-09-28 04:40:53,790 - mmaction - INFO - Epoch [22][440/627] lr: 5.901e-01, eta: 1 day, 22:44:43, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.2680, top5_acc: 0.5121, loss_cls: 3.4343, loss: 3.4343, grad_norm: 0.8827 2020-09-28 04:41:15,962 - mmaction - INFO - Epoch [22][460/627] lr: 5.901e-01, eta: 1 day, 22:44:12, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2697, top5_acc: 0.5145, loss_cls: 3.4515, loss: 3.4515, grad_norm: 0.8778 2020-09-28 04:41:38,125 - mmaction - INFO - Epoch [22][480/627] lr: 5.901e-01, eta: 1 day, 22:43:41, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2617, top5_acc: 0.5046, loss_cls: 3.4824, loss: 3.4824, grad_norm: 0.8754 2020-09-28 04:42:00,782 - mmaction - INFO - Epoch [22][500/627] lr: 5.901e-01, eta: 1 day, 22:43:15, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.2655, top5_acc: 0.4992, loss_cls: 3.4732, loss: 3.4732, grad_norm: 0.8681 2020-09-28 04:42:23,267 - mmaction - INFO - Epoch [22][520/627] lr: 5.901e-01, eta: 1 day, 22:42:48, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.2645, top5_acc: 0.5092, loss_cls: 3.4534, loss: 3.4534, grad_norm: 0.8700 2020-09-28 04:42:44,339 - mmaction - INFO - Epoch [22][540/627] lr: 5.901e-01, eta: 1 day, 22:42:05, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.2630, top5_acc: 0.5047, loss_cls: 3.4797, loss: 3.4797, grad_norm: 0.8855 2020-09-28 04:43:06,495 - mmaction - INFO - Epoch [22][560/627] lr: 5.901e-01, eta: 1 day, 22:41:34, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.2728, top5_acc: 0.5087, loss_cls: 3.4601, loss: 3.4601, grad_norm: 0.8666 2020-09-28 04:43:28,878 - mmaction - INFO - Epoch [22][580/627] lr: 5.901e-01, eta: 1 day, 22:41:06, time: 1.120, data_time: 0.004, memory: 8472, top1_acc: 0.2671, top5_acc: 0.5160, loss_cls: 3.4335, loss: 3.4335, grad_norm: 0.8656 2020-09-28 04:43:50,339 - mmaction - INFO - Epoch [22][600/627] lr: 5.901e-01, eta: 1 day, 22:40:28, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.2656, top5_acc: 0.5038, loss_cls: 3.4543, loss: 3.4543, grad_norm: 0.8800 2020-09-28 04:44:13,592 - mmaction - INFO - Epoch [22][620/627] lr: 5.901e-01, eta: 1 day, 22:40:09, time: 1.165, data_time: 0.004, memory: 8472, top1_acc: 0.2618, top5_acc: 0.5057, loss_cls: 3.4688, loss: 3.4688, grad_norm: 0.8941 2020-09-28 04:45:14,594 - mmaction - INFO - Epoch [23][20/627] lr: 5.891e-01, eta: 1 day, 22:43:41, time: 2.688, data_time: 1.542, memory: 8472, top1_acc: 0.2643, top5_acc: 0.5063, loss_cls: 3.4738, loss: 3.4738, grad_norm: 0.8836 2020-09-28 04:45:36,273 - mmaction - INFO - Epoch [23][40/627] lr: 5.891e-01, eta: 1 day, 22:43:04, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2646, top5_acc: 0.5102, loss_cls: 3.4387, loss: 3.4387, grad_norm: 0.8732 2020-09-28 04:45:59,174 - mmaction - INFO - Epoch [23][60/627] lr: 5.891e-01, eta: 1 day, 22:42:41, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.2635, top5_acc: 0.5190, loss_cls: 3.4305, loss: 3.4305, grad_norm: 0.8688 2020-09-28 04:46:20,419 - mmaction - INFO - Epoch [23][80/627] lr: 5.891e-01, eta: 1 day, 22:42:00, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.2703, top5_acc: 0.5176, loss_cls: 3.4036, loss: 3.4036, grad_norm: 0.8732 2020-09-28 04:46:41,760 - mmaction - INFO - Epoch [23][100/627] lr: 5.891e-01, eta: 1 day, 22:41:21, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.2596, top5_acc: 0.5107, loss_cls: 3.4647, loss: 3.4647, grad_norm: 0.8846 2020-09-28 04:47:05,005 - mmaction - INFO - Epoch [23][120/627] lr: 5.891e-01, eta: 1 day, 22:41:01, time: 1.161, data_time: 0.001, memory: 8472, top1_acc: 0.2622, top5_acc: 0.5165, loss_cls: 3.4143, loss: 3.4143, grad_norm: 0.8783 2020-09-28 04:47:27,550 - mmaction - INFO - Epoch [23][140/627] lr: 5.891e-01, eta: 1 day, 22:40:34, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.2600, top5_acc: 0.5012, loss_cls: 3.4961, loss: 3.4961, grad_norm: 0.8781 2020-09-28 04:47:49,168 - mmaction - INFO - Epoch [23][160/627] lr: 5.891e-01, eta: 1 day, 22:39:57, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.2687, top5_acc: 0.5083, loss_cls: 3.4286, loss: 3.4286, grad_norm: 0.8658 2020-09-28 04:48:11,583 - mmaction - INFO - Epoch [23][180/627] lr: 5.891e-01, eta: 1 day, 22:39:29, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.2745, top5_acc: 0.5168, loss_cls: 3.4289, loss: 3.4289, grad_norm: 0.8891 2020-09-28 04:48:33,817 - mmaction - INFO - Epoch [23][200/627] lr: 5.891e-01, eta: 1 day, 22:38:59, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2710, top5_acc: 0.5203, loss_cls: 3.4007, loss: 3.4007, grad_norm: 0.8843 2020-09-28 04:48:55,452 - mmaction - INFO - Epoch [23][220/627] lr: 5.891e-01, eta: 1 day, 22:38:23, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2702, top5_acc: 0.5152, loss_cls: 3.4108, loss: 3.4108, grad_norm: 0.8786 2020-09-28 04:49:17,612 - mmaction - INFO - Epoch [23][240/627] lr: 5.891e-01, eta: 1 day, 22:37:51, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.2707, top5_acc: 0.5087, loss_cls: 3.4381, loss: 3.4381, grad_norm: 0.8862 2020-09-28 04:49:39,707 - mmaction - INFO - Epoch [23][260/627] lr: 5.891e-01, eta: 1 day, 22:37:20, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2684, top5_acc: 0.5092, loss_cls: 3.4383, loss: 3.4383, grad_norm: 0.8815 2020-09-28 04:50:02,341 - mmaction - INFO - Epoch [23][280/627] lr: 5.891e-01, eta: 1 day, 22:36:54, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2846, top5_acc: 0.5151, loss_cls: 3.4065, loss: 3.4065, grad_norm: 0.8860 2020-09-28 04:50:24,824 - mmaction - INFO - Epoch [23][300/627] lr: 5.891e-01, eta: 1 day, 22:36:27, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.2678, top5_acc: 0.5087, loss_cls: 3.4714, loss: 3.4714, grad_norm: 0.8888 2020-09-28 04:50:45,715 - mmaction - INFO - Epoch [23][320/627] lr: 5.891e-01, eta: 1 day, 22:35:42, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.2586, top5_acc: 0.4993, loss_cls: 3.4944, loss: 3.4944, grad_norm: 0.8778 2020-09-28 04:51:07,894 - mmaction - INFO - Epoch [23][340/627] lr: 5.891e-01, eta: 1 day, 22:35:12, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.2682, top5_acc: 0.5094, loss_cls: 3.4584, loss: 3.4584, grad_norm: 0.8672 2020-09-28 04:51:29,558 - mmaction - INFO - Epoch [23][360/627] lr: 5.891e-01, eta: 1 day, 22:34:36, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.2721, top5_acc: 0.5167, loss_cls: 3.4193, loss: 3.4193, grad_norm: 0.8755 2020-09-28 04:51:51,411 - mmaction - INFO - Epoch [23][380/627] lr: 5.891e-01, eta: 1 day, 22:34:02, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2674, top5_acc: 0.5158, loss_cls: 3.4408, loss: 3.4408, grad_norm: 0.8826 2020-09-28 04:52:14,581 - mmaction - INFO - Epoch [23][400/627] lr: 5.891e-01, eta: 1 day, 22:33:42, time: 1.160, data_time: 0.004, memory: 8472, top1_acc: 0.2680, top5_acc: 0.5076, loss_cls: 3.4435, loss: 3.4435, grad_norm: 0.8743 2020-09-28 04:52:36,634 - mmaction - INFO - Epoch [23][420/627] lr: 5.891e-01, eta: 1 day, 22:33:10, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2652, top5_acc: 0.5124, loss_cls: 3.4642, loss: 3.4642, grad_norm: 0.8920 2020-09-28 04:52:58,724 - mmaction - INFO - Epoch [23][440/627] lr: 5.891e-01, eta: 1 day, 22:32:39, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2621, top5_acc: 0.5062, loss_cls: 3.4708, loss: 3.4708, grad_norm: 0.8763 2020-09-28 04:53:20,969 - mmaction - INFO - Epoch [23][460/627] lr: 5.891e-01, eta: 1 day, 22:32:09, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.2624, top5_acc: 0.5116, loss_cls: 3.4368, loss: 3.4368, grad_norm: 0.8730 2020-09-28 04:53:43,737 - mmaction - INFO - Epoch [23][480/627] lr: 5.891e-01, eta: 1 day, 22:31:45, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.2577, top5_acc: 0.5072, loss_cls: 3.4689, loss: 3.4689, grad_norm: 0.8747 2020-09-28 04:54:04,474 - mmaction - INFO - Epoch [23][500/627] lr: 5.891e-01, eta: 1 day, 22:31:00, time: 1.038, data_time: 0.004, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5089, loss_cls: 3.4590, loss: 3.4590, grad_norm: 0.8884 2020-09-28 04:54:27,344 - mmaction - INFO - Epoch [23][520/627] lr: 5.891e-01, eta: 1 day, 22:30:37, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.2637, top5_acc: 0.4987, loss_cls: 3.4921, loss: 3.4921, grad_norm: 0.8761 2020-09-28 04:54:48,472 - mmaction - INFO - Epoch [23][540/627] lr: 5.891e-01, eta: 1 day, 22:29:56, time: 1.057, data_time: 0.008, memory: 8472, top1_acc: 0.2605, top5_acc: 0.5104, loss_cls: 3.4455, loss: 3.4455, grad_norm: 0.8677 2020-09-28 04:55:10,135 - mmaction - INFO - Epoch [23][560/627] lr: 5.891e-01, eta: 1 day, 22:29:20, time: 1.081, data_time: 0.021, memory: 8472, top1_acc: 0.2660, top5_acc: 0.5168, loss_cls: 3.4273, loss: 3.4273, grad_norm: 0.8779 2020-09-28 04:55:32,987 - mmaction - INFO - Epoch [23][580/627] lr: 5.891e-01, eta: 1 day, 22:28:57, time: 1.144, data_time: 0.161, memory: 8472, top1_acc: 0.2629, top5_acc: 0.5129, loss_cls: 3.4556, loss: 3.4556, grad_norm: 0.8802 2020-09-28 04:55:55,585 - mmaction - INFO - Epoch [23][600/627] lr: 5.891e-01, eta: 1 day, 22:28:31, time: 1.130, data_time: 0.175, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5135, loss_cls: 3.4618, loss: 3.4618, grad_norm: 0.8718 2020-09-28 04:56:16,630 - mmaction - INFO - Epoch [23][620/627] lr: 5.891e-01, eta: 1 day, 22:27:49, time: 1.052, data_time: 0.091, memory: 8472, top1_acc: 0.2663, top5_acc: 0.5111, loss_cls: 3.4282, loss: 3.4282, grad_norm: 0.8774 2020-09-28 04:57:15,934 - mmaction - INFO - Epoch [24][20/627] lr: 5.881e-01, eta: 1 day, 22:30:56, time: 2.621, data_time: 1.542, memory: 8472, top1_acc: 0.2721, top5_acc: 0.5146, loss_cls: 3.4245, loss: 3.4245, grad_norm: 0.8846 2020-09-28 04:57:37,877 - mmaction - INFO - Epoch [24][40/627] lr: 5.881e-01, eta: 1 day, 22:30:22, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.2618, top5_acc: 0.5145, loss_cls: 3.4533, loss: 3.4533, grad_norm: 0.8962 2020-09-28 04:57:59,844 - mmaction - INFO - Epoch [24][60/627] lr: 5.881e-01, eta: 1 day, 22:29:50, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.2585, top5_acc: 0.5074, loss_cls: 3.4710, loss: 3.4710, grad_norm: 0.8741 2020-09-28 04:58:23,272 - mmaction - INFO - Epoch [24][80/627] lr: 5.881e-01, eta: 1 day, 22:29:32, time: 1.173, data_time: 0.004, memory: 8472, top1_acc: 0.2725, top5_acc: 0.5079, loss_cls: 3.4404, loss: 3.4404, grad_norm: 0.8762 2020-09-28 04:58:45,394 - mmaction - INFO - Epoch [24][100/627] lr: 5.881e-01, eta: 1 day, 22:29:01, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.2779, top5_acc: 0.5260, loss_cls: 3.3748, loss: 3.3748, grad_norm: 0.8882 2020-09-28 04:59:07,082 - mmaction - INFO - Epoch [24][120/627] lr: 5.881e-01, eta: 1 day, 22:28:26, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.2583, top5_acc: 0.5090, loss_cls: 3.4426, loss: 3.4426, grad_norm: 0.8878 2020-09-28 04:59:28,337 - mmaction - INFO - Epoch [24][140/627] lr: 5.881e-01, eta: 1 day, 22:27:46, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.2638, top5_acc: 0.5151, loss_cls: 3.4225, loss: 3.4225, grad_norm: 0.8893 2020-09-28 04:59:51,709 - mmaction - INFO - Epoch [24][160/627] lr: 5.881e-01, eta: 1 day, 22:27:28, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.2702, top5_acc: 0.5161, loss_cls: 3.4071, loss: 3.4071, grad_norm: 0.8819 2020-09-28 05:00:14,947 - mmaction - INFO - Epoch [24][180/627] lr: 5.881e-01, eta: 1 day, 22:27:08, time: 1.160, data_time: 0.003, memory: 8472, top1_acc: 0.2632, top5_acc: 0.5107, loss_cls: 3.4725, loss: 3.4725, grad_norm: 0.8902 2020-09-28 05:00:36,302 - mmaction - INFO - Epoch [24][200/627] lr: 5.881e-01, eta: 1 day, 22:26:29, time: 1.070, data_time: 0.005, memory: 8472, top1_acc: 0.2693, top5_acc: 0.5155, loss_cls: 3.4319, loss: 3.4319, grad_norm: 0.8820 2020-09-28 05:00:57,915 - mmaction - INFO - Epoch [24][220/627] lr: 5.881e-01, eta: 1 day, 22:25:54, time: 1.081, data_time: 0.030, memory: 8472, top1_acc: 0.2753, top5_acc: 0.5145, loss_cls: 3.4104, loss: 3.4104, grad_norm: 0.8727 2020-09-28 05:01:20,940 - mmaction - INFO - Epoch [24][240/627] lr: 5.881e-01, eta: 1 day, 22:25:32, time: 1.152, data_time: 0.150, memory: 8472, top1_acc: 0.2605, top5_acc: 0.5151, loss_cls: 3.4379, loss: 3.4379, grad_norm: 0.9072 2020-09-28 05:01:43,087 - mmaction - INFO - Epoch [24][260/627] lr: 5.881e-01, eta: 1 day, 22:25:01, time: 1.107, data_time: 0.152, memory: 8472, top1_acc: 0.2712, top5_acc: 0.5159, loss_cls: 3.4417, loss: 3.4417, grad_norm: 0.8816 2020-09-28 05:02:05,296 - mmaction - INFO - Epoch [24][280/627] lr: 5.881e-01, eta: 1 day, 22:24:31, time: 1.108, data_time: 0.093, memory: 8472, top1_acc: 0.2605, top5_acc: 0.5100, loss_cls: 3.4672, loss: 3.4672, grad_norm: 0.8984 2020-09-28 05:02:27,768 - mmaction - INFO - Epoch [24][300/627] lr: 5.881e-01, eta: 1 day, 22:24:04, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.2652, top5_acc: 0.5132, loss_cls: 3.4573, loss: 3.4573, grad_norm: 0.8570 2020-09-28 05:02:48,323 - mmaction - INFO - Epoch [24][320/627] lr: 5.881e-01, eta: 1 day, 22:23:18, time: 1.029, data_time: 0.003, memory: 8472, top1_acc: 0.2660, top5_acc: 0.5129, loss_cls: 3.4492, loss: 3.4492, grad_norm: 0.8715 2020-09-28 05:03:11,155 - mmaction - INFO - Epoch [24][340/627] lr: 5.881e-01, eta: 1 day, 22:22:53, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2645, top5_acc: 0.5069, loss_cls: 3.4400, loss: 3.4400, grad_norm: 0.8734 2020-09-28 05:03:32,634 - mmaction - INFO - Epoch [24][360/627] lr: 5.881e-01, eta: 1 day, 22:22:17, time: 1.076, data_time: 0.005, memory: 8472, top1_acc: 0.2648, top5_acc: 0.5051, loss_cls: 3.4410, loss: 3.4410, grad_norm: 0.8851 2020-09-28 05:03:54,713 - mmaction - INFO - Epoch [24][380/627] lr: 5.881e-01, eta: 1 day, 22:21:46, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2652, top5_acc: 0.5156, loss_cls: 3.4253, loss: 3.4253, grad_norm: 0.8952 2020-09-28 05:04:17,114 - mmaction - INFO - Epoch [24][400/627] lr: 5.881e-01, eta: 1 day, 22:21:18, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.2764, top5_acc: 0.5151, loss_cls: 3.4202, loss: 3.4202, grad_norm: 0.8855 2020-09-28 05:04:39,161 - mmaction - INFO - Epoch [24][420/627] lr: 5.881e-01, eta: 1 day, 22:20:46, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2622, top5_acc: 0.5104, loss_cls: 3.4564, loss: 3.4564, grad_norm: 0.8778 2020-09-28 05:05:01,089 - mmaction - INFO - Epoch [24][440/627] lr: 5.881e-01, eta: 1 day, 22:20:14, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.2647, top5_acc: 0.5059, loss_cls: 3.4575, loss: 3.4575, grad_norm: 0.8897 2020-09-28 05:05:23,693 - mmaction - INFO - Epoch [24][460/627] lr: 5.881e-01, eta: 1 day, 22:19:48, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2724, top5_acc: 0.5163, loss_cls: 3.4175, loss: 3.4175, grad_norm: 0.8941 2020-09-28 05:05:45,380 - mmaction - INFO - Epoch [24][480/627] lr: 5.881e-01, eta: 1 day, 22:19:13, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.2682, top5_acc: 0.5121, loss_cls: 3.4547, loss: 3.4547, grad_norm: 0.8950 2020-09-28 05:06:07,220 - mmaction - INFO - Epoch [24][500/627] lr: 5.881e-01, eta: 1 day, 22:18:40, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.2661, top5_acc: 0.5164, loss_cls: 3.4458, loss: 3.4458, grad_norm: 0.8690 2020-09-28 05:06:29,550 - mmaction - INFO - Epoch [24][520/627] lr: 5.881e-01, eta: 1 day, 22:18:11, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.2632, top5_acc: 0.5112, loss_cls: 3.4562, loss: 3.4562, grad_norm: 0.8789 2020-09-28 05:06:52,498 - mmaction - INFO - Epoch [24][540/627] lr: 5.881e-01, eta: 1 day, 22:17:49, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.2745, top5_acc: 0.5083, loss_cls: 3.4317, loss: 3.4317, grad_norm: 0.8934 2020-09-28 05:07:14,294 - mmaction - INFO - Epoch [24][560/627] lr: 5.881e-01, eta: 1 day, 22:17:15, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.2655, top5_acc: 0.5134, loss_cls: 3.4290, loss: 3.4290, grad_norm: 0.8816 2020-09-28 05:07:36,247 - mmaction - INFO - Epoch [24][580/627] lr: 5.881e-01, eta: 1 day, 22:16:43, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2669, top5_acc: 0.5126, loss_cls: 3.4274, loss: 3.4274, grad_norm: 0.8897 2020-09-28 05:07:58,179 - mmaction - INFO - Epoch [24][600/627] lr: 5.881e-01, eta: 1 day, 22:16:11, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.2671, top5_acc: 0.5100, loss_cls: 3.4645, loss: 3.4645, grad_norm: 0.8863 2020-09-28 05:08:19,977 - mmaction - INFO - Epoch [24][620/627] lr: 5.881e-01, eta: 1 day, 22:15:37, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.2699, top5_acc: 0.5152, loss_cls: 3.4491, loss: 3.4491, grad_norm: 0.8871 2020-09-28 05:08:28,182 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-28 05:09:24,014 - mmaction - INFO - Epoch [25][20/627] lr: 5.871e-01, eta: 1 day, 22:19:03, time: 2.770, data_time: 1.651, memory: 8472, top1_acc: 0.2617, top5_acc: 0.5085, loss_cls: 3.4687, loss: 3.4687, grad_norm: 0.9014 2020-09-28 05:09:46,325 - mmaction - INFO - Epoch [25][40/627] lr: 5.871e-01, eta: 1 day, 22:18:34, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2633, top5_acc: 0.5188, loss_cls: 3.4168, loss: 3.4168, grad_norm: 0.8703 2020-09-28 05:10:08,572 - mmaction - INFO - Epoch [25][60/627] lr: 5.871e-01, eta: 1 day, 22:18:05, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.2732, top5_acc: 0.5152, loss_cls: 3.3945, loss: 3.3945, grad_norm: 0.9020 2020-09-28 05:10:30,549 - mmaction - INFO - Epoch [25][80/627] lr: 5.871e-01, eta: 1 day, 22:17:32, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.2682, top5_acc: 0.5160, loss_cls: 3.4293, loss: 3.4293, grad_norm: 0.8808 2020-09-28 05:10:53,921 - mmaction - INFO - Epoch [25][100/627] lr: 5.871e-01, eta: 1 day, 22:17:14, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.2650, top5_acc: 0.5177, loss_cls: 3.4182, loss: 3.4182, grad_norm: 0.8902 2020-09-28 05:11:15,401 - mmaction - INFO - Epoch [25][120/627] lr: 5.871e-01, eta: 1 day, 22:16:37, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.2743, top5_acc: 0.5216, loss_cls: 3.3981, loss: 3.3981, grad_norm: 0.8950 2020-09-28 05:11:37,537 - mmaction - INFO - Epoch [25][140/627] lr: 5.871e-01, eta: 1 day, 22:16:07, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.2645, top5_acc: 0.5138, loss_cls: 3.4409, loss: 3.4409, grad_norm: 0.8933 2020-09-28 05:11:58,761 - mmaction - INFO - Epoch [25][160/627] lr: 5.871e-01, eta: 1 day, 22:15:28, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.2819, top5_acc: 0.5238, loss_cls: 3.3922, loss: 3.3922, grad_norm: 0.8773 2020-09-28 05:12:21,821 - mmaction - INFO - Epoch [25][180/627] lr: 5.871e-01, eta: 1 day, 22:15:06, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.2706, top5_acc: 0.5199, loss_cls: 3.4006, loss: 3.4006, grad_norm: 0.8830 2020-09-28 05:12:44,056 - mmaction - INFO - Epoch [25][200/627] lr: 5.871e-01, eta: 1 day, 22:14:37, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2689, top5_acc: 0.5158, loss_cls: 3.4265, loss: 3.4265, grad_norm: 0.9033 2020-09-28 05:13:05,564 - mmaction - INFO - Epoch [25][220/627] lr: 5.871e-01, eta: 1 day, 22:14:00, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.2643, top5_acc: 0.5129, loss_cls: 3.4273, loss: 3.4273, grad_norm: 0.8727 2020-09-28 05:13:27,728 - mmaction - INFO - Epoch [25][240/627] lr: 5.871e-01, eta: 1 day, 22:13:30, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.2764, top5_acc: 0.5210, loss_cls: 3.4030, loss: 3.4030, grad_norm: 0.8986 2020-09-28 05:13:49,513 - mmaction - INFO - Epoch [25][260/627] lr: 5.871e-01, eta: 1 day, 22:12:56, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2676, top5_acc: 0.5158, loss_cls: 3.4023, loss: 3.4023, grad_norm: 0.8643 2020-09-28 05:14:12,626 - mmaction - INFO - Epoch [25][280/627] lr: 5.871e-01, eta: 1 day, 22:12:35, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.2767, top5_acc: 0.5148, loss_cls: 3.4203, loss: 3.4203, grad_norm: 0.9008 2020-09-28 05:14:33,067 - mmaction - INFO - Epoch [25][300/627] lr: 5.871e-01, eta: 1 day, 22:11:49, time: 1.022, data_time: 0.003, memory: 8472, top1_acc: 0.2682, top5_acc: 0.5174, loss_cls: 3.4244, loss: 3.4244, grad_norm: 0.8827 2020-09-28 05:14:55,000 - mmaction - INFO - Epoch [25][320/627] lr: 5.871e-01, eta: 1 day, 22:11:17, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2628, top5_acc: 0.5044, loss_cls: 3.4717, loss: 3.4717, grad_norm: 0.8945 2020-09-28 05:15:17,149 - mmaction - INFO - Epoch [25][340/627] lr: 5.871e-01, eta: 1 day, 22:10:47, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2658, top5_acc: 0.5081, loss_cls: 3.4802, loss: 3.4802, grad_norm: 0.8908 2020-09-28 05:15:39,128 - mmaction - INFO - Epoch [25][360/627] lr: 5.871e-01, eta: 1 day, 22:10:15, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2688, top5_acc: 0.5223, loss_cls: 3.3948, loss: 3.3948, grad_norm: 0.8851 2020-09-28 05:16:01,788 - mmaction - INFO - Epoch [25][380/627] lr: 5.871e-01, eta: 1 day, 22:09:50, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.2634, top5_acc: 0.5034, loss_cls: 3.4386, loss: 3.4386, grad_norm: 0.9019 2020-09-28 05:16:23,872 - mmaction - INFO - Epoch [25][400/627] lr: 5.871e-01, eta: 1 day, 22:09:19, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2582, top5_acc: 0.5159, loss_cls: 3.4696, loss: 3.4696, grad_norm: 0.8943 2020-09-28 05:16:45,789 - mmaction - INFO - Epoch [25][420/627] lr: 5.871e-01, eta: 1 day, 22:08:47, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.2589, top5_acc: 0.5079, loss_cls: 3.4653, loss: 3.4653, grad_norm: 0.8684 2020-09-28 05:17:07,815 - mmaction - INFO - Epoch [25][440/627] lr: 5.871e-01, eta: 1 day, 22:08:15, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.2757, top5_acc: 0.5184, loss_cls: 3.4367, loss: 3.4367, grad_norm: 0.8906 2020-09-28 05:17:30,549 - mmaction - INFO - Epoch [25][460/627] lr: 5.871e-01, eta: 1 day, 22:07:51, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.2626, top5_acc: 0.5069, loss_cls: 3.4484, loss: 3.4484, grad_norm: 0.8770 2020-09-28 05:17:51,949 - mmaction - INFO - Epoch [25][480/627] lr: 5.871e-01, eta: 1 day, 22:07:14, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.2630, top5_acc: 0.5109, loss_cls: 3.4717, loss: 3.4717, grad_norm: 0.8832 2020-09-28 05:18:13,570 - mmaction - INFO - Epoch [25][500/627] lr: 5.871e-01, eta: 1 day, 22:06:39, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.2762, top5_acc: 0.5241, loss_cls: 3.3730, loss: 3.3730, grad_norm: 0.8889 2020-09-28 05:18:35,081 - mmaction - INFO - Epoch [25][520/627] lr: 5.871e-01, eta: 1 day, 22:06:03, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.2559, top5_acc: 0.5086, loss_cls: 3.4511, loss: 3.4511, grad_norm: 0.9047 2020-09-28 05:18:57,823 - mmaction - INFO - Epoch [25][540/627] lr: 5.871e-01, eta: 1 day, 22:05:39, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.2600, top5_acc: 0.5099, loss_cls: 3.4351, loss: 3.4351, grad_norm: 0.8696 2020-09-28 05:19:20,208 - mmaction - INFO - Epoch [25][560/627] lr: 5.871e-01, eta: 1 day, 22:05:11, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.2642, top5_acc: 0.5156, loss_cls: 3.4430, loss: 3.4430, grad_norm: 0.8820 2020-09-28 05:19:42,482 - mmaction - INFO - Epoch [25][580/627] lr: 5.871e-01, eta: 1 day, 22:04:43, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5156, loss_cls: 3.4260, loss: 3.4260, grad_norm: 0.8841 2020-09-28 05:20:04,534 - mmaction - INFO - Epoch [25][600/627] lr: 5.871e-01, eta: 1 day, 22:04:12, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2708, top5_acc: 0.5139, loss_cls: 3.4169, loss: 3.4169, grad_norm: 0.8842 2020-09-28 05:20:25,700 - mmaction - INFO - Epoch [25][620/627] lr: 5.871e-01, eta: 1 day, 22:03:33, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.2626, top5_acc: 0.5079, loss_cls: 3.4478, loss: 3.4478, grad_norm: 0.8887 2020-09-28 05:21:52,522 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 05:21:53,239 - mmaction - INFO - top1_acc 0.2867 top5_acc 0.5493 2020-09-28 05:21:53,239 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 05:21:53,300 - mmaction - INFO - mean_acc 0.2865 2020-09-28 05:21:53,300 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-09-28 05:21:53,332 - mmaction - INFO - Epoch(val) [25][627] top1_acc: 0.2867, top5_acc: 0.5493, mean_class_accuracy: 0.2865 2020-09-28 05:22:41,634 - mmaction - INFO - Epoch [26][20/627] lr: 5.860e-01, eta: 1 day, 22:05:42, time: 2.413, data_time: 1.280, memory: 8472, top1_acc: 0.2668, top5_acc: 0.5085, loss_cls: 3.4394, loss: 3.4394, grad_norm: 0.9060 2020-09-28 05:23:04,500 - mmaction - INFO - Epoch [26][40/627] lr: 5.860e-01, eta: 1 day, 22:05:19, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.2719, top5_acc: 0.5151, loss_cls: 3.4205, loss: 3.4205, grad_norm: 0.8876 2020-09-28 05:23:25,822 - mmaction - INFO - Epoch [26][60/627] lr: 5.860e-01, eta: 1 day, 22:04:41, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.2733, top5_acc: 0.5164, loss_cls: 3.4095, loss: 3.4095, grad_norm: 0.8857 2020-09-28 05:23:47,543 - mmaction - INFO - Epoch [26][80/627] lr: 5.860e-01, eta: 1 day, 22:04:08, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2737, top5_acc: 0.5199, loss_cls: 3.4229, loss: 3.4229, grad_norm: 0.8853 2020-09-28 05:24:10,036 - mmaction - INFO - Epoch [26][100/627] lr: 5.860e-01, eta: 1 day, 22:03:41, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.2725, top5_acc: 0.5187, loss_cls: 3.4190, loss: 3.4190, grad_norm: 0.8804 2020-09-28 05:24:32,555 - mmaction - INFO - Epoch [26][120/627] lr: 5.860e-01, eta: 1 day, 22:03:14, time: 1.126, data_time: 0.004, memory: 8472, top1_acc: 0.2844, top5_acc: 0.5250, loss_cls: 3.3593, loss: 3.3593, grad_norm: 0.8922 2020-09-28 05:24:54,243 - mmaction - INFO - Epoch [26][140/627] lr: 5.860e-01, eta: 1 day, 22:02:40, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.2685, top5_acc: 0.5206, loss_cls: 3.3958, loss: 3.3958, grad_norm: 0.9169 2020-09-28 05:25:17,688 - mmaction - INFO - Epoch [26][160/627] lr: 5.860e-01, eta: 1 day, 22:02:22, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.2677, top5_acc: 0.5100, loss_cls: 3.4193, loss: 3.4193, grad_norm: 0.8894 2020-09-28 05:25:39,006 - mmaction - INFO - Epoch [26][180/627] lr: 5.860e-01, eta: 1 day, 22:01:45, time: 1.065, data_time: 0.001, memory: 8472, top1_acc: 0.2684, top5_acc: 0.5156, loss_cls: 3.4237, loss: 3.4237, grad_norm: 0.9046 2020-09-28 05:26:00,442 - mmaction - INFO - Epoch [26][200/627] lr: 5.860e-01, eta: 1 day, 22:01:08, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.2714, top5_acc: 0.5215, loss_cls: 3.4133, loss: 3.4133, grad_norm: 0.8908 2020-09-28 05:26:21,778 - mmaction - INFO - Epoch [26][220/627] lr: 5.860e-01, eta: 1 day, 22:00:31, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.2646, top5_acc: 0.5092, loss_cls: 3.4371, loss: 3.4371, grad_norm: 0.8819 2020-09-28 05:26:43,752 - mmaction - INFO - Epoch [26][240/627] lr: 5.860e-01, eta: 1 day, 22:00:00, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5181, loss_cls: 3.3767, loss: 3.3767, grad_norm: 0.8915 2020-09-28 05:27:06,147 - mmaction - INFO - Epoch [26][260/627] lr: 5.860e-01, eta: 1 day, 21:59:32, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.2667, top5_acc: 0.5176, loss_cls: 3.4389, loss: 3.4389, grad_norm: 0.9033 2020-09-28 05:27:27,676 - mmaction - INFO - Epoch [26][280/627] lr: 5.860e-01, eta: 1 day, 21:58:56, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.2734, top5_acc: 0.5180, loss_cls: 3.4125, loss: 3.4125, grad_norm: 0.8820 2020-09-28 05:27:50,809 - mmaction - INFO - Epoch [26][300/627] lr: 5.860e-01, eta: 1 day, 21:58:36, time: 1.158, data_time: 0.004, memory: 8472, top1_acc: 0.2658, top5_acc: 0.5146, loss_cls: 3.4199, loss: 3.4199, grad_norm: 0.9026 2020-09-28 05:28:12,349 - mmaction - INFO - Epoch [26][320/627] lr: 5.860e-01, eta: 1 day, 21:58:01, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.2694, top5_acc: 0.5188, loss_cls: 3.4028, loss: 3.4028, grad_norm: 0.8881 2020-09-28 05:28:34,363 - mmaction - INFO - Epoch [26][340/627] lr: 5.860e-01, eta: 1 day, 21:57:29, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.2637, top5_acc: 0.5079, loss_cls: 3.4355, loss: 3.4355, grad_norm: 0.8807 2020-09-28 05:28:55,847 - mmaction - INFO - Epoch [26][360/627] lr: 5.860e-01, eta: 1 day, 21:56:54, time: 1.076, data_time: 0.004, memory: 8472, top1_acc: 0.2741, top5_acc: 0.5227, loss_cls: 3.3864, loss: 3.3864, grad_norm: 0.8916 2020-09-28 05:29:18,159 - mmaction - INFO - Epoch [26][380/627] lr: 5.860e-01, eta: 1 day, 21:56:26, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.2590, top5_acc: 0.5105, loss_cls: 3.4579, loss: 3.4579, grad_norm: 0.9006 2020-09-28 05:29:40,189 - mmaction - INFO - Epoch [26][400/627] lr: 5.860e-01, eta: 1 day, 21:55:55, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.2664, top5_acc: 0.5199, loss_cls: 3.4074, loss: 3.4074, grad_norm: 0.8866 2020-09-28 05:30:02,942 - mmaction - INFO - Epoch [26][420/627] lr: 5.860e-01, eta: 1 day, 21:55:31, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2685, top5_acc: 0.5128, loss_cls: 3.4357, loss: 3.4357, grad_norm: 0.8734 2020-09-28 05:30:24,423 - mmaction - INFO - Epoch [26][440/627] lr: 5.860e-01, eta: 1 day, 21:54:56, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2742, top5_acc: 0.5151, loss_cls: 3.4190, loss: 3.4190, grad_norm: 0.8764 2020-09-28 05:30:46,714 - mmaction - INFO - Epoch [26][460/627] lr: 5.860e-01, eta: 1 day, 21:54:27, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.2685, top5_acc: 0.5132, loss_cls: 3.4223, loss: 3.4223, grad_norm: 0.8910 2020-09-28 05:31:07,559 - mmaction - INFO - Epoch [26][480/627] lr: 5.860e-01, eta: 1 day, 21:53:46, time: 1.039, data_time: 0.002, memory: 8472, top1_acc: 0.2710, top5_acc: 0.5098, loss_cls: 3.4371, loss: 3.4371, grad_norm: 0.8576 2020-09-28 05:31:29,821 - mmaction - INFO - Epoch [26][500/627] lr: 5.860e-01, eta: 1 day, 21:53:17, time: 1.115, data_time: 0.005, memory: 8472, top1_acc: 0.2699, top5_acc: 0.5109, loss_cls: 3.4566, loss: 3.4566, grad_norm: 0.8965 2020-09-28 05:31:51,940 - mmaction - INFO - Epoch [26][520/627] lr: 5.860e-01, eta: 1 day, 21:52:48, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2753, top5_acc: 0.5091, loss_cls: 3.4273, loss: 3.4273, grad_norm: 0.8702 2020-09-28 05:32:13,515 - mmaction - INFO - Epoch [26][540/627] lr: 5.860e-01, eta: 1 day, 21:52:13, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2673, top5_acc: 0.5124, loss_cls: 3.4633, loss: 3.4633, grad_norm: 0.8838 2020-09-28 05:32:35,368 - mmaction - INFO - Epoch [26][560/627] lr: 5.860e-01, eta: 1 day, 21:51:41, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.2725, top5_acc: 0.5116, loss_cls: 3.4480, loss: 3.4480, grad_norm: 0.8823 2020-09-28 05:32:57,659 - mmaction - INFO - Epoch [26][580/627] lr: 5.860e-01, eta: 1 day, 21:51:13, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5142, loss_cls: 3.4383, loss: 3.4383, grad_norm: 0.8809 2020-09-28 05:33:19,814 - mmaction - INFO - Epoch [26][600/627] lr: 5.860e-01, eta: 1 day, 21:50:44, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2754, top5_acc: 0.5116, loss_cls: 3.4204, loss: 3.4204, grad_norm: 0.8750 2020-09-28 05:33:42,071 - mmaction - INFO - Epoch [26][620/627] lr: 5.860e-01, eta: 1 day, 21:50:15, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.2703, top5_acc: 0.5111, loss_cls: 3.4378, loss: 3.4378, grad_norm: 0.8915 2020-09-28 05:34:41,909 - mmaction - INFO - Epoch [27][20/627] lr: 5.849e-01, eta: 1 day, 21:53:00, time: 2.656, data_time: 1.659, memory: 8472, top1_acc: 0.2788, top5_acc: 0.5234, loss_cls: 3.3841, loss: 3.3841, grad_norm: 0.8982 2020-09-28 05:35:04,226 - mmaction - INFO - Epoch [27][40/627] lr: 5.849e-01, eta: 1 day, 21:52:32, time: 1.116, data_time: 0.069, memory: 8472, top1_acc: 0.2703, top5_acc: 0.5177, loss_cls: 3.4069, loss: 3.4069, grad_norm: 0.8922 2020-09-28 05:35:27,917 - mmaction - INFO - Epoch [27][60/627] lr: 5.849e-01, eta: 1 day, 21:52:16, time: 1.183, data_time: 0.002, memory: 8472, top1_acc: 0.2866, top5_acc: 0.5337, loss_cls: 3.3319, loss: 3.3319, grad_norm: 0.8856 2020-09-28 05:35:49,585 - mmaction - INFO - Epoch [27][80/627] lr: 5.849e-01, eta: 1 day, 21:51:42, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.2645, top5_acc: 0.5108, loss_cls: 3.4294, loss: 3.4294, grad_norm: 0.8887 2020-09-28 05:36:11,682 - mmaction - INFO - Epoch [27][100/627] lr: 5.849e-01, eta: 1 day, 21:51:12, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2758, top5_acc: 0.5257, loss_cls: 3.3716, loss: 3.3716, grad_norm: 0.8995 2020-09-28 05:36:33,426 - mmaction - INFO - Epoch [27][120/627] lr: 5.849e-01, eta: 1 day, 21:50:39, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.2672, top5_acc: 0.5193, loss_cls: 3.4072, loss: 3.4072, grad_norm: 0.8961 2020-09-28 05:36:55,862 - mmaction - INFO - Epoch [27][140/627] lr: 5.849e-01, eta: 1 day, 21:50:12, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5202, loss_cls: 3.4066, loss: 3.4066, grad_norm: 0.8792 2020-09-28 05:37:16,298 - mmaction - INFO - Epoch [27][160/627] lr: 5.849e-01, eta: 1 day, 21:49:27, time: 1.023, data_time: 0.017, memory: 8472, top1_acc: 0.2711, top5_acc: 0.5206, loss_cls: 3.4022, loss: 3.4022, grad_norm: 0.8915 2020-09-28 05:37:40,355 - mmaction - INFO - Epoch [27][180/627] lr: 5.849e-01, eta: 1 day, 21:49:14, time: 1.201, data_time: 0.233, memory: 8472, top1_acc: 0.2758, top5_acc: 0.5176, loss_cls: 3.4048, loss: 3.4048, grad_norm: 0.8849 2020-09-28 05:38:01,992 - mmaction - INFO - Epoch [27][200/627] lr: 5.849e-01, eta: 1 day, 21:48:41, time: 1.083, data_time: 0.116, memory: 8472, top1_acc: 0.2750, top5_acc: 0.5117, loss_cls: 3.3994, loss: 3.3994, grad_norm: 0.8969 2020-09-28 05:38:23,717 - mmaction - INFO - Epoch [27][220/627] lr: 5.849e-01, eta: 1 day, 21:48:07, time: 1.084, data_time: 0.029, memory: 8472, top1_acc: 0.2659, top5_acc: 0.5204, loss_cls: 3.3882, loss: 3.3882, grad_norm: 0.8837 2020-09-28 05:38:47,115 - mmaction - INFO - Epoch [27][240/627] lr: 5.849e-01, eta: 1 day, 21:47:49, time: 1.173, data_time: 0.005, memory: 8472, top1_acc: 0.2660, top5_acc: 0.5098, loss_cls: 3.4420, loss: 3.4420, grad_norm: 0.8999 2020-09-28 05:39:07,833 - mmaction - INFO - Epoch [27][260/627] lr: 5.849e-01, eta: 1 day, 21:47:07, time: 1.035, data_time: 0.002, memory: 8472, top1_acc: 0.2707, top5_acc: 0.5189, loss_cls: 3.4206, loss: 3.4206, grad_norm: 0.9057 2020-09-28 05:39:29,558 - mmaction - INFO - Epoch [27][280/627] lr: 5.849e-01, eta: 1 day, 21:46:34, time: 1.086, data_time: 0.030, memory: 8472, top1_acc: 0.2669, top5_acc: 0.5145, loss_cls: 3.4445, loss: 3.4445, grad_norm: 0.8896 2020-09-28 05:39:52,980 - mmaction - INFO - Epoch [27][300/627] lr: 5.849e-01, eta: 1 day, 21:46:15, time: 1.171, data_time: 0.137, memory: 8472, top1_acc: 0.2682, top5_acc: 0.5169, loss_cls: 3.4177, loss: 3.4177, grad_norm: 0.9107 2020-09-28 05:40:13,977 - mmaction - INFO - Epoch [27][320/627] lr: 5.849e-01, eta: 1 day, 21:45:36, time: 1.051, data_time: 0.097, memory: 8472, top1_acc: 0.2758, top5_acc: 0.5263, loss_cls: 3.3907, loss: 3.3907, grad_norm: 0.8972 2020-09-28 05:40:36,334 - mmaction - INFO - Epoch [27][340/627] lr: 5.849e-01, eta: 1 day, 21:45:09, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.2812, top5_acc: 0.5251, loss_cls: 3.3918, loss: 3.3918, grad_norm: 0.8872 2020-09-28 05:40:58,562 - mmaction - INFO - Epoch [27][360/627] lr: 5.849e-01, eta: 1 day, 21:44:39, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.2728, top5_acc: 0.5171, loss_cls: 3.4029, loss: 3.4029, grad_norm: 0.9046 2020-09-28 05:41:20,716 - mmaction - INFO - Epoch [27][380/627] lr: 5.849e-01, eta: 1 day, 21:44:10, time: 1.110, data_time: 0.005, memory: 8472, top1_acc: 0.2678, top5_acc: 0.5124, loss_cls: 3.4338, loss: 3.4338, grad_norm: 0.8954 2020-09-28 05:41:43,389 - mmaction - INFO - Epoch [27][400/627] lr: 5.849e-01, eta: 1 day, 21:43:45, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.2794, top5_acc: 0.5193, loss_cls: 3.3948, loss: 3.3948, grad_norm: 0.9061 2020-09-28 05:42:05,100 - mmaction - INFO - Epoch [27][420/627] lr: 5.849e-01, eta: 1 day, 21:43:13, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.2757, top5_acc: 0.5221, loss_cls: 3.4021, loss: 3.4021, grad_norm: 0.8941 2020-09-28 05:42:26,308 - mmaction - INFO - Epoch [27][440/627] lr: 5.849e-01, eta: 1 day, 21:42:35, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.2734, top5_acc: 0.5151, loss_cls: 3.4190, loss: 3.4190, grad_norm: 0.9081 2020-09-28 05:42:48,898 - mmaction - INFO - Epoch [27][460/627] lr: 5.849e-01, eta: 1 day, 21:42:10, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2704, top5_acc: 0.5177, loss_cls: 3.4273, loss: 3.4273, grad_norm: 0.8969 2020-09-28 05:43:11,012 - mmaction - INFO - Epoch [27][480/627] lr: 5.849e-01, eta: 1 day, 21:41:40, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2647, top5_acc: 0.5163, loss_cls: 3.4333, loss: 3.4333, grad_norm: 0.8952 2020-09-28 05:43:33,219 - mmaction - INFO - Epoch [27][500/627] lr: 5.849e-01, eta: 1 day, 21:41:11, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2790, top5_acc: 0.5229, loss_cls: 3.3981, loss: 3.3981, grad_norm: 0.8950 2020-09-28 05:43:56,166 - mmaction - INFO - Epoch [27][520/627] lr: 5.849e-01, eta: 1 day, 21:40:49, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.2668, top5_acc: 0.5210, loss_cls: 3.4043, loss: 3.4043, grad_norm: 0.9032 2020-09-28 05:44:17,654 - mmaction - INFO - Epoch [27][540/627] lr: 5.849e-01, eta: 1 day, 21:40:14, time: 1.074, data_time: 0.001, memory: 8472, top1_acc: 0.2736, top5_acc: 0.5221, loss_cls: 3.3786, loss: 3.3786, grad_norm: 0.8774 2020-09-28 05:44:39,505 - mmaction - INFO - Epoch [27][560/627] lr: 5.849e-01, eta: 1 day, 21:39:43, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.2742, top5_acc: 0.5181, loss_cls: 3.4233, loss: 3.4233, grad_norm: 0.8952 2020-09-28 05:45:01,196 - mmaction - INFO - Epoch [27][580/627] lr: 5.849e-01, eta: 1 day, 21:39:09, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.2650, top5_acc: 0.5228, loss_cls: 3.4070, loss: 3.4070, grad_norm: 0.8985 2020-09-28 05:45:23,587 - mmaction - INFO - Epoch [27][600/627] lr: 5.849e-01, eta: 1 day, 21:38:42, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.2628, top5_acc: 0.5187, loss_cls: 3.4248, loss: 3.4248, grad_norm: 0.9027 2020-09-28 05:45:45,242 - mmaction - INFO - Epoch [27][620/627] lr: 5.849e-01, eta: 1 day, 21:38:09, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5160, loss_cls: 3.4252, loss: 3.4252, grad_norm: 0.8937 2020-09-28 05:46:45,685 - mmaction - INFO - Epoch [28][20/627] lr: 5.837e-01, eta: 1 day, 21:40:48, time: 2.666, data_time: 1.353, memory: 8472, top1_acc: 0.2643, top5_acc: 0.5118, loss_cls: 3.4410, loss: 3.4410, grad_norm: 0.9138 2020-09-28 05:47:08,004 - mmaction - INFO - Epoch [28][40/627] lr: 5.837e-01, eta: 1 day, 21:40:20, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2697, top5_acc: 0.5121, loss_cls: 3.4155, loss: 3.4155, grad_norm: 0.8981 2020-09-28 05:47:29,932 - mmaction - INFO - Epoch [28][60/627] lr: 5.837e-01, eta: 1 day, 21:39:49, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.2712, top5_acc: 0.5223, loss_cls: 3.3951, loss: 3.3951, grad_norm: 0.8915 2020-09-28 05:47:52,218 - mmaction - INFO - Epoch [28][80/627] lr: 5.837e-01, eta: 1 day, 21:39:21, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.2835, top5_acc: 0.5241, loss_cls: 3.3693, loss: 3.3693, grad_norm: 0.8892 2020-09-28 05:48:14,969 - mmaction - INFO - Epoch [28][100/627] lr: 5.837e-01, eta: 1 day, 21:38:57, time: 1.138, data_time: 0.004, memory: 8472, top1_acc: 0.2770, top5_acc: 0.5241, loss_cls: 3.3738, loss: 3.3738, grad_norm: 0.9048 2020-09-28 05:48:36,759 - mmaction - INFO - Epoch [28][120/627] lr: 5.837e-01, eta: 1 day, 21:38:24, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2669, top5_acc: 0.5237, loss_cls: 3.4067, loss: 3.4067, grad_norm: 0.9016 2020-09-28 05:48:59,119 - mmaction - INFO - Epoch [28][140/627] lr: 5.837e-01, eta: 1 day, 21:37:57, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2686, top5_acc: 0.5120, loss_cls: 3.4241, loss: 3.4241, grad_norm: 0.9022 2020-09-28 05:49:19,557 - mmaction - INFO - Epoch [28][160/627] lr: 5.837e-01, eta: 1 day, 21:37:13, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.2746, top5_acc: 0.5289, loss_cls: 3.3616, loss: 3.3616, grad_norm: 0.8989 2020-09-28 05:49:42,235 - mmaction - INFO - Epoch [28][180/627] lr: 5.837e-01, eta: 1 day, 21:36:48, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.2763, top5_acc: 0.5180, loss_cls: 3.4077, loss: 3.4077, grad_norm: 0.9083 2020-09-28 05:50:03,651 - mmaction - INFO - Epoch [28][200/627] lr: 5.837e-01, eta: 1 day, 21:36:13, time: 1.071, data_time: 0.016, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5285, loss_cls: 3.3530, loss: 3.3530, grad_norm: 0.9139 2020-09-28 05:50:26,362 - mmaction - INFO - Epoch [28][220/627] lr: 5.837e-01, eta: 1 day, 21:35:49, time: 1.136, data_time: 0.117, memory: 8472, top1_acc: 0.2745, top5_acc: 0.5233, loss_cls: 3.3880, loss: 3.3880, grad_norm: 0.9034 2020-09-28 05:50:48,477 - mmaction - INFO - Epoch [28][240/627] lr: 5.837e-01, eta: 1 day, 21:35:19, time: 1.106, data_time: 0.060, memory: 8472, top1_acc: 0.2762, top5_acc: 0.5219, loss_cls: 3.3933, loss: 3.3933, grad_norm: 0.9021 2020-09-28 05:51:10,937 - mmaction - INFO - Epoch [28][260/627] lr: 5.837e-01, eta: 1 day, 21:34:53, time: 1.122, data_time: 0.087, memory: 8472, top1_acc: 0.2715, top5_acc: 0.5161, loss_cls: 3.4170, loss: 3.4170, grad_norm: 0.9048 2020-09-28 05:51:32,711 - mmaction - INFO - Epoch [28][280/627] lr: 5.837e-01, eta: 1 day, 21:34:20, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2757, top5_acc: 0.5186, loss_cls: 3.4186, loss: 3.4186, grad_norm: 0.9073 2020-09-28 05:51:54,707 - mmaction - INFO - Epoch [28][300/627] lr: 5.837e-01, eta: 1 day, 21:33:50, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.2708, top5_acc: 0.5201, loss_cls: 3.3882, loss: 3.3882, grad_norm: 0.8957 2020-09-28 05:52:16,991 - mmaction - INFO - Epoch [28][320/627] lr: 5.837e-01, eta: 1 day, 21:33:22, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5173, loss_cls: 3.4085, loss: 3.4085, grad_norm: 0.8909 2020-09-28 05:52:39,344 - mmaction - INFO - Epoch [28][340/627] lr: 5.837e-01, eta: 1 day, 21:32:55, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2844, top5_acc: 0.5305, loss_cls: 3.3566, loss: 3.3566, grad_norm: 0.8956 2020-09-28 05:53:01,217 - mmaction - INFO - Epoch [28][360/627] lr: 5.837e-01, eta: 1 day, 21:32:23, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5221, loss_cls: 3.4079, loss: 3.4079, grad_norm: 0.9089 2020-09-28 05:53:24,291 - mmaction - INFO - Epoch [28][380/627] lr: 5.837e-01, eta: 1 day, 21:32:02, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5271, loss_cls: 3.3653, loss: 3.3653, grad_norm: 0.8899 2020-09-28 05:53:46,510 - mmaction - INFO - Epoch [28][400/627] lr: 5.837e-01, eta: 1 day, 21:31:33, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.2635, top5_acc: 0.5056, loss_cls: 3.4439, loss: 3.4439, grad_norm: 0.8933 2020-09-28 05:54:08,307 - mmaction - INFO - Epoch [28][420/627] lr: 5.837e-01, eta: 1 day, 21:31:01, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2826, top5_acc: 0.5254, loss_cls: 3.3805, loss: 3.3805, grad_norm: 0.9012 2020-09-28 05:54:30,111 - mmaction - INFO - Epoch [28][440/627] lr: 5.837e-01, eta: 1 day, 21:30:30, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.2738, top5_acc: 0.5132, loss_cls: 3.4175, loss: 3.4175, grad_norm: 0.9056 2020-09-28 05:54:52,488 - mmaction - INFO - Epoch [28][460/627] lr: 5.837e-01, eta: 1 day, 21:30:02, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2694, top5_acc: 0.5176, loss_cls: 3.4064, loss: 3.4064, grad_norm: 0.8885 2020-09-28 05:55:14,235 - mmaction - INFO - Epoch [28][480/627] lr: 5.837e-01, eta: 1 day, 21:29:30, time: 1.089, data_time: 0.031, memory: 8472, top1_acc: 0.2770, top5_acc: 0.5210, loss_cls: 3.3992, loss: 3.3992, grad_norm: 0.9041 2020-09-28 05:55:36,475 - mmaction - INFO - Epoch [28][500/627] lr: 5.837e-01, eta: 1 day, 21:29:02, time: 1.109, data_time: 0.105, memory: 8472, top1_acc: 0.2708, top5_acc: 0.5184, loss_cls: 3.4032, loss: 3.4032, grad_norm: 0.8837 2020-09-28 05:55:59,582 - mmaction - INFO - Epoch [28][520/627] lr: 5.837e-01, eta: 1 day, 21:28:41, time: 1.157, data_time: 0.012, memory: 8472, top1_acc: 0.2763, top5_acc: 0.5163, loss_cls: 3.4145, loss: 3.4145, grad_norm: 0.8802 2020-09-28 05:56:20,918 - mmaction - INFO - Epoch [28][540/627] lr: 5.837e-01, eta: 1 day, 21:28:05, time: 1.066, data_time: 0.085, memory: 8472, top1_acc: 0.2715, top5_acc: 0.5085, loss_cls: 3.4347, loss: 3.4347, grad_norm: 0.8972 2020-09-28 05:56:41,830 - mmaction - INFO - Epoch [28][560/627] lr: 5.837e-01, eta: 1 day, 21:27:26, time: 1.045, data_time: 0.090, memory: 8472, top1_acc: 0.2741, top5_acc: 0.5206, loss_cls: 3.3892, loss: 3.3892, grad_norm: 0.9016 2020-09-28 05:57:03,238 - mmaction - INFO - Epoch [28][580/627] lr: 5.837e-01, eta: 1 day, 21:26:51, time: 1.070, data_time: 0.066, memory: 8472, top1_acc: 0.2742, top5_acc: 0.5148, loss_cls: 3.4130, loss: 3.4130, grad_norm: 0.8862 2020-09-28 05:57:25,537 - mmaction - INFO - Epoch [28][600/627] lr: 5.837e-01, eta: 1 day, 21:26:23, time: 1.115, data_time: 0.048, memory: 8472, top1_acc: 0.2763, top5_acc: 0.5247, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.8898 2020-09-28 05:57:48,296 - mmaction - INFO - Epoch [28][620/627] lr: 5.837e-01, eta: 1 day, 21:26:00, time: 1.138, data_time: 0.006, memory: 8472, top1_acc: 0.2724, top5_acc: 0.5194, loss_cls: 3.3972, loss: 3.3972, grad_norm: 0.8912 2020-09-28 05:57:55,311 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-28 05:58:49,572 - mmaction - INFO - Epoch [29][20/627] lr: 5.825e-01, eta: 1 day, 21:28:36, time: 2.693, data_time: 1.661, memory: 8472, top1_acc: 0.2715, top5_acc: 0.5361, loss_cls: 3.3481, loss: 3.3481, grad_norm: 0.9064 2020-09-28 05:59:11,721 - mmaction - INFO - Epoch [29][40/627] lr: 5.825e-01, eta: 1 day, 21:28:06, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2810, top5_acc: 0.5195, loss_cls: 3.3898, loss: 3.3898, grad_norm: 0.8880 2020-09-28 05:59:33,916 - mmaction - INFO - Epoch [29][60/627] lr: 5.825e-01, eta: 1 day, 21:27:38, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5225, loss_cls: 3.3777, loss: 3.3777, grad_norm: 0.8989 2020-09-28 05:59:55,400 - mmaction - INFO - Epoch [29][80/627] lr: 5.825e-01, eta: 1 day, 21:27:03, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5270, loss_cls: 3.3465, loss: 3.3465, grad_norm: 0.8975 2020-09-28 06:00:19,835 - mmaction - INFO - Epoch [29][100/627] lr: 5.825e-01, eta: 1 day, 21:26:53, time: 1.222, data_time: 0.002, memory: 8472, top1_acc: 0.2747, top5_acc: 0.5210, loss_cls: 3.3754, loss: 3.3754, grad_norm: 0.8896 2020-09-28 06:00:42,449 - mmaction - INFO - Epoch [29][120/627] lr: 5.825e-01, eta: 1 day, 21:26:27, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2803, top5_acc: 0.5281, loss_cls: 3.3513, loss: 3.3513, grad_norm: 0.8873 2020-09-28 06:01:03,660 - mmaction - INFO - Epoch [29][140/627] lr: 5.825e-01, eta: 1 day, 21:25:51, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.2775, top5_acc: 0.5264, loss_cls: 3.3833, loss: 3.3833, grad_norm: 0.9162 2020-09-28 06:01:24,397 - mmaction - INFO - Epoch [29][160/627] lr: 5.825e-01, eta: 1 day, 21:25:10, time: 1.037, data_time: 0.003, memory: 8472, top1_acc: 0.2738, top5_acc: 0.5143, loss_cls: 3.4337, loss: 3.4337, grad_norm: 0.8991 2020-09-28 06:01:47,679 - mmaction - INFO - Epoch [29][180/627] lr: 5.825e-01, eta: 1 day, 21:24:51, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.2757, top5_acc: 0.5161, loss_cls: 3.3978, loss: 3.3978, grad_norm: 0.8994 2020-09-28 06:02:09,611 - mmaction - INFO - Epoch [29][200/627] lr: 5.825e-01, eta: 1 day, 21:24:20, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.2694, top5_acc: 0.5129, loss_cls: 3.4208, loss: 3.4208, grad_norm: 0.9004 2020-09-28 06:02:31,584 - mmaction - INFO - Epoch [29][220/627] lr: 5.825e-01, eta: 1 day, 21:23:49, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5240, loss_cls: 3.3966, loss: 3.3966, grad_norm: 0.9134 2020-09-28 06:02:54,578 - mmaction - INFO - Epoch [29][240/627] lr: 5.825e-01, eta: 1 day, 21:23:27, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5242, loss_cls: 3.3920, loss: 3.3920, grad_norm: 0.9058 2020-09-28 06:03:17,796 - mmaction - INFO - Epoch [29][260/627] lr: 5.825e-01, eta: 1 day, 21:23:07, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.2788, top5_acc: 0.5250, loss_cls: 3.3806, loss: 3.3806, grad_norm: 0.9161 2020-09-28 06:03:38,403 - mmaction - INFO - Epoch [29][280/627] lr: 5.825e-01, eta: 1 day, 21:22:26, time: 1.030, data_time: 0.002, memory: 8472, top1_acc: 0.2706, top5_acc: 0.5111, loss_cls: 3.4317, loss: 3.4317, grad_norm: 0.9034 2020-09-28 06:04:01,969 - mmaction - INFO - Epoch [29][300/627] lr: 5.825e-01, eta: 1 day, 21:22:08, time: 1.178, data_time: 0.002, memory: 8472, top1_acc: 0.2736, top5_acc: 0.5223, loss_cls: 3.3922, loss: 3.3922, grad_norm: 0.8894 2020-09-28 06:04:22,897 - mmaction - INFO - Epoch [29][320/627] lr: 5.825e-01, eta: 1 day, 21:21:30, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.2792, top5_acc: 0.5230, loss_cls: 3.3947, loss: 3.3947, grad_norm: 0.9052 2020-09-28 06:04:44,144 - mmaction - INFO - Epoch [29][340/627] lr: 5.825e-01, eta: 1 day, 21:20:53, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5348, loss_cls: 3.3438, loss: 3.3438, grad_norm: 0.9065 2020-09-28 06:05:06,813 - mmaction - INFO - Epoch [29][360/627] lr: 5.825e-01, eta: 1 day, 21:20:29, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.2707, top5_acc: 0.5250, loss_cls: 3.3995, loss: 3.3995, grad_norm: 0.9013 2020-09-28 06:05:29,193 - mmaction - INFO - Epoch [29][380/627] lr: 5.825e-01, eta: 1 day, 21:20:02, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5219, loss_cls: 3.3923, loss: 3.3923, grad_norm: 0.8876 2020-09-28 06:05:52,110 - mmaction - INFO - Epoch [29][400/627] lr: 5.825e-01, eta: 1 day, 21:19:39, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.2764, top5_acc: 0.5189, loss_cls: 3.3790, loss: 3.3790, grad_norm: 0.8988 2020-09-28 06:06:13,648 - mmaction - INFO - Epoch [29][420/627] lr: 5.825e-01, eta: 1 day, 21:19:05, time: 1.078, data_time: 0.004, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5169, loss_cls: 3.4000, loss: 3.4000, grad_norm: 0.9158 2020-09-28 06:06:36,759 - mmaction - INFO - Epoch [29][440/627] lr: 5.825e-01, eta: 1 day, 21:18:44, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.2719, top5_acc: 0.5081, loss_cls: 3.4376, loss: 3.4376, grad_norm: 0.8896 2020-09-28 06:06:58,336 - mmaction - INFO - Epoch [29][460/627] lr: 5.825e-01, eta: 1 day, 21:18:11, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5232, loss_cls: 3.3809, loss: 3.3809, grad_norm: 0.8869 2020-09-28 06:07:19,699 - mmaction - INFO - Epoch [29][480/627] lr: 5.825e-01, eta: 1 day, 21:17:36, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.2702, top5_acc: 0.5141, loss_cls: 3.4160, loss: 3.4160, grad_norm: 0.9292 2020-09-28 06:07:41,756 - mmaction - INFO - Epoch [29][500/627] lr: 5.825e-01, eta: 1 day, 21:17:07, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2665, top5_acc: 0.5177, loss_cls: 3.4036, loss: 3.4036, grad_norm: 0.9029 2020-09-28 06:08:05,144 - mmaction - INFO - Epoch [29][520/627] lr: 5.825e-01, eta: 1 day, 21:16:48, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.2725, top5_acc: 0.5188, loss_cls: 3.4021, loss: 3.4021, grad_norm: 0.8967 2020-09-28 06:08:27,426 - mmaction - INFO - Epoch [29][540/627] lr: 5.825e-01, eta: 1 day, 21:16:20, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5182, loss_cls: 3.3794, loss: 3.3794, grad_norm: 0.8923 2020-09-28 06:08:49,889 - mmaction - INFO - Epoch [29][560/627] lr: 5.825e-01, eta: 1 day, 21:15:54, time: 1.124, data_time: 0.004, memory: 8472, top1_acc: 0.2703, top5_acc: 0.5109, loss_cls: 3.4144, loss: 3.4144, grad_norm: 0.8896 2020-09-28 06:09:11,597 - mmaction - INFO - Epoch [29][580/627] lr: 5.825e-01, eta: 1 day, 21:15:22, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5223, loss_cls: 3.3833, loss: 3.3833, grad_norm: 0.9039 2020-09-28 06:09:32,843 - mmaction - INFO - Epoch [29][600/627] lr: 5.825e-01, eta: 1 day, 21:14:46, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.2728, top5_acc: 0.5138, loss_cls: 3.4258, loss: 3.4258, grad_norm: 0.8954 2020-09-28 06:09:56,067 - mmaction - INFO - Epoch [29][620/627] lr: 5.825e-01, eta: 1 day, 21:14:26, time: 1.162, data_time: 0.004, memory: 8472, top1_acc: 0.2759, top5_acc: 0.5236, loss_cls: 3.3905, loss: 3.3905, grad_norm: 0.8906 2020-09-28 06:11:00,295 - mmaction - INFO - Epoch [30][20/627] lr: 5.812e-01, eta: 1 day, 21:17:12, time: 2.809, data_time: 1.691, memory: 8472, top1_acc: 0.2717, top5_acc: 0.5111, loss_cls: 3.4518, loss: 3.4518, grad_norm: 0.9214 2020-09-28 06:11:22,516 - mmaction - INFO - Epoch [30][40/627] lr: 5.812e-01, eta: 1 day, 21:16:44, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.2684, top5_acc: 0.5217, loss_cls: 3.4009, loss: 3.4009, grad_norm: 0.9030 2020-09-28 06:11:44,087 - mmaction - INFO - Epoch [30][60/627] lr: 5.812e-01, eta: 1 day, 21:16:11, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.2738, top5_acc: 0.5241, loss_cls: 3.3875, loss: 3.3875, grad_norm: 0.8986 2020-09-28 06:12:07,170 - mmaction - INFO - Epoch [30][80/627] lr: 5.812e-01, eta: 1 day, 21:15:49, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.2896, top5_acc: 0.5279, loss_cls: 3.3526, loss: 3.3526, grad_norm: 0.8888 2020-09-28 06:12:29,701 - mmaction - INFO - Epoch [30][100/627] lr: 5.812e-01, eta: 1 day, 21:15:24, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.2832, top5_acc: 0.5348, loss_cls: 3.3593, loss: 3.3593, grad_norm: 0.8968 2020-09-28 06:12:51,614 - mmaction - INFO - Epoch [30][120/627] lr: 5.812e-01, eta: 1 day, 21:14:53, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2707, top5_acc: 0.5262, loss_cls: 3.3701, loss: 3.3701, grad_norm: 0.8954 2020-09-28 06:13:13,082 - mmaction - INFO - Epoch [30][140/627] lr: 5.812e-01, eta: 1 day, 21:14:19, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5318, loss_cls: 3.3580, loss: 3.3580, grad_norm: 0.9172 2020-09-28 06:13:36,463 - mmaction - INFO - Epoch [30][160/627] lr: 5.812e-01, eta: 1 day, 21:14:00, time: 1.172, data_time: 0.004, memory: 8472, top1_acc: 0.2677, top5_acc: 0.5124, loss_cls: 3.4120, loss: 3.4120, grad_norm: 0.8998 2020-09-28 06:13:57,091 - mmaction - INFO - Epoch [30][180/627] lr: 5.812e-01, eta: 1 day, 21:13:19, time: 1.028, data_time: 0.002, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5262, loss_cls: 3.3824, loss: 3.3824, grad_norm: 0.8958 2020-09-28 06:14:20,741 - mmaction - INFO - Epoch [30][200/627] lr: 5.812e-01, eta: 1 day, 21:13:02, time: 1.184, data_time: 0.005, memory: 8472, top1_acc: 0.2745, top5_acc: 0.5354, loss_cls: 3.3538, loss: 3.3538, grad_norm: 0.9071 2020-09-28 06:14:42,061 - mmaction - INFO - Epoch [30][220/627] lr: 5.812e-01, eta: 1 day, 21:12:27, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5221, loss_cls: 3.4059, loss: 3.4059, grad_norm: 0.8946 2020-09-28 06:15:05,194 - mmaction - INFO - Epoch [30][240/627] lr: 5.812e-01, eta: 1 day, 21:12:05, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.2841, top5_acc: 0.5299, loss_cls: 3.3475, loss: 3.3475, grad_norm: 0.8980 2020-09-28 06:15:26,029 - mmaction - INFO - Epoch [30][260/627] lr: 5.812e-01, eta: 1 day, 21:11:27, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.2849, top5_acc: 0.5298, loss_cls: 3.3745, loss: 3.3745, grad_norm: 0.8986 2020-09-28 06:15:47,776 - mmaction - INFO - Epoch [30][280/627] lr: 5.812e-01, eta: 1 day, 21:10:55, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.2686, top5_acc: 0.5202, loss_cls: 3.4296, loss: 3.4296, grad_norm: 0.9003 2020-09-28 06:16:09,910 - mmaction - INFO - Epoch [30][300/627] lr: 5.812e-01, eta: 1 day, 21:10:26, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5311, loss_cls: 3.3313, loss: 3.3313, grad_norm: 0.9078 2020-09-28 06:16:32,837 - mmaction - INFO - Epoch [30][320/627] lr: 5.812e-01, eta: 1 day, 21:10:03, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.2743, top5_acc: 0.5199, loss_cls: 3.3922, loss: 3.3922, grad_norm: 0.8914 2020-09-28 06:16:54,502 - mmaction - INFO - Epoch [30][340/627] lr: 5.812e-01, eta: 1 day, 21:09:31, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.2711, top5_acc: 0.5193, loss_cls: 3.3975, loss: 3.3975, grad_norm: 0.9192 2020-09-28 06:17:16,643 - mmaction - INFO - Epoch [30][360/627] lr: 5.812e-01, eta: 1 day, 21:09:02, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.2725, top5_acc: 0.5220, loss_cls: 3.3908, loss: 3.3908, grad_norm: 0.9074 2020-09-28 06:17:38,439 - mmaction - INFO - Epoch [30][380/627] lr: 5.812e-01, eta: 1 day, 21:08:31, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2695, top5_acc: 0.5210, loss_cls: 3.3978, loss: 3.3978, grad_norm: 0.8960 2020-09-28 06:18:00,923 - mmaction - INFO - Epoch [30][400/627] lr: 5.812e-01, eta: 1 day, 21:08:05, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2724, top5_acc: 0.5227, loss_cls: 3.3921, loss: 3.3921, grad_norm: 0.9021 2020-09-28 06:18:23,238 - mmaction - INFO - Epoch [30][420/627] lr: 5.812e-01, eta: 1 day, 21:07:38, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.2786, top5_acc: 0.5301, loss_cls: 3.3799, loss: 3.3799, grad_norm: 0.9089 2020-09-28 06:18:44,349 - mmaction - INFO - Epoch [30][440/627] lr: 5.812e-01, eta: 1 day, 21:07:01, time: 1.055, data_time: 0.011, memory: 8472, top1_acc: 0.2779, top5_acc: 0.5199, loss_cls: 3.4017, loss: 3.4017, grad_norm: 0.9025 2020-09-28 06:19:06,427 - mmaction - INFO - Epoch [30][460/627] lr: 5.812e-01, eta: 1 day, 21:06:32, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2736, top5_acc: 0.5109, loss_cls: 3.4328, loss: 3.4328, grad_norm: 0.9057 2020-09-28 06:19:29,048 - mmaction - INFO - Epoch [30][480/627] lr: 5.812e-01, eta: 1 day, 21:06:07, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.2854, top5_acc: 0.5411, loss_cls: 3.3215, loss: 3.3215, grad_norm: 0.9062 2020-09-28 06:19:51,064 - mmaction - INFO - Epoch [30][500/627] lr: 5.812e-01, eta: 1 day, 21:05:38, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2772, top5_acc: 0.5255, loss_cls: 3.3861, loss: 3.3861, grad_norm: 0.8894 2020-09-28 06:20:13,301 - mmaction - INFO - Epoch [30][520/627] lr: 5.812e-01, eta: 1 day, 21:05:10, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.2805, top5_acc: 0.5187, loss_cls: 3.3872, loss: 3.3872, grad_norm: 0.9158 2020-09-28 06:20:34,795 - mmaction - INFO - Epoch [30][540/627] lr: 5.812e-01, eta: 1 day, 21:04:36, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5180, loss_cls: 3.4048, loss: 3.4048, grad_norm: 0.8862 2020-09-28 06:20:57,960 - mmaction - INFO - Epoch [30][560/627] lr: 5.812e-01, eta: 1 day, 21:04:15, time: 1.157, data_time: 0.001, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5156, loss_cls: 3.4078, loss: 3.4078, grad_norm: 0.8999 2020-09-28 06:21:18,807 - mmaction - INFO - Epoch [30][580/627] lr: 5.812e-01, eta: 1 day, 21:03:37, time: 1.042, data_time: 0.003, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5167, loss_cls: 3.4069, loss: 3.4069, grad_norm: 0.9063 2020-09-28 06:21:41,120 - mmaction - INFO - Epoch [30][600/627] lr: 5.812e-01, eta: 1 day, 21:03:10, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2693, top5_acc: 0.5167, loss_cls: 3.4258, loss: 3.4258, grad_norm: 0.9010 2020-09-28 06:22:04,134 - mmaction - INFO - Epoch [30][620/627] lr: 5.812e-01, eta: 1 day, 21:02:48, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.2737, top5_acc: 0.5195, loss_cls: 3.4008, loss: 3.4008, grad_norm: 0.9098 2020-09-28 06:23:31,051 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 06:23:31,715 - mmaction - INFO - top1_acc 0.2715 top5_acc 0.5376 2020-09-28 06:23:31,715 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 06:23:31,759 - mmaction - INFO - mean_acc 0.2713 2020-09-28 06:23:31,767 - mmaction - INFO - Epoch(val) [30][627] top1_acc: 0.2715, top5_acc: 0.5376, mean_class_accuracy: 0.2713 2020-09-28 06:24:22,036 - mmaction - INFO - Epoch [31][20/627] lr: 5.799e-01, eta: 1 day, 21:04:42, time: 2.511, data_time: 1.399, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5197, loss_cls: 3.3969, loss: 3.3969, grad_norm: 0.9041 2020-09-28 06:24:44,611 - mmaction - INFO - Epoch [31][40/627] lr: 5.799e-01, eta: 1 day, 21:04:17, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2753, top5_acc: 0.5159, loss_cls: 3.4169, loss: 3.4169, grad_norm: 0.9262 2020-09-28 06:25:06,470 - mmaction - INFO - Epoch [31][60/627] lr: 5.799e-01, eta: 1 day, 21:03:46, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5251, loss_cls: 3.3717, loss: 3.3717, grad_norm: 0.8814 2020-09-28 06:25:29,001 - mmaction - INFO - Epoch [31][80/627] lr: 5.799e-01, eta: 1 day, 21:03:20, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5259, loss_cls: 3.3593, loss: 3.3593, grad_norm: 0.9085 2020-09-28 06:25:51,349 - mmaction - INFO - Epoch [31][100/627] lr: 5.799e-01, eta: 1 day, 21:02:53, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5113, loss_cls: 3.4265, loss: 3.4265, grad_norm: 0.8958 2020-09-28 06:26:12,614 - mmaction - INFO - Epoch [31][120/627] lr: 5.799e-01, eta: 1 day, 21:02:18, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.2875, top5_acc: 0.5312, loss_cls: 3.3314, loss: 3.3314, grad_norm: 0.9026 2020-09-28 06:26:35,884 - mmaction - INFO - Epoch [31][140/627] lr: 5.799e-01, eta: 1 day, 21:01:58, time: 1.164, data_time: 0.004, memory: 8472, top1_acc: 0.2741, top5_acc: 0.5299, loss_cls: 3.3635, loss: 3.3635, grad_norm: 0.9104 2020-09-28 06:26:58,232 - mmaction - INFO - Epoch [31][160/627] lr: 5.799e-01, eta: 1 day, 21:01:31, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2724, top5_acc: 0.5250, loss_cls: 3.3624, loss: 3.3624, grad_norm: 0.9107 2020-09-28 06:27:20,071 - mmaction - INFO - Epoch [31][180/627] lr: 5.799e-01, eta: 1 day, 21:01:00, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.2783, top5_acc: 0.5224, loss_cls: 3.3790, loss: 3.3790, grad_norm: 0.9044 2020-09-28 06:27:42,949 - mmaction - INFO - Epoch [31][200/627] lr: 5.799e-01, eta: 1 day, 21:00:37, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.2734, top5_acc: 0.5169, loss_cls: 3.4175, loss: 3.4175, grad_norm: 0.8974 2020-09-28 06:28:05,193 - mmaction - INFO - Epoch [31][220/627] lr: 5.799e-01, eta: 1 day, 21:00:09, time: 1.111, data_time: 0.019, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5320, loss_cls: 3.3340, loss: 3.3340, grad_norm: 0.9052 2020-09-28 06:28:28,133 - mmaction - INFO - Epoch [31][240/627] lr: 5.799e-01, eta: 1 day, 20:59:47, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.2789, top5_acc: 0.5204, loss_cls: 3.3978, loss: 3.3978, grad_norm: 0.9162 2020-09-28 06:28:50,872 - mmaction - INFO - Epoch [31][260/627] lr: 5.799e-01, eta: 1 day, 20:59:23, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2827, top5_acc: 0.5320, loss_cls: 3.3701, loss: 3.3701, grad_norm: 0.9156 2020-09-28 06:29:11,725 - mmaction - INFO - Epoch [31][280/627] lr: 5.799e-01, eta: 1 day, 20:58:44, time: 1.041, data_time: 0.001, memory: 8472, top1_acc: 0.2703, top5_acc: 0.5111, loss_cls: 3.4166, loss: 3.4166, grad_norm: 0.9069 2020-09-28 06:29:33,250 - mmaction - INFO - Epoch [31][300/627] lr: 5.799e-01, eta: 1 day, 20:58:11, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.2783, top5_acc: 0.5251, loss_cls: 3.3677, loss: 3.3677, grad_norm: 0.9070 2020-09-28 06:29:56,845 - mmaction - INFO - Epoch [31][320/627] lr: 5.799e-01, eta: 1 day, 20:57:53, time: 1.178, data_time: 0.001, memory: 8472, top1_acc: 0.2780, top5_acc: 0.5266, loss_cls: 3.3529, loss: 3.3529, grad_norm: 0.9144 2020-09-28 06:30:18,787 - mmaction - INFO - Epoch [31][340/627] lr: 5.799e-01, eta: 1 day, 20:57:24, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.2728, top5_acc: 0.5189, loss_cls: 3.3973, loss: 3.3973, grad_norm: 0.8980 2020-09-28 06:30:41,012 - mmaction - INFO - Epoch [31][360/627] lr: 5.799e-01, eta: 1 day, 20:56:56, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5266, loss_cls: 3.3564, loss: 3.3564, grad_norm: 0.9137 2020-09-28 06:31:02,561 - mmaction - INFO - Epoch [31][380/627] lr: 5.799e-01, eta: 1 day, 20:56:23, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.2811, top5_acc: 0.5168, loss_cls: 3.4098, loss: 3.4098, grad_norm: 0.9117 2020-09-28 06:31:24,380 - mmaction - INFO - Epoch [31][400/627] lr: 5.799e-01, eta: 1 day, 20:55:52, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5281, loss_cls: 3.3516, loss: 3.3516, grad_norm: 0.9062 2020-09-28 06:31:46,227 - mmaction - INFO - Epoch [31][420/627] lr: 5.799e-01, eta: 1 day, 20:55:22, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.2789, top5_acc: 0.5249, loss_cls: 3.3894, loss: 3.3894, grad_norm: 0.9077 2020-09-28 06:32:08,366 - mmaction - INFO - Epoch [31][440/627] lr: 5.799e-01, eta: 1 day, 20:54:53, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.2741, top5_acc: 0.5199, loss_cls: 3.3875, loss: 3.3875, grad_norm: 0.9064 2020-09-28 06:32:31,665 - mmaction - INFO - Epoch [31][460/627] lr: 5.799e-01, eta: 1 day, 20:54:33, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.2712, top5_acc: 0.5202, loss_cls: 3.3982, loss: 3.3982, grad_norm: 0.9206 2020-09-28 06:32:53,945 - mmaction - INFO - Epoch [31][480/627] lr: 5.799e-01, eta: 1 day, 20:54:06, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.2749, top5_acc: 0.5298, loss_cls: 3.3563, loss: 3.3563, grad_norm: 0.8938 2020-09-28 06:33:14,542 - mmaction - INFO - Epoch [31][500/627] lr: 5.799e-01, eta: 1 day, 20:53:26, time: 1.027, data_time: 0.002, memory: 8472, top1_acc: 0.2801, top5_acc: 0.5246, loss_cls: 3.3708, loss: 3.3708, grad_norm: 0.9018 2020-09-28 06:33:37,549 - mmaction - INFO - Epoch [31][520/627] lr: 5.799e-01, eta: 1 day, 20:53:04, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.2721, top5_acc: 0.5167, loss_cls: 3.4059, loss: 3.4059, grad_norm: 0.9082 2020-09-28 06:34:00,002 - mmaction - INFO - Epoch [31][540/627] lr: 5.799e-01, eta: 1 day, 20:52:38, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5214, loss_cls: 3.4026, loss: 3.4026, grad_norm: 0.9148 2020-09-28 06:34:22,568 - mmaction - INFO - Epoch [31][560/627] lr: 5.799e-01, eta: 1 day, 20:52:12, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2796, top5_acc: 0.5214, loss_cls: 3.3885, loss: 3.3885, grad_norm: 0.8963 2020-09-28 06:34:44,369 - mmaction - INFO - Epoch [31][580/627] lr: 5.799e-01, eta: 1 day, 20:51:42, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.2711, top5_acc: 0.5228, loss_cls: 3.3716, loss: 3.3716, grad_norm: 0.9025 2020-09-28 06:35:05,471 - mmaction - INFO - Epoch [31][600/627] lr: 5.799e-01, eta: 1 day, 20:51:06, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.2680, top5_acc: 0.5118, loss_cls: 3.4390, loss: 3.4390, grad_norm: 0.9051 2020-09-28 06:35:28,104 - mmaction - INFO - Epoch [31][620/627] lr: 5.799e-01, eta: 1 day, 20:50:41, time: 1.132, data_time: 0.005, memory: 8472, top1_acc: 0.2826, top5_acc: 0.5228, loss_cls: 3.3824, loss: 3.3824, grad_norm: 0.9045 2020-09-28 06:36:28,422 - mmaction - INFO - Epoch [32][20/627] lr: 5.786e-01, eta: 1 day, 20:52:54, time: 2.678, data_time: 1.539, memory: 8472, top1_acc: 0.2766, top5_acc: 0.5204, loss_cls: 3.3726, loss: 3.3726, grad_norm: 0.9162 2020-09-28 06:36:50,124 - mmaction - INFO - Epoch [32][40/627] lr: 5.786e-01, eta: 1 day, 20:52:23, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.2763, top5_acc: 0.5174, loss_cls: 3.3823, loss: 3.3823, grad_norm: 0.9170 2020-09-28 06:37:13,808 - mmaction - INFO - Epoch [32][60/627] lr: 5.786e-01, eta: 1 day, 20:52:05, time: 1.185, data_time: 0.002, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5263, loss_cls: 3.3632, loss: 3.3632, grad_norm: 0.9013 2020-09-28 06:37:34,788 - mmaction - INFO - Epoch [32][80/627] lr: 5.786e-01, eta: 1 day, 20:51:29, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.2740, top5_acc: 0.5314, loss_cls: 3.3743, loss: 3.3743, grad_norm: 0.9162 2020-09-28 06:37:57,328 - mmaction - INFO - Epoch [32][100/627] lr: 5.786e-01, eta: 1 day, 20:51:03, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2772, top5_acc: 0.5188, loss_cls: 3.3861, loss: 3.3861, grad_norm: 0.9102 2020-09-28 06:38:19,475 - mmaction - INFO - Epoch [32][120/627] lr: 5.786e-01, eta: 1 day, 20:50:34, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2828, top5_acc: 0.5345, loss_cls: 3.3168, loss: 3.3168, grad_norm: 0.9054 2020-09-28 06:38:41,545 - mmaction - INFO - Epoch [32][140/627] lr: 5.786e-01, eta: 1 day, 20:50:06, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2842, top5_acc: 0.5284, loss_cls: 3.3408, loss: 3.3408, grad_norm: 0.9133 2020-09-28 06:39:03,425 - mmaction - INFO - Epoch [32][160/627] lr: 5.786e-01, eta: 1 day, 20:49:35, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.2730, top5_acc: 0.5234, loss_cls: 3.3667, loss: 3.3667, grad_norm: 0.9161 2020-09-28 06:39:24,863 - mmaction - INFO - Epoch [32][180/627] lr: 5.786e-01, eta: 1 day, 20:49:02, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.2789, top5_acc: 0.5208, loss_cls: 3.4002, loss: 3.4002, grad_norm: 0.9019 2020-09-28 06:39:46,645 - mmaction - INFO - Epoch [32][200/627] lr: 5.786e-01, eta: 1 day, 20:48:31, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5337, loss_cls: 3.3454, loss: 3.3454, grad_norm: 0.9005 2020-09-28 06:40:09,943 - mmaction - INFO - Epoch [32][220/627] lr: 5.786e-01, eta: 1 day, 20:48:11, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5342, loss_cls: 3.3214, loss: 3.3214, grad_norm: 0.9232 2020-09-28 06:40:32,175 - mmaction - INFO - Epoch [32][240/627] lr: 5.786e-01, eta: 1 day, 20:47:43, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5267, loss_cls: 3.3683, loss: 3.3683, grad_norm: 0.9172 2020-09-28 06:40:54,524 - mmaction - INFO - Epoch [32][260/627] lr: 5.786e-01, eta: 1 day, 20:47:16, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.2754, top5_acc: 0.5315, loss_cls: 3.3655, loss: 3.3655, grad_norm: 0.9147 2020-09-28 06:41:15,933 - mmaction - INFO - Epoch [32][280/627] lr: 5.786e-01, eta: 1 day, 20:46:43, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5288, loss_cls: 3.3386, loss: 3.3386, grad_norm: 0.9139 2020-09-28 06:41:39,506 - mmaction - INFO - Epoch [32][300/627] lr: 5.786e-01, eta: 1 day, 20:46:25, time: 1.178, data_time: 0.003, memory: 8472, top1_acc: 0.2715, top5_acc: 0.5152, loss_cls: 3.4136, loss: 3.4136, grad_norm: 0.9158 2020-09-28 06:42:00,105 - mmaction - INFO - Epoch [32][320/627] lr: 5.786e-01, eta: 1 day, 20:45:45, time: 1.029, data_time: 0.003, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5335, loss_cls: 3.3488, loss: 3.3488, grad_norm: 0.9049 2020-09-28 06:42:23,308 - mmaction - INFO - Epoch [32][340/627] lr: 5.786e-01, eta: 1 day, 20:45:25, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5355, loss_cls: 3.3541, loss: 3.3541, grad_norm: 0.8915 2020-09-28 06:42:45,606 - mmaction - INFO - Epoch [32][360/627] lr: 5.786e-01, eta: 1 day, 20:44:57, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2697, top5_acc: 0.5208, loss_cls: 3.3807, loss: 3.3807, grad_norm: 0.9160 2020-09-28 06:43:07,377 - mmaction - INFO - Epoch [32][380/627] lr: 5.786e-01, eta: 1 day, 20:44:27, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.2754, top5_acc: 0.5240, loss_cls: 3.3764, loss: 3.3764, grad_norm: 0.9017 2020-09-28 06:43:28,261 - mmaction - INFO - Epoch [32][400/627] lr: 5.786e-01, eta: 1 day, 20:43:50, time: 1.045, data_time: 0.018, memory: 8472, top1_acc: 0.2698, top5_acc: 0.5277, loss_cls: 3.3860, loss: 3.3860, grad_norm: 0.9043 2020-09-28 06:43:52,114 - mmaction - INFO - Epoch [32][420/627] lr: 5.786e-01, eta: 1 day, 20:43:33, time: 1.192, data_time: 0.201, memory: 8472, top1_acc: 0.2768, top5_acc: 0.5233, loss_cls: 3.3768, loss: 3.3768, grad_norm: 0.9056 2020-09-28 06:44:13,137 - mmaction - INFO - Epoch [32][440/627] lr: 5.786e-01, eta: 1 day, 20:42:57, time: 1.052, data_time: 0.097, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5361, loss_cls: 3.3342, loss: 3.3342, grad_norm: 0.9022 2020-09-28 06:44:34,756 - mmaction - INFO - Epoch [32][460/627] lr: 5.786e-01, eta: 1 day, 20:42:26, time: 1.082, data_time: 0.124, memory: 8472, top1_acc: 0.2710, top5_acc: 0.5234, loss_cls: 3.3965, loss: 3.3965, grad_norm: 0.9054 2020-09-28 06:44:56,895 - mmaction - INFO - Epoch [32][480/627] lr: 5.786e-01, eta: 1 day, 20:41:57, time: 1.106, data_time: 0.110, memory: 8472, top1_acc: 0.2694, top5_acc: 0.5177, loss_cls: 3.3998, loss: 3.3998, grad_norm: 0.9051 2020-09-28 06:45:18,458 - mmaction - INFO - Epoch [32][500/627] lr: 5.786e-01, eta: 1 day, 20:41:25, time: 1.077, data_time: 0.014, memory: 8472, top1_acc: 0.2762, top5_acc: 0.5112, loss_cls: 3.4272, loss: 3.4272, grad_norm: 0.9045 2020-09-28 06:45:40,905 - mmaction - INFO - Epoch [32][520/627] lr: 5.786e-01, eta: 1 day, 20:40:59, time: 1.123, data_time: 0.006, memory: 8472, top1_acc: 0.2768, top5_acc: 0.5194, loss_cls: 3.3912, loss: 3.3912, grad_norm: 0.9211 2020-09-28 06:46:03,095 - mmaction - INFO - Epoch [32][540/627] lr: 5.786e-01, eta: 1 day, 20:40:31, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.2669, top5_acc: 0.5238, loss_cls: 3.3919, loss: 3.3919, grad_norm: 0.9257 2020-09-28 06:46:24,787 - mmaction - INFO - Epoch [32][560/627] lr: 5.786e-01, eta: 1 day, 20:40:00, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5207, loss_cls: 3.3978, loss: 3.3978, grad_norm: 0.8962 2020-09-28 06:46:46,613 - mmaction - INFO - Epoch [32][580/627] lr: 5.786e-01, eta: 1 day, 20:39:30, time: 1.092, data_time: 0.040, memory: 8472, top1_acc: 0.2780, top5_acc: 0.5294, loss_cls: 3.3815, loss: 3.3815, grad_norm: 0.9113 2020-09-28 06:47:08,418 - mmaction - INFO - Epoch [32][600/627] lr: 5.786e-01, eta: 1 day, 20:38:59, time: 1.088, data_time: 0.131, memory: 8472, top1_acc: 0.2656, top5_acc: 0.5193, loss_cls: 3.4016, loss: 3.4016, grad_norm: 0.8946 2020-09-28 06:47:31,967 - mmaction - INFO - Epoch [32][620/627] lr: 5.786e-01, eta: 1 day, 20:38:41, time: 1.178, data_time: 0.220, memory: 8472, top1_acc: 0.2846, top5_acc: 0.5333, loss_cls: 3.3660, loss: 3.3660, grad_norm: 0.9018 2020-09-28 06:47:38,836 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-28 06:48:31,452 - mmaction - INFO - Epoch [33][20/627] lr: 5.772e-01, eta: 1 day, 20:40:38, time: 2.607, data_time: 1.489, memory: 8472, top1_acc: 0.2716, top5_acc: 0.5198, loss_cls: 3.4159, loss: 3.4159, grad_norm: 0.9180 2020-09-28 06:48:54,760 - mmaction - INFO - Epoch [33][40/627] lr: 5.772e-01, eta: 1 day, 20:40:18, time: 1.167, data_time: 0.004, memory: 8472, top1_acc: 0.2785, top5_acc: 0.5311, loss_cls: 3.3648, loss: 3.3648, grad_norm: 0.8919 2020-09-28 06:49:15,898 - mmaction - INFO - Epoch [33][60/627] lr: 5.772e-01, eta: 1 day, 20:39:43, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.2952, top5_acc: 0.5331, loss_cls: 3.3201, loss: 3.3201, grad_norm: 0.8924 2020-09-28 06:49:38,159 - mmaction - INFO - Epoch [33][80/627] lr: 5.772e-01, eta: 1 day, 20:39:16, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5283, loss_cls: 3.3654, loss: 3.3654, grad_norm: 0.9203 2020-09-28 06:50:00,343 - mmaction - INFO - Epoch [33][100/627] lr: 5.772e-01, eta: 1 day, 20:38:48, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5246, loss_cls: 3.3579, loss: 3.3579, grad_norm: 0.8972 2020-09-28 06:50:21,614 - mmaction - INFO - Epoch [33][120/627] lr: 5.772e-01, eta: 1 day, 20:38:14, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.2887, top5_acc: 0.5299, loss_cls: 3.3408, loss: 3.3408, grad_norm: 0.9079 2020-09-28 06:50:43,960 - mmaction - INFO - Epoch [33][140/627] lr: 5.772e-01, eta: 1 day, 20:37:47, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5280, loss_cls: 3.3469, loss: 3.3469, grad_norm: 0.9033 2020-09-28 06:51:05,505 - mmaction - INFO - Epoch [33][160/627] lr: 5.772e-01, eta: 1 day, 20:37:14, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5339, loss_cls: 3.3378, loss: 3.3378, grad_norm: 0.9162 2020-09-28 06:51:28,741 - mmaction - INFO - Epoch [33][180/627] lr: 5.772e-01, eta: 1 day, 20:36:54, time: 1.162, data_time: 0.004, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5266, loss_cls: 3.3566, loss: 3.3566, grad_norm: 0.9055 2020-09-28 06:51:51,346 - mmaction - INFO - Epoch [33][200/627] lr: 5.772e-01, eta: 1 day, 20:36:29, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5298, loss_cls: 3.3641, loss: 3.3641, grad_norm: 0.9149 2020-09-28 06:52:11,993 - mmaction - INFO - Epoch [33][220/627] lr: 5.772e-01, eta: 1 day, 20:35:51, time: 1.032, data_time: 0.002, memory: 8472, top1_acc: 0.2738, top5_acc: 0.5234, loss_cls: 3.3629, loss: 3.3629, grad_norm: 0.9065 2020-09-28 06:52:34,052 - mmaction - INFO - Epoch [33][240/627] lr: 5.772e-01, eta: 1 day, 20:35:22, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.2676, top5_acc: 0.5182, loss_cls: 3.4036, loss: 3.4036, grad_norm: 0.9125 2020-09-28 06:52:56,230 - mmaction - INFO - Epoch [33][260/627] lr: 5.772e-01, eta: 1 day, 20:34:54, time: 1.112, data_time: 0.005, memory: 8472, top1_acc: 0.2867, top5_acc: 0.5376, loss_cls: 3.3286, loss: 3.3286, grad_norm: 0.9114 2020-09-28 06:53:18,653 - mmaction - INFO - Epoch [33][280/627] lr: 5.772e-01, eta: 1 day, 20:34:28, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.2767, top5_acc: 0.5284, loss_cls: 3.3760, loss: 3.3760, grad_norm: 0.8989 2020-09-28 06:53:41,002 - mmaction - INFO - Epoch [33][300/627] lr: 5.772e-01, eta: 1 day, 20:34:01, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.2784, top5_acc: 0.5215, loss_cls: 3.3845, loss: 3.3845, grad_norm: 0.9152 2020-09-28 06:54:04,033 - mmaction - INFO - Epoch [33][320/627] lr: 5.772e-01, eta: 1 day, 20:33:39, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5298, loss_cls: 3.3450, loss: 3.3450, grad_norm: 0.8958 2020-09-28 06:54:26,203 - mmaction - INFO - Epoch [33][340/627] lr: 5.772e-01, eta: 1 day, 20:33:11, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5336, loss_cls: 3.3455, loss: 3.3455, grad_norm: 0.9124 2020-09-28 06:54:48,872 - mmaction - INFO - Epoch [33][360/627] lr: 5.772e-01, eta: 1 day, 20:32:47, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.2753, top5_acc: 0.5286, loss_cls: 3.3723, loss: 3.3723, grad_norm: 0.9187 2020-09-28 06:55:09,812 - mmaction - INFO - Epoch [33][380/627] lr: 5.772e-01, eta: 1 day, 20:32:10, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5285, loss_cls: 3.3624, loss: 3.3624, grad_norm: 0.9019 2020-09-28 06:55:32,115 - mmaction - INFO - Epoch [33][400/627] lr: 5.772e-01, eta: 1 day, 20:31:44, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5296, loss_cls: 3.3808, loss: 3.3808, grad_norm: 0.9177 2020-09-28 06:55:54,920 - mmaction - INFO - Epoch [33][420/627] lr: 5.772e-01, eta: 1 day, 20:31:20, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.2863, top5_acc: 0.5302, loss_cls: 3.3486, loss: 3.3486, grad_norm: 0.9102 2020-09-28 06:56:16,879 - mmaction - INFO - Epoch [33][440/627] lr: 5.772e-01, eta: 1 day, 20:30:51, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.2745, top5_acc: 0.5302, loss_cls: 3.3354, loss: 3.3354, grad_norm: 0.9092 2020-09-28 06:56:38,395 - mmaction - INFO - Epoch [33][460/627] lr: 5.772e-01, eta: 1 day, 20:30:18, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2758, top5_acc: 0.5243, loss_cls: 3.3927, loss: 3.3927, grad_norm: 0.9175 2020-09-28 06:57:01,510 - mmaction - INFO - Epoch [33][480/627] lr: 5.772e-01, eta: 1 day, 20:29:57, time: 1.157, data_time: 0.004, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5310, loss_cls: 3.3562, loss: 3.3562, grad_norm: 0.9122 2020-09-28 06:57:23,133 - mmaction - INFO - Epoch [33][500/627] lr: 5.772e-01, eta: 1 day, 20:29:26, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.2797, top5_acc: 0.5171, loss_cls: 3.4120, loss: 3.4120, grad_norm: 0.9097 2020-09-28 06:57:43,987 - mmaction - INFO - Epoch [33][520/627] lr: 5.772e-01, eta: 1 day, 20:28:49, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.2858, top5_acc: 0.5260, loss_cls: 3.3772, loss: 3.3772, grad_norm: 0.9030 2020-09-28 06:58:05,951 - mmaction - INFO - Epoch [33][540/627] lr: 5.772e-01, eta: 1 day, 20:28:20, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2747, top5_acc: 0.5280, loss_cls: 3.3658, loss: 3.3658, grad_norm: 0.9191 2020-09-28 06:58:29,755 - mmaction - INFO - Epoch [33][560/627] lr: 5.772e-01, eta: 1 day, 20:28:03, time: 1.189, data_time: 0.002, memory: 8472, top1_acc: 0.2792, top5_acc: 0.5237, loss_cls: 3.3694, loss: 3.3694, grad_norm: 0.9094 2020-09-28 06:58:51,272 - mmaction - INFO - Epoch [33][580/627] lr: 5.772e-01, eta: 1 day, 20:27:31, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.2837, top5_acc: 0.5339, loss_cls: 3.3312, loss: 3.3312, grad_norm: 0.9007 2020-09-28 06:59:13,814 - mmaction - INFO - Epoch [33][600/627] lr: 5.772e-01, eta: 1 day, 20:27:06, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2832, top5_acc: 0.5206, loss_cls: 3.3679, loss: 3.3679, grad_norm: 0.9137 2020-09-28 06:59:35,062 - mmaction - INFO - Epoch [33][620/627] lr: 5.772e-01, eta: 1 day, 20:26:32, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.2758, top5_acc: 0.5214, loss_cls: 3.3618, loss: 3.3618, grad_norm: 0.9064 2020-09-28 07:00:39,203 - mmaction - INFO - Epoch [34][20/627] lr: 5.757e-01, eta: 1 day, 20:28:58, time: 2.859, data_time: 1.905, memory: 8472, top1_acc: 0.2729, top5_acc: 0.5254, loss_cls: 3.3873, loss: 3.3873, grad_norm: 0.9150 2020-09-28 07:01:01,390 - mmaction - INFO - Epoch [34][40/627] lr: 5.757e-01, eta: 1 day, 20:28:30, time: 1.109, data_time: 0.166, memory: 8472, top1_acc: 0.2783, top5_acc: 0.5357, loss_cls: 3.3326, loss: 3.3326, grad_norm: 0.9342 2020-09-28 07:01:23,827 - mmaction - INFO - Epoch [34][60/627] lr: 5.757e-01, eta: 1 day, 20:28:04, time: 1.121, data_time: 0.015, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5285, loss_cls: 3.3667, loss: 3.3667, grad_norm: 0.9221 2020-09-28 07:01:45,668 - mmaction - INFO - Epoch [34][80/627] lr: 5.757e-01, eta: 1 day, 20:27:34, time: 1.092, data_time: 0.037, memory: 8472, top1_acc: 0.2806, top5_acc: 0.5299, loss_cls: 3.3591, loss: 3.3591, grad_norm: 0.9124 2020-09-28 07:02:09,065 - mmaction - INFO - Epoch [34][100/627] lr: 5.757e-01, eta: 1 day, 20:27:15, time: 1.170, data_time: 0.005, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5372, loss_cls: 3.3096, loss: 3.3096, grad_norm: 0.9039 2020-09-28 07:02:31,183 - mmaction - INFO - Epoch [34][120/627] lr: 5.757e-01, eta: 1 day, 20:26:46, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2852, top5_acc: 0.5324, loss_cls: 3.3540, loss: 3.3540, grad_norm: 0.9219 2020-09-28 07:02:53,268 - mmaction - INFO - Epoch [34][140/627] lr: 5.757e-01, eta: 1 day, 20:26:18, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2870, top5_acc: 0.5445, loss_cls: 3.3162, loss: 3.3162, grad_norm: 0.9085 2020-09-28 07:03:14,200 - mmaction - INFO - Epoch [34][160/627] lr: 5.757e-01, eta: 1 day, 20:25:42, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5426, loss_cls: 3.3160, loss: 3.3160, grad_norm: 0.9152 2020-09-28 07:03:37,960 - mmaction - INFO - Epoch [34][180/627] lr: 5.757e-01, eta: 1 day, 20:25:25, time: 1.189, data_time: 0.004, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5281, loss_cls: 3.3568, loss: 3.3568, grad_norm: 0.9089 2020-09-28 07:03:58,333 - mmaction - INFO - Epoch [34][200/627] lr: 5.757e-01, eta: 1 day, 20:24:45, time: 1.019, data_time: 0.002, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5315, loss_cls: 3.3268, loss: 3.3268, grad_norm: 0.9353 2020-09-28 07:04:20,689 - mmaction - INFO - Epoch [34][220/627] lr: 5.757e-01, eta: 1 day, 20:24:19, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5305, loss_cls: 3.3821, loss: 3.3821, grad_norm: 0.9177 2020-09-28 07:04:42,990 - mmaction - INFO - Epoch [34][240/627] lr: 5.757e-01, eta: 1 day, 20:23:51, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2740, top5_acc: 0.5272, loss_cls: 3.3786, loss: 3.3786, grad_norm: 0.9278 2020-09-28 07:05:04,587 - mmaction - INFO - Epoch [34][260/627] lr: 5.757e-01, eta: 1 day, 20:23:20, time: 1.081, data_time: 0.010, memory: 8472, top1_acc: 0.2870, top5_acc: 0.5410, loss_cls: 3.3128, loss: 3.3128, grad_norm: 0.8963 2020-09-28 07:05:26,315 - mmaction - INFO - Epoch [34][280/627] lr: 5.757e-01, eta: 1 day, 20:22:49, time: 1.087, data_time: 0.059, memory: 8472, top1_acc: 0.2844, top5_acc: 0.5361, loss_cls: 3.3382, loss: 3.3382, grad_norm: 0.8940 2020-09-28 07:05:48,780 - mmaction - INFO - Epoch [34][300/627] lr: 5.757e-01, eta: 1 day, 20:22:23, time: 1.123, data_time: 0.048, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5313, loss_cls: 3.3517, loss: 3.3517, grad_norm: 0.9128 2020-09-28 07:06:11,492 - mmaction - INFO - Epoch [34][320/627] lr: 5.757e-01, eta: 1 day, 20:21:59, time: 1.135, data_time: 0.122, memory: 8472, top1_acc: 0.2844, top5_acc: 0.5353, loss_cls: 3.3228, loss: 3.3228, grad_norm: 0.9211 2020-09-28 07:06:33,266 - mmaction - INFO - Epoch [34][340/627] lr: 5.757e-01, eta: 1 day, 20:21:29, time: 1.090, data_time: 0.046, memory: 8472, top1_acc: 0.2740, top5_acc: 0.5271, loss_cls: 3.3784, loss: 3.3784, grad_norm: 0.9073 2020-09-28 07:06:55,421 - mmaction - INFO - Epoch [34][360/627] lr: 5.757e-01, eta: 1 day, 20:21:01, time: 1.107, data_time: 0.136, memory: 8472, top1_acc: 0.2678, top5_acc: 0.5305, loss_cls: 3.3638, loss: 3.3638, grad_norm: 0.9034 2020-09-28 07:07:17,849 - mmaction - INFO - Epoch [34][380/627] lr: 5.757e-01, eta: 1 day, 20:20:35, time: 1.119, data_time: 0.167, memory: 8472, top1_acc: 0.2827, top5_acc: 0.5271, loss_cls: 3.3779, loss: 3.3779, grad_norm: 0.9199 2020-09-28 07:07:39,669 - mmaction - INFO - Epoch [34][400/627] lr: 5.757e-01, eta: 1 day, 20:20:05, time: 1.093, data_time: 0.137, memory: 8472, top1_acc: 0.2759, top5_acc: 0.5185, loss_cls: 3.3940, loss: 3.3940, grad_norm: 0.9065 2020-09-28 07:08:02,012 - mmaction - INFO - Epoch [34][420/627] lr: 5.757e-01, eta: 1 day, 20:19:38, time: 1.116, data_time: 0.163, memory: 8472, top1_acc: 0.2783, top5_acc: 0.5216, loss_cls: 3.4015, loss: 3.4015, grad_norm: 0.9072 2020-09-28 07:08:23,329 - mmaction - INFO - Epoch [34][440/627] lr: 5.757e-01, eta: 1 day, 20:19:05, time: 1.066, data_time: 0.095, memory: 8472, top1_acc: 0.2733, top5_acc: 0.5233, loss_cls: 3.3987, loss: 3.3987, grad_norm: 0.9019 2020-09-28 07:08:44,583 - mmaction - INFO - Epoch [34][460/627] lr: 5.757e-01, eta: 1 day, 20:18:32, time: 1.064, data_time: 0.084, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5268, loss_cls: 3.3451, loss: 3.3451, grad_norm: 0.9016 2020-09-28 07:09:06,936 - mmaction - INFO - Epoch [34][480/627] lr: 5.757e-01, eta: 1 day, 20:18:05, time: 1.117, data_time: 0.035, memory: 8472, top1_acc: 0.2809, top5_acc: 0.5306, loss_cls: 3.3777, loss: 3.3777, grad_norm: 0.9197 2020-09-28 07:09:28,730 - mmaction - INFO - Epoch [34][500/627] lr: 5.757e-01, eta: 1 day, 20:17:35, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5309, loss_cls: 3.3473, loss: 3.3473, grad_norm: 0.9281 2020-09-28 07:09:51,598 - mmaction - INFO - Epoch [34][520/627] lr: 5.757e-01, eta: 1 day, 20:17:12, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.2803, top5_acc: 0.5250, loss_cls: 3.3810, loss: 3.3810, grad_norm: 0.9249 2020-09-28 07:10:13,201 - mmaction - INFO - Epoch [34][540/627] lr: 5.757e-01, eta: 1 day, 20:16:40, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2742, top5_acc: 0.5247, loss_cls: 3.3678, loss: 3.3678, grad_norm: 0.8978 2020-09-28 07:10:35,352 - mmaction - INFO - Epoch [34][560/627] lr: 5.757e-01, eta: 1 day, 20:16:13, time: 1.110, data_time: 0.005, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5253, loss_cls: 3.3772, loss: 3.3772, grad_norm: 0.9294 2020-09-28 07:10:57,518 - mmaction - INFO - Epoch [34][580/627] lr: 5.757e-01, eta: 1 day, 20:15:45, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2724, top5_acc: 0.5254, loss_cls: 3.3746, loss: 3.3746, grad_norm: 0.9207 2020-09-28 07:11:18,852 - mmaction - INFO - Epoch [34][600/627] lr: 5.757e-01, eta: 1 day, 20:15:12, time: 1.069, data_time: 0.005, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5146, loss_cls: 3.4018, loss: 3.4018, grad_norm: 0.8977 2020-09-28 07:11:42,292 - mmaction - INFO - Epoch [34][620/627] lr: 5.757e-01, eta: 1 day, 20:14:53, time: 1.172, data_time: 0.003, memory: 8472, top1_acc: 0.2828, top5_acc: 0.5284, loss_cls: 3.3546, loss: 3.3546, grad_norm: 0.8942 2020-09-28 07:12:42,429 - mmaction - INFO - Epoch [35][20/627] lr: 5.743e-01, eta: 1 day, 20:16:46, time: 2.651, data_time: 1.301, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5247, loss_cls: 3.3694, loss: 3.3694, grad_norm: 0.9177 2020-09-28 07:13:05,884 - mmaction - INFO - Epoch [35][40/627] lr: 5.743e-01, eta: 1 day, 20:16:27, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.2799, top5_acc: 0.5275, loss_cls: 3.3748, loss: 3.3748, grad_norm: 0.9049 2020-09-28 07:13:27,308 - mmaction - INFO - Epoch [35][60/627] lr: 5.743e-01, eta: 1 day, 20:15:54, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.2819, top5_acc: 0.5327, loss_cls: 3.3507, loss: 3.3507, grad_norm: 0.9233 2020-09-28 07:13:49,302 - mmaction - INFO - Epoch [35][80/627] lr: 5.743e-01, eta: 1 day, 20:15:25, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.2711, top5_acc: 0.5260, loss_cls: 3.3812, loss: 3.3812, grad_norm: 0.9187 2020-09-28 07:14:10,677 - mmaction - INFO - Epoch [35][100/627] lr: 5.743e-01, eta: 1 day, 20:14:53, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.2827, top5_acc: 0.5329, loss_cls: 3.3473, loss: 3.3473, grad_norm: 0.9050 2020-09-28 07:14:32,208 - mmaction - INFO - Epoch [35][120/627] lr: 5.743e-01, eta: 1 day, 20:14:21, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2906, top5_acc: 0.5355, loss_cls: 3.3158, loss: 3.3158, grad_norm: 0.9101 2020-09-28 07:14:55,223 - mmaction - INFO - Epoch [35][140/627] lr: 5.743e-01, eta: 1 day, 20:13:58, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5348, loss_cls: 3.3095, loss: 3.3095, grad_norm: 0.9327 2020-09-28 07:15:17,578 - mmaction - INFO - Epoch [35][160/627] lr: 5.743e-01, eta: 1 day, 20:13:32, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5326, loss_cls: 3.3203, loss: 3.3203, grad_norm: 0.9211 2020-09-28 07:15:39,657 - mmaction - INFO - Epoch [35][180/627] lr: 5.743e-01, eta: 1 day, 20:13:04, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5329, loss_cls: 3.3449, loss: 3.3449, grad_norm: 0.9047 2020-09-28 07:16:02,048 - mmaction - INFO - Epoch [35][200/627] lr: 5.743e-01, eta: 1 day, 20:12:38, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5314, loss_cls: 3.3417, loss: 3.3417, grad_norm: 0.9169 2020-09-28 07:16:24,662 - mmaction - INFO - Epoch [35][220/627] lr: 5.743e-01, eta: 1 day, 20:12:13, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2896, top5_acc: 0.5374, loss_cls: 3.3290, loss: 3.3290, grad_norm: 0.9005 2020-09-28 07:16:46,148 - mmaction - INFO - Epoch [35][240/627] lr: 5.743e-01, eta: 1 day, 20:11:41, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.2883, top5_acc: 0.5337, loss_cls: 3.3105, loss: 3.3105, grad_norm: 0.9167 2020-09-28 07:17:08,183 - mmaction - INFO - Epoch [35][260/627] lr: 5.743e-01, eta: 1 day, 20:11:12, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.2749, top5_acc: 0.5171, loss_cls: 3.3990, loss: 3.3990, grad_norm: 0.9169 2020-09-28 07:17:29,095 - mmaction - INFO - Epoch [35][280/627] lr: 5.743e-01, eta: 1 day, 20:10:37, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.2759, top5_acc: 0.5257, loss_cls: 3.3627, loss: 3.3627, grad_norm: 0.9170 2020-09-28 07:17:51,459 - mmaction - INFO - Epoch [35][300/627] lr: 5.743e-01, eta: 1 day, 20:10:11, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2866, top5_acc: 0.5345, loss_cls: 3.3312, loss: 3.3312, grad_norm: 0.9042 2020-09-28 07:18:14,404 - mmaction - INFO - Epoch [35][320/627] lr: 5.743e-01, eta: 1 day, 20:09:48, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5329, loss_cls: 3.3522, loss: 3.3522, grad_norm: 0.9420 2020-09-28 07:18:36,631 - mmaction - INFO - Epoch [35][340/627] lr: 5.743e-01, eta: 1 day, 20:09:21, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5227, loss_cls: 3.3817, loss: 3.3817, grad_norm: 0.9066 2020-09-28 07:18:57,861 - mmaction - INFO - Epoch [35][360/627] lr: 5.743e-01, eta: 1 day, 20:08:47, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.2857, top5_acc: 0.5354, loss_cls: 3.3357, loss: 3.3357, grad_norm: 0.9167 2020-09-28 07:19:20,682 - mmaction - INFO - Epoch [35][380/627] lr: 5.743e-01, eta: 1 day, 20:08:24, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.2870, top5_acc: 0.5216, loss_cls: 3.3803, loss: 3.3803, grad_norm: 0.9151 2020-09-28 07:19:44,522 - mmaction - INFO - Epoch [35][400/627] lr: 5.743e-01, eta: 1 day, 20:08:07, time: 1.193, data_time: 0.002, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5310, loss_cls: 3.3489, loss: 3.3489, grad_norm: 0.9085 2020-09-28 07:20:05,332 - mmaction - INFO - Epoch [35][420/627] lr: 5.743e-01, eta: 1 day, 20:07:31, time: 1.039, data_time: 0.001, memory: 8472, top1_acc: 0.2858, top5_acc: 0.5298, loss_cls: 3.3456, loss: 3.3456, grad_norm: 0.9064 2020-09-28 07:20:27,459 - mmaction - INFO - Epoch [35][440/627] lr: 5.743e-01, eta: 1 day, 20:07:03, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.2819, top5_acc: 0.5384, loss_cls: 3.3316, loss: 3.3316, grad_norm: 0.9139 2020-09-28 07:20:49,906 - mmaction - INFO - Epoch [35][460/627] lr: 5.743e-01, eta: 1 day, 20:06:37, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2781, top5_acc: 0.5165, loss_cls: 3.3832, loss: 3.3832, grad_norm: 0.9267 2020-09-28 07:21:11,637 - mmaction - INFO - Epoch [35][480/627] lr: 5.743e-01, eta: 1 day, 20:06:07, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.2803, top5_acc: 0.5227, loss_cls: 3.3663, loss: 3.3663, grad_norm: 0.9179 2020-09-28 07:21:33,333 - mmaction - INFO - Epoch [35][500/627] lr: 5.743e-01, eta: 1 day, 20:05:36, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5280, loss_cls: 3.3552, loss: 3.3552, grad_norm: 0.9176 2020-09-28 07:21:56,274 - mmaction - INFO - Epoch [35][520/627] lr: 5.743e-01, eta: 1 day, 20:05:14, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.2711, top5_acc: 0.5283, loss_cls: 3.3968, loss: 3.3968, grad_norm: 0.9097 2020-09-28 07:22:18,332 - mmaction - INFO - Epoch [35][540/627] lr: 5.743e-01, eta: 1 day, 20:04:46, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5387, loss_cls: 3.3183, loss: 3.3183, grad_norm: 0.9122 2020-09-28 07:22:40,051 - mmaction - INFO - Epoch [35][560/627] lr: 5.743e-01, eta: 1 day, 20:04:15, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2853, top5_acc: 0.5258, loss_cls: 3.3556, loss: 3.3556, grad_norm: 0.9197 2020-09-28 07:23:02,897 - mmaction - INFO - Epoch [35][580/627] lr: 5.743e-01, eta: 1 day, 20:03:52, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5234, loss_cls: 3.3826, loss: 3.3826, grad_norm: 0.9229 2020-09-28 07:23:23,248 - mmaction - INFO - Epoch [35][600/627] lr: 5.743e-01, eta: 1 day, 20:03:13, time: 1.016, data_time: 0.002, memory: 8472, top1_acc: 0.2824, top5_acc: 0.5355, loss_cls: 3.3315, loss: 3.3315, grad_norm: 0.9071 2020-09-28 07:23:45,875 - mmaction - INFO - Epoch [35][620/627] lr: 5.743e-01, eta: 1 day, 20:02:49, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5357, loss_cls: 3.3391, loss: 3.3391, grad_norm: 0.9315 2020-09-28 07:25:13,283 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 07:25:13,968 - mmaction - INFO - top1_acc 0.3056 top5_acc 0.5699 2020-09-28 07:25:13,969 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 07:25:14,017 - mmaction - INFO - mean_acc 0.3056 2020-09-28 07:25:14,018 - mmaction - INFO - Now best checkpoint is epoch_35.pth 2020-09-28 07:25:14,032 - mmaction - INFO - Epoch(val) [35][627] top1_acc: 0.3056, top5_acc: 0.5699, mean_class_accuracy: 0.3056 2020-09-28 07:26:04,419 - mmaction - INFO - Epoch [36][20/627] lr: 5.728e-01, eta: 1 day, 20:04:20, time: 2.516, data_time: 1.280, memory: 8472, top1_acc: 0.2780, top5_acc: 0.5289, loss_cls: 3.3507, loss: 3.3507, grad_norm: 0.9086 2020-09-28 07:26:26,373 - mmaction - INFO - Epoch [36][40/627] lr: 5.728e-01, eta: 1 day, 20:03:51, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.2751, top5_acc: 0.5306, loss_cls: 3.3579, loss: 3.3579, grad_norm: 0.9322 2020-09-28 07:26:48,397 - mmaction - INFO - Epoch [36][60/627] lr: 5.728e-01, eta: 1 day, 20:03:23, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.2875, top5_acc: 0.5410, loss_cls: 3.2976, loss: 3.2976, grad_norm: 0.9035 2020-09-28 07:27:11,075 - mmaction - INFO - Epoch [36][80/627] lr: 5.728e-01, eta: 1 day, 20:02:59, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.2876, top5_acc: 0.5329, loss_cls: 3.3441, loss: 3.3441, grad_norm: 0.9274 2020-09-28 07:27:33,742 - mmaction - INFO - Epoch [36][100/627] lr: 5.728e-01, eta: 1 day, 20:02:35, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.2773, top5_acc: 0.5258, loss_cls: 3.3565, loss: 3.3565, grad_norm: 0.9145 2020-09-28 07:27:54,598 - mmaction - INFO - Epoch [36][120/627] lr: 5.728e-01, eta: 1 day, 20:01:59, time: 1.041, data_time: 0.002, memory: 8472, top1_acc: 0.2870, top5_acc: 0.5323, loss_cls: 3.3590, loss: 3.3590, grad_norm: 0.9002 2020-09-28 07:28:16,872 - mmaction - INFO - Epoch [36][140/627] lr: 5.728e-01, eta: 1 day, 20:01:32, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5395, loss_cls: 3.3007, loss: 3.3007, grad_norm: 0.9252 2020-09-28 07:28:38,145 - mmaction - INFO - Epoch [36][160/627] lr: 5.728e-01, eta: 1 day, 20:00:59, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.2746, top5_acc: 0.5272, loss_cls: 3.3485, loss: 3.3485, grad_norm: 0.9242 2020-09-28 07:29:00,699 - mmaction - INFO - Epoch [36][180/627] lr: 5.728e-01, eta: 1 day, 20:00:34, time: 1.127, data_time: 0.024, memory: 8472, top1_acc: 0.2898, top5_acc: 0.5361, loss_cls: 3.3226, loss: 3.3226, grad_norm: 0.9024 2020-09-28 07:29:23,423 - mmaction - INFO - Epoch [36][200/627] lr: 5.728e-01, eta: 1 day, 20:00:10, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.2829, top5_acc: 0.5284, loss_cls: 3.3496, loss: 3.3496, grad_norm: 0.9217 2020-09-28 07:29:44,550 - mmaction - INFO - Epoch [36][220/627] lr: 5.728e-01, eta: 1 day, 19:59:36, time: 1.058, data_time: 0.004, memory: 8472, top1_acc: 0.2816, top5_acc: 0.5184, loss_cls: 3.3852, loss: 3.3852, grad_norm: 0.9176 2020-09-28 07:30:07,669 - mmaction - INFO - Epoch [36][240/627] lr: 5.728e-01, eta: 1 day, 19:59:14, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.2776, top5_acc: 0.5315, loss_cls: 3.3487, loss: 3.3487, grad_norm: 0.9190 2020-09-28 07:30:29,253 - mmaction - INFO - Epoch [36][260/627] lr: 5.728e-01, eta: 1 day, 19:58:43, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5337, loss_cls: 3.3226, loss: 3.3226, grad_norm: 0.9046 2020-09-28 07:30:52,996 - mmaction - INFO - Epoch [36][280/627] lr: 5.728e-01, eta: 1 day, 19:58:26, time: 1.188, data_time: 0.003, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5302, loss_cls: 3.3398, loss: 3.3398, grad_norm: 0.9206 2020-09-28 07:31:14,865 - mmaction - INFO - Epoch [36][300/627] lr: 5.728e-01, eta: 1 day, 19:57:57, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.2837, top5_acc: 0.5250, loss_cls: 3.3476, loss: 3.3476, grad_norm: 0.8983 2020-09-28 07:31:36,589 - mmaction - INFO - Epoch [36][320/627] lr: 5.728e-01, eta: 1 day, 19:57:26, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2902, top5_acc: 0.5305, loss_cls: 3.3257, loss: 3.3257, grad_norm: 0.9174 2020-09-28 07:31:58,025 - mmaction - INFO - Epoch [36][340/627] lr: 5.728e-01, eta: 1 day, 19:56:54, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5297, loss_cls: 3.3442, loss: 3.3442, grad_norm: 0.9206 2020-09-28 07:32:20,230 - mmaction - INFO - Epoch [36][360/627] lr: 5.728e-01, eta: 1 day, 19:56:27, time: 1.111, data_time: 0.004, memory: 8472, top1_acc: 0.2754, top5_acc: 0.5285, loss_cls: 3.3448, loss: 3.3448, grad_norm: 0.9142 2020-09-28 07:32:42,505 - mmaction - INFO - Epoch [36][380/627] lr: 5.728e-01, eta: 1 day, 19:56:00, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.2728, top5_acc: 0.5251, loss_cls: 3.3888, loss: 3.3888, grad_norm: 0.9034 2020-09-28 07:33:04,383 - mmaction - INFO - Epoch [36][400/627] lr: 5.728e-01, eta: 1 day, 19:55:31, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2757, top5_acc: 0.5281, loss_cls: 3.3657, loss: 3.3657, grad_norm: 0.9313 2020-09-28 07:33:25,806 - mmaction - INFO - Epoch [36][420/627] lr: 5.728e-01, eta: 1 day, 19:54:59, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.2815, top5_acc: 0.5211, loss_cls: 3.3736, loss: 3.3736, grad_norm: 0.9105 2020-09-28 07:33:49,473 - mmaction - INFO - Epoch [36][440/627] lr: 5.728e-01, eta: 1 day, 19:54:41, time: 1.185, data_time: 0.003, memory: 8472, top1_acc: 0.2842, top5_acc: 0.5363, loss_cls: 3.3327, loss: 3.3327, grad_norm: 0.9226 2020-09-28 07:34:11,692 - mmaction - INFO - Epoch [36][460/627] lr: 5.728e-01, eta: 1 day, 19:54:14, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5393, loss_cls: 3.3287, loss: 3.3287, grad_norm: 0.9123 2020-09-28 07:34:34,774 - mmaction - INFO - Epoch [36][480/627] lr: 5.728e-01, eta: 1 day, 19:53:53, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5280, loss_cls: 3.3396, loss: 3.3396, grad_norm: 0.9201 2020-09-28 07:34:56,188 - mmaction - INFO - Epoch [36][500/627] lr: 5.728e-01, eta: 1 day, 19:53:21, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.2690, top5_acc: 0.5255, loss_cls: 3.3906, loss: 3.3906, grad_norm: 0.9172 2020-09-28 07:35:17,958 - mmaction - INFO - Epoch [36][520/627] lr: 5.728e-01, eta: 1 day, 19:52:51, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.2841, top5_acc: 0.5311, loss_cls: 3.3818, loss: 3.3818, grad_norm: 0.9291 2020-09-28 07:35:39,738 - mmaction - INFO - Epoch [36][540/627] lr: 5.728e-01, eta: 1 day, 19:52:21, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.2686, top5_acc: 0.5150, loss_cls: 3.3936, loss: 3.3936, grad_norm: 0.9161 2020-09-28 07:36:01,881 - mmaction - INFO - Epoch [36][560/627] lr: 5.728e-01, eta: 1 day, 19:51:54, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2807, top5_acc: 0.5318, loss_cls: 3.3498, loss: 3.3498, grad_norm: 0.9242 2020-09-28 07:36:24,806 - mmaction - INFO - Epoch [36][580/627] lr: 5.728e-01, eta: 1 day, 19:51:31, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.2780, top5_acc: 0.5233, loss_cls: 3.3716, loss: 3.3716, grad_norm: 0.9209 2020-09-28 07:36:45,812 - mmaction - INFO - Epoch [36][600/627] lr: 5.728e-01, eta: 1 day, 19:50:57, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.2875, top5_acc: 0.5310, loss_cls: 3.3431, loss: 3.3431, grad_norm: 0.9122 2020-09-28 07:37:08,695 - mmaction - INFO - Epoch [36][620/627] lr: 5.728e-01, eta: 1 day, 19:50:34, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5303, loss_cls: 3.3492, loss: 3.3492, grad_norm: 0.9357 2020-09-28 07:37:15,470 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-28 07:38:08,174 - mmaction - INFO - Epoch [37][20/627] lr: 5.712e-01, eta: 1 day, 19:52:14, time: 2.616, data_time: 1.432, memory: 8472, top1_acc: 0.2768, top5_acc: 0.5150, loss_cls: 3.3852, loss: 3.3852, grad_norm: 0.9142 2020-09-28 07:38:29,959 - mmaction - INFO - Epoch [37][40/627] lr: 5.712e-01, eta: 1 day, 19:51:44, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.2826, top5_acc: 0.5335, loss_cls: 3.3252, loss: 3.3252, grad_norm: 0.9176 2020-09-28 07:38:52,719 - mmaction - INFO - Epoch [37][60/627] lr: 5.712e-01, eta: 1 day, 19:51:20, time: 1.138, data_time: 0.004, memory: 8472, top1_acc: 0.2854, top5_acc: 0.5424, loss_cls: 3.2950, loss: 3.2950, grad_norm: 0.9119 2020-09-28 07:39:15,361 - mmaction - INFO - Epoch [37][80/627] lr: 5.712e-01, eta: 1 day, 19:50:56, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.2887, top5_acc: 0.5361, loss_cls: 3.3247, loss: 3.3247, grad_norm: 0.9243 2020-09-28 07:39:37,231 - mmaction - INFO - Epoch [37][100/627] lr: 5.712e-01, eta: 1 day, 19:50:26, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.2829, top5_acc: 0.5299, loss_cls: 3.3694, loss: 3.3694, grad_norm: 0.9202 2020-09-28 07:39:58,232 - mmaction - INFO - Epoch [37][120/627] lr: 5.712e-01, eta: 1 day, 19:49:52, time: 1.048, data_time: 0.003, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5353, loss_cls: 3.3379, loss: 3.3379, grad_norm: 0.9177 2020-09-28 07:40:19,800 - mmaction - INFO - Epoch [37][140/627] lr: 5.712e-01, eta: 1 day, 19:49:21, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.2871, top5_acc: 0.5361, loss_cls: 3.3234, loss: 3.3234, grad_norm: 0.9279 2020-09-28 07:40:43,474 - mmaction - INFO - Epoch [37][160/627] lr: 5.712e-01, eta: 1 day, 19:49:03, time: 1.182, data_time: 0.001, memory: 8472, top1_acc: 0.2867, top5_acc: 0.5415, loss_cls: 3.3107, loss: 3.3107, grad_norm: 0.9159 2020-09-28 07:41:06,036 - mmaction - INFO - Epoch [37][180/627] lr: 5.712e-01, eta: 1 day, 19:48:38, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5340, loss_cls: 3.3187, loss: 3.3187, grad_norm: 0.9298 2020-09-28 07:41:27,883 - mmaction - INFO - Epoch [37][200/627] lr: 5.712e-01, eta: 1 day, 19:48:09, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2943, top5_acc: 0.5382, loss_cls: 3.3274, loss: 3.3274, grad_norm: 0.9180 2020-09-28 07:41:49,846 - mmaction - INFO - Epoch [37][220/627] lr: 5.712e-01, eta: 1 day, 19:47:40, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.2837, top5_acc: 0.5315, loss_cls: 3.3403, loss: 3.3403, grad_norm: 0.9188 2020-09-28 07:42:11,935 - mmaction - INFO - Epoch [37][240/627] lr: 5.712e-01, eta: 1 day, 19:47:12, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.2792, top5_acc: 0.5294, loss_cls: 3.3718, loss: 3.3718, grad_norm: 0.9197 2020-09-28 07:42:34,464 - mmaction - INFO - Epoch [37][260/627] lr: 5.712e-01, eta: 1 day, 19:46:47, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2820, top5_acc: 0.5382, loss_cls: 3.3221, loss: 3.3221, grad_norm: 0.9193 2020-09-28 07:42:55,835 - mmaction - INFO - Epoch [37][280/627] lr: 5.712e-01, eta: 1 day, 19:46:15, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.2833, top5_acc: 0.5266, loss_cls: 3.3556, loss: 3.3556, grad_norm: 0.9240 2020-09-28 07:43:16,678 - mmaction - INFO - Epoch [37][300/627] lr: 5.712e-01, eta: 1 day, 19:45:40, time: 1.042, data_time: 0.004, memory: 8472, top1_acc: 0.2773, top5_acc: 0.5335, loss_cls: 3.3284, loss: 3.3284, grad_norm: 0.9303 2020-09-28 07:43:40,045 - mmaction - INFO - Epoch [37][320/627] lr: 5.712e-01, eta: 1 day, 19:45:20, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.2826, top5_acc: 0.5331, loss_cls: 3.3221, loss: 3.3221, grad_norm: 0.9224 2020-09-28 07:44:02,412 - mmaction - INFO - Epoch [37][340/627] lr: 5.712e-01, eta: 1 day, 19:44:54, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.2779, top5_acc: 0.5323, loss_cls: 3.3418, loss: 3.3418, grad_norm: 0.9346 2020-09-28 07:44:24,214 - mmaction - INFO - Epoch [37][360/627] lr: 5.712e-01, eta: 1 day, 19:44:24, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2794, top5_acc: 0.5319, loss_cls: 3.3669, loss: 3.3669, grad_norm: 0.9171 2020-09-28 07:44:46,188 - mmaction - INFO - Epoch [37][380/627] lr: 5.712e-01, eta: 1 day, 19:43:56, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.2854, top5_acc: 0.5306, loss_cls: 3.3278, loss: 3.3278, grad_norm: 0.9195 2020-09-28 07:45:07,363 - mmaction - INFO - Epoch [37][400/627] lr: 5.712e-01, eta: 1 day, 19:43:23, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.2855, top5_acc: 0.5327, loss_cls: 3.3112, loss: 3.3112, grad_norm: 0.9256 2020-09-28 07:45:29,362 - mmaction - INFO - Epoch [37][420/627] lr: 5.712e-01, eta: 1 day, 19:42:55, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.2947, top5_acc: 0.5345, loss_cls: 3.3164, loss: 3.3164, grad_norm: 0.9130 2020-09-28 07:45:51,590 - mmaction - INFO - Epoch [37][440/627] lr: 5.712e-01, eta: 1 day, 19:42:28, time: 1.112, data_time: 0.023, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5181, loss_cls: 3.3938, loss: 3.3938, grad_norm: 0.9375 2020-09-28 07:46:14,924 - mmaction - INFO - Epoch [37][460/627] lr: 5.712e-01, eta: 1 day, 19:42:07, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.2806, top5_acc: 0.5329, loss_cls: 3.3575, loss: 3.3575, grad_norm: 0.9083 2020-09-28 07:46:36,170 - mmaction - INFO - Epoch [37][480/627] lr: 5.712e-01, eta: 1 day, 19:41:35, time: 1.065, data_time: 0.004, memory: 8472, top1_acc: 0.2814, top5_acc: 0.5309, loss_cls: 3.3472, loss: 3.3472, grad_norm: 0.9315 2020-09-28 07:46:58,059 - mmaction - INFO - Epoch [37][500/627] lr: 5.712e-01, eta: 1 day, 19:41:06, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.2770, top5_acc: 0.5333, loss_cls: 3.3401, loss: 3.3401, grad_norm: 0.9049 2020-09-28 07:47:20,227 - mmaction - INFO - Epoch [37][520/627] lr: 5.712e-01, eta: 1 day, 19:40:39, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.2943, top5_acc: 0.5444, loss_cls: 3.2564, loss: 3.2564, grad_norm: 0.9108 2020-09-28 07:47:43,187 - mmaction - INFO - Epoch [37][540/627] lr: 5.712e-01, eta: 1 day, 19:40:17, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.2784, top5_acc: 0.5263, loss_cls: 3.3802, loss: 3.3802, grad_norm: 0.9405 2020-09-28 07:48:04,856 - mmaction - INFO - Epoch [37][560/627] lr: 5.712e-01, eta: 1 day, 19:39:46, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.2794, top5_acc: 0.5299, loss_cls: 3.3726, loss: 3.3726, grad_norm: 0.9130 2020-09-28 07:48:26,943 - mmaction - INFO - Epoch [37][580/627] lr: 5.712e-01, eta: 1 day, 19:39:19, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5344, loss_cls: 3.3319, loss: 3.3319, grad_norm: 0.9139 2020-09-28 07:48:49,037 - mmaction - INFO - Epoch [37][600/627] lr: 5.712e-01, eta: 1 day, 19:38:51, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5319, loss_cls: 3.3365, loss: 3.3365, grad_norm: 0.9172 2020-09-28 07:49:10,118 - mmaction - INFO - Epoch [37][620/627] lr: 5.712e-01, eta: 1 day, 19:38:18, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.2820, top5_acc: 0.5250, loss_cls: 3.3760, loss: 3.3760, grad_norm: 0.9277 2020-09-28 07:50:10,809 - mmaction - INFO - Epoch [38][20/627] lr: 5.696e-01, eta: 1 day, 19:39:59, time: 2.664, data_time: 1.491, memory: 8472, top1_acc: 0.2882, top5_acc: 0.5366, loss_cls: 3.3257, loss: 3.3257, grad_norm: 0.9329 2020-09-28 07:50:34,713 - mmaction - INFO - Epoch [38][40/627] lr: 5.696e-01, eta: 1 day, 19:39:42, time: 1.196, data_time: 0.003, memory: 8472, top1_acc: 0.2882, top5_acc: 0.5303, loss_cls: 3.3366, loss: 3.3366, grad_norm: 0.9132 2020-09-28 07:50:55,587 - mmaction - INFO - Epoch [38][60/627] lr: 5.696e-01, eta: 1 day, 19:39:07, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5289, loss_cls: 3.3473, loss: 3.3473, grad_norm: 0.9186 2020-09-28 07:51:17,178 - mmaction - INFO - Epoch [38][80/627] lr: 5.696e-01, eta: 1 day, 19:38:37, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.2842, top5_acc: 0.5267, loss_cls: 3.3252, loss: 3.3252, grad_norm: 0.9234 2020-09-28 07:51:39,490 - mmaction - INFO - Epoch [38][100/627] lr: 5.696e-01, eta: 1 day, 19:38:11, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2796, top5_acc: 0.5306, loss_cls: 3.3431, loss: 3.3431, grad_norm: 0.9224 2020-09-28 07:52:02,183 - mmaction - INFO - Epoch [38][120/627] lr: 5.696e-01, eta: 1 day, 19:37:46, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.2889, top5_acc: 0.5368, loss_cls: 3.3002, loss: 3.3002, grad_norm: 0.9168 2020-09-28 07:52:24,657 - mmaction - INFO - Epoch [38][140/627] lr: 5.696e-01, eta: 1 day, 19:37:21, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.2897, top5_acc: 0.5358, loss_cls: 3.3112, loss: 3.3112, grad_norm: 0.9151 2020-09-28 07:52:47,366 - mmaction - INFO - Epoch [38][160/627] lr: 5.696e-01, eta: 1 day, 19:36:57, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5393, loss_cls: 3.3040, loss: 3.3040, grad_norm: 0.9289 2020-09-28 07:53:09,950 - mmaction - INFO - Epoch [38][180/627] lr: 5.696e-01, eta: 1 day, 19:36:32, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2861, top5_acc: 0.5313, loss_cls: 3.3274, loss: 3.3274, grad_norm: 0.9325 2020-09-28 07:53:29,655 - mmaction - INFO - Epoch [38][200/627] lr: 5.696e-01, eta: 1 day, 19:35:51, time: 0.984, data_time: 0.003, memory: 8472, top1_acc: 0.2827, top5_acc: 0.5245, loss_cls: 3.3601, loss: 3.3601, grad_norm: 0.9337 2020-09-28 07:53:52,835 - mmaction - INFO - Epoch [38][220/627] lr: 5.696e-01, eta: 1 day, 19:35:30, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.2773, top5_acc: 0.5283, loss_cls: 3.3785, loss: 3.3785, grad_norm: 0.9193 2020-09-28 07:54:14,612 - mmaction - INFO - Epoch [38][240/627] lr: 5.696e-01, eta: 1 day, 19:35:00, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5302, loss_cls: 3.3458, loss: 3.3458, grad_norm: 0.9059 2020-09-28 07:54:37,731 - mmaction - INFO - Epoch [38][260/627] lr: 5.696e-01, eta: 1 day, 19:34:38, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5346, loss_cls: 3.3519, loss: 3.3519, grad_norm: 0.9238 2020-09-28 07:54:59,094 - mmaction - INFO - Epoch [38][280/627] lr: 5.696e-01, eta: 1 day, 19:34:07, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.2833, top5_acc: 0.5241, loss_cls: 3.3631, loss: 3.3631, grad_norm: 0.9216 2020-09-28 07:55:22,235 - mmaction - INFO - Epoch [38][300/627] lr: 5.696e-01, eta: 1 day, 19:33:45, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.2814, top5_acc: 0.5346, loss_cls: 3.3392, loss: 3.3392, grad_norm: 0.9315 2020-09-28 07:55:43,270 - mmaction - INFO - Epoch [38][320/627] lr: 5.696e-01, eta: 1 day, 19:33:12, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5323, loss_cls: 3.3369, loss: 3.3369, grad_norm: 0.9029 2020-09-28 07:56:04,615 - mmaction - INFO - Epoch [38][340/627] lr: 5.696e-01, eta: 1 day, 19:32:40, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.2863, top5_acc: 0.5313, loss_cls: 3.3352, loss: 3.3352, grad_norm: 0.9340 2020-09-28 07:56:28,877 - mmaction - INFO - Epoch [38][360/627] lr: 5.696e-01, eta: 1 day, 19:32:25, time: 1.213, data_time: 0.003, memory: 8472, top1_acc: 0.2802, top5_acc: 0.5288, loss_cls: 3.3540, loss: 3.3540, grad_norm: 0.9111 2020-09-28 07:56:50,994 - mmaction - INFO - Epoch [38][380/627] lr: 5.696e-01, eta: 1 day, 19:31:57, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2879, top5_acc: 0.5379, loss_cls: 3.3040, loss: 3.3040, grad_norm: 0.9365 2020-09-28 07:57:14,385 - mmaction - INFO - Epoch [38][400/627] lr: 5.696e-01, eta: 1 day, 19:31:37, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5333, loss_cls: 3.3503, loss: 3.3503, grad_norm: 0.9346 2020-09-28 07:57:36,158 - mmaction - INFO - Epoch [38][420/627] lr: 5.696e-01, eta: 1 day, 19:31:08, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5366, loss_cls: 3.3574, loss: 3.3574, grad_norm: 0.9300 2020-09-28 07:57:57,609 - mmaction - INFO - Epoch [38][440/627] lr: 5.696e-01, eta: 1 day, 19:30:37, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5458, loss_cls: 3.2981, loss: 3.2981, grad_norm: 0.9006 2020-09-28 07:58:19,160 - mmaction - INFO - Epoch [38][460/627] lr: 5.696e-01, eta: 1 day, 19:30:06, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.2893, top5_acc: 0.5290, loss_cls: 3.3481, loss: 3.3481, grad_norm: 0.9171 2020-09-28 07:58:41,445 - mmaction - INFO - Epoch [38][480/627] lr: 5.696e-01, eta: 1 day, 19:29:40, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2878, top5_acc: 0.5276, loss_cls: 3.3395, loss: 3.3395, grad_norm: 0.9125 2020-09-28 07:59:04,240 - mmaction - INFO - Epoch [38][500/627] lr: 5.696e-01, eta: 1 day, 19:29:17, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.2819, top5_acc: 0.5293, loss_cls: 3.3553, loss: 3.3553, grad_norm: 0.9330 2020-09-28 07:59:26,346 - mmaction - INFO - Epoch [38][520/627] lr: 5.696e-01, eta: 1 day, 19:28:49, time: 1.102, data_time: 0.001, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5288, loss_cls: 3.3345, loss: 3.3345, grad_norm: 0.9216 2020-09-28 07:59:47,796 - mmaction - INFO - Epoch [38][540/627] lr: 5.696e-01, eta: 1 day, 19:28:18, time: 1.074, data_time: 0.004, memory: 8472, top1_acc: 0.2883, top5_acc: 0.5323, loss_cls: 3.3233, loss: 3.3233, grad_norm: 0.9145 2020-09-28 08:00:11,628 - mmaction - INFO - Epoch [38][560/627] lr: 5.696e-01, eta: 1 day, 19:28:00, time: 1.190, data_time: 0.003, memory: 8472, top1_acc: 0.2837, top5_acc: 0.5289, loss_cls: 3.3194, loss: 3.3194, grad_norm: 0.9229 2020-09-28 08:00:32,969 - mmaction - INFO - Epoch [38][580/627] lr: 5.696e-01, eta: 1 day, 19:27:29, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.2732, top5_acc: 0.5189, loss_cls: 3.3881, loss: 3.3881, grad_norm: 0.9316 2020-09-28 08:00:55,600 - mmaction - INFO - Epoch [38][600/627] lr: 5.696e-01, eta: 1 day, 19:27:04, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5371, loss_cls: 3.3155, loss: 3.3155, grad_norm: 0.9056 2020-09-28 08:01:17,542 - mmaction - INFO - Epoch [38][620/627] lr: 5.696e-01, eta: 1 day, 19:26:36, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.2900, top5_acc: 0.5398, loss_cls: 3.3087, loss: 3.3087, grad_norm: 0.9344 2020-09-28 08:02:21,395 - mmaction - INFO - Epoch [39][20/627] lr: 5.680e-01, eta: 1 day, 19:28:24, time: 2.758, data_time: 1.542, memory: 8472, top1_acc: 0.2773, top5_acc: 0.5203, loss_cls: 3.3751, loss: 3.3751, grad_norm: 0.9386 2020-09-28 08:02:43,158 - mmaction - INFO - Epoch [39][40/627] lr: 5.680e-01, eta: 1 day, 19:27:55, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5443, loss_cls: 3.2891, loss: 3.2891, grad_norm: 0.9137 2020-09-28 08:03:05,407 - mmaction - INFO - Epoch [39][60/627] lr: 5.680e-01, eta: 1 day, 19:27:28, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5413, loss_cls: 3.2843, loss: 3.2843, grad_norm: 0.9228 2020-09-28 08:03:27,031 - mmaction - INFO - Epoch [39][80/627] lr: 5.680e-01, eta: 1 day, 19:26:58, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.2921, top5_acc: 0.5375, loss_cls: 3.3090, loss: 3.3090, grad_norm: 0.9364 2020-09-28 08:03:48,650 - mmaction - INFO - Epoch [39][100/627] lr: 5.680e-01, eta: 1 day, 19:26:28, time: 1.082, data_time: 0.022, memory: 8472, top1_acc: 0.2990, top5_acc: 0.5445, loss_cls: 3.2866, loss: 3.2866, grad_norm: 0.9310 2020-09-28 08:04:13,165 - mmaction - INFO - Epoch [39][120/627] lr: 5.680e-01, eta: 1 day, 19:26:14, time: 1.223, data_time: 0.001, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5497, loss_cls: 3.2756, loss: 3.2756, grad_norm: 0.9256 2020-09-28 08:04:32,984 - mmaction - INFO - Epoch [39][140/627] lr: 5.680e-01, eta: 1 day, 19:25:33, time: 0.992, data_time: 0.004, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5363, loss_cls: 3.3281, loss: 3.3281, grad_norm: 0.9301 2020-09-28 08:04:56,359 - mmaction - INFO - Epoch [39][160/627] lr: 5.680e-01, eta: 1 day, 19:25:13, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5283, loss_cls: 3.3627, loss: 3.3627, grad_norm: 0.9291 2020-09-28 08:05:17,932 - mmaction - INFO - Epoch [39][180/627] lr: 5.680e-01, eta: 1 day, 19:24:43, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.2801, top5_acc: 0.5238, loss_cls: 3.3587, loss: 3.3587, grad_norm: 0.9271 2020-09-28 08:05:39,650 - mmaction - INFO - Epoch [39][200/627] lr: 5.680e-01, eta: 1 day, 19:24:13, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.2878, top5_acc: 0.5333, loss_cls: 3.3505, loss: 3.3505, grad_norm: 0.9250 2020-09-28 08:06:02,006 - mmaction - INFO - Epoch [39][220/627] lr: 5.680e-01, eta: 1 day, 19:23:47, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2857, top5_acc: 0.5418, loss_cls: 3.3055, loss: 3.3055, grad_norm: 0.9312 2020-09-28 08:06:25,224 - mmaction - INFO - Epoch [39][240/627] lr: 5.680e-01, eta: 1 day, 19:23:26, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.2740, top5_acc: 0.5345, loss_cls: 3.3345, loss: 3.3345, grad_norm: 0.9212 2020-09-28 08:06:47,090 - mmaction - INFO - Epoch [39][260/627] lr: 5.680e-01, eta: 1 day, 19:22:57, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.2841, top5_acc: 0.5210, loss_cls: 3.3752, loss: 3.3752, grad_norm: 0.9251 2020-09-28 08:07:09,554 - mmaction - INFO - Epoch [39][280/627] lr: 5.680e-01, eta: 1 day, 19:22:32, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5411, loss_cls: 3.3003, loss: 3.3003, grad_norm: 0.9233 2020-09-28 08:07:32,355 - mmaction - INFO - Epoch [39][300/627] lr: 5.680e-01, eta: 1 day, 19:22:09, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5266, loss_cls: 3.3443, loss: 3.3443, grad_norm: 0.9345 2020-09-28 08:07:53,185 - mmaction - INFO - Epoch [39][320/627] lr: 5.680e-01, eta: 1 day, 19:21:34, time: 1.041, data_time: 0.002, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5320, loss_cls: 3.3297, loss: 3.3297, grad_norm: 0.9120 2020-09-28 08:08:15,307 - mmaction - INFO - Epoch [39][340/627] lr: 5.680e-01, eta: 1 day, 19:21:07, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5392, loss_cls: 3.2996, loss: 3.2996, grad_norm: 0.9159 2020-09-28 08:08:37,823 - mmaction - INFO - Epoch [39][360/627] lr: 5.680e-01, eta: 1 day, 19:20:42, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.2760, top5_acc: 0.5288, loss_cls: 3.3645, loss: 3.3645, grad_norm: 0.9281 2020-09-28 08:08:58,911 - mmaction - INFO - Epoch [39][380/627] lr: 5.680e-01, eta: 1 day, 19:20:09, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5361, loss_cls: 3.3163, loss: 3.3163, grad_norm: 0.9192 2020-09-28 08:09:21,658 - mmaction - INFO - Epoch [39][400/627] lr: 5.680e-01, eta: 1 day, 19:19:45, time: 1.138, data_time: 0.004, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5266, loss_cls: 3.3596, loss: 3.3596, grad_norm: 0.9438 2020-09-28 08:09:42,657 - mmaction - INFO - Epoch [39][420/627] lr: 5.680e-01, eta: 1 day, 19:19:11, time: 1.050, data_time: 0.003, memory: 8472, top1_acc: 0.2866, top5_acc: 0.5440, loss_cls: 3.3174, loss: 3.3174, grad_norm: 0.9110 2020-09-28 08:10:05,916 - mmaction - INFO - Epoch [39][440/627] lr: 5.680e-01, eta: 1 day, 19:18:50, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.2900, top5_acc: 0.5372, loss_cls: 3.3127, loss: 3.3127, grad_norm: 0.9343 2020-09-28 08:10:28,965 - mmaction - INFO - Epoch [39][460/627] lr: 5.680e-01, eta: 1 day, 19:18:29, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5362, loss_cls: 3.3029, loss: 3.3029, grad_norm: 0.9227 2020-09-28 08:10:50,302 - mmaction - INFO - Epoch [39][480/627] lr: 5.680e-01, eta: 1 day, 19:17:57, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.2837, top5_acc: 0.5332, loss_cls: 3.3200, loss: 3.3200, grad_norm: 0.9185 2020-09-28 08:11:12,590 - mmaction - INFO - Epoch [39][500/627] lr: 5.680e-01, eta: 1 day, 19:17:31, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.2842, top5_acc: 0.5415, loss_cls: 3.2943, loss: 3.2943, grad_norm: 0.9344 2020-09-28 08:11:35,265 - mmaction - INFO - Epoch [39][520/627] lr: 5.680e-01, eta: 1 day, 19:17:07, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.2811, top5_acc: 0.5220, loss_cls: 3.3553, loss: 3.3553, grad_norm: 0.9387 2020-09-28 08:11:56,964 - mmaction - INFO - Epoch [39][540/627] lr: 5.680e-01, eta: 1 day, 19:16:37, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.2831, top5_acc: 0.5245, loss_cls: 3.3403, loss: 3.3403, grad_norm: 0.9288 2020-09-28 08:12:19,858 - mmaction - INFO - Epoch [39][560/627] lr: 5.680e-01, eta: 1 day, 19:16:14, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5331, loss_cls: 3.3539, loss: 3.3539, grad_norm: 0.9371 2020-09-28 08:12:42,395 - mmaction - INFO - Epoch [39][580/627] lr: 5.680e-01, eta: 1 day, 19:15:49, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5355, loss_cls: 3.3217, loss: 3.3217, grad_norm: 0.9080 2020-09-28 08:13:04,210 - mmaction - INFO - Epoch [39][600/627] lr: 5.680e-01, eta: 1 day, 19:15:20, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5263, loss_cls: 3.3436, loss: 3.3436, grad_norm: 0.9287 2020-09-28 08:13:25,513 - mmaction - INFO - Epoch [39][620/627] lr: 5.680e-01, eta: 1 day, 19:14:49, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.2806, top5_acc: 0.5346, loss_cls: 3.3442, loss: 3.3442, grad_norm: 0.9153 2020-09-28 08:14:25,381 - mmaction - INFO - Epoch [40][20/627] lr: 5.663e-01, eta: 1 day, 19:16:21, time: 2.651, data_time: 1.533, memory: 8472, top1_acc: 0.2888, top5_acc: 0.5435, loss_cls: 3.2813, loss: 3.2813, grad_norm: 0.9460 2020-09-28 08:14:47,116 - mmaction - INFO - Epoch [40][40/627] lr: 5.663e-01, eta: 1 day, 19:15:52, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5341, loss_cls: 3.3228, loss: 3.3228, grad_norm: 0.9339 2020-09-28 08:15:09,710 - mmaction - INFO - Epoch [40][60/627] lr: 5.663e-01, eta: 1 day, 19:15:27, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2887, top5_acc: 0.5415, loss_cls: 3.2876, loss: 3.2876, grad_norm: 0.9365 2020-09-28 08:15:32,085 - mmaction - INFO - Epoch [40][80/627] lr: 5.663e-01, eta: 1 day, 19:15:01, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5285, loss_cls: 3.3410, loss: 3.3410, grad_norm: 0.9341 2020-09-28 08:15:53,593 - mmaction - INFO - Epoch [40][100/627] lr: 5.663e-01, eta: 1 day, 19:14:31, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2898, top5_acc: 0.5362, loss_cls: 3.2974, loss: 3.2974, grad_norm: 0.9309 2020-09-28 08:16:14,885 - mmaction - INFO - Epoch [40][120/627] lr: 5.663e-01, eta: 1 day, 19:13:59, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5380, loss_cls: 3.2935, loss: 3.2935, grad_norm: 0.9287 2020-09-28 08:16:37,568 - mmaction - INFO - Epoch [40][140/627] lr: 5.663e-01, eta: 1 day, 19:13:35, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5352, loss_cls: 3.3156, loss: 3.3156, grad_norm: 0.9287 2020-09-28 08:17:00,448 - mmaction - INFO - Epoch [40][160/627] lr: 5.663e-01, eta: 1 day, 19:13:11, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5395, loss_cls: 3.2901, loss: 3.2901, grad_norm: 0.9218 2020-09-28 08:17:21,368 - mmaction - INFO - Epoch [40][180/627] lr: 5.663e-01, eta: 1 day, 19:12:38, time: 1.050, data_time: 0.005, memory: 8472, top1_acc: 0.2892, top5_acc: 0.5352, loss_cls: 3.2992, loss: 3.2992, grad_norm: 0.9275 2020-09-28 08:17:43,937 - mmaction - INFO - Epoch [40][200/627] lr: 5.663e-01, eta: 1 day, 19:12:13, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5392, loss_cls: 3.3078, loss: 3.3078, grad_norm: 0.9374 2020-09-28 08:18:06,850 - mmaction - INFO - Epoch [40][220/627] lr: 5.663e-01, eta: 1 day, 19:11:50, time: 1.146, data_time: 0.004, memory: 8472, top1_acc: 0.2824, top5_acc: 0.5336, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.9339 2020-09-28 08:18:28,846 - mmaction - INFO - Epoch [40][240/627] lr: 5.663e-01, eta: 1 day, 19:11:23, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5411, loss_cls: 3.2925, loss: 3.2925, grad_norm: 0.9155 2020-09-28 08:18:49,987 - mmaction - INFO - Epoch [40][260/627] lr: 5.663e-01, eta: 1 day, 19:10:50, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.2766, top5_acc: 0.5249, loss_cls: 3.3731, loss: 3.3731, grad_norm: 0.9334 2020-09-28 08:19:12,371 - mmaction - INFO - Epoch [40][280/627] lr: 5.663e-01, eta: 1 day, 19:10:24, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.2835, top5_acc: 0.5376, loss_cls: 3.3076, loss: 3.3076, grad_norm: 0.9316 2020-09-28 08:19:34,960 - mmaction - INFO - Epoch [40][300/627] lr: 5.663e-01, eta: 1 day, 19:10:00, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.2812, top5_acc: 0.5260, loss_cls: 3.3498, loss: 3.3498, grad_norm: 0.9320 2020-09-28 08:19:57,097 - mmaction - INFO - Epoch [40][320/627] lr: 5.663e-01, eta: 1 day, 19:09:33, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.2796, top5_acc: 0.5268, loss_cls: 3.3868, loss: 3.3868, grad_norm: 0.9237 2020-09-28 08:20:19,341 - mmaction - INFO - Epoch [40][340/627] lr: 5.663e-01, eta: 1 day, 19:09:06, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2891, top5_acc: 0.5367, loss_cls: 3.3174, loss: 3.3174, grad_norm: 0.9095 2020-09-28 08:20:41,264 - mmaction - INFO - Epoch [40][360/627] lr: 5.663e-01, eta: 1 day, 19:08:38, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.2863, top5_acc: 0.5339, loss_cls: 3.3395, loss: 3.3395, grad_norm: 0.9259 2020-09-28 08:21:03,205 - mmaction - INFO - Epoch [40][380/627] lr: 5.663e-01, eta: 1 day, 19:08:10, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.2917, top5_acc: 0.5368, loss_cls: 3.2953, loss: 3.2953, grad_norm: 0.9318 2020-09-28 08:21:24,610 - mmaction - INFO - Epoch [40][400/627] lr: 5.663e-01, eta: 1 day, 19:07:39, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5332, loss_cls: 3.3327, loss: 3.3327, grad_norm: 0.9340 2020-09-28 08:21:47,026 - mmaction - INFO - Epoch [40][420/627] lr: 5.663e-01, eta: 1 day, 19:07:14, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.2849, top5_acc: 0.5387, loss_cls: 3.3275, loss: 3.3275, grad_norm: 0.9265 2020-09-28 08:22:08,870 - mmaction - INFO - Epoch [40][440/627] lr: 5.663e-01, eta: 1 day, 19:06:45, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2815, top5_acc: 0.5354, loss_cls: 3.3204, loss: 3.3204, grad_norm: 0.9364 2020-09-28 08:22:30,986 - mmaction - INFO - Epoch [40][460/627] lr: 5.663e-01, eta: 1 day, 19:06:18, time: 1.108, data_time: 0.005, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5382, loss_cls: 3.3310, loss: 3.3310, grad_norm: 0.9216 2020-09-28 08:22:53,145 - mmaction - INFO - Epoch [40][480/627] lr: 5.663e-01, eta: 1 day, 19:05:51, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2820, top5_acc: 0.5236, loss_cls: 3.3443, loss: 3.3443, grad_norm: 0.9200 2020-09-28 08:23:15,718 - mmaction - INFO - Epoch [40][500/627] lr: 5.663e-01, eta: 1 day, 19:05:26, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.2958, top5_acc: 0.5452, loss_cls: 3.2695, loss: 3.2695, grad_norm: 0.9215 2020-09-28 08:23:37,789 - mmaction - INFO - Epoch [40][520/627] lr: 5.663e-01, eta: 1 day, 19:04:59, time: 1.106, data_time: 0.004, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5385, loss_cls: 3.3265, loss: 3.3265, grad_norm: 0.9396 2020-09-28 08:23:59,782 - mmaction - INFO - Epoch [40][540/627] lr: 5.663e-01, eta: 1 day, 19:04:31, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.2824, top5_acc: 0.5349, loss_cls: 3.3154, loss: 3.3154, grad_norm: 0.9221 2020-09-28 08:24:21,592 - mmaction - INFO - Epoch [40][560/627] lr: 5.663e-01, eta: 1 day, 19:04:03, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.2897, top5_acc: 0.5266, loss_cls: 3.3398, loss: 3.3398, grad_norm: 0.9260 2020-09-28 08:24:43,524 - mmaction - INFO - Epoch [40][580/627] lr: 5.663e-01, eta: 1 day, 19:03:34, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.2859, top5_acc: 0.5277, loss_cls: 3.3695, loss: 3.3695, grad_norm: 0.9157 2020-09-28 08:25:05,452 - mmaction - INFO - Epoch [40][600/627] lr: 5.663e-01, eta: 1 day, 19:03:06, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5318, loss_cls: 3.3258, loss: 3.3258, grad_norm: 0.9180 2020-09-28 08:25:26,847 - mmaction - INFO - Epoch [40][620/627] lr: 5.663e-01, eta: 1 day, 19:02:36, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.2823, top5_acc: 0.5365, loss_cls: 3.3110, loss: 3.3110, grad_norm: 0.9325 2020-09-28 08:25:34,231 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-09-28 08:26:55,166 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 08:26:55,873 - mmaction - INFO - top1_acc 0.3230 top5_acc 0.6012 2020-09-28 08:26:55,874 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 08:26:55,948 - mmaction - INFO - mean_acc 0.3228 2020-09-28 08:26:55,948 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-09-28 08:26:55,964 - mmaction - INFO - Epoch(val) [40][627] top1_acc: 0.3230, top5_acc: 0.6012, mean_class_accuracy: 0.3228 2020-09-28 08:27:45,375 - mmaction - INFO - Epoch [41][20/627] lr: 5.646e-01, eta: 1 day, 19:03:44, time: 2.468, data_time: 1.312, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5349, loss_cls: 3.3069, loss: 3.3069, grad_norm: 0.9323 2020-09-28 08:28:06,937 - mmaction - INFO - Epoch [41][40/627] lr: 5.646e-01, eta: 1 day, 19:03:14, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5242, loss_cls: 3.3666, loss: 3.3666, grad_norm: 0.9329 2020-09-28 08:28:29,013 - mmaction - INFO - Epoch [41][60/627] lr: 5.646e-01, eta: 1 day, 19:02:47, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.2995, top5_acc: 0.5413, loss_cls: 3.2775, loss: 3.2775, grad_norm: 0.9107 2020-09-28 08:28:51,664 - mmaction - INFO - Epoch [41][80/627] lr: 5.646e-01, eta: 1 day, 19:02:23, time: 1.135, data_time: 0.005, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5355, loss_cls: 3.3021, loss: 3.3021, grad_norm: 0.9378 2020-09-28 08:29:13,248 - mmaction - INFO - Epoch [41][100/627] lr: 5.646e-01, eta: 1 day, 19:01:53, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5290, loss_cls: 3.3467, loss: 3.3467, grad_norm: 0.9234 2020-09-28 08:29:34,926 - mmaction - INFO - Epoch [41][120/627] lr: 5.646e-01, eta: 1 day, 19:01:23, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5497, loss_cls: 3.2448, loss: 3.2448, grad_norm: 0.9328 2020-09-28 08:29:57,205 - mmaction - INFO - Epoch [41][140/627] lr: 5.646e-01, eta: 1 day, 19:00:57, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5413, loss_cls: 3.3122, loss: 3.3122, grad_norm: 0.9638 2020-09-28 08:30:18,856 - mmaction - INFO - Epoch [41][160/627] lr: 5.646e-01, eta: 1 day, 19:00:28, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5382, loss_cls: 3.3218, loss: 3.3218, grad_norm: 0.9357 2020-09-28 08:30:41,349 - mmaction - INFO - Epoch [41][180/627] lr: 5.646e-01, eta: 1 day, 19:00:03, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5358, loss_cls: 3.2976, loss: 3.2976, grad_norm: 0.9265 2020-09-28 08:31:03,603 - mmaction - INFO - Epoch [41][200/627] lr: 5.646e-01, eta: 1 day, 18:59:36, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2937, top5_acc: 0.5435, loss_cls: 3.3005, loss: 3.3005, grad_norm: 0.9262 2020-09-28 08:31:25,356 - mmaction - INFO - Epoch [41][220/627] lr: 5.646e-01, eta: 1 day, 18:59:07, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.2910, top5_acc: 0.5415, loss_cls: 3.3108, loss: 3.3108, grad_norm: 0.9407 2020-09-28 08:31:46,922 - mmaction - INFO - Epoch [41][240/627] lr: 5.646e-01, eta: 1 day, 18:58:37, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.2849, top5_acc: 0.5331, loss_cls: 3.3331, loss: 3.3331, grad_norm: 0.9226 2020-09-28 08:32:09,479 - mmaction - INFO - Epoch [41][260/627] lr: 5.646e-01, eta: 1 day, 18:58:13, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5479, loss_cls: 3.2917, loss: 3.2917, grad_norm: 0.9333 2020-09-28 08:32:32,559 - mmaction - INFO - Epoch [41][280/627] lr: 5.646e-01, eta: 1 day, 18:57:51, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.2762, top5_acc: 0.5326, loss_cls: 3.3433, loss: 3.3433, grad_norm: 0.9320 2020-09-28 08:32:53,221 - mmaction - INFO - Epoch [41][300/627] lr: 5.646e-01, eta: 1 day, 18:57:16, time: 1.033, data_time: 0.003, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5350, loss_cls: 3.3310, loss: 3.3310, grad_norm: 0.9383 2020-09-28 08:33:16,034 - mmaction - INFO - Epoch [41][320/627] lr: 5.646e-01, eta: 1 day, 18:56:53, time: 1.140, data_time: 0.020, memory: 8472, top1_acc: 0.2841, top5_acc: 0.5257, loss_cls: 3.3468, loss: 3.3468, grad_norm: 0.9411 2020-09-28 08:33:38,387 - mmaction - INFO - Epoch [41][340/627] lr: 5.646e-01, eta: 1 day, 18:56:27, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.2878, top5_acc: 0.5313, loss_cls: 3.3320, loss: 3.3320, grad_norm: 0.9118 2020-09-28 08:34:01,799 - mmaction - INFO - Epoch [41][360/627] lr: 5.646e-01, eta: 1 day, 18:56:07, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5324, loss_cls: 3.3379, loss: 3.3379, grad_norm: 0.9164 2020-09-28 08:34:21,894 - mmaction - INFO - Epoch [41][380/627] lr: 5.646e-01, eta: 1 day, 18:55:29, time: 1.004, data_time: 0.002, memory: 8472, top1_acc: 0.2805, top5_acc: 0.5368, loss_cls: 3.3049, loss: 3.3049, grad_norm: 0.9282 2020-09-28 08:34:45,412 - mmaction - INFO - Epoch [41][400/627] lr: 5.646e-01, eta: 1 day, 18:55:10, time: 1.175, data_time: 0.003, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5461, loss_cls: 3.2713, loss: 3.2713, grad_norm: 0.9287 2020-09-28 08:35:06,693 - mmaction - INFO - Epoch [41][420/627] lr: 5.646e-01, eta: 1 day, 18:54:39, time: 1.066, data_time: 0.004, memory: 8472, top1_acc: 0.2798, top5_acc: 0.5289, loss_cls: 3.3677, loss: 3.3677, grad_norm: 0.9211 2020-09-28 08:35:29,487 - mmaction - INFO - Epoch [41][440/627] lr: 5.646e-01, eta: 1 day, 18:54:15, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5355, loss_cls: 3.3380, loss: 3.3380, grad_norm: 0.9358 2020-09-28 08:35:51,210 - mmaction - INFO - Epoch [41][460/627] lr: 5.646e-01, eta: 1 day, 18:53:46, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2841, top5_acc: 0.5337, loss_cls: 3.3256, loss: 3.3256, grad_norm: 0.9302 2020-09-28 08:36:13,368 - mmaction - INFO - Epoch [41][480/627] lr: 5.646e-01, eta: 1 day, 18:53:19, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2904, top5_acc: 0.5335, loss_cls: 3.3148, loss: 3.3148, grad_norm: 0.9325 2020-09-28 08:36:35,202 - mmaction - INFO - Epoch [41][500/627] lr: 5.646e-01, eta: 1 day, 18:52:51, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2880, top5_acc: 0.5372, loss_cls: 3.3219, loss: 3.3219, grad_norm: 0.9313 2020-09-28 08:36:57,238 - mmaction - INFO - Epoch [41][520/627] lr: 5.646e-01, eta: 1 day, 18:52:24, time: 1.104, data_time: 0.065, memory: 8472, top1_acc: 0.2943, top5_acc: 0.5426, loss_cls: 3.2690, loss: 3.2690, grad_norm: 0.9396 2020-09-28 08:37:19,872 - mmaction - INFO - Epoch [41][540/627] lr: 5.646e-01, eta: 1 day, 18:52:00, time: 1.131, data_time: 0.056, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5362, loss_cls: 3.3181, loss: 3.3181, grad_norm: 0.9412 2020-09-28 08:37:42,262 - mmaction - INFO - Epoch [41][560/627] lr: 5.646e-01, eta: 1 day, 18:51:34, time: 1.119, data_time: 0.014, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5259, loss_cls: 3.3616, loss: 3.3616, grad_norm: 0.9440 2020-09-28 08:38:03,730 - mmaction - INFO - Epoch [41][580/627] lr: 5.646e-01, eta: 1 day, 18:51:03, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.2866, top5_acc: 0.5409, loss_cls: 3.3204, loss: 3.3204, grad_norm: 0.9348 2020-09-28 08:38:26,422 - mmaction - INFO - Epoch [41][600/627] lr: 5.646e-01, eta: 1 day, 18:50:40, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.2887, top5_acc: 0.5335, loss_cls: 3.3220, loss: 3.3220, grad_norm: 0.9173 2020-09-28 08:38:48,984 - mmaction - INFO - Epoch [41][620/627] lr: 5.646e-01, eta: 1 day, 18:50:15, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.2859, top5_acc: 0.5426, loss_cls: 3.2913, loss: 3.2913, grad_norm: 0.9373 2020-09-28 08:39:48,335 - mmaction - INFO - Epoch [42][20/627] lr: 5.628e-01, eta: 1 day, 18:51:38, time: 2.627, data_time: 1.351, memory: 8472, top1_acc: 0.2811, top5_acc: 0.5305, loss_cls: 3.3315, loss: 3.3315, grad_norm: 0.9382 2020-09-28 08:40:12,069 - mmaction - INFO - Epoch [42][40/627] lr: 5.628e-01, eta: 1 day, 18:51:19, time: 1.186, data_time: 0.003, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5431, loss_cls: 3.2931, loss: 3.2931, grad_norm: 0.9325 2020-09-28 08:40:33,473 - mmaction - INFO - Epoch [42][60/627] lr: 5.628e-01, eta: 1 day, 18:50:48, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.2852, top5_acc: 0.5363, loss_cls: 3.3256, loss: 3.3256, grad_norm: 0.9341 2020-09-28 08:40:56,930 - mmaction - INFO - Epoch [42][80/627] lr: 5.628e-01, eta: 1 day, 18:50:29, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.2816, top5_acc: 0.5267, loss_cls: 3.3616, loss: 3.3616, grad_norm: 0.9242 2020-09-28 08:41:18,165 - mmaction - INFO - Epoch [42][100/627] lr: 5.628e-01, eta: 1 day, 18:49:57, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.2878, top5_acc: 0.5354, loss_cls: 3.3129, loss: 3.3129, grad_norm: 0.9197 2020-09-28 08:41:40,256 - mmaction - INFO - Epoch [42][120/627] lr: 5.628e-01, eta: 1 day, 18:49:30, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.2799, top5_acc: 0.5270, loss_cls: 3.3575, loss: 3.3575, grad_norm: 0.9172 2020-09-28 08:42:02,880 - mmaction - INFO - Epoch [42][140/627] lr: 5.628e-01, eta: 1 day, 18:49:06, time: 1.131, data_time: 0.056, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5509, loss_cls: 3.2676, loss: 3.2676, grad_norm: 0.9329 2020-09-28 08:42:24,663 - mmaction - INFO - Epoch [42][160/627] lr: 5.628e-01, eta: 1 day, 18:48:37, time: 1.089, data_time: 0.005, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5352, loss_cls: 3.3116, loss: 3.3116, grad_norm: 0.9227 2020-09-28 08:42:47,969 - mmaction - INFO - Epoch [42][180/627] lr: 5.628e-01, eta: 1 day, 18:48:16, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.2910, top5_acc: 0.5378, loss_cls: 3.3143, loss: 3.3143, grad_norm: 0.9261 2020-09-28 08:43:09,701 - mmaction - INFO - Epoch [42][200/627] lr: 5.628e-01, eta: 1 day, 18:47:47, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5329, loss_cls: 3.3211, loss: 3.3211, grad_norm: 0.9314 2020-09-28 08:43:32,576 - mmaction - INFO - Epoch [42][220/627] lr: 5.628e-01, eta: 1 day, 18:47:24, time: 1.145, data_time: 0.004, memory: 8472, top1_acc: 0.2826, top5_acc: 0.5362, loss_cls: 3.3416, loss: 3.3416, grad_norm: 0.9210 2020-09-28 08:43:53,897 - mmaction - INFO - Epoch [42][240/627] lr: 5.628e-01, eta: 1 day, 18:46:53, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5435, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.9396 2020-09-28 08:44:16,301 - mmaction - INFO - Epoch [42][260/627] lr: 5.628e-01, eta: 1 day, 18:46:28, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5331, loss_cls: 3.3146, loss: 3.3146, grad_norm: 0.9311 2020-09-28 08:44:38,026 - mmaction - INFO - Epoch [42][280/627] lr: 5.628e-01, eta: 1 day, 18:45:59, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.2828, top5_acc: 0.5268, loss_cls: 3.3429, loss: 3.3429, grad_norm: 0.9408 2020-09-28 08:45:01,196 - mmaction - INFO - Epoch [42][300/627] lr: 5.628e-01, eta: 1 day, 18:45:37, time: 1.157, data_time: 0.003, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5303, loss_cls: 3.3484, loss: 3.3484, grad_norm: 0.9466 2020-09-28 08:45:23,464 - mmaction - INFO - Epoch [42][320/627] lr: 5.628e-01, eta: 1 day, 18:45:11, time: 1.117, data_time: 0.005, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5305, loss_cls: 3.3352, loss: 3.3352, grad_norm: 0.9167 2020-09-28 08:45:45,745 - mmaction - INFO - Epoch [42][340/627] lr: 5.628e-01, eta: 1 day, 18:44:45, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.2807, top5_acc: 0.5385, loss_cls: 3.3306, loss: 3.3306, grad_norm: 0.9202 2020-09-28 08:46:06,664 - mmaction - INFO - Epoch [42][360/627] lr: 5.628e-01, eta: 1 day, 18:44:12, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.2855, top5_acc: 0.5413, loss_cls: 3.3107, loss: 3.3107, grad_norm: 0.9259 2020-09-28 08:46:29,249 - mmaction - INFO - Epoch [42][380/627] lr: 5.628e-01, eta: 1 day, 18:43:48, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5388, loss_cls: 3.3296, loss: 3.3296, grad_norm: 0.9240 2020-09-28 08:46:50,624 - mmaction - INFO - Epoch [42][400/627] lr: 5.628e-01, eta: 1 day, 18:43:17, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.2930, top5_acc: 0.5452, loss_cls: 3.2757, loss: 3.2757, grad_norm: 0.9252 2020-09-28 08:47:12,742 - mmaction - INFO - Epoch [42][420/627] lr: 5.628e-01, eta: 1 day, 18:42:50, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2845, top5_acc: 0.5270, loss_cls: 3.3401, loss: 3.3401, grad_norm: 0.9362 2020-09-28 08:47:36,433 - mmaction - INFO - Epoch [42][440/627] lr: 5.628e-01, eta: 1 day, 18:42:32, time: 1.184, data_time: 0.001, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5503, loss_cls: 3.2362, loss: 3.2362, grad_norm: 0.9444 2020-09-28 08:47:57,693 - mmaction - INFO - Epoch [42][460/627] lr: 5.628e-01, eta: 1 day, 18:42:00, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5299, loss_cls: 3.3092, loss: 3.3092, grad_norm: 0.9322 2020-09-28 08:48:19,173 - mmaction - INFO - Epoch [42][480/627] lr: 5.628e-01, eta: 1 day, 18:41:30, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5366, loss_cls: 3.2942, loss: 3.2942, grad_norm: 0.9317 2020-09-28 08:48:41,612 - mmaction - INFO - Epoch [42][500/627] lr: 5.628e-01, eta: 1 day, 18:41:05, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2828, top5_acc: 0.5225, loss_cls: 3.3852, loss: 3.3852, grad_norm: 0.9337 2020-09-28 08:49:03,927 - mmaction - INFO - Epoch [42][520/627] lr: 5.628e-01, eta: 1 day, 18:40:39, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.2902, top5_acc: 0.5298, loss_cls: 3.3453, loss: 3.3453, grad_norm: 0.9237 2020-09-28 08:49:25,866 - mmaction - INFO - Epoch [42][540/627] lr: 5.628e-01, eta: 1 day, 18:40:12, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5283, loss_cls: 3.3435, loss: 3.3435, grad_norm: 0.9326 2020-09-28 08:49:47,691 - mmaction - INFO - Epoch [42][560/627] lr: 5.628e-01, eta: 1 day, 18:39:43, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5365, loss_cls: 3.3145, loss: 3.3145, grad_norm: 0.9467 2020-09-28 08:50:09,744 - mmaction - INFO - Epoch [42][580/627] lr: 5.628e-01, eta: 1 day, 18:39:16, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2775, top5_acc: 0.5168, loss_cls: 3.3775, loss: 3.3775, grad_norm: 0.9323 2020-09-28 08:50:31,703 - mmaction - INFO - Epoch [42][600/627] lr: 5.628e-01, eta: 1 day, 18:38:48, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5465, loss_cls: 3.2665, loss: 3.2665, grad_norm: 0.9164 2020-09-28 08:50:53,844 - mmaction - INFO - Epoch [42][620/627] lr: 5.628e-01, eta: 1 day, 18:38:22, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5400, loss_cls: 3.2870, loss: 3.2870, grad_norm: 0.9409 2020-09-28 08:51:53,906 - mmaction - INFO - Epoch [43][20/627] lr: 5.610e-01, eta: 1 day, 18:39:44, time: 2.658, data_time: 1.489, memory: 8472, top1_acc: 0.2914, top5_acc: 0.5366, loss_cls: 3.3152, loss: 3.3152, grad_norm: 0.9392 2020-09-28 08:52:16,508 - mmaction - INFO - Epoch [43][40/627] lr: 5.610e-01, eta: 1 day, 18:39:20, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5328, loss_cls: 3.3076, loss: 3.3076, grad_norm: 0.9321 2020-09-28 08:52:38,071 - mmaction - INFO - Epoch [43][60/627] lr: 5.610e-01, eta: 1 day, 18:38:50, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5414, loss_cls: 3.2861, loss: 3.2861, grad_norm: 0.9279 2020-09-28 08:53:00,419 - mmaction - INFO - Epoch [43][80/627] lr: 5.610e-01, eta: 1 day, 18:38:25, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5358, loss_cls: 3.3158, loss: 3.3158, grad_norm: 0.9158 2020-09-28 08:53:22,137 - mmaction - INFO - Epoch [43][100/627] lr: 5.610e-01, eta: 1 day, 18:37:56, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5405, loss_cls: 3.2762, loss: 3.2762, grad_norm: 0.9228 2020-09-28 08:53:45,275 - mmaction - INFO - Epoch [43][120/627] lr: 5.610e-01, eta: 1 day, 18:37:34, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5505, loss_cls: 3.2562, loss: 3.2562, grad_norm: 0.9487 2020-09-28 08:54:07,562 - mmaction - INFO - Epoch [43][140/627] lr: 5.610e-01, eta: 1 day, 18:37:08, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.2898, top5_acc: 0.5333, loss_cls: 3.3187, loss: 3.3187, grad_norm: 0.9349 2020-09-28 08:54:29,902 - mmaction - INFO - Epoch [43][160/627] lr: 5.610e-01, eta: 1 day, 18:36:42, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2785, top5_acc: 0.5318, loss_cls: 3.3577, loss: 3.3577, grad_norm: 0.9371 2020-09-28 08:54:52,486 - mmaction - INFO - Epoch [43][180/627] lr: 5.610e-01, eta: 1 day, 18:36:18, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3018, top5_acc: 0.5484, loss_cls: 3.2661, loss: 3.2661, grad_norm: 0.9330 2020-09-28 08:55:14,192 - mmaction - INFO - Epoch [43][200/627] lr: 5.610e-01, eta: 1 day, 18:35:49, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.2857, top5_acc: 0.5376, loss_cls: 3.3058, loss: 3.3058, grad_norm: 0.9340 2020-09-28 08:55:36,270 - mmaction - INFO - Epoch [43][220/627] lr: 5.610e-01, eta: 1 day, 18:35:22, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.2863, top5_acc: 0.5298, loss_cls: 3.3440, loss: 3.3440, grad_norm: 0.9301 2020-09-28 08:55:58,396 - mmaction - INFO - Epoch [43][240/627] lr: 5.610e-01, eta: 1 day, 18:34:55, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2818, top5_acc: 0.5241, loss_cls: 3.3604, loss: 3.3604, grad_norm: 0.9266 2020-09-28 08:56:21,877 - mmaction - INFO - Epoch [43][260/627] lr: 5.610e-01, eta: 1 day, 18:34:36, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5370, loss_cls: 3.3102, loss: 3.3102, grad_norm: 0.9353 2020-09-28 08:56:44,618 - mmaction - INFO - Epoch [43][280/627] lr: 5.610e-01, eta: 1 day, 18:34:12, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5370, loss_cls: 3.3014, loss: 3.3014, grad_norm: 0.9296 2020-09-28 08:57:05,390 - mmaction - INFO - Epoch [43][300/627] lr: 5.610e-01, eta: 1 day, 18:33:38, time: 1.038, data_time: 0.002, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5254, loss_cls: 3.3603, loss: 3.3603, grad_norm: 0.9264 2020-09-28 08:57:27,029 - mmaction - INFO - Epoch [43][320/627] lr: 5.610e-01, eta: 1 day, 18:33:09, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.2906, top5_acc: 0.5380, loss_cls: 3.3162, loss: 3.3162, grad_norm: 0.9227 2020-09-28 08:57:49,865 - mmaction - INFO - Epoch [43][340/627] lr: 5.610e-01, eta: 1 day, 18:32:46, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5257, loss_cls: 3.3365, loss: 3.3365, grad_norm: 0.9204 2020-09-28 08:58:11,704 - mmaction - INFO - Epoch [43][360/627] lr: 5.610e-01, eta: 1 day, 18:32:18, time: 1.091, data_time: 0.028, memory: 8472, top1_acc: 0.2961, top5_acc: 0.5431, loss_cls: 3.2669, loss: 3.2669, grad_norm: 0.9265 2020-09-28 08:58:33,192 - mmaction - INFO - Epoch [43][380/627] lr: 5.610e-01, eta: 1 day, 18:31:48, time: 1.075, data_time: 0.004, memory: 8472, top1_acc: 0.2823, top5_acc: 0.5273, loss_cls: 3.3405, loss: 3.3405, grad_norm: 0.9357 2020-09-28 08:58:55,356 - mmaction - INFO - Epoch [43][400/627] lr: 5.610e-01, eta: 1 day, 18:31:21, time: 1.110, data_time: 0.025, memory: 8472, top1_acc: 0.2999, top5_acc: 0.5404, loss_cls: 3.2554, loss: 3.2554, grad_norm: 0.9280 2020-09-28 08:59:18,147 - mmaction - INFO - Epoch [43][420/627] lr: 5.610e-01, eta: 1 day, 18:30:58, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5422, loss_cls: 3.3037, loss: 3.3037, grad_norm: 0.9387 2020-09-28 08:59:40,523 - mmaction - INFO - Epoch [43][440/627] lr: 5.610e-01, eta: 1 day, 18:30:32, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2786, top5_acc: 0.5323, loss_cls: 3.3423, loss: 3.3423, grad_norm: 0.9429 2020-09-28 09:00:02,232 - mmaction - INFO - Epoch [43][460/627] lr: 5.610e-01, eta: 1 day, 18:30:04, time: 1.085, data_time: 0.004, memory: 8472, top1_acc: 0.2836, top5_acc: 0.5389, loss_cls: 3.3202, loss: 3.3202, grad_norm: 0.9400 2020-09-28 09:00:23,963 - mmaction - INFO - Epoch [43][480/627] lr: 5.610e-01, eta: 1 day, 18:29:35, time: 1.088, data_time: 0.005, memory: 8472, top1_acc: 0.2891, top5_acc: 0.5435, loss_cls: 3.2962, loss: 3.2962, grad_norm: 0.9409 2020-09-28 09:00:46,455 - mmaction - INFO - Epoch [43][500/627] lr: 5.610e-01, eta: 1 day, 18:29:10, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.2852, top5_acc: 0.5323, loss_cls: 3.3484, loss: 3.3484, grad_norm: 0.9426 2020-09-28 09:01:08,481 - mmaction - INFO - Epoch [43][520/627] lr: 5.610e-01, eta: 1 day, 18:28:43, time: 1.100, data_time: 0.035, memory: 8472, top1_acc: 0.2936, top5_acc: 0.5487, loss_cls: 3.2742, loss: 3.2742, grad_norm: 0.9204 2020-09-28 09:01:30,138 - mmaction - INFO - Epoch [43][540/627] lr: 5.610e-01, eta: 1 day, 18:28:14, time: 1.083, data_time: 0.047, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5388, loss_cls: 3.2965, loss: 3.2965, grad_norm: 0.9492 2020-09-28 09:01:52,480 - mmaction - INFO - Epoch [43][560/627] lr: 5.610e-01, eta: 1 day, 18:27:49, time: 1.118, data_time: 0.076, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5409, loss_cls: 3.3003, loss: 3.3003, grad_norm: 0.9356 2020-09-28 09:02:14,679 - mmaction - INFO - Epoch [43][580/627] lr: 5.610e-01, eta: 1 day, 18:27:22, time: 1.110, data_time: 0.067, memory: 8472, top1_acc: 0.2806, top5_acc: 0.5316, loss_cls: 3.3342, loss: 3.3342, grad_norm: 0.9312 2020-09-28 09:02:36,411 - mmaction - INFO - Epoch [43][600/627] lr: 5.610e-01, eta: 1 day, 18:26:54, time: 1.087, data_time: 0.060, memory: 8472, top1_acc: 0.2831, top5_acc: 0.5266, loss_cls: 3.3623, loss: 3.3623, grad_norm: 0.9096 2020-09-28 09:02:58,186 - mmaction - INFO - Epoch [43][620/627] lr: 5.610e-01, eta: 1 day, 18:26:26, time: 1.089, data_time: 0.061, memory: 8472, top1_acc: 0.2910, top5_acc: 0.5375, loss_cls: 3.3176, loss: 3.3176, grad_norm: 0.9373 2020-09-28 09:04:03,374 - mmaction - INFO - Epoch [44][20/627] lr: 5.592e-01, eta: 1 day, 18:28:05, time: 2.858, data_time: 1.616, memory: 8472, top1_acc: 0.2822, top5_acc: 0.5368, loss_cls: 3.3107, loss: 3.3107, grad_norm: 0.9334 2020-09-28 09:04:26,367 - mmaction - INFO - Epoch [44][40/627] lr: 5.592e-01, eta: 1 day, 18:27:42, time: 1.151, data_time: 0.005, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5393, loss_cls: 3.3038, loss: 3.3038, grad_norm: 0.9368 2020-09-28 09:04:47,597 - mmaction - INFO - Epoch [44][60/627] lr: 5.592e-01, eta: 1 day, 18:27:11, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5391, loss_cls: 3.3163, loss: 3.3163, grad_norm: 0.9341 2020-09-28 09:05:09,827 - mmaction - INFO - Epoch [44][80/627] lr: 5.592e-01, eta: 1 day, 18:26:45, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.2921, top5_acc: 0.5427, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9482 2020-09-28 09:05:31,487 - mmaction - INFO - Epoch [44][100/627] lr: 5.592e-01, eta: 1 day, 18:26:16, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.2958, top5_acc: 0.5493, loss_cls: 3.2462, loss: 3.2462, grad_norm: 0.9433 2020-09-28 09:05:53,044 - mmaction - INFO - Epoch [44][120/627] lr: 5.592e-01, eta: 1 day, 18:25:46, time: 1.076, data_time: 0.001, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5363, loss_cls: 3.2916, loss: 3.2916, grad_norm: 0.9243 2020-09-28 09:06:15,145 - mmaction - INFO - Epoch [44][140/627] lr: 5.592e-01, eta: 1 day, 18:25:20, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2891, top5_acc: 0.5357, loss_cls: 3.2975, loss: 3.2975, grad_norm: 0.9415 2020-09-28 09:06:37,731 - mmaction - INFO - Epoch [44][160/627] lr: 5.592e-01, eta: 1 day, 18:24:55, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5447, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.9184 2020-09-28 09:07:00,363 - mmaction - INFO - Epoch [44][180/627] lr: 5.592e-01, eta: 1 day, 18:24:31, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5457, loss_cls: 3.2646, loss: 3.2646, grad_norm: 0.9498 2020-09-28 09:07:23,394 - mmaction - INFO - Epoch [44][200/627] lr: 5.592e-01, eta: 1 day, 18:24:09, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.2905, top5_acc: 0.5474, loss_cls: 3.2904, loss: 3.2904, grad_norm: 0.9342 2020-09-28 09:07:44,500 - mmaction - INFO - Epoch [44][220/627] lr: 5.592e-01, eta: 1 day, 18:23:37, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.2961, top5_acc: 0.5385, loss_cls: 3.3005, loss: 3.3005, grad_norm: 0.9388 2020-09-28 09:08:05,907 - mmaction - INFO - Epoch [44][240/627] lr: 5.592e-01, eta: 1 day, 18:23:07, time: 1.072, data_time: 0.004, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5426, loss_cls: 3.2767, loss: 3.2767, grad_norm: 0.9313 2020-09-28 09:08:27,752 - mmaction - INFO - Epoch [44][260/627] lr: 5.592e-01, eta: 1 day, 18:22:39, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.2896, top5_acc: 0.5341, loss_cls: 3.3362, loss: 3.3362, grad_norm: 0.9381 2020-09-28 09:08:52,620 - mmaction - INFO - Epoch [44][280/627] lr: 5.592e-01, eta: 1 day, 18:22:26, time: 1.244, data_time: 0.003, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5318, loss_cls: 3.3283, loss: 3.3283, grad_norm: 0.9416 2020-09-28 09:09:15,865 - mmaction - INFO - Epoch [44][300/627] lr: 5.592e-01, eta: 1 day, 18:22:05, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5229, loss_cls: 3.3722, loss: 3.3722, grad_norm: 0.9367 2020-09-28 09:09:36,491 - mmaction - INFO - Epoch [44][320/627] lr: 5.592e-01, eta: 1 day, 18:21:31, time: 1.032, data_time: 0.005, memory: 8472, top1_acc: 0.2897, top5_acc: 0.5299, loss_cls: 3.3513, loss: 3.3513, grad_norm: 0.9270 2020-09-28 09:09:57,395 - mmaction - INFO - Epoch [44][340/627] lr: 5.592e-01, eta: 1 day, 18:20:58, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5444, loss_cls: 3.2895, loss: 3.2895, grad_norm: 0.9184 2020-09-28 09:10:19,985 - mmaction - INFO - Epoch [44][360/627] lr: 5.592e-01, eta: 1 day, 18:20:34, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5372, loss_cls: 3.3154, loss: 3.3154, grad_norm: 0.9411 2020-09-28 09:10:42,110 - mmaction - INFO - Epoch [44][380/627] lr: 5.592e-01, eta: 1 day, 18:20:07, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2889, top5_acc: 0.5372, loss_cls: 3.3196, loss: 3.3196, grad_norm: 0.9161 2020-09-28 09:11:04,684 - mmaction - INFO - Epoch [44][400/627] lr: 5.592e-01, eta: 1 day, 18:19:43, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5448, loss_cls: 3.3023, loss: 3.3023, grad_norm: 0.9462 2020-09-28 09:11:25,780 - mmaction - INFO - Epoch [44][420/627] lr: 5.592e-01, eta: 1 day, 18:19:11, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.2810, top5_acc: 0.5385, loss_cls: 3.3490, loss: 3.3490, grad_norm: 0.9288 2020-09-28 09:11:47,897 - mmaction - INFO - Epoch [44][440/627] lr: 5.592e-01, eta: 1 day, 18:18:45, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.2775, top5_acc: 0.5253, loss_cls: 3.3578, loss: 3.3578, grad_norm: 0.9185 2020-09-28 09:12:10,634 - mmaction - INFO - Epoch [44][460/627] lr: 5.592e-01, eta: 1 day, 18:18:21, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5339, loss_cls: 3.3320, loss: 3.3320, grad_norm: 0.9367 2020-09-28 09:12:34,593 - mmaction - INFO - Epoch [44][480/627] lr: 5.592e-01, eta: 1 day, 18:18:03, time: 1.197, data_time: 0.002, memory: 8472, top1_acc: 0.2888, top5_acc: 0.5348, loss_cls: 3.3259, loss: 3.3259, grad_norm: 0.9339 2020-09-28 09:12:54,881 - mmaction - INFO - Epoch [44][500/627] lr: 5.592e-01, eta: 1 day, 18:17:28, time: 1.015, data_time: 0.003, memory: 8472, top1_acc: 0.2853, top5_acc: 0.5326, loss_cls: 3.3262, loss: 3.3262, grad_norm: 0.9346 2020-09-28 09:13:16,864 - mmaction - INFO - Epoch [44][520/627] lr: 5.592e-01, eta: 1 day, 18:17:01, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.2937, top5_acc: 0.5376, loss_cls: 3.3209, loss: 3.3209, grad_norm: 0.9286 2020-09-28 09:13:39,331 - mmaction - INFO - Epoch [44][540/627] lr: 5.592e-01, eta: 1 day, 18:16:36, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.2915, top5_acc: 0.5340, loss_cls: 3.3328, loss: 3.3328, grad_norm: 0.9386 2020-09-28 09:14:02,217 - mmaction - INFO - Epoch [44][560/627] lr: 5.592e-01, eta: 1 day, 18:16:13, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.2953, top5_acc: 0.5427, loss_cls: 3.3086, loss: 3.3086, grad_norm: 0.9373 2020-09-28 09:14:23,508 - mmaction - INFO - Epoch [44][580/627] lr: 5.592e-01, eta: 1 day, 18:15:42, time: 1.065, data_time: 0.001, memory: 8472, top1_acc: 0.2840, top5_acc: 0.5310, loss_cls: 3.3306, loss: 3.3306, grad_norm: 0.9295 2020-09-28 09:14:45,635 - mmaction - INFO - Epoch [44][600/627] lr: 5.592e-01, eta: 1 day, 18:15:15, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5344, loss_cls: 3.3114, loss: 3.3114, grad_norm: 0.9165 2020-09-28 09:15:07,638 - mmaction - INFO - Epoch [44][620/627] lr: 5.592e-01, eta: 1 day, 18:14:48, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.2884, top5_acc: 0.5253, loss_cls: 3.3444, loss: 3.3444, grad_norm: 0.9264 2020-09-28 09:15:14,464 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-09-28 09:16:07,576 - mmaction - INFO - Epoch [45][20/627] lr: 5.573e-01, eta: 1 day, 18:16:02, time: 2.634, data_time: 1.494, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5309, loss_cls: 3.3565, loss: 3.3565, grad_norm: 0.9488 2020-09-28 09:16:28,957 - mmaction - INFO - Epoch [45][40/627] lr: 5.573e-01, eta: 1 day, 18:15:32, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5354, loss_cls: 3.2845, loss: 3.2845, grad_norm: 0.9210 2020-09-28 09:16:52,005 - mmaction - INFO - Epoch [45][60/627] lr: 5.573e-01, eta: 1 day, 18:15:10, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.3029, top5_acc: 0.5480, loss_cls: 3.2554, loss: 3.2554, grad_norm: 0.9468 2020-09-28 09:17:13,583 - mmaction - INFO - Epoch [45][80/627] lr: 5.573e-01, eta: 1 day, 18:14:41, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2902, top5_acc: 0.5320, loss_cls: 3.3084, loss: 3.3084, grad_norm: 0.9520 2020-09-28 09:17:35,748 - mmaction - INFO - Epoch [45][100/627] lr: 5.573e-01, eta: 1 day, 18:14:14, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5391, loss_cls: 3.2967, loss: 3.2967, grad_norm: 0.9248 2020-09-28 09:17:57,701 - mmaction - INFO - Epoch [45][120/627] lr: 5.573e-01, eta: 1 day, 18:13:47, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.2876, top5_acc: 0.5348, loss_cls: 3.3173, loss: 3.3173, grad_norm: 0.9446 2020-09-28 09:18:19,840 - mmaction - INFO - Epoch [45][140/627] lr: 5.573e-01, eta: 1 day, 18:13:20, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5436, loss_cls: 3.2720, loss: 3.2720, grad_norm: 0.9388 2020-09-28 09:18:41,942 - mmaction - INFO - Epoch [45][160/627] lr: 5.573e-01, eta: 1 day, 18:12:54, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2906, top5_acc: 0.5401, loss_cls: 3.2884, loss: 3.2884, grad_norm: 0.9483 2020-09-28 09:19:04,398 - mmaction - INFO - Epoch [45][180/627] lr: 5.573e-01, eta: 1 day, 18:12:29, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.2844, top5_acc: 0.5380, loss_cls: 3.3305, loss: 3.3305, grad_norm: 0.9494 2020-09-28 09:19:25,724 - mmaction - INFO - Epoch [45][200/627] lr: 5.573e-01, eta: 1 day, 18:11:58, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5285, loss_cls: 3.3555, loss: 3.3555, grad_norm: 0.9393 2020-09-28 09:19:48,788 - mmaction - INFO - Epoch [45][220/627] lr: 5.573e-01, eta: 1 day, 18:11:36, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.2892, top5_acc: 0.5345, loss_cls: 3.2935, loss: 3.2935, grad_norm: 0.9478 2020-09-28 09:20:10,754 - mmaction - INFO - Epoch [45][240/627] lr: 5.573e-01, eta: 1 day, 18:11:09, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5470, loss_cls: 3.2710, loss: 3.2710, grad_norm: 0.9435 2020-09-28 09:20:33,155 - mmaction - INFO - Epoch [45][260/627] lr: 5.573e-01, eta: 1 day, 18:10:44, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5422, loss_cls: 3.3015, loss: 3.3015, grad_norm: 0.9344 2020-09-28 09:20:54,662 - mmaction - INFO - Epoch [45][280/627] lr: 5.573e-01, eta: 1 day, 18:10:14, time: 1.077, data_time: 0.004, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5387, loss_cls: 3.2818, loss: 3.2818, grad_norm: 0.9305 2020-09-28 09:21:18,675 - mmaction - INFO - Epoch [45][300/627] lr: 5.573e-01, eta: 1 day, 18:09:57, time: 1.201, data_time: 0.002, memory: 8472, top1_acc: 0.2924, top5_acc: 0.5456, loss_cls: 3.2890, loss: 3.2890, grad_norm: 0.9498 2020-09-28 09:21:40,763 - mmaction - INFO - Epoch [45][320/627] lr: 5.573e-01, eta: 1 day, 18:09:30, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5397, loss_cls: 3.3032, loss: 3.3032, grad_norm: 0.9332 2020-09-28 09:22:02,639 - mmaction - INFO - Epoch [45][340/627] lr: 5.573e-01, eta: 1 day, 18:09:02, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.2781, top5_acc: 0.5410, loss_cls: 3.2967, loss: 3.2967, grad_norm: 0.9381 2020-09-28 09:22:23,181 - mmaction - INFO - Epoch [45][360/627] lr: 5.573e-01, eta: 1 day, 18:08:28, time: 1.027, data_time: 0.003, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5474, loss_cls: 3.2820, loss: 3.2820, grad_norm: 0.9315 2020-09-28 09:22:46,012 - mmaction - INFO - Epoch [45][380/627] lr: 5.573e-01, eta: 1 day, 18:08:05, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.2848, top5_acc: 0.5395, loss_cls: 3.3221, loss: 3.3221, grad_norm: 0.9454 2020-09-28 09:23:07,918 - mmaction - INFO - Epoch [45][400/627] lr: 5.573e-01, eta: 1 day, 18:07:37, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5372, loss_cls: 3.2891, loss: 3.2891, grad_norm: 0.9361 2020-09-28 09:23:30,487 - mmaction - INFO - Epoch [45][420/627] lr: 5.573e-01, eta: 1 day, 18:07:13, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.2982, top5_acc: 0.5443, loss_cls: 3.2741, loss: 3.2741, grad_norm: 0.9491 2020-09-28 09:23:53,091 - mmaction - INFO - Epoch [45][440/627] lr: 5.573e-01, eta: 1 day, 18:06:49, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5424, loss_cls: 3.2880, loss: 3.2880, grad_norm: 0.9623 2020-09-28 09:24:14,849 - mmaction - INFO - Epoch [45][460/627] lr: 5.573e-01, eta: 1 day, 18:06:21, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5397, loss_cls: 3.3137, loss: 3.3137, grad_norm: 0.9365 2020-09-28 09:24:35,872 - mmaction - INFO - Epoch [45][480/627] lr: 5.573e-01, eta: 1 day, 18:05:49, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5439, loss_cls: 3.2799, loss: 3.2799, grad_norm: 0.9344 2020-09-28 09:24:59,250 - mmaction - INFO - Epoch [45][500/627] lr: 5.573e-01, eta: 1 day, 18:05:29, time: 1.169, data_time: 0.002, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5324, loss_cls: 3.3275, loss: 3.3275, grad_norm: 0.9621 2020-09-28 09:25:21,340 - mmaction - INFO - Epoch [45][520/627] lr: 5.573e-01, eta: 1 day, 18:05:02, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2857, top5_acc: 0.5271, loss_cls: 3.3531, loss: 3.3531, grad_norm: 0.9379 2020-09-28 09:25:43,408 - mmaction - INFO - Epoch [45][540/627] lr: 5.573e-01, eta: 1 day, 18:04:35, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.2888, top5_acc: 0.5350, loss_cls: 3.3212, loss: 3.3212, grad_norm: 0.9151 2020-09-28 09:26:04,592 - mmaction - INFO - Epoch [45][560/627] lr: 5.573e-01, eta: 1 day, 18:04:04, time: 1.058, data_time: 0.001, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5320, loss_cls: 3.3093, loss: 3.3093, grad_norm: 0.9467 2020-09-28 09:26:27,091 - mmaction - INFO - Epoch [45][580/627] lr: 5.573e-01, eta: 1 day, 18:03:40, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.2871, top5_acc: 0.5389, loss_cls: 3.3082, loss: 3.3082, grad_norm: 0.9215 2020-09-28 09:26:48,716 - mmaction - INFO - Epoch [45][600/627] lr: 5.573e-01, eta: 1 day, 18:03:11, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5410, loss_cls: 3.2977, loss: 3.2977, grad_norm: 0.9307 2020-09-28 09:27:09,687 - mmaction - INFO - Epoch [45][620/627] lr: 5.573e-01, eta: 1 day, 18:02:39, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5301, loss_cls: 3.3296, loss: 3.3296, grad_norm: 0.9391 2020-09-28 09:31:23,163 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 09:31:23,830 - mmaction - INFO - top1_acc 0.3075 top5_acc 0.5752 2020-09-28 09:31:23,830 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 09:31:23,876 - mmaction - INFO - mean_acc 0.3074 2020-09-28 09:31:23,883 - mmaction - INFO - Epoch(val) [45][627] top1_acc: 0.3075, top5_acc: 0.5752, mean_class_accuracy: 0.3074 2020-09-28 09:32:15,040 - mmaction - INFO - Epoch [46][20/627] lr: 5.554e-01, eta: 1 day, 18:03:43, time: 2.556, data_time: 1.317, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5431, loss_cls: 3.2757, loss: 3.2757, grad_norm: 0.9545 2020-09-28 09:32:37,017 - mmaction - INFO - Epoch [46][40/627] lr: 5.554e-01, eta: 1 day, 18:03:15, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5414, loss_cls: 3.3062, loss: 3.3062, grad_norm: 0.9368 2020-09-28 09:32:59,441 - mmaction - INFO - Epoch [46][60/627] lr: 5.554e-01, eta: 1 day, 18:02:50, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5534, loss_cls: 3.2535, loss: 3.2535, grad_norm: 0.9349 2020-09-28 09:33:21,365 - mmaction - INFO - Epoch [46][80/627] lr: 5.554e-01, eta: 1 day, 18:02:23, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5391, loss_cls: 3.2831, loss: 3.2831, grad_norm: 0.9546 2020-09-28 09:33:43,541 - mmaction - INFO - Epoch [46][100/627] lr: 5.554e-01, eta: 1 day, 18:01:57, time: 1.111, data_time: 0.004, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5326, loss_cls: 3.3445, loss: 3.3445, grad_norm: 0.9430 2020-09-28 09:34:05,654 - mmaction - INFO - Epoch [46][120/627] lr: 5.554e-01, eta: 1 day, 18:01:30, time: 1.104, data_time: 0.001, memory: 8472, top1_acc: 0.2958, top5_acc: 0.5456, loss_cls: 3.2730, loss: 3.2730, grad_norm: 0.9313 2020-09-28 09:34:28,648 - mmaction - INFO - Epoch [46][140/627] lr: 5.554e-01, eta: 1 day, 18:01:08, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.2906, top5_acc: 0.5344, loss_cls: 3.3063, loss: 3.3063, grad_norm: 0.9389 2020-09-28 09:34:49,760 - mmaction - INFO - Epoch [46][160/627] lr: 5.554e-01, eta: 1 day, 18:00:37, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5405, loss_cls: 3.3057, loss: 3.3057, grad_norm: 0.9329 2020-09-28 09:35:10,754 - mmaction - INFO - Epoch [46][180/627] lr: 5.554e-01, eta: 1 day, 18:00:05, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5492, loss_cls: 3.2802, loss: 3.2802, grad_norm: 0.9504 2020-09-28 09:35:32,754 - mmaction - INFO - Epoch [46][200/627] lr: 5.554e-01, eta: 1 day, 17:59:38, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5460, loss_cls: 3.2899, loss: 3.2899, grad_norm: 0.9473 2020-09-28 09:35:54,785 - mmaction - INFO - Epoch [46][220/627] lr: 5.554e-01, eta: 1 day, 17:59:11, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.2887, top5_acc: 0.5246, loss_cls: 3.3461, loss: 3.3461, grad_norm: 0.9454 2020-09-28 09:36:17,770 - mmaction - INFO - Epoch [46][240/627] lr: 5.554e-01, eta: 1 day, 17:58:48, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.3021, top5_acc: 0.5341, loss_cls: 3.3073, loss: 3.3073, grad_norm: 0.9461 2020-09-28 09:36:38,735 - mmaction - INFO - Epoch [46][260/627] lr: 5.554e-01, eta: 1 day, 17:58:17, time: 1.050, data_time: 0.004, memory: 8472, top1_acc: 0.2868, top5_acc: 0.5435, loss_cls: 3.2807, loss: 3.2807, grad_norm: 0.9260 2020-09-28 09:37:01,307 - mmaction - INFO - Epoch [46][280/627] lr: 5.554e-01, eta: 1 day, 17:57:52, time: 1.127, data_time: 0.029, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5406, loss_cls: 3.2900, loss: 3.2900, grad_norm: 0.9277 2020-09-28 09:37:24,643 - mmaction - INFO - Epoch [46][300/627] lr: 5.554e-01, eta: 1 day, 17:57:31, time: 1.167, data_time: 0.004, memory: 8472, top1_acc: 0.2936, top5_acc: 0.5439, loss_cls: 3.2844, loss: 3.2844, grad_norm: 0.9447 2020-09-28 09:37:45,988 - mmaction - INFO - Epoch [46][320/627] lr: 5.554e-01, eta: 1 day, 17:57:01, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5324, loss_cls: 3.2988, loss: 3.2988, grad_norm: 0.9185 2020-09-28 09:38:07,963 - mmaction - INFO - Epoch [46][340/627] lr: 5.554e-01, eta: 1 day, 17:56:34, time: 1.101, data_time: 0.005, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5452, loss_cls: 3.2589, loss: 3.2589, grad_norm: 0.9208 2020-09-28 09:38:31,436 - mmaction - INFO - Epoch [46][360/627] lr: 5.554e-01, eta: 1 day, 17:56:14, time: 1.175, data_time: 0.003, memory: 8472, top1_acc: 0.2924, top5_acc: 0.5355, loss_cls: 3.3002, loss: 3.3002, grad_norm: 0.9473 2020-09-28 09:38:53,545 - mmaction - INFO - Epoch [46][380/627] lr: 5.554e-01, eta: 1 day, 17:55:48, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5432, loss_cls: 3.2654, loss: 3.2654, grad_norm: 0.9373 2020-09-28 09:39:14,061 - mmaction - INFO - Epoch [46][400/627] lr: 5.554e-01, eta: 1 day, 17:55:14, time: 1.022, data_time: 0.002, memory: 8472, top1_acc: 0.2859, top5_acc: 0.5372, loss_cls: 3.3150, loss: 3.3150, grad_norm: 0.9512 2020-09-28 09:39:35,870 - mmaction - INFO - Epoch [46][420/627] lr: 5.554e-01, eta: 1 day, 17:54:46, time: 1.093, data_time: 0.067, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5426, loss_cls: 3.3054, loss: 3.3054, grad_norm: 0.9259 2020-09-28 09:39:58,093 - mmaction - INFO - Epoch [46][440/627] lr: 5.554e-01, eta: 1 day, 17:54:20, time: 1.110, data_time: 0.133, memory: 8472, top1_acc: 0.2861, top5_acc: 0.5280, loss_cls: 3.3580, loss: 3.3580, grad_norm: 0.9475 2020-09-28 09:40:21,706 - mmaction - INFO - Epoch [46][460/627] lr: 5.554e-01, eta: 1 day, 17:54:01, time: 1.180, data_time: 0.229, memory: 8472, top1_acc: 0.2902, top5_acc: 0.5344, loss_cls: 3.3399, loss: 3.3399, grad_norm: 0.9407 2020-09-28 09:40:44,006 - mmaction - INFO - Epoch [46][480/627] lr: 5.554e-01, eta: 1 day, 17:53:35, time: 1.116, data_time: 0.154, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5401, loss_cls: 3.2927, loss: 3.2927, grad_norm: 0.9384 2020-09-28 09:41:06,330 - mmaction - INFO - Epoch [46][500/627] lr: 5.554e-01, eta: 1 day, 17:53:10, time: 1.118, data_time: 0.161, memory: 8472, top1_acc: 0.2898, top5_acc: 0.5474, loss_cls: 3.2915, loss: 3.2915, grad_norm: 0.9488 2020-09-28 09:41:27,215 - mmaction - INFO - Epoch [46][520/627] lr: 5.554e-01, eta: 1 day, 17:52:38, time: 1.043, data_time: 0.060, memory: 8472, top1_acc: 0.2875, top5_acc: 0.5382, loss_cls: 3.3117, loss: 3.3117, grad_norm: 0.9328 2020-09-28 09:41:49,514 - mmaction - INFO - Epoch [46][540/627] lr: 5.554e-01, eta: 1 day, 17:52:12, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5326, loss_cls: 3.3158, loss: 3.3158, grad_norm: 0.9163 2020-09-28 09:42:11,648 - mmaction - INFO - Epoch [46][560/627] lr: 5.554e-01, eta: 1 day, 17:51:46, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.3013, top5_acc: 0.5431, loss_cls: 3.2708, loss: 3.2708, grad_norm: 0.9488 2020-09-28 09:42:34,292 - mmaction - INFO - Epoch [46][580/627] lr: 5.554e-01, eta: 1 day, 17:51:22, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5329, loss_cls: 3.3163, loss: 3.3163, grad_norm: 0.9403 2020-09-28 09:42:56,410 - mmaction - INFO - Epoch [46][600/627] lr: 5.554e-01, eta: 1 day, 17:50:56, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2811, top5_acc: 0.5349, loss_cls: 3.3202, loss: 3.3202, grad_norm: 0.9421 2020-09-28 09:43:17,840 - mmaction - INFO - Epoch [46][620/627] lr: 5.554e-01, eta: 1 day, 17:50:26, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.2900, top5_acc: 0.5440, loss_cls: 3.2950, loss: 3.2950, grad_norm: 0.9251 2020-09-28 09:44:16,728 - mmaction - INFO - Epoch [47][20/627] lr: 5.535e-01, eta: 1 day, 17:51:31, time: 2.591, data_time: 1.449, memory: 8472, top1_acc: 0.2850, top5_acc: 0.5370, loss_cls: 3.3265, loss: 3.3265, grad_norm: 0.9582 2020-09-28 09:44:38,994 - mmaction - INFO - Epoch [47][40/627] lr: 5.535e-01, eta: 1 day, 17:51:05, time: 1.113, data_time: 0.005, memory: 8472, top1_acc: 0.2943, top5_acc: 0.5328, loss_cls: 3.3190, loss: 3.3190, grad_norm: 0.9254 2020-09-28 09:45:01,981 - mmaction - INFO - Epoch [47][60/627] lr: 5.535e-01, eta: 1 day, 17:50:42, time: 1.149, data_time: 0.142, memory: 8472, top1_acc: 0.2970, top5_acc: 0.5419, loss_cls: 3.2754, loss: 3.2754, grad_norm: 0.9405 2020-09-28 09:45:25,152 - mmaction - INFO - Epoch [47][80/627] lr: 5.535e-01, eta: 1 day, 17:50:21, time: 1.159, data_time: 0.015, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5447, loss_cls: 3.2802, loss: 3.2802, grad_norm: 0.9429 2020-09-28 09:45:48,266 - mmaction - INFO - Epoch [47][100/627] lr: 5.535e-01, eta: 1 day, 17:49:59, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5456, loss_cls: 3.2967, loss: 3.2967, grad_norm: 0.9422 2020-09-28 09:46:09,770 - mmaction - INFO - Epoch [47][120/627] lr: 5.535e-01, eta: 1 day, 17:49:30, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5466, loss_cls: 3.2551, loss: 3.2551, grad_norm: 0.9335 2020-09-28 09:46:31,694 - mmaction - INFO - Epoch [47][140/627] lr: 5.535e-01, eta: 1 day, 17:49:02, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5447, loss_cls: 3.2470, loss: 3.2470, grad_norm: 0.9494 2020-09-28 09:46:53,808 - mmaction - INFO - Epoch [47][160/627] lr: 5.535e-01, eta: 1 day, 17:48:36, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5423, loss_cls: 3.2737, loss: 3.2737, grad_norm: 0.9489 2020-09-28 09:47:16,115 - mmaction - INFO - Epoch [47][180/627] lr: 5.535e-01, eta: 1 day, 17:48:10, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.2854, top5_acc: 0.5354, loss_cls: 3.3024, loss: 3.3024, grad_norm: 0.9633 2020-09-28 09:47:38,868 - mmaction - INFO - Epoch [47][200/627] lr: 5.535e-01, eta: 1 day, 17:47:47, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5456, loss_cls: 3.2709, loss: 3.2709, grad_norm: 0.9456 2020-09-28 09:48:00,370 - mmaction - INFO - Epoch [47][220/627] lr: 5.535e-01, eta: 1 day, 17:47:18, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5417, loss_cls: 3.2841, loss: 3.2841, grad_norm: 0.9481 2020-09-28 09:48:23,990 - mmaction - INFO - Epoch [47][240/627] lr: 5.535e-01, eta: 1 day, 17:46:58, time: 1.181, data_time: 0.001, memory: 8472, top1_acc: 0.2999, top5_acc: 0.5503, loss_cls: 3.2644, loss: 3.2644, grad_norm: 0.9427 2020-09-28 09:48:44,696 - mmaction - INFO - Epoch [47][260/627] lr: 5.535e-01, eta: 1 day, 17:46:26, time: 1.035, data_time: 0.002, memory: 8472, top1_acc: 0.2767, top5_acc: 0.5314, loss_cls: 3.3231, loss: 3.3231, grad_norm: 0.9502 2020-09-28 09:49:07,613 - mmaction - INFO - Epoch [47][280/627] lr: 5.535e-01, eta: 1 day, 17:46:03, time: 1.146, data_time: 0.012, memory: 8472, top1_acc: 0.2896, top5_acc: 0.5310, loss_cls: 3.3342, loss: 3.3342, grad_norm: 0.9405 2020-09-28 09:49:28,988 - mmaction - INFO - Epoch [47][300/627] lr: 5.535e-01, eta: 1 day, 17:45:33, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5350, loss_cls: 3.3172, loss: 3.3172, grad_norm: 0.9355 2020-09-28 09:49:50,787 - mmaction - INFO - Epoch [47][320/627] lr: 5.535e-01, eta: 1 day, 17:45:05, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5333, loss_cls: 3.3149, loss: 3.3149, grad_norm: 0.9477 2020-09-28 09:50:12,452 - mmaction - INFO - Epoch [47][340/627] lr: 5.535e-01, eta: 1 day, 17:44:37, time: 1.082, data_time: 0.033, memory: 8472, top1_acc: 0.2777, top5_acc: 0.5294, loss_cls: 3.3589, loss: 3.3589, grad_norm: 0.9422 2020-09-28 09:50:34,236 - mmaction - INFO - Epoch [47][360/627] lr: 5.535e-01, eta: 1 day, 17:44:09, time: 1.089, data_time: 0.050, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5439, loss_cls: 3.2655, loss: 3.2655, grad_norm: 0.9378 2020-09-28 09:50:56,392 - mmaction - INFO - Epoch [47][380/627] lr: 5.535e-01, eta: 1 day, 17:43:43, time: 1.107, data_time: 0.071, memory: 8472, top1_acc: 0.2827, top5_acc: 0.5326, loss_cls: 3.3051, loss: 3.3051, grad_norm: 0.9543 2020-09-28 09:51:18,310 - mmaction - INFO - Epoch [47][400/627] lr: 5.535e-01, eta: 1 day, 17:43:16, time: 1.097, data_time: 0.008, memory: 8472, top1_acc: 0.2884, top5_acc: 0.5357, loss_cls: 3.3159, loss: 3.3159, grad_norm: 0.9485 2020-09-28 09:51:40,811 - mmaction - INFO - Epoch [47][420/627] lr: 5.535e-01, eta: 1 day, 17:42:51, time: 1.127, data_time: 0.101, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5431, loss_cls: 3.2744, loss: 3.2744, grad_norm: 0.9402 2020-09-28 09:52:02,065 - mmaction - INFO - Epoch [47][440/627] lr: 5.535e-01, eta: 1 day, 17:42:21, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.2794, top5_acc: 0.5309, loss_cls: 3.3342, loss: 3.3342, grad_norm: 0.9484 2020-09-28 09:52:25,192 - mmaction - INFO - Epoch [47][460/627] lr: 5.535e-01, eta: 1 day, 17:41:59, time: 1.156, data_time: 0.006, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5471, loss_cls: 3.2592, loss: 3.2592, grad_norm: 0.9455 2020-09-28 09:52:46,885 - mmaction - INFO - Epoch [47][480/627] lr: 5.535e-01, eta: 1 day, 17:41:31, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.2884, top5_acc: 0.5398, loss_cls: 3.3034, loss: 3.3034, grad_norm: 0.9740 2020-09-28 09:53:07,912 - mmaction - INFO - Epoch [47][500/627] lr: 5.535e-01, eta: 1 day, 17:41:00, time: 1.052, data_time: 0.003, memory: 8472, top1_acc: 0.2786, top5_acc: 0.5228, loss_cls: 3.3545, loss: 3.3545, grad_norm: 0.9332 2020-09-28 09:53:31,951 - mmaction - INFO - Epoch [47][520/627] lr: 5.535e-01, eta: 1 day, 17:40:42, time: 1.201, data_time: 0.002, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5438, loss_cls: 3.2819, loss: 3.2819, grad_norm: 0.9275 2020-09-28 09:53:52,481 - mmaction - INFO - Epoch [47][540/627] lr: 5.535e-01, eta: 1 day, 17:40:09, time: 1.027, data_time: 0.046, memory: 8472, top1_acc: 0.2786, top5_acc: 0.5237, loss_cls: 3.3639, loss: 3.3639, grad_norm: 0.9315 2020-09-28 09:54:15,411 - mmaction - INFO - Epoch [47][560/627] lr: 5.535e-01, eta: 1 day, 17:39:46, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.2811, top5_acc: 0.5402, loss_cls: 3.3222, loss: 3.3222, grad_norm: 0.9418 2020-09-28 09:54:37,956 - mmaction - INFO - Epoch [47][580/627] lr: 5.535e-01, eta: 1 day, 17:39:21, time: 1.128, data_time: 0.008, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5380, loss_cls: 3.2895, loss: 3.2895, grad_norm: 0.9336 2020-09-28 09:54:58,734 - mmaction - INFO - Epoch [47][600/627] lr: 5.535e-01, eta: 1 day, 17:38:49, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5409, loss_cls: 3.2895, loss: 3.2895, grad_norm: 0.9525 2020-09-28 09:55:22,001 - mmaction - INFO - Epoch [47][620/627] lr: 5.535e-01, eta: 1 day, 17:38:28, time: 1.162, data_time: 0.024, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5464, loss_cls: 3.2830, loss: 3.2830, grad_norm: 0.9349 2020-09-28 09:56:22,109 - mmaction - INFO - Epoch [48][20/627] lr: 5.515e-01, eta: 1 day, 17:39:37, time: 2.663, data_time: 1.539, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5443, loss_cls: 3.2976, loss: 3.2976, grad_norm: 0.9579 2020-09-28 09:56:45,137 - mmaction - INFO - Epoch [48][40/627] lr: 5.515e-01, eta: 1 day, 17:39:14, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.2948, top5_acc: 0.5445, loss_cls: 3.2779, loss: 3.2779, grad_norm: 0.9369 2020-09-28 09:57:06,019 - mmaction - INFO - Epoch [48][60/627] lr: 5.515e-01, eta: 1 day, 17:38:42, time: 1.044, data_time: 0.003, memory: 8472, top1_acc: 0.3049, top5_acc: 0.5471, loss_cls: 3.2600, loss: 3.2600, grad_norm: 0.9313 2020-09-28 09:57:28,776 - mmaction - INFO - Epoch [48][80/627] lr: 5.515e-01, eta: 1 day, 17:38:19, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5387, loss_cls: 3.2750, loss: 3.2750, grad_norm: 0.9294 2020-09-28 09:57:50,535 - mmaction - INFO - Epoch [48][100/627] lr: 5.515e-01, eta: 1 day, 17:37:51, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3003, top5_acc: 0.5447, loss_cls: 3.2607, loss: 3.2607, grad_norm: 0.9484 2020-09-28 09:58:13,509 - mmaction - INFO - Epoch [48][120/627] lr: 5.515e-01, eta: 1 day, 17:37:28, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5488, loss_cls: 3.2326, loss: 3.2326, grad_norm: 0.9479 2020-09-28 09:58:34,880 - mmaction - INFO - Epoch [48][140/627] lr: 5.515e-01, eta: 1 day, 17:36:59, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.2991, top5_acc: 0.5439, loss_cls: 3.2832, loss: 3.2832, grad_norm: 0.9653 2020-09-28 09:58:57,401 - mmaction - INFO - Epoch [48][160/627] lr: 5.515e-01, eta: 1 day, 17:36:35, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.2902, top5_acc: 0.5444, loss_cls: 3.3184, loss: 3.3184, grad_norm: 0.9499 2020-09-28 09:59:17,655 - mmaction - INFO - Epoch [48][180/627] lr: 5.515e-01, eta: 1 day, 17:36:00, time: 1.013, data_time: 0.002, memory: 8472, top1_acc: 0.2853, top5_acc: 0.5324, loss_cls: 3.3379, loss: 3.3379, grad_norm: 0.9221 2020-09-28 09:59:40,598 - mmaction - INFO - Epoch [48][200/627] lr: 5.515e-01, eta: 1 day, 17:35:37, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.2913, top5_acc: 0.5410, loss_cls: 3.2684, loss: 3.2684, grad_norm: 0.9368 2020-09-28 10:00:03,208 - mmaction - INFO - Epoch [48][220/627] lr: 5.515e-01, eta: 1 day, 17:35:13, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2905, top5_acc: 0.5452, loss_cls: 3.2853, loss: 3.2853, grad_norm: 0.9461 2020-09-28 10:00:25,324 - mmaction - INFO - Epoch [48][240/627] lr: 5.515e-01, eta: 1 day, 17:34:47, time: 1.112, data_time: 0.009, memory: 8472, top1_acc: 0.2885, top5_acc: 0.5383, loss_cls: 3.3109, loss: 3.3109, grad_norm: 0.9276 2020-09-28 10:00:47,777 - mmaction - INFO - Epoch [48][260/627] lr: 5.515e-01, eta: 1 day, 17:34:22, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.2900, top5_acc: 0.5385, loss_cls: 3.2926, loss: 3.2926, grad_norm: 0.9417 2020-09-28 10:01:09,288 - mmaction - INFO - Epoch [48][280/627] lr: 5.515e-01, eta: 1 day, 17:33:53, time: 1.076, data_time: 0.004, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5449, loss_cls: 3.2809, loss: 3.2809, grad_norm: 0.9551 2020-09-28 10:01:31,925 - mmaction - INFO - Epoch [48][300/627] lr: 5.515e-01, eta: 1 day, 17:33:29, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5380, loss_cls: 3.2662, loss: 3.2662, grad_norm: 0.9423 2020-09-28 10:01:53,950 - mmaction - INFO - Epoch [48][320/627] lr: 5.515e-01, eta: 1 day, 17:33:02, time: 1.099, data_time: 0.083, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5396, loss_cls: 3.3221, loss: 3.3221, grad_norm: 0.9430 2020-09-28 10:02:15,250 - mmaction - INFO - Epoch [48][340/627] lr: 5.515e-01, eta: 1 day, 17:32:33, time: 1.065, data_time: 0.110, memory: 8472, top1_acc: 0.2842, top5_acc: 0.5387, loss_cls: 3.3020, loss: 3.3020, grad_norm: 0.9426 2020-09-28 10:02:38,007 - mmaction - INFO - Epoch [48][360/627] lr: 5.515e-01, eta: 1 day, 17:32:09, time: 1.140, data_time: 0.177, memory: 8472, top1_acc: 0.2885, top5_acc: 0.5393, loss_cls: 3.2936, loss: 3.2936, grad_norm: 0.9321 2020-09-28 10:03:00,951 - mmaction - INFO - Epoch [48][380/627] lr: 5.515e-01, eta: 1 day, 17:31:46, time: 1.145, data_time: 0.001, memory: 8472, top1_acc: 0.2861, top5_acc: 0.5294, loss_cls: 3.3396, loss: 3.3396, grad_norm: 0.9462 2020-09-28 10:03:23,658 - mmaction - INFO - Epoch [48][400/627] lr: 5.515e-01, eta: 1 day, 17:31:23, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.2861, top5_acc: 0.5380, loss_cls: 3.3087, loss: 3.3087, grad_norm: 0.9318 2020-09-28 10:03:45,898 - mmaction - INFO - Epoch [48][420/627] lr: 5.515e-01, eta: 1 day, 17:30:57, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3003, top5_acc: 0.5402, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9362 2020-09-28 10:04:07,955 - mmaction - INFO - Epoch [48][440/627] lr: 5.515e-01, eta: 1 day, 17:30:31, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2993, top5_acc: 0.5470, loss_cls: 3.2442, loss: 3.2442, grad_norm: 0.9463 2020-09-28 10:04:28,523 - mmaction - INFO - Epoch [48][460/627] lr: 5.515e-01, eta: 1 day, 17:29:58, time: 1.027, data_time: 0.003, memory: 8472, top1_acc: 0.3018, top5_acc: 0.5527, loss_cls: 3.2441, loss: 3.2441, grad_norm: 0.9454 2020-09-28 10:04:51,449 - mmaction - INFO - Epoch [48][480/627] lr: 5.515e-01, eta: 1 day, 17:29:35, time: 1.147, data_time: 0.013, memory: 8472, top1_acc: 0.2874, top5_acc: 0.5465, loss_cls: 3.2708, loss: 3.2708, grad_norm: 0.9628 2020-09-28 10:05:13,580 - mmaction - INFO - Epoch [48][500/627] lr: 5.515e-01, eta: 1 day, 17:29:09, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5431, loss_cls: 3.2878, loss: 3.2878, grad_norm: 0.9457 2020-09-28 10:05:35,549 - mmaction - INFO - Epoch [48][520/627] lr: 5.515e-01, eta: 1 day, 17:28:42, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5426, loss_cls: 3.2756, loss: 3.2756, grad_norm: 0.9506 2020-09-28 10:05:57,855 - mmaction - INFO - Epoch [48][540/627] lr: 5.515e-01, eta: 1 day, 17:28:17, time: 1.115, data_time: 0.023, memory: 8472, top1_acc: 0.2953, top5_acc: 0.5473, loss_cls: 3.2698, loss: 3.2698, grad_norm: 0.9547 2020-09-28 10:06:20,304 - mmaction - INFO - Epoch [48][560/627] lr: 5.515e-01, eta: 1 day, 17:27:52, time: 1.121, data_time: 0.132, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5445, loss_cls: 3.2739, loss: 3.2739, grad_norm: 0.9440 2020-09-28 10:06:41,006 - mmaction - INFO - Epoch [48][580/627] lr: 5.515e-01, eta: 1 day, 17:27:20, time: 1.038, data_time: 0.036, memory: 8472, top1_acc: 0.2905, top5_acc: 0.5449, loss_cls: 3.2730, loss: 3.2730, grad_norm: 0.9546 2020-09-28 10:07:03,244 - mmaction - INFO - Epoch [48][600/627] lr: 5.515e-01, eta: 1 day, 17:26:54, time: 1.111, data_time: 0.039, memory: 8472, top1_acc: 0.2829, top5_acc: 0.5379, loss_cls: 3.3395, loss: 3.3395, grad_norm: 0.9363 2020-09-28 10:07:26,308 - mmaction - INFO - Epoch [48][620/627] lr: 5.515e-01, eta: 1 day, 17:26:32, time: 1.153, data_time: 0.034, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5443, loss_cls: 3.2825, loss: 3.2825, grad_norm: 0.9362 2020-09-28 10:07:34,443 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-09-28 10:08:29,273 - mmaction - INFO - Epoch [49][20/627] lr: 5.494e-01, eta: 1 day, 17:27:43, time: 2.722, data_time: 1.563, memory: 8472, top1_acc: 0.2793, top5_acc: 0.5344, loss_cls: 3.3412, loss: 3.3412, grad_norm: 0.9627 2020-09-28 10:08:50,839 - mmaction - INFO - Epoch [49][40/627] lr: 5.494e-01, eta: 1 day, 17:27:14, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.2970, top5_acc: 0.5486, loss_cls: 3.2564, loss: 3.2564, grad_norm: 0.9292 2020-09-28 10:09:13,403 - mmaction - INFO - Epoch [49][60/627] lr: 5.494e-01, eta: 1 day, 17:26:50, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5469, loss_cls: 3.2695, loss: 3.2695, grad_norm: 0.9569 2020-09-28 10:09:34,862 - mmaction - INFO - Epoch [49][80/627] lr: 5.494e-01, eta: 1 day, 17:26:21, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2904, top5_acc: 0.5397, loss_cls: 3.2835, loss: 3.2835, grad_norm: 0.9579 2020-09-28 10:09:57,619 - mmaction - INFO - Epoch [49][100/627] lr: 5.494e-01, eta: 1 day, 17:25:57, time: 1.135, data_time: 0.001, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5434, loss_cls: 3.2620, loss: 3.2620, grad_norm: 0.9260 2020-09-28 10:10:19,229 - mmaction - INFO - Epoch [49][120/627] lr: 5.494e-01, eta: 1 day, 17:25:29, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5408, loss_cls: 3.2890, loss: 3.2890, grad_norm: 0.9493 2020-09-28 10:10:42,464 - mmaction - INFO - Epoch [49][140/627] lr: 5.494e-01, eta: 1 day, 17:25:08, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5458, loss_cls: 3.2854, loss: 3.2854, grad_norm: 0.9484 2020-09-28 10:11:04,525 - mmaction - INFO - Epoch [49][160/627] lr: 5.494e-01, eta: 1 day, 17:24:41, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2879, top5_acc: 0.5367, loss_cls: 3.2981, loss: 3.2981, grad_norm: 0.9523 2020-09-28 10:11:25,153 - mmaction - INFO - Epoch [49][180/627] lr: 5.494e-01, eta: 1 day, 17:24:08, time: 1.032, data_time: 0.003, memory: 8472, top1_acc: 0.2849, top5_acc: 0.5422, loss_cls: 3.3068, loss: 3.3068, grad_norm: 0.9461 2020-09-28 10:11:48,023 - mmaction - INFO - Epoch [49][200/627] lr: 5.494e-01, eta: 1 day, 17:23:45, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5424, loss_cls: 3.2626, loss: 3.2626, grad_norm: 0.9411 2020-09-28 10:12:10,596 - mmaction - INFO - Epoch [49][220/627] lr: 5.494e-01, eta: 1 day, 17:23:21, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.2924, top5_acc: 0.5477, loss_cls: 3.2798, loss: 3.2798, grad_norm: 0.9542 2020-09-28 10:12:32,502 - mmaction - INFO - Epoch [49][240/627] lr: 5.494e-01, eta: 1 day, 17:22:54, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5477, loss_cls: 3.2629, loss: 3.2629, grad_norm: 0.9504 2020-09-28 10:12:54,135 - mmaction - INFO - Epoch [49][260/627] lr: 5.494e-01, eta: 1 day, 17:22:26, time: 1.084, data_time: 0.017, memory: 8472, top1_acc: 0.2936, top5_acc: 0.5495, loss_cls: 3.2838, loss: 3.2838, grad_norm: 0.9528 2020-09-28 10:13:15,809 - mmaction - INFO - Epoch [49][280/627] lr: 5.494e-01, eta: 1 day, 17:21:58, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.2915, top5_acc: 0.5340, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.9555 2020-09-28 10:13:38,759 - mmaction - INFO - Epoch [49][300/627] lr: 5.494e-01, eta: 1 day, 17:21:35, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5517, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9463 2020-09-28 10:13:59,824 - mmaction - INFO - Epoch [49][320/627] lr: 5.494e-01, eta: 1 day, 17:21:05, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5428, loss_cls: 3.2759, loss: 3.2759, grad_norm: 0.9370 2020-09-28 10:14:21,659 - mmaction - INFO - Epoch [49][340/627] lr: 5.494e-01, eta: 1 day, 17:20:37, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.2922, top5_acc: 0.5473, loss_cls: 3.2764, loss: 3.2764, grad_norm: 0.9620 2020-09-28 10:14:43,620 - mmaction - INFO - Epoch [49][360/627] lr: 5.494e-01, eta: 1 day, 17:20:10, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5434, loss_cls: 3.2724, loss: 3.2724, grad_norm: 0.9484 2020-09-28 10:15:05,477 - mmaction - INFO - Epoch [49][380/627] lr: 5.494e-01, eta: 1 day, 17:19:43, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.2943, top5_acc: 0.5441, loss_cls: 3.2731, loss: 3.2731, grad_norm: 0.9563 2020-09-28 10:15:27,657 - mmaction - INFO - Epoch [49][400/627] lr: 5.494e-01, eta: 1 day, 17:19:17, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5376, loss_cls: 3.2974, loss: 3.2974, grad_norm: 0.9507 2020-09-28 10:15:50,114 - mmaction - INFO - Epoch [49][420/627] lr: 5.494e-01, eta: 1 day, 17:18:52, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2917, top5_acc: 0.5423, loss_cls: 3.2746, loss: 3.2746, grad_norm: 0.9273 2020-09-28 10:16:12,411 - mmaction - INFO - Epoch [49][440/627] lr: 5.494e-01, eta: 1 day, 17:18:27, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2879, top5_acc: 0.5273, loss_cls: 3.3312, loss: 3.3312, grad_norm: 0.9452 2020-09-28 10:16:33,965 - mmaction - INFO - Epoch [49][460/627] lr: 5.494e-01, eta: 1 day, 17:17:59, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5384, loss_cls: 3.2822, loss: 3.2822, grad_norm: 0.9334 2020-09-28 10:16:55,713 - mmaction - INFO - Epoch [49][480/627] lr: 5.494e-01, eta: 1 day, 17:17:31, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5413, loss_cls: 3.2977, loss: 3.2977, grad_norm: 0.9431 2020-09-28 10:17:16,932 - mmaction - INFO - Epoch [49][500/627] lr: 5.494e-01, eta: 1 day, 17:17:01, time: 1.061, data_time: 0.011, memory: 8472, top1_acc: 0.2948, top5_acc: 0.5415, loss_cls: 3.2929, loss: 3.2929, grad_norm: 0.9422 2020-09-28 10:17:40,802 - mmaction - INFO - Epoch [49][520/627] lr: 5.494e-01, eta: 1 day, 17:16:42, time: 1.194, data_time: 0.003, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5447, loss_cls: 3.2804, loss: 3.2804, grad_norm: 0.9378 2020-09-28 10:18:01,992 - mmaction - INFO - Epoch [49][540/627] lr: 5.494e-01, eta: 1 day, 17:16:12, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5422, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.9502 2020-09-28 10:18:24,910 - mmaction - INFO - Epoch [49][560/627] lr: 5.494e-01, eta: 1 day, 17:15:49, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.2970, top5_acc: 0.5434, loss_cls: 3.2773, loss: 3.2773, grad_norm: 0.9521 2020-09-28 10:18:47,533 - mmaction - INFO - Epoch [49][580/627] lr: 5.494e-01, eta: 1 day, 17:15:26, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5363, loss_cls: 3.3051, loss: 3.3051, grad_norm: 0.9489 2020-09-28 10:19:09,078 - mmaction - INFO - Epoch [49][600/627] lr: 5.494e-01, eta: 1 day, 17:14:57, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2880, top5_acc: 0.5358, loss_cls: 3.3287, loss: 3.3287, grad_norm: 0.9473 2020-09-28 10:19:30,883 - mmaction - INFO - Epoch [49][620/627] lr: 5.494e-01, eta: 1 day, 17:14:30, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5410, loss_cls: 3.3007, loss: 3.3007, grad_norm: 0.9574 2020-09-28 10:20:30,016 - mmaction - INFO - Epoch [50][20/627] lr: 5.474e-01, eta: 1 day, 17:15:29, time: 2.617, data_time: 1.520, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5375, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.9479 2020-09-28 10:20:52,333 - mmaction - INFO - Epoch [50][40/627] lr: 5.474e-01, eta: 1 day, 17:15:04, time: 1.116, data_time: 0.004, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5493, loss_cls: 3.2682, loss: 3.2682, grad_norm: 0.9353 2020-09-28 10:21:14,499 - mmaction - INFO - Epoch [50][60/627] lr: 5.474e-01, eta: 1 day, 17:14:38, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3033, top5_acc: 0.5517, loss_cls: 3.2368, loss: 3.2368, grad_norm: 0.9587 2020-09-28 10:21:37,152 - mmaction - INFO - Epoch [50][80/627] lr: 5.474e-01, eta: 1 day, 17:14:14, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2914, top5_acc: 0.5410, loss_cls: 3.3072, loss: 3.3072, grad_norm: 0.9578 2020-09-28 10:21:59,475 - mmaction - INFO - Epoch [50][100/627] lr: 5.474e-01, eta: 1 day, 17:13:49, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5355, loss_cls: 3.2772, loss: 3.2772, grad_norm: 0.9464 2020-09-28 10:22:21,321 - mmaction - INFO - Epoch [50][120/627] lr: 5.474e-01, eta: 1 day, 17:13:22, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.2973, top5_acc: 0.5441, loss_cls: 3.2667, loss: 3.2667, grad_norm: 0.9482 2020-09-28 10:22:43,736 - mmaction - INFO - Epoch [50][140/627] lr: 5.474e-01, eta: 1 day, 17:12:57, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5365, loss_cls: 3.3002, loss: 3.3002, grad_norm: 0.9588 2020-09-28 10:23:06,129 - mmaction - INFO - Epoch [50][160/627] lr: 5.474e-01, eta: 1 day, 17:12:32, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.2888, top5_acc: 0.5345, loss_cls: 3.3096, loss: 3.3096, grad_norm: 0.9512 2020-09-28 10:23:28,671 - mmaction - INFO - Epoch [50][180/627] lr: 5.474e-01, eta: 1 day, 17:12:07, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2988, top5_acc: 0.5464, loss_cls: 3.2718, loss: 3.2718, grad_norm: 0.9436 2020-09-28 10:23:49,980 - mmaction - INFO - Epoch [50][200/627] lr: 5.474e-01, eta: 1 day, 17:11:38, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.2858, top5_acc: 0.5376, loss_cls: 3.3128, loss: 3.3128, grad_norm: 0.9556 2020-09-28 10:24:12,165 - mmaction - INFO - Epoch [50][220/627] lr: 5.474e-01, eta: 1 day, 17:11:12, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3038, top5_acc: 0.5499, loss_cls: 3.2485, loss: 3.2485, grad_norm: 0.9232 2020-09-28 10:24:34,688 - mmaction - INFO - Epoch [50][240/627] lr: 5.474e-01, eta: 1 day, 17:10:48, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5439, loss_cls: 3.2740, loss: 3.2740, grad_norm: 0.9508 2020-09-28 10:24:56,478 - mmaction - INFO - Epoch [50][260/627] lr: 5.474e-01, eta: 1 day, 17:10:20, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.2889, top5_acc: 0.5443, loss_cls: 3.2883, loss: 3.2883, grad_norm: 0.9579 2020-09-28 10:25:17,753 - mmaction - INFO - Epoch [50][280/627] lr: 5.474e-01, eta: 1 day, 17:09:51, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.2931, top5_acc: 0.5451, loss_cls: 3.2671, loss: 3.2671, grad_norm: 0.9489 2020-09-28 10:25:39,840 - mmaction - INFO - Epoch [50][300/627] lr: 5.474e-01, eta: 1 day, 17:09:24, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.2908, top5_acc: 0.5458, loss_cls: 3.2743, loss: 3.2743, grad_norm: 0.9510 2020-09-28 10:26:01,632 - mmaction - INFO - Epoch [50][320/627] lr: 5.474e-01, eta: 1 day, 17:08:57, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2982, top5_acc: 0.5496, loss_cls: 3.2520, loss: 3.2520, grad_norm: 0.9432 2020-09-28 10:26:23,774 - mmaction - INFO - Epoch [50][340/627] lr: 5.474e-01, eta: 1 day, 17:08:31, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3059, top5_acc: 0.5514, loss_cls: 3.2269, loss: 3.2269, grad_norm: 0.9359 2020-09-28 10:26:46,112 - mmaction - INFO - Epoch [50][360/627] lr: 5.474e-01, eta: 1 day, 17:08:06, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5527, loss_cls: 3.2696, loss: 3.2696, grad_norm: 0.9746 2020-09-28 10:27:07,774 - mmaction - INFO - Epoch [50][380/627] lr: 5.474e-01, eta: 1 day, 17:07:38, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5547, loss_cls: 3.2359, loss: 3.2359, grad_norm: 0.9461 2020-09-28 10:27:29,355 - mmaction - INFO - Epoch [50][400/627] lr: 5.474e-01, eta: 1 day, 17:07:10, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5434, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9506 2020-09-28 10:27:51,645 - mmaction - INFO - Epoch [50][420/627] lr: 5.474e-01, eta: 1 day, 17:06:44, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5418, loss_cls: 3.3027, loss: 3.3027, grad_norm: 0.9364 2020-09-28 10:28:14,889 - mmaction - INFO - Epoch [50][440/627] lr: 5.474e-01, eta: 1 day, 17:06:23, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5464, loss_cls: 3.2784, loss: 3.2784, grad_norm: 0.9579 2020-09-28 10:28:35,309 - mmaction - INFO - Epoch [50][460/627] lr: 5.474e-01, eta: 1 day, 17:05:50, time: 1.022, data_time: 0.004, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5280, loss_cls: 3.3306, loss: 3.3306, grad_norm: 0.9395 2020-09-28 10:28:58,006 - mmaction - INFO - Epoch [50][480/627] lr: 5.474e-01, eta: 1 day, 17:05:26, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5340, loss_cls: 3.3054, loss: 3.3054, grad_norm: 0.9414 2020-09-28 10:29:20,126 - mmaction - INFO - Epoch [50][500/627] lr: 5.474e-01, eta: 1 day, 17:05:00, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5387, loss_cls: 3.3163, loss: 3.3163, grad_norm: 0.9560 2020-09-28 10:29:41,190 - mmaction - INFO - Epoch [50][520/627] lr: 5.474e-01, eta: 1 day, 17:04:30, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5398, loss_cls: 3.2911, loss: 3.2911, grad_norm: 0.9584 2020-09-28 10:30:02,662 - mmaction - INFO - Epoch [50][540/627] lr: 5.474e-01, eta: 1 day, 17:04:01, time: 1.072, data_time: 0.100, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5419, loss_cls: 3.2896, loss: 3.2896, grad_norm: 0.9393 2020-09-28 10:30:26,523 - mmaction - INFO - Epoch [50][560/627] lr: 5.474e-01, eta: 1 day, 17:03:42, time: 1.193, data_time: 0.036, memory: 8472, top1_acc: 0.2872, top5_acc: 0.5405, loss_cls: 3.3004, loss: 3.3004, grad_norm: 0.9507 2020-09-28 10:30:47,757 - mmaction - INFO - Epoch [50][580/627] lr: 5.474e-01, eta: 1 day, 17:03:13, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5490, loss_cls: 3.2382, loss: 3.2382, grad_norm: 0.9347 2020-09-28 10:31:11,063 - mmaction - INFO - Epoch [50][600/627] lr: 5.474e-01, eta: 1 day, 17:02:51, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5520, loss_cls: 3.2613, loss: 3.2613, grad_norm: 0.9547 2020-09-28 10:31:32,585 - mmaction - INFO - Epoch [50][620/627] lr: 5.474e-01, eta: 1 day, 17:02:23, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.2885, top5_acc: 0.5380, loss_cls: 3.3053, loss: 3.3053, grad_norm: 0.9443 2020-09-28 10:32:59,632 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 10:33:00,305 - mmaction - INFO - top1_acc 0.3374 top5_acc 0.6082 2020-09-28 10:33:00,306 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 10:33:00,356 - mmaction - INFO - mean_acc 0.3372 2020-09-28 10:33:00,357 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-09-28 10:33:00,370 - mmaction - INFO - Epoch(val) [50][627] top1_acc: 0.3374, top5_acc: 0.6082, mean_class_accuracy: 0.3372 2020-09-28 10:33:52,060 - mmaction - INFO - Epoch [51][20/627] lr: 5.453e-01, eta: 1 day, 17:03:18, time: 2.583, data_time: 1.310, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5438, loss_cls: 3.2876, loss: 3.2876, grad_norm: 0.9596 2020-09-28 10:34:14,169 - mmaction - INFO - Epoch [51][40/627] lr: 5.453e-01, eta: 1 day, 17:02:51, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3092, top5_acc: 0.5560, loss_cls: 3.2158, loss: 3.2158, grad_norm: 0.9238 2020-09-28 10:34:36,050 - mmaction - INFO - Epoch [51][60/627] lr: 5.453e-01, eta: 1 day, 17:02:24, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5443, loss_cls: 3.2551, loss: 3.2551, grad_norm: 0.9539 2020-09-28 10:34:57,656 - mmaction - INFO - Epoch [51][80/627] lr: 5.453e-01, eta: 1 day, 17:01:56, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.2982, top5_acc: 0.5467, loss_cls: 3.2590, loss: 3.2590, grad_norm: 0.9538 2020-09-28 10:35:20,347 - mmaction - INFO - Epoch [51][100/627] lr: 5.453e-01, eta: 1 day, 17:01:33, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.2982, top5_acc: 0.5544, loss_cls: 3.2615, loss: 3.2615, grad_norm: 0.9431 2020-09-28 10:35:42,263 - mmaction - INFO - Epoch [51][120/627] lr: 5.453e-01, eta: 1 day, 17:01:06, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.2862, top5_acc: 0.5389, loss_cls: 3.3069, loss: 3.3069, grad_norm: 0.9524 2020-09-28 10:36:04,315 - mmaction - INFO - Epoch [51][140/627] lr: 5.453e-01, eta: 1 day, 17:00:39, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5430, loss_cls: 3.2481, loss: 3.2481, grad_norm: 0.9541 2020-09-28 10:36:26,854 - mmaction - INFO - Epoch [51][160/627] lr: 5.453e-01, eta: 1 day, 17:00:15, time: 1.129, data_time: 0.005, memory: 8472, top1_acc: 0.2921, top5_acc: 0.5439, loss_cls: 3.2644, loss: 3.2644, grad_norm: 0.9533 2020-09-28 10:36:48,556 - mmaction - INFO - Epoch [51][180/627] lr: 5.453e-01, eta: 1 day, 16:59:47, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5479, loss_cls: 3.2438, loss: 3.2438, grad_norm: 0.9477 2020-09-28 10:37:10,839 - mmaction - INFO - Epoch [51][200/627] lr: 5.453e-01, eta: 1 day, 16:59:22, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2917, top5_acc: 0.5349, loss_cls: 3.3079, loss: 3.3079, grad_norm: 0.9617 2020-09-28 10:37:32,516 - mmaction - INFO - Epoch [51][220/627] lr: 5.453e-01, eta: 1 day, 16:58:54, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.2987, top5_acc: 0.5514, loss_cls: 3.2312, loss: 3.2312, grad_norm: 0.9480 2020-09-28 10:37:53,952 - mmaction - INFO - Epoch [51][240/627] lr: 5.453e-01, eta: 1 day, 16:58:25, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5417, loss_cls: 3.2814, loss: 3.2814, grad_norm: 0.9695 2020-09-28 10:38:16,727 - mmaction - INFO - Epoch [51][260/627] lr: 5.453e-01, eta: 1 day, 16:58:02, time: 1.139, data_time: 0.041, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5492, loss_cls: 3.2635, loss: 3.2635, grad_norm: 0.9503 2020-09-28 10:38:38,386 - mmaction - INFO - Epoch [51][280/627] lr: 5.453e-01, eta: 1 day, 16:57:34, time: 1.083, data_time: 0.018, memory: 8472, top1_acc: 0.2931, top5_acc: 0.5451, loss_cls: 3.2709, loss: 3.2709, grad_norm: 0.9707 2020-09-28 10:39:00,424 - mmaction - INFO - Epoch [51][300/627] lr: 5.453e-01, eta: 1 day, 16:57:08, time: 1.102, data_time: 0.025, memory: 8472, top1_acc: 0.2884, top5_acc: 0.5299, loss_cls: 3.3387, loss: 3.3387, grad_norm: 0.9436 2020-09-28 10:39:22,749 - mmaction - INFO - Epoch [51][320/627] lr: 5.453e-01, eta: 1 day, 16:56:43, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5461, loss_cls: 3.2917, loss: 3.2917, grad_norm: 0.9506 2020-09-28 10:39:45,815 - mmaction - INFO - Epoch [51][340/627] lr: 5.453e-01, eta: 1 day, 16:56:21, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.2996, top5_acc: 0.5462, loss_cls: 3.2792, loss: 3.2792, grad_norm: 0.9427 2020-09-28 10:40:06,404 - mmaction - INFO - Epoch [51][360/627] lr: 5.453e-01, eta: 1 day, 16:55:48, time: 1.029, data_time: 0.003, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5443, loss_cls: 3.2540, loss: 3.2540, grad_norm: 0.9516 2020-09-28 10:40:29,515 - mmaction - INFO - Epoch [51][380/627] lr: 5.453e-01, eta: 1 day, 16:55:26, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.2991, top5_acc: 0.5395, loss_cls: 3.2645, loss: 3.2645, grad_norm: 0.9625 2020-09-28 10:40:51,755 - mmaction - INFO - Epoch [51][400/627] lr: 5.453e-01, eta: 1 day, 16:55:01, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5443, loss_cls: 3.2859, loss: 3.2859, grad_norm: 0.9423 2020-09-28 10:41:13,115 - mmaction - INFO - Epoch [51][420/627] lr: 5.453e-01, eta: 1 day, 16:54:32, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5534, loss_cls: 3.2324, loss: 3.2324, grad_norm: 0.9550 2020-09-28 10:41:35,348 - mmaction - INFO - Epoch [51][440/627] lr: 5.453e-01, eta: 1 day, 16:54:06, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5457, loss_cls: 3.2570, loss: 3.2570, grad_norm: 0.9463 2020-09-28 10:41:57,471 - mmaction - INFO - Epoch [51][460/627] lr: 5.453e-01, eta: 1 day, 16:53:41, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5549, loss_cls: 3.2560, loss: 3.2560, grad_norm: 0.9680 2020-09-28 10:42:19,714 - mmaction - INFO - Epoch [51][480/627] lr: 5.453e-01, eta: 1 day, 16:53:15, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.2771, top5_acc: 0.5276, loss_cls: 3.3403, loss: 3.3403, grad_norm: 0.9576 2020-09-28 10:42:42,834 - mmaction - INFO - Epoch [51][500/627] lr: 5.453e-01, eta: 1 day, 16:52:53, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5475, loss_cls: 3.2499, loss: 3.2499, grad_norm: 0.9480 2020-09-28 10:43:03,214 - mmaction - INFO - Epoch [51][520/627] lr: 5.453e-01, eta: 1 day, 16:52:20, time: 1.019, data_time: 0.002, memory: 8472, top1_acc: 0.2973, top5_acc: 0.5445, loss_cls: 3.2806, loss: 3.2806, grad_norm: 0.9654 2020-09-28 10:43:26,021 - mmaction - INFO - Epoch [51][540/627] lr: 5.453e-01, eta: 1 day, 16:51:57, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.2861, top5_acc: 0.5294, loss_cls: 3.3563, loss: 3.3563, grad_norm: 0.9277 2020-09-28 10:43:48,425 - mmaction - INFO - Epoch [51][560/627] lr: 5.453e-01, eta: 1 day, 16:51:32, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5419, loss_cls: 3.2743, loss: 3.2743, grad_norm: 0.9502 2020-09-28 10:44:10,535 - mmaction - INFO - Epoch [51][580/627] lr: 5.453e-01, eta: 1 day, 16:51:06, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5447, loss_cls: 3.2980, loss: 3.2980, grad_norm: 0.9620 2020-09-28 10:44:32,129 - mmaction - INFO - Epoch [51][600/627] lr: 5.453e-01, eta: 1 day, 16:50:38, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.2866, top5_acc: 0.5331, loss_cls: 3.3444, loss: 3.3444, grad_norm: 0.9223 2020-09-28 10:44:54,560 - mmaction - INFO - Epoch [51][620/627] lr: 5.453e-01, eta: 1 day, 16:50:14, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.3027, top5_acc: 0.5566, loss_cls: 3.2133, loss: 3.2133, grad_norm: 0.9352 2020-09-28 10:45:54,116 - mmaction - INFO - Epoch [52][20/627] lr: 5.431e-01, eta: 1 day, 16:51:10, time: 2.626, data_time: 1.495, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5496, loss_cls: 3.2767, loss: 3.2767, grad_norm: 0.9730 2020-09-28 10:46:16,906 - mmaction - INFO - Epoch [52][40/627] lr: 5.431e-01, eta: 1 day, 16:50:46, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5410, loss_cls: 3.2905, loss: 3.2905, grad_norm: 0.9465 2020-09-28 10:46:39,005 - mmaction - INFO - Epoch [52][60/627] lr: 5.431e-01, eta: 1 day, 16:50:20, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2984, top5_acc: 0.5437, loss_cls: 3.2541, loss: 3.2541, grad_norm: 0.9557 2020-09-28 10:47:00,442 - mmaction - INFO - Epoch [52][80/627] lr: 5.431e-01, eta: 1 day, 16:49:51, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5503, loss_cls: 3.2516, loss: 3.2516, grad_norm: 0.9569 2020-09-28 10:47:23,088 - mmaction - INFO - Epoch [52][100/627] lr: 5.431e-01, eta: 1 day, 16:49:28, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2910, top5_acc: 0.5405, loss_cls: 3.2859, loss: 3.2859, grad_norm: 0.9618 2020-09-28 10:47:45,243 - mmaction - INFO - Epoch [52][120/627] lr: 5.431e-01, eta: 1 day, 16:49:02, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.2956, top5_acc: 0.5409, loss_cls: 3.3005, loss: 3.3005, grad_norm: 0.9411 2020-09-28 10:48:07,671 - mmaction - INFO - Epoch [52][140/627] lr: 5.431e-01, eta: 1 day, 16:48:37, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5470, loss_cls: 3.2640, loss: 3.2640, grad_norm: 0.9364 2020-09-28 10:48:28,508 - mmaction - INFO - Epoch [52][160/627] lr: 5.431e-01, eta: 1 day, 16:48:06, time: 1.041, data_time: 0.002, memory: 8472, top1_acc: 0.2966, top5_acc: 0.5471, loss_cls: 3.2534, loss: 3.2534, grad_norm: 0.9392 2020-09-28 10:48:51,976 - mmaction - INFO - Epoch [52][180/627] lr: 5.431e-01, eta: 1 day, 16:47:46, time: 1.175, data_time: 0.003, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5469, loss_cls: 3.2641, loss: 3.2641, grad_norm: 0.9530 2020-09-28 10:49:13,856 - mmaction - INFO - Epoch [52][200/627] lr: 5.431e-01, eta: 1 day, 16:47:19, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.2987, top5_acc: 0.5514, loss_cls: 3.2613, loss: 3.2613, grad_norm: 0.9797 2020-09-28 10:49:35,640 - mmaction - INFO - Epoch [52][220/627] lr: 5.431e-01, eta: 1 day, 16:46:51, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5462, loss_cls: 3.2774, loss: 3.2774, grad_norm: 0.9663 2020-09-28 10:49:56,772 - mmaction - INFO - Epoch [52][240/627] lr: 5.431e-01, eta: 1 day, 16:46:21, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5565, loss_cls: 3.2357, loss: 3.2357, grad_norm: 0.9418 2020-09-28 10:50:19,142 - mmaction - INFO - Epoch [52][260/627] lr: 5.431e-01, eta: 1 day, 16:45:57, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2949, top5_acc: 0.5482, loss_cls: 3.2531, loss: 3.2531, grad_norm: 0.9622 2020-09-28 10:50:40,452 - mmaction - INFO - Epoch [52][280/627] lr: 5.431e-01, eta: 1 day, 16:45:28, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.2876, top5_acc: 0.5409, loss_cls: 3.2869, loss: 3.2869, grad_norm: 0.9604 2020-09-28 10:51:02,836 - mmaction - INFO - Epoch [52][300/627] lr: 5.431e-01, eta: 1 day, 16:45:03, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.2917, top5_acc: 0.5457, loss_cls: 3.2829, loss: 3.2829, grad_norm: 0.9493 2020-09-28 10:51:24,403 - mmaction - INFO - Epoch [52][320/627] lr: 5.431e-01, eta: 1 day, 16:44:35, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.2915, top5_acc: 0.5408, loss_cls: 3.2920, loss: 3.2920, grad_norm: 0.9526 2020-09-28 10:51:47,559 - mmaction - INFO - Epoch [52][340/627] lr: 5.431e-01, eta: 1 day, 16:44:13, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.2891, top5_acc: 0.5452, loss_cls: 3.2987, loss: 3.2987, grad_norm: 0.9524 2020-09-28 10:52:09,043 - mmaction - INFO - Epoch [52][360/627] lr: 5.431e-01, eta: 1 day, 16:43:44, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3018, top5_acc: 0.5424, loss_cls: 3.2753, loss: 3.2753, grad_norm: 0.9399 2020-09-28 10:52:31,639 - mmaction - INFO - Epoch [52][380/627] lr: 5.431e-01, eta: 1 day, 16:43:20, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.2948, top5_acc: 0.5509, loss_cls: 3.2526, loss: 3.2526, grad_norm: 0.9585 2020-09-28 10:52:52,777 - mmaction - INFO - Epoch [52][400/627] lr: 5.431e-01, eta: 1 day, 16:42:51, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5353, loss_cls: 3.3054, loss: 3.3054, grad_norm: 0.9529 2020-09-28 10:53:15,644 - mmaction - INFO - Epoch [52][420/627] lr: 5.431e-01, eta: 1 day, 16:42:28, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5443, loss_cls: 3.2661, loss: 3.2661, grad_norm: 0.9478 2020-09-28 10:53:37,541 - mmaction - INFO - Epoch [52][440/627] lr: 5.431e-01, eta: 1 day, 16:42:01, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.2987, top5_acc: 0.5387, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9464 2020-09-28 10:54:00,166 - mmaction - INFO - Epoch [52][460/627] lr: 5.431e-01, eta: 1 day, 16:41:37, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2931, top5_acc: 0.5458, loss_cls: 3.2652, loss: 3.2652, grad_norm: 0.9291 2020-09-28 10:54:21,825 - mmaction - INFO - Epoch [52][480/627] lr: 5.431e-01, eta: 1 day, 16:41:09, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.3078, top5_acc: 0.5493, loss_cls: 3.2276, loss: 3.2276, grad_norm: 0.9525 2020-09-28 10:54:42,451 - mmaction - INFO - Epoch [52][500/627] lr: 5.431e-01, eta: 1 day, 16:40:37, time: 1.032, data_time: 0.004, memory: 8472, top1_acc: 0.3043, top5_acc: 0.5480, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.9587 2020-09-28 10:55:05,373 - mmaction - INFO - Epoch [52][520/627] lr: 5.431e-01, eta: 1 day, 16:40:15, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5376, loss_cls: 3.3013, loss: 3.3013, grad_norm: 0.9547 2020-09-28 10:55:27,945 - mmaction - INFO - Epoch [52][540/627] lr: 5.431e-01, eta: 1 day, 16:39:51, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3007, top5_acc: 0.5479, loss_cls: 3.2574, loss: 3.2574, grad_norm: 0.9517 2020-09-28 10:55:49,727 - mmaction - INFO - Epoch [52][560/627] lr: 5.431e-01, eta: 1 day, 16:39:24, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2923, top5_acc: 0.5458, loss_cls: 3.2586, loss: 3.2586, grad_norm: 0.9575 2020-09-28 10:56:11,583 - mmaction - INFO - Epoch [52][580/627] lr: 5.431e-01, eta: 1 day, 16:38:57, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.2876, top5_acc: 0.5350, loss_cls: 3.3152, loss: 3.3152, grad_norm: 0.9532 2020-09-28 10:56:33,489 - mmaction - INFO - Epoch [52][600/627] lr: 5.431e-01, eta: 1 day, 16:38:30, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5514, loss_cls: 3.2842, loss: 3.2842, grad_norm: 0.9496 2020-09-28 10:56:55,831 - mmaction - INFO - Epoch [52][620/627] lr: 5.431e-01, eta: 1 day, 16:38:05, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.2919, top5_acc: 0.5432, loss_cls: 3.2941, loss: 3.2941, grad_norm: 0.9606 2020-09-28 10:57:02,583 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-09-28 10:57:55,311 - mmaction - INFO - Epoch [53][20/627] lr: 5.410e-01, eta: 1 day, 16:38:58, time: 2.616, data_time: 1.419, memory: 8472, top1_acc: 0.2855, top5_acc: 0.5393, loss_cls: 3.2981, loss: 3.2981, grad_norm: 0.9679 2020-09-28 10:58:17,505 - mmaction - INFO - Epoch [53][40/627] lr: 5.410e-01, eta: 1 day, 16:38:33, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.2880, top5_acc: 0.5414, loss_cls: 3.2896, loss: 3.2896, grad_norm: 0.9512 2020-09-28 10:58:38,854 - mmaction - INFO - Epoch [53][60/627] lr: 5.410e-01, eta: 1 day, 16:38:04, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5440, loss_cls: 3.2787, loss: 3.2787, grad_norm: 0.9494 2020-09-28 10:59:01,002 - mmaction - INFO - Epoch [53][80/627] lr: 5.410e-01, eta: 1 day, 16:37:38, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2995, top5_acc: 0.5404, loss_cls: 3.2607, loss: 3.2607, grad_norm: 0.9417 2020-09-28 10:59:22,224 - mmaction - INFO - Epoch [53][100/627] lr: 5.410e-01, eta: 1 day, 16:37:09, time: 1.062, data_time: 0.004, memory: 8472, top1_acc: 0.3051, top5_acc: 0.5501, loss_cls: 3.2265, loss: 3.2265, grad_norm: 0.9524 2020-09-28 10:59:45,638 - mmaction - INFO - Epoch [53][120/627] lr: 5.410e-01, eta: 1 day, 16:36:48, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5499, loss_cls: 3.2460, loss: 3.2460, grad_norm: 0.9557 2020-09-28 11:00:08,815 - mmaction - INFO - Epoch [53][140/627] lr: 5.410e-01, eta: 1 day, 16:36:26, time: 1.158, data_time: 0.003, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5440, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.9531 2020-09-28 11:00:30,188 - mmaction - INFO - Epoch [53][160/627] lr: 5.410e-01, eta: 1 day, 16:35:57, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5507, loss_cls: 3.2479, loss: 3.2479, grad_norm: 0.9392 2020-09-28 11:00:53,986 - mmaction - INFO - Epoch [53][180/627] lr: 5.410e-01, eta: 1 day, 16:35:38, time: 1.188, data_time: 0.002, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5533, loss_cls: 3.2139, loss: 3.2139, grad_norm: 0.9510 2020-09-28 11:01:16,173 - mmaction - INFO - Epoch [53][200/627] lr: 5.410e-01, eta: 1 day, 16:35:12, time: 1.111, data_time: 0.004, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5540, loss_cls: 3.2362, loss: 3.2362, grad_norm: 0.9510 2020-09-28 11:01:37,785 - mmaction - INFO - Epoch [53][220/627] lr: 5.410e-01, eta: 1 day, 16:34:45, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.2953, top5_acc: 0.5518, loss_cls: 3.2576, loss: 3.2576, grad_norm: 0.9691 2020-09-28 11:01:59,465 - mmaction - INFO - Epoch [53][240/627] lr: 5.410e-01, eta: 1 day, 16:34:17, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3062, top5_acc: 0.5479, loss_cls: 3.2493, loss: 3.2493, grad_norm: 0.9524 2020-09-28 11:02:20,889 - mmaction - INFO - Epoch [53][260/627] lr: 5.410e-01, eta: 1 day, 16:33:49, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5495, loss_cls: 3.2544, loss: 3.2544, grad_norm: 0.9459 2020-09-28 11:02:43,057 - mmaction - INFO - Epoch [53][280/627] lr: 5.410e-01, eta: 1 day, 16:33:23, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5408, loss_cls: 3.2507, loss: 3.2507, grad_norm: 0.9606 2020-09-28 11:03:04,060 - mmaction - INFO - Epoch [53][300/627] lr: 5.410e-01, eta: 1 day, 16:32:53, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5577, loss_cls: 3.2336, loss: 3.2336, grad_norm: 0.9525 2020-09-28 11:03:26,507 - mmaction - INFO - Epoch [53][320/627] lr: 5.410e-01, eta: 1 day, 16:32:28, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5424, loss_cls: 3.2583, loss: 3.2583, grad_norm: 0.9500 2020-09-28 11:03:49,676 - mmaction - INFO - Epoch [53][340/627] lr: 5.410e-01, eta: 1 day, 16:32:06, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5444, loss_cls: 3.2672, loss: 3.2672, grad_norm: 0.9498 2020-09-28 11:04:11,182 - mmaction - INFO - Epoch [53][360/627] lr: 5.410e-01, eta: 1 day, 16:31:38, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2879, top5_acc: 0.5316, loss_cls: 3.3218, loss: 3.3218, grad_norm: 0.9566 2020-09-28 11:04:33,707 - mmaction - INFO - Epoch [53][380/627] lr: 5.410e-01, eta: 1 day, 16:31:14, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5332, loss_cls: 3.3157, loss: 3.3157, grad_norm: 0.9697 2020-09-28 11:04:54,563 - mmaction - INFO - Epoch [53][400/627] lr: 5.410e-01, eta: 1 day, 16:30:43, time: 1.045, data_time: 0.004, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5470, loss_cls: 3.2676, loss: 3.2676, grad_norm: 0.9352 2020-09-28 11:05:17,797 - mmaction - INFO - Epoch [53][420/627] lr: 5.410e-01, eta: 1 day, 16:30:22, time: 1.162, data_time: 0.001, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5491, loss_cls: 3.2428, loss: 3.2428, grad_norm: 0.9445 2020-09-28 11:05:40,493 - mmaction - INFO - Epoch [53][440/627] lr: 5.410e-01, eta: 1 day, 16:29:58, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5470, loss_cls: 3.2500, loss: 3.2500, grad_norm: 0.9583 2020-09-28 11:06:01,811 - mmaction - INFO - Epoch [53][460/627] lr: 5.410e-01, eta: 1 day, 16:29:29, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5389, loss_cls: 3.2712, loss: 3.2712, grad_norm: 0.9515 2020-09-28 11:06:23,842 - mmaction - INFO - Epoch [53][480/627] lr: 5.410e-01, eta: 1 day, 16:29:03, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.2901, top5_acc: 0.5419, loss_cls: 3.2810, loss: 3.2810, grad_norm: 0.9544 2020-09-28 11:06:46,199 - mmaction - INFO - Epoch [53][500/627] lr: 5.410e-01, eta: 1 day, 16:28:38, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5402, loss_cls: 3.2836, loss: 3.2836, grad_norm: 0.9410 2020-09-28 11:07:08,934 - mmaction - INFO - Epoch [53][520/627] lr: 5.410e-01, eta: 1 day, 16:28:15, time: 1.134, data_time: 0.017, memory: 8472, top1_acc: 0.2915, top5_acc: 0.5408, loss_cls: 3.2739, loss: 3.2739, grad_norm: 0.9511 2020-09-28 11:07:30,558 - mmaction - INFO - Epoch [53][540/627] lr: 5.410e-01, eta: 1 day, 16:27:47, time: 1.083, data_time: 0.005, memory: 8472, top1_acc: 0.2867, top5_acc: 0.5388, loss_cls: 3.2924, loss: 3.2924, grad_norm: 0.9473 2020-09-28 11:07:51,996 - mmaction - INFO - Epoch [53][560/627] lr: 5.410e-01, eta: 1 day, 16:27:19, time: 1.074, data_time: 0.074, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5456, loss_cls: 3.2615, loss: 3.2615, grad_norm: 0.9592 2020-09-28 11:08:14,600 - mmaction - INFO - Epoch [53][580/627] lr: 5.410e-01, eta: 1 day, 16:26:55, time: 1.129, data_time: 0.097, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5470, loss_cls: 3.2631, loss: 3.2631, grad_norm: 0.9411 2020-09-28 11:08:36,729 - mmaction - INFO - Epoch [53][600/627] lr: 5.410e-01, eta: 1 day, 16:26:29, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.2949, top5_acc: 0.5371, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.9417 2020-09-28 11:08:58,782 - mmaction - INFO - Epoch [53][620/627] lr: 5.410e-01, eta: 1 day, 16:26:03, time: 1.103, data_time: 0.010, memory: 8472, top1_acc: 0.2999, top5_acc: 0.5471, loss_cls: 3.2729, loss: 3.2729, grad_norm: 0.9529 2020-09-28 11:10:03,102 - mmaction - INFO - Epoch [54][20/627] lr: 5.388e-01, eta: 1 day, 16:27:09, time: 2.805, data_time: 1.642, memory: 8472, top1_acc: 0.2910, top5_acc: 0.5358, loss_cls: 3.3033, loss: 3.3033, grad_norm: 0.9673 2020-09-28 11:10:25,222 - mmaction - INFO - Epoch [54][40/627] lr: 5.388e-01, eta: 1 day, 16:26:43, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2922, top5_acc: 0.5408, loss_cls: 3.2616, loss: 3.2616, grad_norm: 0.9525 2020-09-28 11:10:47,270 - mmaction - INFO - Epoch [54][60/627] lr: 5.388e-01, eta: 1 day, 16:26:17, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2999, top5_acc: 0.5454, loss_cls: 3.2818, loss: 3.2818, grad_norm: 0.9637 2020-09-28 11:11:09,216 - mmaction - INFO - Epoch [54][80/627] lr: 5.388e-01, eta: 1 day, 16:25:50, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5475, loss_cls: 3.2527, loss: 3.2527, grad_norm: 0.9423 2020-09-28 11:11:31,128 - mmaction - INFO - Epoch [54][100/627] lr: 5.388e-01, eta: 1 day, 16:25:24, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5509, loss_cls: 3.2146, loss: 3.2146, grad_norm: 0.9592 2020-09-28 11:11:53,319 - mmaction - INFO - Epoch [54][120/627] lr: 5.388e-01, eta: 1 day, 16:24:58, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.2984, top5_acc: 0.5536, loss_cls: 3.2403, loss: 3.2403, grad_norm: 0.9606 2020-09-28 11:12:15,752 - mmaction - INFO - Epoch [54][140/627] lr: 5.388e-01, eta: 1 day, 16:24:34, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5551, loss_cls: 3.2268, loss: 3.2268, grad_norm: 0.9475 2020-09-28 11:12:38,143 - mmaction - INFO - Epoch [54][160/627] lr: 5.388e-01, eta: 1 day, 16:24:09, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.2909, top5_acc: 0.5484, loss_cls: 3.2700, loss: 3.2700, grad_norm: 0.9735 2020-09-28 11:13:00,075 - mmaction - INFO - Epoch [54][180/627] lr: 5.388e-01, eta: 1 day, 16:23:42, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5577, loss_cls: 3.2249, loss: 3.2249, grad_norm: 0.9587 2020-09-28 11:13:21,340 - mmaction - INFO - Epoch [54][200/627] lr: 5.388e-01, eta: 1 day, 16:23:13, time: 1.064, data_time: 0.004, memory: 8472, top1_acc: 0.3108, top5_acc: 0.5560, loss_cls: 3.2420, loss: 3.2420, grad_norm: 0.9741 2020-09-28 11:13:45,389 - mmaction - INFO - Epoch [54][220/627] lr: 5.388e-01, eta: 1 day, 16:22:55, time: 1.202, data_time: 0.002, memory: 8472, top1_acc: 0.2859, top5_acc: 0.5335, loss_cls: 3.3289, loss: 3.3289, grad_norm: 0.9629 2020-09-28 11:14:04,980 - mmaction - INFO - Epoch [54][240/627] lr: 5.388e-01, eta: 1 day, 16:22:20, time: 0.979, data_time: 0.002, memory: 8472, top1_acc: 0.3022, top5_acc: 0.5490, loss_cls: 3.2560, loss: 3.2560, grad_norm: 0.9449 2020-09-28 11:14:26,760 - mmaction - INFO - Epoch [54][260/627] lr: 5.388e-01, eta: 1 day, 16:21:52, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3047, top5_acc: 0.5505, loss_cls: 3.2194, loss: 3.2194, grad_norm: 0.9652 2020-09-28 11:14:48,804 - mmaction - INFO - Epoch [54][280/627] lr: 5.388e-01, eta: 1 day, 16:21:27, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5482, loss_cls: 3.2669, loss: 3.2669, grad_norm: 0.9588 2020-09-28 11:15:11,366 - mmaction - INFO - Epoch [54][300/627] lr: 5.388e-01, eta: 1 day, 16:21:02, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5451, loss_cls: 3.2746, loss: 3.2746, grad_norm: 0.9637 2020-09-28 11:15:33,582 - mmaction - INFO - Epoch [54][320/627] lr: 5.388e-01, eta: 1 day, 16:20:37, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5419, loss_cls: 3.2624, loss: 3.2624, grad_norm: 0.9712 2020-09-28 11:15:56,217 - mmaction - INFO - Epoch [54][340/627] lr: 5.388e-01, eta: 1 day, 16:20:13, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3008, top5_acc: 0.5456, loss_cls: 3.2642, loss: 3.2642, grad_norm: 0.9718 2020-09-28 11:16:18,744 - mmaction - INFO - Epoch [54][360/627] lr: 5.388e-01, eta: 1 day, 16:19:49, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5383, loss_cls: 3.2855, loss: 3.2855, grad_norm: 0.9494 2020-09-28 11:16:40,594 - mmaction - INFO - Epoch [54][380/627] lr: 5.388e-01, eta: 1 day, 16:19:22, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.2952, top5_acc: 0.5410, loss_cls: 3.2824, loss: 3.2824, grad_norm: 0.9540 2020-09-28 11:17:01,815 - mmaction - INFO - Epoch [54][400/627] lr: 5.388e-01, eta: 1 day, 16:18:53, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.2940, top5_acc: 0.5400, loss_cls: 3.2675, loss: 3.2675, grad_norm: 0.9539 2020-09-28 11:17:24,579 - mmaction - INFO - Epoch [54][420/627] lr: 5.388e-01, eta: 1 day, 16:18:30, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5456, loss_cls: 3.2529, loss: 3.2529, grad_norm: 0.9513 2020-09-28 11:17:46,895 - mmaction - INFO - Epoch [54][440/627] lr: 5.388e-01, eta: 1 day, 16:18:05, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.2995, top5_acc: 0.5462, loss_cls: 3.2821, loss: 3.2821, grad_norm: 0.9623 2020-09-28 11:18:09,788 - mmaction - INFO - Epoch [54][460/627] lr: 5.388e-01, eta: 1 day, 16:17:42, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.2926, top5_acc: 0.5445, loss_cls: 3.2936, loss: 3.2936, grad_norm: 0.9618 2020-09-28 11:18:32,093 - mmaction - INFO - Epoch [54][480/627] lr: 5.388e-01, eta: 1 day, 16:17:17, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.2839, top5_acc: 0.5480, loss_cls: 3.2695, loss: 3.2695, grad_norm: 0.9594 2020-09-28 11:18:54,142 - mmaction - INFO - Epoch [54][500/627] lr: 5.388e-01, eta: 1 day, 16:16:51, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.2921, top5_acc: 0.5436, loss_cls: 3.2888, loss: 3.2888, grad_norm: 0.9638 2020-09-28 11:19:15,675 - mmaction - INFO - Epoch [54][520/627] lr: 5.388e-01, eta: 1 day, 16:16:23, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.2922, top5_acc: 0.5422, loss_cls: 3.2957, loss: 3.2957, grad_norm: 0.9533 2020-09-28 11:19:37,067 - mmaction - INFO - Epoch [54][540/627] lr: 5.388e-01, eta: 1 day, 16:15:55, time: 1.070, data_time: 0.029, memory: 8472, top1_acc: 0.2991, top5_acc: 0.5478, loss_cls: 3.2357, loss: 3.2357, grad_norm: 0.9578 2020-09-28 11:20:01,407 - mmaction - INFO - Epoch [54][560/627] lr: 5.388e-01, eta: 1 day, 16:15:37, time: 1.214, data_time: 0.002, memory: 8472, top1_acc: 0.2984, top5_acc: 0.5523, loss_cls: 3.2392, loss: 3.2392, grad_norm: 0.9567 2020-09-28 11:20:24,362 - mmaction - INFO - Epoch [54][580/627] lr: 5.388e-01, eta: 1 day, 16:15:15, time: 1.150, data_time: 0.004, memory: 8472, top1_acc: 0.2993, top5_acc: 0.5480, loss_cls: 3.2670, loss: 3.2670, grad_norm: 0.9524 2020-09-28 11:20:46,085 - mmaction - INFO - Epoch [54][600/627] lr: 5.388e-01, eta: 1 day, 16:14:48, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5495, loss_cls: 3.2498, loss: 3.2498, grad_norm: 0.9540 2020-09-28 11:21:08,001 - mmaction - INFO - Epoch [54][620/627] lr: 5.388e-01, eta: 1 day, 16:14:21, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5391, loss_cls: 3.3012, loss: 3.3012, grad_norm: 0.9496 2020-09-28 11:22:06,508 - mmaction - INFO - Epoch [55][20/627] lr: 5.365e-01, eta: 1 day, 16:15:07, time: 2.576, data_time: 1.344, memory: 8472, top1_acc: 0.2846, top5_acc: 0.5469, loss_cls: 3.2909, loss: 3.2909, grad_norm: 0.9621 2020-09-28 11:22:29,838 - mmaction - INFO - Epoch [55][40/627] lr: 5.365e-01, eta: 1 day, 16:14:46, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5530, loss_cls: 3.2582, loss: 3.2582, grad_norm: 0.9595 2020-09-28 11:22:51,419 - mmaction - INFO - Epoch [55][60/627] lr: 5.365e-01, eta: 1 day, 16:14:18, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5507, loss_cls: 3.2460, loss: 3.2460, grad_norm: 0.9580 2020-09-28 11:23:13,404 - mmaction - INFO - Epoch [55][80/627] lr: 5.365e-01, eta: 1 day, 16:13:52, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.2993, top5_acc: 0.5477, loss_cls: 3.2639, loss: 3.2639, grad_norm: 0.9649 2020-09-28 11:23:35,187 - mmaction - INFO - Epoch [55][100/627] lr: 5.365e-01, eta: 1 day, 16:13:25, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3021, top5_acc: 0.5483, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.9422 2020-09-28 11:23:57,727 - mmaction - INFO - Epoch [55][120/627] lr: 5.365e-01, eta: 1 day, 16:13:01, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5471, loss_cls: 3.2678, loss: 3.2678, grad_norm: 0.9583 2020-09-28 11:24:20,531 - mmaction - INFO - Epoch [55][140/627] lr: 5.365e-01, eta: 1 day, 16:12:38, time: 1.142, data_time: 0.095, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5466, loss_cls: 3.2428, loss: 3.2428, grad_norm: 0.9534 2020-09-28 11:24:42,928 - mmaction - INFO - Epoch [55][160/627] lr: 5.365e-01, eta: 1 day, 16:12:13, time: 1.120, data_time: 0.142, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5547, loss_cls: 3.2053, loss: 3.2053, grad_norm: 0.9621 2020-09-28 11:25:04,453 - mmaction - INFO - Epoch [55][180/627] lr: 5.365e-01, eta: 1 day, 16:11:45, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5383, loss_cls: 3.2802, loss: 3.2802, grad_norm: 0.9644 2020-09-28 11:25:26,763 - mmaction - INFO - Epoch [55][200/627] lr: 5.365e-01, eta: 1 day, 16:11:20, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5492, loss_cls: 3.2400, loss: 3.2400, grad_norm: 0.9583 2020-09-28 11:25:48,900 - mmaction - INFO - Epoch [55][220/627] lr: 5.365e-01, eta: 1 day, 16:10:54, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.2922, top5_acc: 0.5367, loss_cls: 3.3132, loss: 3.3132, grad_norm: 0.9661 2020-09-28 11:26:10,700 - mmaction - INFO - Epoch [55][240/627] lr: 5.365e-01, eta: 1 day, 16:10:27, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.2949, top5_acc: 0.5501, loss_cls: 3.2469, loss: 3.2469, grad_norm: 0.9655 2020-09-28 11:26:33,572 - mmaction - INFO - Epoch [55][260/627] lr: 5.365e-01, eta: 1 day, 16:10:05, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.3069, top5_acc: 0.5604, loss_cls: 3.2215, loss: 3.2215, grad_norm: 0.9545 2020-09-28 11:26:55,580 - mmaction - INFO - Epoch [55][280/627] lr: 5.365e-01, eta: 1 day, 16:09:38, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5451, loss_cls: 3.2586, loss: 3.2586, grad_norm: 0.9653 2020-09-28 11:27:17,242 - mmaction - INFO - Epoch [55][300/627] lr: 5.365e-01, eta: 1 day, 16:09:11, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5493, loss_cls: 3.2495, loss: 3.2495, grad_norm: 0.9611 2020-09-28 11:27:40,161 - mmaction - INFO - Epoch [55][320/627] lr: 5.365e-01, eta: 1 day, 16:08:48, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5521, loss_cls: 3.2455, loss: 3.2455, grad_norm: 0.9672 2020-09-28 11:28:02,698 - mmaction - INFO - Epoch [55][340/627] lr: 5.365e-01, eta: 1 day, 16:08:24, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5540, loss_cls: 3.2445, loss: 3.2445, grad_norm: 0.9531 2020-09-28 11:28:24,625 - mmaction - INFO - Epoch [55][360/627] lr: 5.365e-01, eta: 1 day, 16:07:58, time: 1.098, data_time: 0.079, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5542, loss_cls: 3.2460, loss: 3.2460, grad_norm: 0.9601 2020-09-28 11:28:46,927 - mmaction - INFO - Epoch [55][380/627] lr: 5.365e-01, eta: 1 day, 16:07:33, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5569, loss_cls: 3.2197, loss: 3.2197, grad_norm: 0.9552 2020-09-28 11:29:09,752 - mmaction - INFO - Epoch [55][400/627] lr: 5.365e-01, eta: 1 day, 16:07:10, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.2944, top5_acc: 0.5406, loss_cls: 3.2713, loss: 3.2713, grad_norm: 0.9624 2020-09-28 11:29:31,368 - mmaction - INFO - Epoch [55][420/627] lr: 5.365e-01, eta: 1 day, 16:06:42, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2865, top5_acc: 0.5359, loss_cls: 3.3073, loss: 3.3073, grad_norm: 0.9581 2020-09-28 11:29:53,128 - mmaction - INFO - Epoch [55][440/627] lr: 5.365e-01, eta: 1 day, 16:06:15, time: 1.086, data_time: 0.048, memory: 8472, top1_acc: 0.2923, top5_acc: 0.5327, loss_cls: 3.3141, loss: 3.3141, grad_norm: 0.9561 2020-09-28 11:30:15,252 - mmaction - INFO - Epoch [55][460/627] lr: 5.365e-01, eta: 1 day, 16:05:50, time: 1.108, data_time: 0.137, memory: 8472, top1_acc: 0.2996, top5_acc: 0.5435, loss_cls: 3.2714, loss: 3.2714, grad_norm: 0.9464 2020-09-28 11:30:37,272 - mmaction - INFO - Epoch [55][480/627] lr: 5.365e-01, eta: 1 day, 16:05:23, time: 1.101, data_time: 0.025, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5483, loss_cls: 3.2415, loss: 3.2415, grad_norm: 0.9614 2020-09-28 11:31:00,815 - mmaction - INFO - Epoch [55][500/627] lr: 5.365e-01, eta: 1 day, 16:05:03, time: 1.178, data_time: 0.051, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5431, loss_cls: 3.2771, loss: 3.2771, grad_norm: 0.9646 2020-09-28 11:31:23,458 - mmaction - INFO - Epoch [55][520/627] lr: 5.365e-01, eta: 1 day, 16:04:39, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.2932, top5_acc: 0.5431, loss_cls: 3.2965, loss: 3.2965, grad_norm: 0.9633 2020-09-28 11:31:46,358 - mmaction - INFO - Epoch [55][540/627] lr: 5.365e-01, eta: 1 day, 16:04:16, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3030, top5_acc: 0.5505, loss_cls: 3.2540, loss: 3.2540, grad_norm: 0.9624 2020-09-28 11:32:07,680 - mmaction - INFO - Epoch [55][560/627] lr: 5.365e-01, eta: 1 day, 16:03:48, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3047, top5_acc: 0.5432, loss_cls: 3.2637, loss: 3.2637, grad_norm: 0.9535 2020-09-28 11:32:30,323 - mmaction - INFO - Epoch [55][580/627] lr: 5.365e-01, eta: 1 day, 16:03:24, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.2958, top5_acc: 0.5439, loss_cls: 3.2652, loss: 3.2652, grad_norm: 0.9515 2020-09-28 11:32:52,892 - mmaction - INFO - Epoch [55][600/627] lr: 5.365e-01, eta: 1 day, 16:03:00, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.2936, top5_acc: 0.5424, loss_cls: 3.2811, loss: 3.2811, grad_norm: 0.9531 2020-09-28 11:33:13,982 - mmaction - INFO - Epoch [55][620/627] lr: 5.365e-01, eta: 1 day, 16:02:31, time: 1.054, data_time: 0.004, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5501, loss_cls: 3.2314, loss: 3.2314, grad_norm: 0.9634 2020-09-28 11:34:40,587 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 11:34:41,285 - mmaction - INFO - top1_acc 0.3210 top5_acc 0.5948 2020-09-28 11:34:41,285 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 11:34:41,333 - mmaction - INFO - mean_acc 0.3206 2020-09-28 11:34:41,340 - mmaction - INFO - Epoch(val) [55][627] top1_acc: 0.3210, top5_acc: 0.5948, mean_class_accuracy: 0.3206 2020-09-28 11:35:33,750 - mmaction - INFO - Epoch [56][20/627] lr: 5.342e-01, eta: 1 day, 16:03:18, time: 2.617, data_time: 1.378, memory: 8472, top1_acc: 0.2889, top5_acc: 0.5327, loss_cls: 3.3165, loss: 3.3165, grad_norm: 0.9728 2020-09-28 11:35:55,614 - mmaction - INFO - Epoch [56][40/627] lr: 5.342e-01, eta: 1 day, 16:02:52, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5602, loss_cls: 3.1917, loss: 3.1917, grad_norm: 0.9328 2020-09-28 11:36:18,877 - mmaction - INFO - Epoch [56][60/627] lr: 5.342e-01, eta: 1 day, 16:02:30, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5587, loss_cls: 3.2266, loss: 3.2266, grad_norm: 0.9725 2020-09-28 11:36:41,073 - mmaction - INFO - Epoch [56][80/627] lr: 5.342e-01, eta: 1 day, 16:02:05, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.2951, top5_acc: 0.5430, loss_cls: 3.2590, loss: 3.2590, grad_norm: 0.9483 2020-09-28 11:37:03,151 - mmaction - INFO - Epoch [56][100/627] lr: 5.342e-01, eta: 1 day, 16:01:39, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5523, loss_cls: 3.2398, loss: 3.2398, grad_norm: 0.9526 2020-09-28 11:37:25,409 - mmaction - INFO - Epoch [56][120/627] lr: 5.342e-01, eta: 1 day, 16:01:14, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3070, top5_acc: 0.5539, loss_cls: 3.2352, loss: 3.2352, grad_norm: 0.9520 2020-09-28 11:37:46,548 - mmaction - INFO - Epoch [56][140/627] lr: 5.342e-01, eta: 1 day, 16:00:44, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5475, loss_cls: 3.2792, loss: 3.2792, grad_norm: 0.9675 2020-09-28 11:38:08,189 - mmaction - INFO - Epoch [56][160/627] lr: 5.342e-01, eta: 1 day, 16:00:17, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.2895, top5_acc: 0.5510, loss_cls: 3.2779, loss: 3.2779, grad_norm: 0.9512 2020-09-28 11:38:30,729 - mmaction - INFO - Epoch [56][180/627] lr: 5.342e-01, eta: 1 day, 15:59:53, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5612, loss_cls: 3.2113, loss: 3.2113, grad_norm: 0.9643 2020-09-28 11:38:53,107 - mmaction - INFO - Epoch [56][200/627] lr: 5.342e-01, eta: 1 day, 15:59:28, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3027, top5_acc: 0.5573, loss_cls: 3.2491, loss: 3.2491, grad_norm: 0.9689 2020-09-28 11:39:15,577 - mmaction - INFO - Epoch [56][220/627] lr: 5.342e-01, eta: 1 day, 15:59:04, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5527, loss_cls: 3.2552, loss: 3.2552, grad_norm: 0.9616 2020-09-28 11:39:37,568 - mmaction - INFO - Epoch [56][240/627] lr: 5.342e-01, eta: 1 day, 15:58:38, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5419, loss_cls: 3.2731, loss: 3.2731, grad_norm: 0.9650 2020-09-28 11:40:00,702 - mmaction - INFO - Epoch [56][260/627] lr: 5.342e-01, eta: 1 day, 15:58:16, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.3025, top5_acc: 0.5447, loss_cls: 3.2718, loss: 3.2718, grad_norm: 0.9580 2020-09-28 11:40:21,590 - mmaction - INFO - Epoch [56][280/627] lr: 5.342e-01, eta: 1 day, 15:57:46, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.2879, top5_acc: 0.5341, loss_cls: 3.3104, loss: 3.3104, grad_norm: 0.9589 2020-09-28 11:40:43,136 - mmaction - INFO - Epoch [56][300/627] lr: 5.342e-01, eta: 1 day, 15:57:18, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.2945, top5_acc: 0.5451, loss_cls: 3.2717, loss: 3.2717, grad_norm: 0.9583 2020-09-28 11:41:06,311 - mmaction - INFO - Epoch [56][320/627] lr: 5.342e-01, eta: 1 day, 15:56:56, time: 1.159, data_time: 0.004, memory: 8472, top1_acc: 0.2995, top5_acc: 0.5478, loss_cls: 3.2545, loss: 3.2545, grad_norm: 0.9698 2020-09-28 11:41:28,400 - mmaction - INFO - Epoch [56][340/627] lr: 5.342e-01, eta: 1 day, 15:56:30, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5449, loss_cls: 3.2642, loss: 3.2642, grad_norm: 0.9584 2020-09-28 11:41:50,701 - mmaction - INFO - Epoch [56][360/627] lr: 5.342e-01, eta: 1 day, 15:56:05, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5417, loss_cls: 3.2666, loss: 3.2666, grad_norm: 0.9492 2020-09-28 11:42:12,089 - mmaction - INFO - Epoch [56][380/627] lr: 5.342e-01, eta: 1 day, 15:55:37, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5495, loss_cls: 3.2520, loss: 3.2520, grad_norm: 0.9472 2020-09-28 11:42:33,894 - mmaction - INFO - Epoch [56][400/627] lr: 5.342e-01, eta: 1 day, 15:55:10, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.2952, top5_acc: 0.5547, loss_cls: 3.2500, loss: 3.2500, grad_norm: 0.9664 2020-09-28 11:42:56,795 - mmaction - INFO - Epoch [56][420/627] lr: 5.342e-01, eta: 1 day, 15:54:47, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5544, loss_cls: 3.2399, loss: 3.2399, grad_norm: 0.9610 2020-09-28 11:43:18,018 - mmaction - INFO - Epoch [56][440/627] lr: 5.342e-01, eta: 1 day, 15:54:19, time: 1.063, data_time: 0.004, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5469, loss_cls: 3.2579, loss: 3.2579, grad_norm: 0.9645 2020-09-28 11:43:40,045 - mmaction - INFO - Epoch [56][460/627] lr: 5.342e-01, eta: 1 day, 15:53:53, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.2936, top5_acc: 0.5488, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.9592 2020-09-28 11:44:01,250 - mmaction - INFO - Epoch [56][480/627] lr: 5.342e-01, eta: 1 day, 15:53:24, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.2927, top5_acc: 0.5436, loss_cls: 3.2617, loss: 3.2617, grad_norm: 0.9541 2020-09-28 11:44:24,055 - mmaction - INFO - Epoch [56][500/627] lr: 5.342e-01, eta: 1 day, 15:53:01, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5501, loss_cls: 3.2587, loss: 3.2587, grad_norm: 0.9796 2020-09-28 11:44:46,906 - mmaction - INFO - Epoch [56][520/627] lr: 5.342e-01, eta: 1 day, 15:52:38, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5436, loss_cls: 3.2687, loss: 3.2687, grad_norm: 0.9525 2020-09-28 11:45:07,887 - mmaction - INFO - Epoch [56][540/627] lr: 5.342e-01, eta: 1 day, 15:52:08, time: 1.048, data_time: 0.002, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5426, loss_cls: 3.2711, loss: 3.2711, grad_norm: 0.9659 2020-09-28 11:45:29,607 - mmaction - INFO - Epoch [56][560/627] lr: 5.342e-01, eta: 1 day, 15:51:41, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5453, loss_cls: 3.2598, loss: 3.2598, grad_norm: 0.9505 2020-09-28 11:45:52,152 - mmaction - INFO - Epoch [56][580/627] lr: 5.342e-01, eta: 1 day, 15:51:17, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5438, loss_cls: 3.2796, loss: 3.2796, grad_norm: 0.9561 2020-09-28 11:46:14,214 - mmaction - INFO - Epoch [56][600/627] lr: 5.342e-01, eta: 1 day, 15:50:51, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5557, loss_cls: 3.2467, loss: 3.2467, grad_norm: 0.9552 2020-09-28 11:46:36,759 - mmaction - INFO - Epoch [56][620/627] lr: 5.342e-01, eta: 1 day, 15:50:27, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5404, loss_cls: 3.2774, loss: 3.2774, grad_norm: 0.9505 2020-09-28 11:46:43,480 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-09-28 11:47:37,116 - mmaction - INFO - Epoch [57][20/627] lr: 5.319e-01, eta: 1 day, 15:51:16, time: 2.664, data_time: 1.537, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5509, loss_cls: 3.2419, loss: 3.2419, grad_norm: 0.9618 2020-09-28 11:47:58,459 - mmaction - INFO - Epoch [57][40/627] lr: 5.319e-01, eta: 1 day, 15:50:48, time: 1.066, data_time: 0.001, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5555, loss_cls: 3.2471, loss: 3.2471, grad_norm: 0.9620 2020-09-28 11:48:21,876 - mmaction - INFO - Epoch [57][60/627] lr: 5.319e-01, eta: 1 day, 15:50:27, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5540, loss_cls: 3.2464, loss: 3.2464, grad_norm: 0.9757 2020-09-28 11:48:43,275 - mmaction - INFO - Epoch [57][80/627] lr: 5.319e-01, eta: 1 day, 15:49:59, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5534, loss_cls: 3.2385, loss: 3.2385, grad_norm: 0.9644 2020-09-28 11:49:06,148 - mmaction - INFO - Epoch [57][100/627] lr: 5.319e-01, eta: 1 day, 15:49:36, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5466, loss_cls: 3.2633, loss: 3.2633, grad_norm: 0.9715 2020-09-28 11:49:26,789 - mmaction - INFO - Epoch [57][120/627] lr: 5.319e-01, eta: 1 day, 15:49:05, time: 1.031, data_time: 0.002, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5527, loss_cls: 3.2113, loss: 3.2113, grad_norm: 0.9711 2020-09-28 11:49:49,384 - mmaction - INFO - Epoch [57][140/627] lr: 5.319e-01, eta: 1 day, 15:48:41, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5516, loss_cls: 3.2480, loss: 3.2480, grad_norm: 0.9752 2020-09-28 11:50:11,858 - mmaction - INFO - Epoch [57][160/627] lr: 5.319e-01, eta: 1 day, 15:48:16, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5490, loss_cls: 3.2683, loss: 3.2683, grad_norm: 0.9473 2020-09-28 11:50:33,873 - mmaction - INFO - Epoch [57][180/627] lr: 5.319e-01, eta: 1 day, 15:47:50, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5500, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.9551 2020-09-28 11:50:55,867 - mmaction - INFO - Epoch [57][200/627] lr: 5.319e-01, eta: 1 day, 15:47:24, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.3085, top5_acc: 0.5566, loss_cls: 3.2107, loss: 3.2107, grad_norm: 0.9603 2020-09-28 11:51:17,440 - mmaction - INFO - Epoch [57][220/627] lr: 5.319e-01, eta: 1 day, 15:46:57, time: 1.081, data_time: 0.004, memory: 8472, top1_acc: 0.3014, top5_acc: 0.5467, loss_cls: 3.2530, loss: 3.2530, grad_norm: 0.9515 2020-09-28 11:51:40,310 - mmaction - INFO - Epoch [57][240/627] lr: 5.319e-01, eta: 1 day, 15:46:34, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.2949, top5_acc: 0.5533, loss_cls: 3.2501, loss: 3.2501, grad_norm: 0.9714 2020-09-28 11:52:02,684 - mmaction - INFO - Epoch [57][260/627] lr: 5.319e-01, eta: 1 day, 15:46:09, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5473, loss_cls: 3.2592, loss: 3.2592, grad_norm: 0.9437 2020-09-28 11:52:25,313 - mmaction - INFO - Epoch [57][280/627] lr: 5.319e-01, eta: 1 day, 15:45:46, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5457, loss_cls: 3.2765, loss: 3.2765, grad_norm: 0.9610 2020-09-28 11:52:46,927 - mmaction - INFO - Epoch [57][300/627] lr: 5.319e-01, eta: 1 day, 15:45:18, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.3004, top5_acc: 0.5492, loss_cls: 3.2492, loss: 3.2492, grad_norm: 0.9454 2020-09-28 11:53:08,317 - mmaction - INFO - Epoch [57][320/627] lr: 5.319e-01, eta: 1 day, 15:44:50, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3063, top5_acc: 0.5501, loss_cls: 3.2254, loss: 3.2254, grad_norm: 0.9676 2020-09-28 11:53:30,282 - mmaction - INFO - Epoch [57][340/627] lr: 5.319e-01, eta: 1 day, 15:44:24, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5538, loss_cls: 3.2381, loss: 3.2381, grad_norm: 0.9770 2020-09-28 11:53:52,884 - mmaction - INFO - Epoch [57][360/627] lr: 5.319e-01, eta: 1 day, 15:44:00, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5480, loss_cls: 3.2566, loss: 3.2566, grad_norm: 0.9709 2020-09-28 11:54:14,582 - mmaction - INFO - Epoch [57][380/627] lr: 5.319e-01, eta: 1 day, 15:43:33, time: 1.085, data_time: 0.030, memory: 8472, top1_acc: 0.3055, top5_acc: 0.5478, loss_cls: 3.2308, loss: 3.2308, grad_norm: 0.9608 2020-09-28 11:54:36,529 - mmaction - INFO - Epoch [57][400/627] lr: 5.319e-01, eta: 1 day, 15:43:07, time: 1.097, data_time: 0.137, memory: 8472, top1_acc: 0.2956, top5_acc: 0.5447, loss_cls: 3.2535, loss: 3.2535, grad_norm: 0.9623 2020-09-28 11:54:58,334 - mmaction - INFO - Epoch [57][420/627] lr: 5.319e-01, eta: 1 day, 15:42:40, time: 1.090, data_time: 0.076, memory: 8472, top1_acc: 0.2945, top5_acc: 0.5451, loss_cls: 3.2655, loss: 3.2655, grad_norm: 0.9804 2020-09-28 11:55:21,051 - mmaction - INFO - Epoch [57][440/627] lr: 5.319e-01, eta: 1 day, 15:42:17, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5486, loss_cls: 3.2564, loss: 3.2564, grad_norm: 0.9522 2020-09-28 11:55:42,335 - mmaction - INFO - Epoch [57][460/627] lr: 5.319e-01, eta: 1 day, 15:41:48, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5488, loss_cls: 3.2293, loss: 3.2293, grad_norm: 0.9583 2020-09-28 11:56:04,253 - mmaction - INFO - Epoch [57][480/627] lr: 5.319e-01, eta: 1 day, 15:41:22, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.2957, top5_acc: 0.5344, loss_cls: 3.3171, loss: 3.3171, grad_norm: 0.9703 2020-09-28 11:56:27,183 - mmaction - INFO - Epoch [57][500/627] lr: 5.319e-01, eta: 1 day, 15:40:59, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5507, loss_cls: 3.2374, loss: 3.2374, grad_norm: 0.9666 2020-09-28 11:56:48,740 - mmaction - INFO - Epoch [57][520/627] lr: 5.319e-01, eta: 1 day, 15:40:32, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5482, loss_cls: 3.2501, loss: 3.2501, grad_norm: 0.9676 2020-09-28 11:57:11,916 - mmaction - INFO - Epoch [57][540/627] lr: 5.319e-01, eta: 1 day, 15:40:10, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5508, loss_cls: 3.2424, loss: 3.2424, grad_norm: 0.9635 2020-09-28 11:57:33,725 - mmaction - INFO - Epoch [57][560/627] lr: 5.319e-01, eta: 1 day, 15:39:44, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.2969, top5_acc: 0.5465, loss_cls: 3.2706, loss: 3.2706, grad_norm: 0.9578 2020-09-28 11:57:55,452 - mmaction - INFO - Epoch [57][580/627] lr: 5.319e-01, eta: 1 day, 15:39:17, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.2988, top5_acc: 0.5478, loss_cls: 3.2552, loss: 3.2552, grad_norm: 0.9745 2020-09-28 11:58:18,244 - mmaction - INFO - Epoch [57][600/627] lr: 5.319e-01, eta: 1 day, 15:38:54, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5443, loss_cls: 3.2787, loss: 3.2787, grad_norm: 0.9528 2020-09-28 11:58:39,279 - mmaction - INFO - Epoch [57][620/627] lr: 5.319e-01, eta: 1 day, 15:38:24, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5497, loss_cls: 3.2175, loss: 3.2175, grad_norm: 0.9493 2020-09-28 11:59:40,020 - mmaction - INFO - Epoch [58][20/627] lr: 5.296e-01, eta: 1 day, 15:39:11, time: 2.654, data_time: 1.675, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5521, loss_cls: 3.2446, loss: 3.2446, grad_norm: 0.9694 2020-09-28 12:00:01,465 - mmaction - INFO - Epoch [58][40/627] lr: 5.296e-01, eta: 1 day, 15:38:43, time: 1.075, data_time: 0.058, memory: 8472, top1_acc: 0.3007, top5_acc: 0.5514, loss_cls: 3.2547, loss: 3.2547, grad_norm: 0.9783 2020-09-28 12:00:24,663 - mmaction - INFO - Epoch [58][60/627] lr: 5.296e-01, eta: 1 day, 15:38:21, time: 1.159, data_time: 0.069, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5574, loss_cls: 3.2245, loss: 3.2245, grad_norm: 0.9844 2020-09-28 12:00:46,562 - mmaction - INFO - Epoch [58][80/627] lr: 5.296e-01, eta: 1 day, 15:37:55, time: 1.095, data_time: 0.080, memory: 8472, top1_acc: 0.3031, top5_acc: 0.5491, loss_cls: 3.2355, loss: 3.2355, grad_norm: 0.9632 2020-09-28 12:01:08,873 - mmaction - INFO - Epoch [58][100/627] lr: 5.296e-01, eta: 1 day, 15:37:30, time: 1.114, data_time: 0.153, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5587, loss_cls: 3.2153, loss: 3.2153, grad_norm: 0.9626 2020-09-28 12:01:30,789 - mmaction - INFO - Epoch [58][120/627] lr: 5.296e-01, eta: 1 day, 15:37:04, time: 1.097, data_time: 0.012, memory: 8472, top1_acc: 0.3033, top5_acc: 0.5487, loss_cls: 3.2343, loss: 3.2343, grad_norm: 0.9613 2020-09-28 12:01:52,694 - mmaction - INFO - Epoch [58][140/627] lr: 5.296e-01, eta: 1 day, 15:36:37, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5458, loss_cls: 3.2184, loss: 3.2184, grad_norm: 0.9647 2020-09-28 12:02:16,480 - mmaction - INFO - Epoch [58][160/627] lr: 5.296e-01, eta: 1 day, 15:36:18, time: 1.189, data_time: 0.003, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5464, loss_cls: 3.2472, loss: 3.2472, grad_norm: 0.9660 2020-09-28 12:02:38,208 - mmaction - INFO - Epoch [58][180/627] lr: 5.296e-01, eta: 1 day, 15:35:51, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.2990, top5_acc: 0.5461, loss_cls: 3.2556, loss: 3.2556, grad_norm: 0.9869 2020-09-28 12:03:00,163 - mmaction - INFO - Epoch [58][200/627] lr: 5.296e-01, eta: 1 day, 15:35:25, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5379, loss_cls: 3.3074, loss: 3.3074, grad_norm: 0.9632 2020-09-28 12:03:21,368 - mmaction - INFO - Epoch [58][220/627] lr: 5.296e-01, eta: 1 day, 15:34:56, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.2931, top5_acc: 0.5478, loss_cls: 3.2975, loss: 3.2975, grad_norm: 0.9545 2020-09-28 12:03:43,413 - mmaction - INFO - Epoch [58][240/627] lr: 5.296e-01, eta: 1 day, 15:34:30, time: 1.102, data_time: 0.048, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5536, loss_cls: 3.2211, loss: 3.2211, grad_norm: 0.9600 2020-09-28 12:04:05,695 - mmaction - INFO - Epoch [58][260/627] lr: 5.296e-01, eta: 1 day, 15:34:05, time: 1.112, data_time: 0.079, memory: 8472, top1_acc: 0.2993, top5_acc: 0.5560, loss_cls: 3.2356, loss: 3.2356, grad_norm: 0.9631 2020-09-28 12:04:27,694 - mmaction - INFO - Epoch [58][280/627] lr: 5.296e-01, eta: 1 day, 15:33:39, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.3004, top5_acc: 0.5440, loss_cls: 3.2638, loss: 3.2638, grad_norm: 0.9836 2020-09-28 12:04:49,638 - mmaction - INFO - Epoch [58][300/627] lr: 5.296e-01, eta: 1 day, 15:33:13, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.3034, top5_acc: 0.5576, loss_cls: 3.2214, loss: 3.2214, grad_norm: 0.9691 2020-09-28 12:05:12,417 - mmaction - INFO - Epoch [58][320/627] lr: 5.296e-01, eta: 1 day, 15:32:50, time: 1.140, data_time: 0.005, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5493, loss_cls: 3.2814, loss: 3.2814, grad_norm: 0.9557 2020-09-28 12:05:34,389 - mmaction - INFO - Epoch [58][340/627] lr: 5.296e-01, eta: 1 day, 15:32:24, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5582, loss_cls: 3.1834, loss: 3.1834, grad_norm: 0.9681 2020-09-28 12:05:55,608 - mmaction - INFO - Epoch [58][360/627] lr: 5.296e-01, eta: 1 day, 15:31:55, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5512, loss_cls: 3.2395, loss: 3.2395, grad_norm: 0.9537 2020-09-28 12:06:17,271 - mmaction - INFO - Epoch [58][380/627] lr: 5.296e-01, eta: 1 day, 15:31:28, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5415, loss_cls: 3.2785, loss: 3.2785, grad_norm: 0.9767 2020-09-28 12:06:39,821 - mmaction - INFO - Epoch [58][400/627] lr: 5.296e-01, eta: 1 day, 15:31:04, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5464, loss_cls: 3.2289, loss: 3.2289, grad_norm: 0.9504 2020-09-28 12:07:02,668 - mmaction - INFO - Epoch [58][420/627] lr: 5.296e-01, eta: 1 day, 15:30:41, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5512, loss_cls: 3.2342, loss: 3.2342, grad_norm: 0.9648 2020-09-28 12:07:25,827 - mmaction - INFO - Epoch [58][440/627] lr: 5.296e-01, eta: 1 day, 15:30:20, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5568, loss_cls: 3.2236, loss: 3.2236, grad_norm: 0.9645 2020-09-28 12:07:48,072 - mmaction - INFO - Epoch [58][460/627] lr: 5.296e-01, eta: 1 day, 15:29:54, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5418, loss_cls: 3.2552, loss: 3.2552, grad_norm: 0.9614 2020-09-28 12:08:08,961 - mmaction - INFO - Epoch [58][480/627] lr: 5.296e-01, eta: 1 day, 15:29:25, time: 1.048, data_time: 0.006, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5513, loss_cls: 3.2363, loss: 3.2363, grad_norm: 0.9798 2020-09-28 12:08:30,575 - mmaction - INFO - Epoch [58][500/627] lr: 5.296e-01, eta: 1 day, 15:28:58, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5445, loss_cls: 3.2522, loss: 3.2522, grad_norm: 0.9641 2020-09-28 12:08:52,326 - mmaction - INFO - Epoch [58][520/627] lr: 5.296e-01, eta: 1 day, 15:28:31, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2922, top5_acc: 0.5470, loss_cls: 3.2785, loss: 3.2785, grad_norm: 0.9707 2020-09-28 12:09:14,906 - mmaction - INFO - Epoch [58][540/627] lr: 5.296e-01, eta: 1 day, 15:28:07, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5466, loss_cls: 3.2471, loss: 3.2471, grad_norm: 0.9559 2020-09-28 12:09:36,661 - mmaction - INFO - Epoch [58][560/627] lr: 5.296e-01, eta: 1 day, 15:27:40, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5474, loss_cls: 3.2674, loss: 3.2674, grad_norm: 0.9640 2020-09-28 12:09:59,480 - mmaction - INFO - Epoch [58][580/627] lr: 5.296e-01, eta: 1 day, 15:27:17, time: 1.139, data_time: 0.001, memory: 8472, top1_acc: 0.2958, top5_acc: 0.5534, loss_cls: 3.2610, loss: 3.2610, grad_norm: 0.9587 2020-09-28 12:10:20,102 - mmaction - INFO - Epoch [58][600/627] lr: 5.296e-01, eta: 1 day, 15:26:47, time: 1.032, data_time: 0.011, memory: 8472, top1_acc: 0.2941, top5_acc: 0.5462, loss_cls: 3.2523, loss: 3.2523, grad_norm: 0.9615 2020-09-28 12:10:42,010 - mmaction - INFO - Epoch [58][620/627] lr: 5.296e-01, eta: 1 day, 15:26:20, time: 1.095, data_time: 0.005, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5451, loss_cls: 3.2595, loss: 3.2595, grad_norm: 0.9569 2020-09-28 12:11:46,209 - mmaction - INFO - Epoch [59][20/627] lr: 5.272e-01, eta: 1 day, 15:27:12, time: 2.757, data_time: 1.541, memory: 8472, top1_acc: 0.2905, top5_acc: 0.5316, loss_cls: 3.3315, loss: 3.3315, grad_norm: 0.9758 2020-09-28 12:12:09,610 - mmaction - INFO - Epoch [59][40/627] lr: 5.272e-01, eta: 1 day, 15:26:51, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.3055, top5_acc: 0.5534, loss_cls: 3.2383, loss: 3.2383, grad_norm: 0.9567 2020-09-28 12:12:31,072 - mmaction - INFO - Epoch [59][60/627] lr: 5.272e-01, eta: 1 day, 15:26:23, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.2880, top5_acc: 0.5449, loss_cls: 3.2827, loss: 3.2827, grad_norm: 0.9538 2020-09-28 12:12:53,593 - mmaction - INFO - Epoch [59][80/627] lr: 5.272e-01, eta: 1 day, 15:25:59, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.3078, top5_acc: 0.5658, loss_cls: 3.1857, loss: 3.1857, grad_norm: 0.9585 2020-09-28 12:13:15,556 - mmaction - INFO - Epoch [59][100/627] lr: 5.272e-01, eta: 1 day, 15:25:33, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5523, loss_cls: 3.1982, loss: 3.1982, grad_norm: 0.9791 2020-09-28 12:13:37,386 - mmaction - INFO - Epoch [59][120/627] lr: 5.272e-01, eta: 1 day, 15:25:07, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5531, loss_cls: 3.2257, loss: 3.2257, grad_norm: 0.9625 2020-09-28 12:13:59,734 - mmaction - INFO - Epoch [59][140/627] lr: 5.272e-01, eta: 1 day, 15:24:42, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3068, top5_acc: 0.5629, loss_cls: 3.2224, loss: 3.2224, grad_norm: 0.9526 2020-09-28 12:14:22,324 - mmaction - INFO - Epoch [59][160/627] lr: 5.272e-01, eta: 1 day, 15:24:18, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5523, loss_cls: 3.2306, loss: 3.2306, grad_norm: 0.9802 2020-09-28 12:14:44,393 - mmaction - INFO - Epoch [59][180/627] lr: 5.272e-01, eta: 1 day, 15:23:53, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5525, loss_cls: 3.2375, loss: 3.2375, grad_norm: 0.9741 2020-09-28 12:15:07,615 - mmaction - INFO - Epoch [59][200/627] lr: 5.272e-01, eta: 1 day, 15:23:31, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5529, loss_cls: 3.2464, loss: 3.2464, grad_norm: 0.9631 2020-09-28 12:15:29,561 - mmaction - INFO - Epoch [59][220/627] lr: 5.272e-01, eta: 1 day, 15:23:05, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3042, top5_acc: 0.5581, loss_cls: 3.2499, loss: 3.2499, grad_norm: 0.9603 2020-09-28 12:15:51,195 - mmaction - INFO - Epoch [59][240/627] lr: 5.272e-01, eta: 1 day, 15:22:38, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5387, loss_cls: 3.2864, loss: 3.2864, grad_norm: 0.9697 2020-09-28 12:16:14,162 - mmaction - INFO - Epoch [59][260/627] lr: 5.272e-01, eta: 1 day, 15:22:15, time: 1.149, data_time: 0.068, memory: 8472, top1_acc: 0.2906, top5_acc: 0.5505, loss_cls: 3.2565, loss: 3.2565, grad_norm: 0.9630 2020-09-28 12:16:36,132 - mmaction - INFO - Epoch [59][280/627] lr: 5.272e-01, eta: 1 day, 15:21:49, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3052, top5_acc: 0.5503, loss_cls: 3.2513, loss: 3.2513, grad_norm: 0.9661 2020-09-28 12:16:58,977 - mmaction - INFO - Epoch [59][300/627] lr: 5.272e-01, eta: 1 day, 15:21:26, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5543, loss_cls: 3.2294, loss: 3.2294, grad_norm: 0.9598 2020-09-28 12:17:20,739 - mmaction - INFO - Epoch [59][320/627] lr: 5.272e-01, eta: 1 day, 15:20:59, time: 1.088, data_time: 0.073, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5507, loss_cls: 3.2455, loss: 3.2455, grad_norm: 0.9669 2020-09-28 12:17:42,257 - mmaction - INFO - Epoch [59][340/627] lr: 5.272e-01, eta: 1 day, 15:20:32, time: 1.077, data_time: 0.117, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5507, loss_cls: 3.2456, loss: 3.2456, grad_norm: 0.9746 2020-09-28 12:18:05,269 - mmaction - INFO - Epoch [59][360/627] lr: 5.272e-01, eta: 1 day, 15:20:10, time: 1.149, data_time: 0.179, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5484, loss_cls: 3.2532, loss: 3.2532, grad_norm: 0.9737 2020-09-28 12:18:26,818 - mmaction - INFO - Epoch [59][380/627] lr: 5.272e-01, eta: 1 day, 15:19:42, time: 1.077, data_time: 0.123, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5604, loss_cls: 3.2281, loss: 3.2281, grad_norm: 0.9690 2020-09-28 12:18:49,568 - mmaction - INFO - Epoch [59][400/627] lr: 5.272e-01, eta: 1 day, 15:19:19, time: 1.139, data_time: 0.177, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5590, loss_cls: 3.2290, loss: 3.2290, grad_norm: 0.9840 2020-09-28 12:19:10,311 - mmaction - INFO - Epoch [59][420/627] lr: 5.272e-01, eta: 1 day, 15:18:49, time: 1.035, data_time: 0.081, memory: 8472, top1_acc: 0.3013, top5_acc: 0.5465, loss_cls: 3.2546, loss: 3.2546, grad_norm: 0.9663 2020-09-28 12:19:33,776 - mmaction - INFO - Epoch [59][440/627] lr: 5.272e-01, eta: 1 day, 15:18:28, time: 1.174, data_time: 0.121, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5478, loss_cls: 3.2722, loss: 3.2722, grad_norm: 0.9597 2020-09-28 12:19:55,055 - mmaction - INFO - Epoch [59][460/627] lr: 5.272e-01, eta: 1 day, 15:18:00, time: 1.064, data_time: 0.057, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5578, loss_cls: 3.2251, loss: 3.2251, grad_norm: 0.9608 2020-09-28 12:20:16,977 - mmaction - INFO - Epoch [59][480/627] lr: 5.272e-01, eta: 1 day, 15:17:34, time: 1.096, data_time: 0.142, memory: 8472, top1_acc: 0.3086, top5_acc: 0.5577, loss_cls: 3.2257, loss: 3.2257, grad_norm: 0.9726 2020-09-28 12:20:37,878 - mmaction - INFO - Epoch [59][500/627] lr: 5.272e-01, eta: 1 day, 15:17:04, time: 1.046, data_time: 0.014, memory: 8472, top1_acc: 0.2935, top5_acc: 0.5411, loss_cls: 3.2780, loss: 3.2780, grad_norm: 0.9650 2020-09-28 12:21:00,895 - mmaction - INFO - Epoch [59][520/627] lr: 5.272e-01, eta: 1 day, 15:16:42, time: 1.152, data_time: 0.176, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5492, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.9456 2020-09-28 12:21:24,075 - mmaction - INFO - Epoch [59][540/627] lr: 5.272e-01, eta: 1 day, 15:16:20, time: 1.159, data_time: 0.175, memory: 8472, top1_acc: 0.2945, top5_acc: 0.5430, loss_cls: 3.2681, loss: 3.2681, grad_norm: 0.9706 2020-09-28 12:21:46,363 - mmaction - INFO - Epoch [59][560/627] lr: 5.272e-01, eta: 1 day, 15:15:55, time: 1.114, data_time: 0.060, memory: 8472, top1_acc: 0.2974, top5_acc: 0.5453, loss_cls: 3.2674, loss: 3.2674, grad_norm: 0.9743 2020-09-28 12:22:08,129 - mmaction - INFO - Epoch [59][580/627] lr: 5.272e-01, eta: 1 day, 15:15:28, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.2970, top5_acc: 0.5500, loss_cls: 3.2561, loss: 3.2561, grad_norm: 0.9733 2020-09-28 12:22:29,108 - mmaction - INFO - Epoch [59][600/627] lr: 5.272e-01, eta: 1 day, 15:14:59, time: 1.050, data_time: 0.003, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5595, loss_cls: 3.2088, loss: 3.2088, grad_norm: 0.9543 2020-09-28 12:22:52,281 - mmaction - INFO - Epoch [59][620/627] lr: 5.272e-01, eta: 1 day, 15:14:37, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.2898, top5_acc: 0.5419, loss_cls: 3.2802, loss: 3.2802, grad_norm: 0.9806 2020-09-28 12:23:51,658 - mmaction - INFO - Epoch [60][20/627] lr: 5.247e-01, eta: 1 day, 15:15:19, time: 2.630, data_time: 1.480, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5491, loss_cls: 3.2407, loss: 3.2407, grad_norm: 0.9634 2020-09-28 12:24:14,213 - mmaction - INFO - Epoch [60][40/627] lr: 5.247e-01, eta: 1 day, 15:14:55, time: 1.129, data_time: 0.118, memory: 8472, top1_acc: 0.3062, top5_acc: 0.5505, loss_cls: 3.2049, loss: 3.2049, grad_norm: 0.9705 2020-09-28 12:24:35,521 - mmaction - INFO - Epoch [60][60/627] lr: 5.247e-01, eta: 1 day, 15:14:27, time: 1.064, data_time: 0.077, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5484, loss_cls: 3.2353, loss: 3.2353, grad_norm: 0.9601 2020-09-28 12:24:57,871 - mmaction - INFO - Epoch [60][80/627] lr: 5.247e-01, eta: 1 day, 15:14:02, time: 1.119, data_time: 0.159, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5517, loss_cls: 3.2134, loss: 3.2134, grad_norm: 0.9654 2020-09-28 12:25:19,722 - mmaction - INFO - Epoch [60][100/627] lr: 5.247e-01, eta: 1 day, 15:13:36, time: 1.093, data_time: 0.131, memory: 8472, top1_acc: 0.2954, top5_acc: 0.5480, loss_cls: 3.2335, loss: 3.2335, grad_norm: 0.9654 2020-09-28 12:25:43,036 - mmaction - INFO - Epoch [60][120/627] lr: 5.247e-01, eta: 1 day, 15:13:14, time: 1.165, data_time: 0.058, memory: 8472, top1_acc: 0.3021, top5_acc: 0.5509, loss_cls: 3.2447, loss: 3.2447, grad_norm: 0.9613 2020-09-28 12:26:03,261 - mmaction - INFO - Epoch [60][140/627] lr: 5.247e-01, eta: 1 day, 15:12:42, time: 1.010, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5587, loss_cls: 3.1896, loss: 3.1896, grad_norm: 0.9714 2020-09-28 12:26:26,482 - mmaction - INFO - Epoch [60][160/627] lr: 5.247e-01, eta: 1 day, 15:12:21, time: 1.161, data_time: 0.026, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5590, loss_cls: 3.2167, loss: 3.2167, grad_norm: 0.9616 2020-09-28 12:26:48,966 - mmaction - INFO - Epoch [60][180/627] lr: 5.247e-01, eta: 1 day, 15:11:57, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5525, loss_cls: 3.2430, loss: 3.2430, grad_norm: 0.9883 2020-09-28 12:27:11,015 - mmaction - INFO - Epoch [60][200/627] lr: 5.247e-01, eta: 1 day, 15:11:31, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.2973, top5_acc: 0.5551, loss_cls: 3.2299, loss: 3.2299, grad_norm: 0.9691 2020-09-28 12:27:33,781 - mmaction - INFO - Epoch [60][220/627] lr: 5.247e-01, eta: 1 day, 15:11:08, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5615, loss_cls: 3.1944, loss: 3.1944, grad_norm: 0.9746 2020-09-28 12:27:56,010 - mmaction - INFO - Epoch [60][240/627] lr: 5.247e-01, eta: 1 day, 15:10:43, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3014, top5_acc: 0.5410, loss_cls: 3.2462, loss: 3.2462, grad_norm: 0.9918 2020-09-28 12:28:17,065 - mmaction - INFO - Epoch [60][260/627] lr: 5.247e-01, eta: 1 day, 15:10:14, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5497, loss_cls: 3.2244, loss: 3.2244, grad_norm: 0.9640 2020-09-28 12:28:40,800 - mmaction - INFO - Epoch [60][280/627] lr: 5.247e-01, eta: 1 day, 15:09:54, time: 1.186, data_time: 0.002, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5466, loss_cls: 3.2293, loss: 3.2293, grad_norm: 0.9745 2020-09-28 12:29:02,011 - mmaction - INFO - Epoch [60][300/627] lr: 5.247e-01, eta: 1 day, 15:09:25, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.2962, top5_acc: 0.5453, loss_cls: 3.2597, loss: 3.2597, grad_norm: 0.9726 2020-09-28 12:29:23,650 - mmaction - INFO - Epoch [60][320/627] lr: 5.247e-01, eta: 1 day, 15:08:58, time: 1.084, data_time: 0.005, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5538, loss_cls: 3.2498, loss: 3.2498, grad_norm: 0.9465 2020-09-28 12:29:46,344 - mmaction - INFO - Epoch [60][340/627] lr: 5.247e-01, eta: 1 day, 15:08:35, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3049, top5_acc: 0.5572, loss_cls: 3.2344, loss: 3.2344, grad_norm: 0.9775 2020-09-28 12:30:08,498 - mmaction - INFO - Epoch [60][360/627] lr: 5.247e-01, eta: 1 day, 15:08:09, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.3038, top5_acc: 0.5546, loss_cls: 3.2088, loss: 3.2088, grad_norm: 0.9656 2020-09-28 12:30:30,874 - mmaction - INFO - Epoch [60][380/627] lr: 5.247e-01, eta: 1 day, 15:07:45, time: 1.119, data_time: 0.026, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5525, loss_cls: 3.2403, loss: 3.2403, grad_norm: 0.9938 2020-09-28 12:30:52,950 - mmaction - INFO - Epoch [60][400/627] lr: 5.247e-01, eta: 1 day, 15:07:19, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.2883, top5_acc: 0.5405, loss_cls: 3.2883, loss: 3.2883, grad_norm: 0.9642 2020-09-28 12:31:14,886 - mmaction - INFO - Epoch [60][420/627] lr: 5.247e-01, eta: 1 day, 15:06:53, time: 1.096, data_time: 0.010, memory: 8472, top1_acc: 0.2992, top5_acc: 0.5578, loss_cls: 3.2269, loss: 3.2269, grad_norm: 0.9745 2020-09-28 12:31:37,411 - mmaction - INFO - Epoch [60][440/627] lr: 5.247e-01, eta: 1 day, 15:06:29, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5538, loss_cls: 3.2204, loss: 3.2204, grad_norm: 0.9874 2020-09-28 12:32:00,359 - mmaction - INFO - Epoch [60][460/627] lr: 5.247e-01, eta: 1 day, 15:06:07, time: 1.146, data_time: 0.004, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5496, loss_cls: 3.2282, loss: 3.2282, grad_norm: 0.9795 2020-09-28 12:32:21,330 - mmaction - INFO - Epoch [60][480/627] lr: 5.247e-01, eta: 1 day, 15:05:38, time: 1.050, data_time: 0.004, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5484, loss_cls: 3.2425, loss: 3.2425, grad_norm: 0.9747 2020-09-28 12:32:43,661 - mmaction - INFO - Epoch [60][500/627] lr: 5.247e-01, eta: 1 day, 15:05:13, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5487, loss_cls: 3.2646, loss: 3.2646, grad_norm: 0.9525 2020-09-28 12:33:06,636 - mmaction - INFO - Epoch [60][520/627] lr: 5.247e-01, eta: 1 day, 15:04:50, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5488, loss_cls: 3.2454, loss: 3.2454, grad_norm: 0.9738 2020-09-28 12:33:27,515 - mmaction - INFO - Epoch [60][540/627] lr: 5.247e-01, eta: 1 day, 15:04:21, time: 1.045, data_time: 0.004, memory: 8472, top1_acc: 0.3008, top5_acc: 0.5518, loss_cls: 3.2479, loss: 3.2479, grad_norm: 0.9634 2020-09-28 12:33:49,372 - mmaction - INFO - Epoch [60][560/627] lr: 5.247e-01, eta: 1 day, 15:03:55, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.2924, top5_acc: 0.5462, loss_cls: 3.2690, loss: 3.2690, grad_norm: 0.9568 2020-09-28 12:34:11,722 - mmaction - INFO - Epoch [60][580/627] lr: 5.247e-01, eta: 1 day, 15:03:30, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5504, loss_cls: 3.2470, loss: 3.2470, grad_norm: 0.9673 2020-09-28 12:34:34,559 - mmaction - INFO - Epoch [60][600/627] lr: 5.247e-01, eta: 1 day, 15:03:07, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5602, loss_cls: 3.1995, loss: 3.1995, grad_norm: 0.9636 2020-09-28 12:34:57,440 - mmaction - INFO - Epoch [60][620/627] lr: 5.247e-01, eta: 1 day, 15:02:44, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5370, loss_cls: 3.2873, loss: 3.2873, grad_norm: 0.9815 2020-09-28 12:35:04,232 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-09-28 12:36:24,557 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 12:36:25,222 - mmaction - INFO - top1_acc 0.3258 top5_acc 0.5997 2020-09-28 12:36:25,222 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 12:36:25,266 - mmaction - INFO - mean_acc 0.3257 2020-09-28 12:36:25,274 - mmaction - INFO - Epoch(val) [60][627] top1_acc: 0.3258, top5_acc: 0.5997, mean_class_accuracy: 0.3257 2020-09-28 12:37:16,240 - mmaction - INFO - Epoch [61][20/627] lr: 5.223e-01, eta: 1 day, 15:03:19, time: 2.547, data_time: 1.384, memory: 8472, top1_acc: 0.2993, top5_acc: 0.5510, loss_cls: 3.2503, loss: 3.2503, grad_norm: 0.9959 2020-09-28 12:37:37,790 - mmaction - INFO - Epoch [61][40/627] lr: 5.223e-01, eta: 1 day, 15:02:52, time: 1.076, data_time: 0.001, memory: 8472, top1_acc: 0.3013, top5_acc: 0.5507, loss_cls: 3.2348, loss: 3.2348, grad_norm: 0.9659 2020-09-28 12:37:59,716 - mmaction - INFO - Epoch [61][60/627] lr: 5.223e-01, eta: 1 day, 15:02:26, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3087, top5_acc: 0.5553, loss_cls: 3.2387, loss: 3.2387, grad_norm: 0.9740 2020-09-28 12:38:21,731 - mmaction - INFO - Epoch [61][80/627] lr: 5.223e-01, eta: 1 day, 15:02:00, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5424, loss_cls: 3.2458, loss: 3.2458, grad_norm: 0.9526 2020-09-28 12:38:44,645 - mmaction - INFO - Epoch [61][100/627] lr: 5.223e-01, eta: 1 day, 15:01:37, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5483, loss_cls: 3.2304, loss: 3.2304, grad_norm: 0.9713 2020-09-28 12:39:06,102 - mmaction - INFO - Epoch [61][120/627] lr: 5.223e-01, eta: 1 day, 15:01:09, time: 1.073, data_time: 0.004, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5460, loss_cls: 3.2533, loss: 3.2533, grad_norm: 0.9594 2020-09-28 12:39:28,433 - mmaction - INFO - Epoch [61][140/627] lr: 5.223e-01, eta: 1 day, 15:00:45, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3022, top5_acc: 0.5556, loss_cls: 3.2067, loss: 3.2067, grad_norm: 0.9547 2020-09-28 12:39:50,840 - mmaction - INFO - Epoch [61][160/627] lr: 5.223e-01, eta: 1 day, 15:00:20, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5605, loss_cls: 3.2002, loss: 3.2002, grad_norm: 0.9761 2020-09-28 12:40:13,333 - mmaction - INFO - Epoch [61][180/627] lr: 5.223e-01, eta: 1 day, 14:59:56, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3059, top5_acc: 0.5577, loss_cls: 3.2003, loss: 3.2003, grad_norm: 0.9721 2020-09-28 12:40:35,488 - mmaction - INFO - Epoch [61][200/627] lr: 5.223e-01, eta: 1 day, 14:59:31, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3003, top5_acc: 0.5473, loss_cls: 3.2567, loss: 3.2567, grad_norm: 0.9629 2020-09-28 12:40:58,127 - mmaction - INFO - Epoch [61][220/627] lr: 5.223e-01, eta: 1 day, 14:59:07, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3031, top5_acc: 0.5538, loss_cls: 3.2211, loss: 3.2211, grad_norm: 0.9718 2020-09-28 12:41:20,537 - mmaction - INFO - Epoch [61][240/627] lr: 5.223e-01, eta: 1 day, 14:58:43, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3068, top5_acc: 0.5503, loss_cls: 3.2253, loss: 3.2253, grad_norm: 0.9864 2020-09-28 12:41:43,188 - mmaction - INFO - Epoch [61][260/627] lr: 5.223e-01, eta: 1 day, 14:58:19, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3025, top5_acc: 0.5452, loss_cls: 3.2568, loss: 3.2568, grad_norm: 0.9732 2020-09-28 12:42:05,427 - mmaction - INFO - Epoch [61][280/627] lr: 5.223e-01, eta: 1 day, 14:57:54, time: 1.112, data_time: 0.009, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5467, loss_cls: 3.2636, loss: 3.2636, grad_norm: 0.9614 2020-09-28 12:42:26,846 - mmaction - INFO - Epoch [61][300/627] lr: 5.223e-01, eta: 1 day, 14:57:27, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5574, loss_cls: 3.2070, loss: 3.2070, grad_norm: 0.9834 2020-09-28 12:42:48,789 - mmaction - INFO - Epoch [61][320/627] lr: 5.223e-01, eta: 1 day, 14:57:01, time: 1.098, data_time: 0.005, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5499, loss_cls: 3.2616, loss: 3.2616, grad_norm: 0.9813 2020-09-28 12:43:10,786 - mmaction - INFO - Epoch [61][340/627] lr: 5.223e-01, eta: 1 day, 14:56:35, time: 1.101, data_time: 0.143, memory: 8472, top1_acc: 0.3083, top5_acc: 0.5573, loss_cls: 3.2297, loss: 3.2297, grad_norm: 0.9760 2020-09-28 12:43:32,297 - mmaction - INFO - Epoch [61][360/627] lr: 5.223e-01, eta: 1 day, 14:56:08, time: 1.072, data_time: 0.029, memory: 8472, top1_acc: 0.2931, top5_acc: 0.5389, loss_cls: 3.2916, loss: 3.2916, grad_norm: 0.9816 2020-09-28 12:43:54,923 - mmaction - INFO - Epoch [61][380/627] lr: 5.223e-01, eta: 1 day, 14:55:44, time: 1.133, data_time: 0.005, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5538, loss_cls: 3.2547, loss: 3.2547, grad_norm: 0.9688 2020-09-28 12:44:17,003 - mmaction - INFO - Epoch [61][400/627] lr: 5.223e-01, eta: 1 day, 14:55:19, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.2991, top5_acc: 0.5503, loss_cls: 3.2434, loss: 3.2434, grad_norm: 0.9905 2020-09-28 12:44:39,903 - mmaction - INFO - Epoch [61][420/627] lr: 5.223e-01, eta: 1 day, 14:54:56, time: 1.147, data_time: 0.005, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5555, loss_cls: 3.2146, loss: 3.2146, grad_norm: 0.9837 2020-09-28 12:45:00,347 - mmaction - INFO - Epoch [61][440/627] lr: 5.223e-01, eta: 1 day, 14:54:25, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.2971, top5_acc: 0.5419, loss_cls: 3.2641, loss: 3.2641, grad_norm: 0.9650 2020-09-28 12:45:23,429 - mmaction - INFO - Epoch [61][460/627] lr: 5.223e-01, eta: 1 day, 14:54:03, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.2947, top5_acc: 0.5453, loss_cls: 3.2629, loss: 3.2629, grad_norm: 0.9794 2020-09-28 12:45:45,766 - mmaction - INFO - Epoch [61][480/627] lr: 5.223e-01, eta: 1 day, 14:53:38, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5471, loss_cls: 3.2391, loss: 3.2391, grad_norm: 0.9904 2020-09-28 12:46:08,020 - mmaction - INFO - Epoch [61][500/627] lr: 5.223e-01, eta: 1 day, 14:53:13, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.2995, top5_acc: 0.5549, loss_cls: 3.2344, loss: 3.2344, grad_norm: 0.9613 2020-09-28 12:46:30,379 - mmaction - INFO - Epoch [61][520/627] lr: 5.223e-01, eta: 1 day, 14:52:49, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5517, loss_cls: 3.2533, loss: 3.2533, grad_norm: 0.9659 2020-09-28 12:46:52,416 - mmaction - INFO - Epoch [61][540/627] lr: 5.223e-01, eta: 1 day, 14:52:23, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3089, top5_acc: 0.5621, loss_cls: 3.1945, loss: 3.1945, grad_norm: 0.9721 2020-09-28 12:47:14,272 - mmaction - INFO - Epoch [61][560/627] lr: 5.223e-01, eta: 1 day, 14:51:57, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2949, top5_acc: 0.5326, loss_cls: 3.3138, loss: 3.3138, grad_norm: 0.9598 2020-09-28 12:47:37,269 - mmaction - INFO - Epoch [61][580/627] lr: 5.223e-01, eta: 1 day, 14:51:35, time: 1.152, data_time: 0.004, memory: 8472, top1_acc: 0.2983, top5_acc: 0.5535, loss_cls: 3.2407, loss: 3.2407, grad_norm: 0.9552 2020-09-28 12:47:58,884 - mmaction - INFO - Epoch [61][600/627] lr: 5.223e-01, eta: 1 day, 14:51:08, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5557, loss_cls: 3.2164, loss: 3.2164, grad_norm: 0.9691 2020-09-28 12:48:21,504 - mmaction - INFO - Epoch [61][620/627] lr: 5.223e-01, eta: 1 day, 14:50:44, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3070, top5_acc: 0.5454, loss_cls: 3.2447, loss: 3.2447, grad_norm: 0.9754 2020-09-28 12:49:21,440 - mmaction - INFO - Epoch [62][20/627] lr: 5.198e-01, eta: 1 day, 14:51:25, time: 2.660, data_time: 1.475, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5535, loss_cls: 3.2278, loss: 3.2278, grad_norm: 0.9710 2020-09-28 12:49:43,419 - mmaction - INFO - Epoch [62][40/627] lr: 5.198e-01, eta: 1 day, 14:50:59, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5531, loss_cls: 3.2526, loss: 3.2526, grad_norm: 0.9772 2020-09-28 12:50:04,933 - mmaction - INFO - Epoch [62][60/627] lr: 5.198e-01, eta: 1 day, 14:50:32, time: 1.077, data_time: 0.004, memory: 8472, top1_acc: 0.3070, top5_acc: 0.5533, loss_cls: 3.2082, loss: 3.2082, grad_norm: 0.9624 2020-09-28 12:50:27,810 - mmaction - INFO - Epoch [62][80/627] lr: 5.198e-01, eta: 1 day, 14:50:09, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5505, loss_cls: 3.2497, loss: 3.2497, grad_norm: 0.9747 2020-09-28 12:50:50,405 - mmaction - INFO - Epoch [62][100/627] lr: 5.198e-01, eta: 1 day, 14:49:45, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5505, loss_cls: 3.2329, loss: 3.2329, grad_norm: 1.0023 2020-09-28 12:51:11,738 - mmaction - INFO - Epoch [62][120/627] lr: 5.198e-01, eta: 1 day, 14:49:17, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5647, loss_cls: 3.1711, loss: 3.1711, grad_norm: 0.9835 2020-09-28 12:51:34,782 - mmaction - INFO - Epoch [62][140/627] lr: 5.198e-01, eta: 1 day, 14:48:55, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5495, loss_cls: 3.2490, loss: 3.2490, grad_norm: 0.9772 2020-09-28 12:51:55,236 - mmaction - INFO - Epoch [62][160/627] lr: 5.198e-01, eta: 1 day, 14:48:24, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.3070, top5_acc: 0.5617, loss_cls: 3.1796, loss: 3.1796, grad_norm: 0.9756 2020-09-28 12:52:18,303 - mmaction - INFO - Epoch [62][180/627] lr: 5.198e-01, eta: 1 day, 14:48:02, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5430, loss_cls: 3.2798, loss: 3.2798, grad_norm: 0.9763 2020-09-28 12:52:38,798 - mmaction - INFO - Epoch [62][200/627] lr: 5.198e-01, eta: 1 day, 14:47:31, time: 1.024, data_time: 0.002, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5589, loss_cls: 3.1803, loss: 3.1803, grad_norm: 0.9698 2020-09-28 12:53:02,447 - mmaction - INFO - Epoch [62][220/627] lr: 5.198e-01, eta: 1 day, 14:47:11, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5536, loss_cls: 3.2331, loss: 3.2331, grad_norm: 0.9694 2020-09-28 12:53:23,573 - mmaction - INFO - Epoch [62][240/627] lr: 5.198e-01, eta: 1 day, 14:46:42, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.2967, top5_acc: 0.5439, loss_cls: 3.2785, loss: 3.2785, grad_norm: 0.9794 2020-09-28 12:53:46,472 - mmaction - INFO - Epoch [62][260/627] lr: 5.198e-01, eta: 1 day, 14:46:20, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3025, top5_acc: 0.5607, loss_cls: 3.1899, loss: 3.1899, grad_norm: 0.9627 2020-09-28 12:54:09,100 - mmaction - INFO - Epoch [62][280/627] lr: 5.198e-01, eta: 1 day, 14:45:56, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.3003, top5_acc: 0.5605, loss_cls: 3.2115, loss: 3.2115, grad_norm: 0.9815 2020-09-28 12:54:30,534 - mmaction - INFO - Epoch [62][300/627] lr: 5.198e-01, eta: 1 day, 14:45:28, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3141, top5_acc: 0.5611, loss_cls: 3.1735, loss: 3.1735, grad_norm: 0.9730 2020-09-28 12:54:53,130 - mmaction - INFO - Epoch [62][320/627] lr: 5.198e-01, eta: 1 day, 14:45:05, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5549, loss_cls: 3.2363, loss: 3.2363, grad_norm: 0.9784 2020-09-28 12:55:15,888 - mmaction - INFO - Epoch [62][340/627] lr: 5.198e-01, eta: 1 day, 14:44:41, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5488, loss_cls: 3.2487, loss: 3.2487, grad_norm: 0.9695 2020-09-28 12:55:37,018 - mmaction - INFO - Epoch [62][360/627] lr: 5.198e-01, eta: 1 day, 14:44:13, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.3025, top5_acc: 0.5410, loss_cls: 3.2612, loss: 3.2612, grad_norm: 0.9743 2020-09-28 12:55:59,038 - mmaction - INFO - Epoch [62][380/627] lr: 5.198e-01, eta: 1 day, 14:43:47, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3022, top5_acc: 0.5556, loss_cls: 3.2205, loss: 3.2205, grad_norm: 0.9685 2020-09-28 12:56:20,779 - mmaction - INFO - Epoch [62][400/627] lr: 5.198e-01, eta: 1 day, 14:43:21, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.2947, top5_acc: 0.5451, loss_cls: 3.2428, loss: 3.2428, grad_norm: 0.9871 2020-09-28 12:56:43,901 - mmaction - INFO - Epoch [62][420/627] lr: 5.198e-01, eta: 1 day, 14:42:59, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5589, loss_cls: 3.2034, loss: 3.2034, grad_norm: 0.9673 2020-09-28 12:57:04,720 - mmaction - INFO - Epoch [62][440/627] lr: 5.198e-01, eta: 1 day, 14:42:29, time: 1.043, data_time: 0.004, memory: 8472, top1_acc: 0.3132, top5_acc: 0.5497, loss_cls: 3.2178, loss: 3.2178, grad_norm: 0.9713 2020-09-28 12:57:27,675 - mmaction - INFO - Epoch [62][460/627] lr: 5.198e-01, eta: 1 day, 14:42:07, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.3063, top5_acc: 0.5563, loss_cls: 3.2300, loss: 3.2300, grad_norm: 0.9763 2020-09-28 12:57:50,362 - mmaction - INFO - Epoch [62][480/627] lr: 5.198e-01, eta: 1 day, 14:41:43, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.2961, top5_acc: 0.5527, loss_cls: 3.2246, loss: 3.2246, grad_norm: 0.9630 2020-09-28 12:58:12,893 - mmaction - INFO - Epoch [62][500/627] lr: 5.198e-01, eta: 1 day, 14:41:19, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.2945, top5_acc: 0.5457, loss_cls: 3.2566, loss: 3.2566, grad_norm: 0.9972 2020-09-28 12:58:34,694 - mmaction - INFO - Epoch [62][520/627] lr: 5.198e-01, eta: 1 day, 14:40:53, time: 1.090, data_time: 0.069, memory: 8472, top1_acc: 0.3008, top5_acc: 0.5547, loss_cls: 3.2337, loss: 3.2337, grad_norm: 0.9560 2020-09-28 12:58:56,188 - mmaction - INFO - Epoch [62][540/627] lr: 5.198e-01, eta: 1 day, 14:40:26, time: 1.074, data_time: 0.117, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5480, loss_cls: 3.2365, loss: 3.2365, grad_norm: 0.9669 2020-09-28 12:59:17,869 - mmaction - INFO - Epoch [62][560/627] lr: 5.198e-01, eta: 1 day, 14:39:59, time: 1.084, data_time: 0.113, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5523, loss_cls: 3.2507, loss: 3.2507, grad_norm: 0.9687 2020-09-28 12:59:40,792 - mmaction - INFO - Epoch [62][580/627] lr: 5.198e-01, eta: 1 day, 14:39:37, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5458, loss_cls: 3.2495, loss: 3.2495, grad_norm: 0.9811 2020-09-28 13:00:03,176 - mmaction - INFO - Epoch [62][600/627] lr: 5.198e-01, eta: 1 day, 14:39:12, time: 1.116, data_time: 0.001, memory: 8472, top1_acc: 0.3038, top5_acc: 0.5488, loss_cls: 3.2639, loss: 3.2639, grad_norm: 0.9788 2020-09-28 13:00:26,201 - mmaction - INFO - Epoch [62][620/627] lr: 5.198e-01, eta: 1 day, 14:38:50, time: 1.153, data_time: 0.006, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5539, loss_cls: 3.2264, loss: 3.2264, grad_norm: 0.9538 2020-09-28 13:01:32,085 - mmaction - INFO - Epoch [63][20/627] lr: 5.173e-01, eta: 1 day, 14:39:43, time: 2.888, data_time: 1.647, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5456, loss_cls: 3.2397, loss: 3.2397, grad_norm: 0.9693 2020-09-28 13:01:55,603 - mmaction - INFO - Epoch [63][40/627] lr: 5.173e-01, eta: 1 day, 14:39:22, time: 1.175, data_time: 0.002, memory: 8472, top1_acc: 0.3108, top5_acc: 0.5573, loss_cls: 3.1850, loss: 3.1850, grad_norm: 0.9829 2020-09-28 13:02:16,532 - mmaction - INFO - Epoch [63][60/627] lr: 5.173e-01, eta: 1 day, 14:38:53, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5592, loss_cls: 3.1859, loss: 3.1859, grad_norm: 0.9835 2020-09-28 13:02:38,464 - mmaction - INFO - Epoch [63][80/627] lr: 5.173e-01, eta: 1 day, 14:38:27, time: 1.098, data_time: 0.004, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5559, loss_cls: 3.1991, loss: 3.1991, grad_norm: 0.9731 2020-09-28 13:03:01,588 - mmaction - INFO - Epoch [63][100/627] lr: 5.173e-01, eta: 1 day, 14:38:05, time: 1.157, data_time: 0.003, memory: 8472, top1_acc: 0.3096, top5_acc: 0.5484, loss_cls: 3.2145, loss: 3.2145, grad_norm: 0.9685 2020-09-28 13:03:23,903 - mmaction - INFO - Epoch [63][120/627] lr: 5.173e-01, eta: 1 day, 14:37:40, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5560, loss_cls: 3.2255, loss: 3.2255, grad_norm: 0.9831 2020-09-28 13:03:44,299 - mmaction - INFO - Epoch [63][140/627] lr: 5.173e-01, eta: 1 day, 14:37:09, time: 1.021, data_time: 0.004, memory: 8472, top1_acc: 0.3000, top5_acc: 0.5533, loss_cls: 3.2622, loss: 3.2622, grad_norm: 0.9820 2020-09-28 13:04:07,062 - mmaction - INFO - Epoch [63][160/627] lr: 5.173e-01, eta: 1 day, 14:36:46, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5503, loss_cls: 3.2319, loss: 3.2319, grad_norm: 0.9666 2020-09-28 13:04:29,406 - mmaction - INFO - Epoch [63][180/627] lr: 5.173e-01, eta: 1 day, 14:36:22, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5441, loss_cls: 3.2475, loss: 3.2475, grad_norm: 0.9813 2020-09-28 13:04:50,911 - mmaction - INFO - Epoch [63][200/627] lr: 5.173e-01, eta: 1 day, 14:35:54, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5581, loss_cls: 3.2150, loss: 3.2150, grad_norm: 0.9857 2020-09-28 13:05:12,629 - mmaction - INFO - Epoch [63][220/627] lr: 5.173e-01, eta: 1 day, 14:35:28, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5576, loss_cls: 3.2000, loss: 3.2000, grad_norm: 0.9884 2020-09-28 13:05:35,229 - mmaction - INFO - Epoch [63][240/627] lr: 5.173e-01, eta: 1 day, 14:35:04, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2960, top5_acc: 0.5438, loss_cls: 3.2648, loss: 3.2648, grad_norm: 0.9854 2020-09-28 13:05:57,197 - mmaction - INFO - Epoch [63][260/627] lr: 5.173e-01, eta: 1 day, 14:34:38, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3038, top5_acc: 0.5501, loss_cls: 3.2460, loss: 3.2460, grad_norm: 0.9612 2020-09-28 13:06:18,916 - mmaction - INFO - Epoch [63][280/627] lr: 5.173e-01, eta: 1 day, 14:34:12, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.2939, top5_acc: 0.5423, loss_cls: 3.2780, loss: 3.2780, grad_norm: 0.9971 2020-09-28 13:06:41,346 - mmaction - INFO - Epoch [63][300/627] lr: 5.173e-01, eta: 1 day, 14:33:48, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3062, top5_acc: 0.5533, loss_cls: 3.2250, loss: 3.2250, grad_norm: 0.9637 2020-09-28 13:07:02,168 - mmaction - INFO - Epoch [63][320/627] lr: 5.173e-01, eta: 1 day, 14:33:18, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5607, loss_cls: 3.2045, loss: 3.2045, grad_norm: 0.9631 2020-09-28 13:07:24,556 - mmaction - INFO - Epoch [63][340/627] lr: 5.173e-01, eta: 1 day, 14:32:54, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3003, top5_acc: 0.5492, loss_cls: 3.2226, loss: 3.2226, grad_norm: 0.9709 2020-09-28 13:07:46,686 - mmaction - INFO - Epoch [63][360/627] lr: 5.173e-01, eta: 1 day, 14:32:29, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5492, loss_cls: 3.2402, loss: 3.2402, grad_norm: 0.9831 2020-09-28 13:08:09,847 - mmaction - INFO - Epoch [63][380/627] lr: 5.173e-01, eta: 1 day, 14:32:07, time: 1.158, data_time: 0.003, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5583, loss_cls: 3.2025, loss: 3.2025, grad_norm: 0.9619 2020-09-28 13:08:32,728 - mmaction - INFO - Epoch [63][400/627] lr: 5.173e-01, eta: 1 day, 14:31:44, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5573, loss_cls: 3.2202, loss: 3.2202, grad_norm: 0.9756 2020-09-28 13:08:54,629 - mmaction - INFO - Epoch [63][420/627] lr: 5.173e-01, eta: 1 day, 14:31:18, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.2990, top5_acc: 0.5423, loss_cls: 3.2703, loss: 3.2703, grad_norm: 0.9724 2020-09-28 13:09:17,198 - mmaction - INFO - Epoch [63][440/627] lr: 5.173e-01, eta: 1 day, 14:30:54, time: 1.126, data_time: 0.012, memory: 8472, top1_acc: 0.3034, top5_acc: 0.5564, loss_cls: 3.2199, loss: 3.2199, grad_norm: 0.9863 2020-09-28 13:09:39,565 - mmaction - INFO - Epoch [63][460/627] lr: 5.173e-01, eta: 1 day, 14:30:30, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5533, loss_cls: 3.2259, loss: 3.2259, grad_norm: 0.9743 2020-09-28 13:10:00,985 - mmaction - INFO - Epoch [63][480/627] lr: 5.173e-01, eta: 1 day, 14:30:02, time: 1.072, data_time: 0.005, memory: 8472, top1_acc: 0.3108, top5_acc: 0.5570, loss_cls: 3.2289, loss: 3.2289, grad_norm: 0.9847 2020-09-28 13:10:23,700 - mmaction - INFO - Epoch [63][500/627] lr: 5.173e-01, eta: 1 day, 14:29:39, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5596, loss_cls: 3.2137, loss: 3.2137, grad_norm: 0.9681 2020-09-28 13:10:47,110 - mmaction - INFO - Epoch [63][520/627] lr: 5.173e-01, eta: 1 day, 14:29:18, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5527, loss_cls: 3.2543, loss: 3.2543, grad_norm: 0.9799 2020-09-28 13:11:08,916 - mmaction - INFO - Epoch [63][540/627] lr: 5.173e-01, eta: 1 day, 14:28:51, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5605, loss_cls: 3.2249, loss: 3.2249, grad_norm: 0.9742 2020-09-28 13:11:31,139 - mmaction - INFO - Epoch [63][560/627] lr: 5.173e-01, eta: 1 day, 14:28:27, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3069, top5_acc: 0.5518, loss_cls: 3.2255, loss: 3.2255, grad_norm: 0.9753 2020-09-28 13:11:52,568 - mmaction - INFO - Epoch [63][580/627] lr: 5.173e-01, eta: 1 day, 14:27:59, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3014, top5_acc: 0.5486, loss_cls: 3.2394, loss: 3.2394, grad_norm: 0.9840 2020-09-28 13:12:16,962 - mmaction - INFO - Epoch [63][600/627] lr: 5.173e-01, eta: 1 day, 14:27:41, time: 1.221, data_time: 0.002, memory: 8472, top1_acc: 0.2990, top5_acc: 0.5423, loss_cls: 3.2548, loss: 3.2548, grad_norm: 0.9774 2020-09-28 13:12:38,401 - mmaction - INFO - Epoch [63][620/627] lr: 5.173e-01, eta: 1 day, 14:27:14, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.3042, top5_acc: 0.5539, loss_cls: 3.2323, loss: 3.2323, grad_norm: 0.9657 2020-09-28 13:13:38,475 - mmaction - INFO - Epoch [64][20/627] lr: 5.147e-01, eta: 1 day, 14:27:51, time: 2.659, data_time: 1.593, memory: 8472, top1_acc: 0.3030, top5_acc: 0.5514, loss_cls: 3.2244, loss: 3.2244, grad_norm: 0.9963 2020-09-28 13:14:01,314 - mmaction - INFO - Epoch [64][40/627] lr: 5.147e-01, eta: 1 day, 14:27:28, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5530, loss_cls: 3.2197, loss: 3.2197, grad_norm: 0.9662 2020-09-28 13:14:23,128 - mmaction - INFO - Epoch [64][60/627] lr: 5.147e-01, eta: 1 day, 14:27:02, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5625, loss_cls: 3.2113, loss: 3.2113, grad_norm: 0.9778 2020-09-28 13:14:44,857 - mmaction - INFO - Epoch [64][80/627] lr: 5.147e-01, eta: 1 day, 14:26:35, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5600, loss_cls: 3.2076, loss: 3.2076, grad_norm: 0.9897 2020-09-28 13:15:07,743 - mmaction - INFO - Epoch [64][100/627] lr: 5.147e-01, eta: 1 day, 14:26:12, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3055, top5_acc: 0.5605, loss_cls: 3.2036, loss: 3.2036, grad_norm: 0.9700 2020-09-28 13:15:30,356 - mmaction - INFO - Epoch [64][120/627] lr: 5.147e-01, eta: 1 day, 14:25:49, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.3051, top5_acc: 0.5672, loss_cls: 3.1704, loss: 3.1704, grad_norm: 0.9789 2020-09-28 13:15:51,823 - mmaction - INFO - Epoch [64][140/627] lr: 5.147e-01, eta: 1 day, 14:25:21, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5565, loss_cls: 3.2057, loss: 3.2057, grad_norm: 0.9786 2020-09-28 13:16:13,164 - mmaction - INFO - Epoch [64][160/627] lr: 5.147e-01, eta: 1 day, 14:24:54, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5523, loss_cls: 3.2188, loss: 3.2188, grad_norm: 0.9819 2020-09-28 13:16:35,164 - mmaction - INFO - Epoch [64][180/627] lr: 5.147e-01, eta: 1 day, 14:24:28, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5547, loss_cls: 3.2399, loss: 3.2399, grad_norm: 0.9757 2020-09-28 13:16:57,661 - mmaction - INFO - Epoch [64][200/627] lr: 5.147e-01, eta: 1 day, 14:24:04, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5530, loss_cls: 3.2274, loss: 3.2274, grad_norm: 0.9791 2020-09-28 13:17:20,257 - mmaction - INFO - Epoch [64][220/627] lr: 5.147e-01, eta: 1 day, 14:23:41, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.2984, top5_acc: 0.5560, loss_cls: 3.2173, loss: 3.2173, grad_norm: 0.9700 2020-09-28 13:17:42,174 - mmaction - INFO - Epoch [64][240/627] lr: 5.147e-01, eta: 1 day, 14:23:15, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3018, top5_acc: 0.5568, loss_cls: 3.2202, loss: 3.2202, grad_norm: 0.9620 2020-09-28 13:18:04,472 - mmaction - INFO - Epoch [64][260/627] lr: 5.147e-01, eta: 1 day, 14:22:50, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3033, top5_acc: 0.5505, loss_cls: 3.2338, loss: 3.2338, grad_norm: 0.9924 2020-09-28 13:18:26,965 - mmaction - INFO - Epoch [64][280/627] lr: 5.147e-01, eta: 1 day, 14:22:26, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5591, loss_cls: 3.1865, loss: 3.1865, grad_norm: 0.9771 2020-09-28 13:18:48,244 - mmaction - INFO - Epoch [64][300/627] lr: 5.147e-01, eta: 1 day, 14:21:58, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3078, top5_acc: 0.5492, loss_cls: 3.2409, loss: 3.2409, grad_norm: 0.9737 2020-09-28 13:19:09,803 - mmaction - INFO - Epoch [64][320/627] lr: 5.147e-01, eta: 1 day, 14:21:31, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5574, loss_cls: 3.2331, loss: 3.2331, grad_norm: 0.9792 2020-09-28 13:19:32,662 - mmaction - INFO - Epoch [64][340/627] lr: 5.147e-01, eta: 1 day, 14:21:08, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.2977, top5_acc: 0.5383, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.9687 2020-09-28 13:19:55,716 - mmaction - INFO - Epoch [64][360/627] lr: 5.147e-01, eta: 1 day, 14:20:46, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5551, loss_cls: 3.2212, loss: 3.2212, grad_norm: 0.9650 2020-09-28 13:20:19,253 - mmaction - INFO - Epoch [64][380/627] lr: 5.147e-01, eta: 1 day, 14:20:25, time: 1.178, data_time: 0.002, memory: 8472, top1_acc: 0.3027, top5_acc: 0.5633, loss_cls: 3.2118, loss: 3.2118, grad_norm: 0.9885 2020-09-28 13:20:41,559 - mmaction - INFO - Epoch [64][400/627] lr: 5.147e-01, eta: 1 day, 14:20:00, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5508, loss_cls: 3.2538, loss: 3.2538, grad_norm: 0.9816 2020-09-28 13:21:03,344 - mmaction - INFO - Epoch [64][420/627] lr: 5.147e-01, eta: 1 day, 14:19:34, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5523, loss_cls: 3.2408, loss: 3.2408, grad_norm: 0.9719 2020-09-28 13:21:25,413 - mmaction - INFO - Epoch [64][440/627] lr: 5.147e-01, eta: 1 day, 14:19:09, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3118, top5_acc: 0.5609, loss_cls: 3.1629, loss: 3.1629, grad_norm: 0.9692 2020-09-28 13:21:48,709 - mmaction - INFO - Epoch [64][460/627] lr: 5.147e-01, eta: 1 day, 14:18:47, time: 1.167, data_time: 0.004, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5682, loss_cls: 3.1815, loss: 3.1815, grad_norm: 0.9790 2020-09-28 13:22:10,097 - mmaction - INFO - Epoch [64][480/627] lr: 5.147e-01, eta: 1 day, 14:18:20, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.3124, top5_acc: 0.5607, loss_cls: 3.1906, loss: 3.1906, grad_norm: 0.9740 2020-09-28 13:22:31,166 - mmaction - INFO - Epoch [64][500/627] lr: 5.147e-01, eta: 1 day, 14:17:51, time: 1.051, data_time: 0.001, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5378, loss_cls: 3.2689, loss: 3.2689, grad_norm: 0.9730 2020-09-28 13:22:53,558 - mmaction - INFO - Epoch [64][520/627] lr: 5.147e-01, eta: 1 day, 14:17:27, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3042, top5_acc: 0.5542, loss_cls: 3.2266, loss: 3.2266, grad_norm: 0.9811 2020-09-28 13:23:15,518 - mmaction - INFO - Epoch [64][540/627] lr: 5.147e-01, eta: 1 day, 14:17:02, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.2964, top5_acc: 0.5461, loss_cls: 3.2635, loss: 3.2635, grad_norm: 0.9833 2020-09-28 13:23:38,570 - mmaction - INFO - Epoch [64][560/627] lr: 5.147e-01, eta: 1 day, 14:16:39, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.3004, top5_acc: 0.5526, loss_cls: 3.2358, loss: 3.2358, grad_norm: 0.9686 2020-09-28 13:23:59,425 - mmaction - INFO - Epoch [64][580/627] lr: 5.147e-01, eta: 1 day, 14:16:10, time: 1.044, data_time: 0.003, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5573, loss_cls: 3.2035, loss: 3.2035, grad_norm: 0.9745 2020-09-28 13:24:21,086 - mmaction - INFO - Epoch [64][600/627] lr: 5.147e-01, eta: 1 day, 14:15:44, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3089, top5_acc: 0.5538, loss_cls: 3.2239, loss: 3.2239, grad_norm: 0.9919 2020-09-28 13:24:43,892 - mmaction - INFO - Epoch [64][620/627] lr: 5.147e-01, eta: 1 day, 14:15:21, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.2928, top5_acc: 0.5402, loss_cls: 3.3198, loss: 3.3198, grad_norm: 0.9824 2020-09-28 13:24:50,735 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-09-28 13:25:43,299 - mmaction - INFO - Epoch [65][20/627] lr: 5.121e-01, eta: 1 day, 14:15:53, time: 2.602, data_time: 1.461, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5529, loss_cls: 3.2225, loss: 3.2225, grad_norm: 0.9881 2020-09-28 13:26:06,665 - mmaction - INFO - Epoch [65][40/627] lr: 5.121e-01, eta: 1 day, 14:15:32, time: 1.173, data_time: 0.007, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5595, loss_cls: 3.1965, loss: 3.1965, grad_norm: 0.9850 2020-09-28 13:26:28,315 - mmaction - INFO - Epoch [65][60/627] lr: 5.121e-01, eta: 1 day, 14:15:05, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.2978, top5_acc: 0.5505, loss_cls: 3.2443, loss: 3.2443, grad_norm: 0.9782 2020-09-28 13:26:49,202 - mmaction - INFO - Epoch [65][80/627] lr: 5.121e-01, eta: 1 day, 14:14:36, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5616, loss_cls: 3.1616, loss: 3.1616, grad_norm: 1.0022 2020-09-28 13:27:11,318 - mmaction - INFO - Epoch [65][100/627] lr: 5.121e-01, eta: 1 day, 14:14:11, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.3027, top5_acc: 0.5539, loss_cls: 3.2101, loss: 3.2101, grad_norm: 0.9680 2020-09-28 13:27:34,368 - mmaction - INFO - Epoch [65][120/627] lr: 5.121e-01, eta: 1 day, 14:13:49, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5629, loss_cls: 3.1755, loss: 3.1755, grad_norm: 0.9838 2020-09-28 13:27:56,637 - mmaction - INFO - Epoch [65][140/627] lr: 5.121e-01, eta: 1 day, 14:13:24, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5563, loss_cls: 3.1674, loss: 3.1674, grad_norm: 0.9748 2020-09-28 13:28:18,139 - mmaction - INFO - Epoch [65][160/627] lr: 5.121e-01, eta: 1 day, 14:12:57, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.2937, top5_acc: 0.5448, loss_cls: 3.2756, loss: 3.2756, grad_norm: 0.9795 2020-09-28 13:28:41,215 - mmaction - INFO - Epoch [65][180/627] lr: 5.121e-01, eta: 1 day, 14:12:35, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.3174, top5_acc: 0.5625, loss_cls: 3.1727, loss: 3.1727, grad_norm: 0.9695 2020-09-28 13:29:03,072 - mmaction - INFO - Epoch [65][200/627] lr: 5.121e-01, eta: 1 day, 14:12:09, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3086, top5_acc: 0.5717, loss_cls: 3.1893, loss: 3.1893, grad_norm: 0.9842 2020-09-28 13:29:25,211 - mmaction - INFO - Epoch [65][220/627] lr: 5.121e-01, eta: 1 day, 14:11:44, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5591, loss_cls: 3.2096, loss: 3.2096, grad_norm: 0.9807 2020-09-28 13:29:47,712 - mmaction - INFO - Epoch [65][240/627] lr: 5.121e-01, eta: 1 day, 14:11:20, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3043, top5_acc: 0.5470, loss_cls: 3.2281, loss: 3.2281, grad_norm: 0.9655 2020-09-28 13:30:10,069 - mmaction - INFO - Epoch [65][260/627] lr: 5.121e-01, eta: 1 day, 14:10:55, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3049, top5_acc: 0.5529, loss_cls: 3.2166, loss: 3.2166, grad_norm: 0.9896 2020-09-28 13:30:31,427 - mmaction - INFO - Epoch [65][280/627] lr: 5.121e-01, eta: 1 day, 14:10:28, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3068, top5_acc: 0.5578, loss_cls: 3.2211, loss: 3.2211, grad_norm: 0.9657 2020-09-28 13:30:53,223 - mmaction - INFO - Epoch [65][300/627] lr: 5.121e-01, eta: 1 day, 14:10:02, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5467, loss_cls: 3.2452, loss: 3.2452, grad_norm: 0.9669 2020-09-28 13:31:15,056 - mmaction - INFO - Epoch [65][320/627] lr: 5.121e-01, eta: 1 day, 14:09:36, time: 1.090, data_time: 0.007, memory: 8472, top1_acc: 0.3099, top5_acc: 0.5607, loss_cls: 3.1836, loss: 3.1836, grad_norm: 0.9832 2020-09-28 13:31:37,760 - mmaction - INFO - Epoch [65][340/627] lr: 5.121e-01, eta: 1 day, 14:09:12, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5469, loss_cls: 3.2476, loss: 3.2476, grad_norm: 0.9989 2020-09-28 13:31:59,441 - mmaction - INFO - Epoch [65][360/627] lr: 5.121e-01, eta: 1 day, 14:08:46, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.2952, top5_acc: 0.5474, loss_cls: 3.2461, loss: 3.2461, grad_norm: 0.9750 2020-09-28 13:32:20,666 - mmaction - INFO - Epoch [65][380/627] lr: 5.121e-01, eta: 1 day, 14:08:18, time: 1.058, data_time: 0.001, memory: 8472, top1_acc: 0.3059, top5_acc: 0.5539, loss_cls: 3.2344, loss: 3.2344, grad_norm: 0.9872 2020-09-28 13:32:43,355 - mmaction - INFO - Epoch [65][400/627] lr: 5.121e-01, eta: 1 day, 14:07:55, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.3034, top5_acc: 0.5527, loss_cls: 3.2344, loss: 3.2344, grad_norm: 0.9905 2020-09-28 13:33:05,908 - mmaction - INFO - Epoch [65][420/627] lr: 5.121e-01, eta: 1 day, 14:07:31, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5478, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.9696 2020-09-28 13:33:27,834 - mmaction - INFO - Epoch [65][440/627] lr: 5.121e-01, eta: 1 day, 14:07:05, time: 1.099, data_time: 0.015, memory: 8472, top1_acc: 0.3022, top5_acc: 0.5536, loss_cls: 3.2187, loss: 3.2187, grad_norm: 0.9847 2020-09-28 13:33:49,256 - mmaction - INFO - Epoch [65][460/627] lr: 5.121e-01, eta: 1 day, 14:06:38, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5423, loss_cls: 3.2662, loss: 3.2662, grad_norm: 0.9766 2020-09-28 13:34:10,855 - mmaction - INFO - Epoch [65][480/627] lr: 5.121e-01, eta: 1 day, 14:06:11, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.3014, top5_acc: 0.5461, loss_cls: 3.2323, loss: 3.2323, grad_norm: 0.9712 2020-09-28 13:34:32,291 - mmaction - INFO - Epoch [65][500/627] lr: 5.121e-01, eta: 1 day, 14:05:44, time: 1.072, data_time: 0.005, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5602, loss_cls: 3.1861, loss: 3.1861, grad_norm: 0.9964 2020-09-28 13:34:54,530 - mmaction - INFO - Epoch [65][520/627] lr: 5.121e-01, eta: 1 day, 14:05:19, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5504, loss_cls: 3.2296, loss: 3.2296, grad_norm: 0.9643 2020-09-28 13:35:16,939 - mmaction - INFO - Epoch [65][540/627] lr: 5.121e-01, eta: 1 day, 14:04:55, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5503, loss_cls: 3.2501, loss: 3.2501, grad_norm: 0.9850 2020-09-28 13:35:38,334 - mmaction - INFO - Epoch [65][560/627] lr: 5.121e-01, eta: 1 day, 14:04:28, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.2911, top5_acc: 0.5487, loss_cls: 3.2719, loss: 3.2719, grad_norm: 0.9802 2020-09-28 13:36:00,702 - mmaction - INFO - Epoch [65][580/627] lr: 5.121e-01, eta: 1 day, 14:04:03, time: 1.118, data_time: 0.065, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5587, loss_cls: 3.1807, loss: 3.1807, grad_norm: 0.9801 2020-09-28 13:36:22,120 - mmaction - INFO - Epoch [65][600/627] lr: 5.121e-01, eta: 1 day, 14:03:36, time: 1.070, data_time: 0.072, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5587, loss_cls: 3.2215, loss: 3.2215, grad_norm: 0.9943 2020-09-28 13:36:45,283 - mmaction - INFO - Epoch [65][620/627] lr: 5.121e-01, eta: 1 day, 14:03:14, time: 1.159, data_time: 0.008, memory: 8472, top1_acc: 0.3125, top5_acc: 0.5615, loss_cls: 3.2230, loss: 3.2230, grad_norm: 0.9718 2020-09-28 13:38:10,929 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 13:38:11,620 - mmaction - INFO - top1_acc 0.3048 top5_acc 0.5724 2020-09-28 13:38:11,620 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 13:38:11,665 - mmaction - INFO - mean_acc 0.3046 2020-09-28 13:38:11,673 - mmaction - INFO - Epoch(val) [65][627] top1_acc: 0.3048, top5_acc: 0.5724, mean_class_accuracy: 0.3046 2020-09-28 13:39:02,775 - mmaction - INFO - Epoch [66][20/627] lr: 5.095e-01, eta: 1 day, 14:03:42, time: 2.554, data_time: 1.383, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5561, loss_cls: 3.1988, loss: 3.1988, grad_norm: 0.9957 2020-09-28 13:39:25,307 - mmaction - INFO - Epoch [66][40/627] lr: 5.095e-01, eta: 1 day, 14:03:18, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5599, loss_cls: 3.2039, loss: 3.2039, grad_norm: 0.9830 2020-09-28 13:39:47,645 - mmaction - INFO - Epoch [66][60/627] lr: 5.095e-01, eta: 1 day, 14:02:54, time: 1.115, data_time: 0.071, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5501, loss_cls: 3.2552, loss: 3.2552, grad_norm: 0.9786 2020-09-28 13:40:08,754 - mmaction - INFO - Epoch [66][80/627] lr: 5.095e-01, eta: 1 day, 14:02:26, time: 1.056, data_time: 0.033, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5499, loss_cls: 3.2080, loss: 3.2080, grad_norm: 0.9677 2020-09-28 13:40:31,395 - mmaction - INFO - Epoch [66][100/627] lr: 5.095e-01, eta: 1 day, 14:02:02, time: 1.133, data_time: 0.099, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5625, loss_cls: 3.1671, loss: 3.1671, grad_norm: 0.9762 2020-09-28 13:40:53,089 - mmaction - INFO - Epoch [66][120/627] lr: 5.095e-01, eta: 1 day, 14:01:36, time: 1.084, data_time: 0.021, memory: 8472, top1_acc: 0.3031, top5_acc: 0.5596, loss_cls: 3.2050, loss: 3.2050, grad_norm: 0.9768 2020-09-28 13:41:15,335 - mmaction - INFO - Epoch [66][140/627] lr: 5.095e-01, eta: 1 day, 14:01:11, time: 1.112, data_time: 0.128, memory: 8472, top1_acc: 0.3100, top5_acc: 0.5592, loss_cls: 3.1883, loss: 3.1883, grad_norm: 0.9849 2020-09-28 13:41:37,807 - mmaction - INFO - Epoch [66][160/627] lr: 5.095e-01, eta: 1 day, 14:00:47, time: 1.124, data_time: 0.077, memory: 8472, top1_acc: 0.3105, top5_acc: 0.5559, loss_cls: 3.1946, loss: 3.1946, grad_norm: 0.9955 2020-09-28 13:42:00,195 - mmaction - INFO - Epoch [66][180/627] lr: 5.095e-01, eta: 1 day, 14:00:23, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5513, loss_cls: 3.2474, loss: 3.2474, grad_norm: 0.9874 2020-09-28 13:42:21,311 - mmaction - INFO - Epoch [66][200/627] lr: 5.095e-01, eta: 1 day, 13:59:55, time: 1.056, data_time: 0.079, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5616, loss_cls: 3.1967, loss: 3.1967, grad_norm: 0.9704 2020-09-28 13:42:43,238 - mmaction - INFO - Epoch [66][220/627] lr: 5.095e-01, eta: 1 day, 13:59:29, time: 1.096, data_time: 0.016, memory: 8472, top1_acc: 0.3124, top5_acc: 0.5538, loss_cls: 3.2103, loss: 3.2103, grad_norm: 0.9773 2020-09-28 13:43:05,228 - mmaction - INFO - Epoch [66][240/627] lr: 5.095e-01, eta: 1 day, 13:59:04, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5638, loss_cls: 3.1725, loss: 3.1725, grad_norm: 0.9970 2020-09-28 13:43:27,256 - mmaction - INFO - Epoch [66][260/627] lr: 5.095e-01, eta: 1 day, 13:58:38, time: 1.101, data_time: 0.008, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5570, loss_cls: 3.2255, loss: 3.2255, grad_norm: 1.0038 2020-09-28 13:43:50,475 - mmaction - INFO - Epoch [66][280/627] lr: 5.095e-01, eta: 1 day, 13:58:16, time: 1.162, data_time: 0.138, memory: 8472, top1_acc: 0.2997, top5_acc: 0.5440, loss_cls: 3.2701, loss: 3.2701, grad_norm: 0.9750 2020-09-28 13:44:12,636 - mmaction - INFO - Epoch [66][300/627] lr: 5.095e-01, eta: 1 day, 13:57:51, time: 1.109, data_time: 0.075, memory: 8472, top1_acc: 0.3040, top5_acc: 0.5448, loss_cls: 3.2362, loss: 3.2362, grad_norm: 0.9793 2020-09-28 13:44:33,097 - mmaction - INFO - Epoch [66][320/627] lr: 5.095e-01, eta: 1 day, 13:57:21, time: 1.022, data_time: 0.001, memory: 8472, top1_acc: 0.3051, top5_acc: 0.5568, loss_cls: 3.2089, loss: 3.2089, grad_norm: 0.9701 2020-09-28 13:44:55,209 - mmaction - INFO - Epoch [66][340/627] lr: 5.095e-01, eta: 1 day, 13:56:56, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5561, loss_cls: 3.2115, loss: 3.2115, grad_norm: 0.9694 2020-09-28 13:45:18,415 - mmaction - INFO - Epoch [66][360/627] lr: 5.095e-01, eta: 1 day, 13:56:34, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5605, loss_cls: 3.1793, loss: 3.1793, grad_norm: 0.9858 2020-09-28 13:45:40,185 - mmaction - INFO - Epoch [66][380/627] lr: 5.095e-01, eta: 1 day, 13:56:08, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5549, loss_cls: 3.2269, loss: 3.2269, grad_norm: 0.9843 2020-09-28 13:46:02,704 - mmaction - INFO - Epoch [66][400/627] lr: 5.095e-01, eta: 1 day, 13:55:44, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3051, top5_acc: 0.5538, loss_cls: 3.2396, loss: 3.2396, grad_norm: 0.9780 2020-09-28 13:46:24,671 - mmaction - INFO - Epoch [66][420/627] lr: 5.095e-01, eta: 1 day, 13:55:19, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.3087, top5_acc: 0.5602, loss_cls: 3.1832, loss: 3.1832, grad_norm: 0.9769 2020-09-28 13:46:47,130 - mmaction - INFO - Epoch [66][440/627] lr: 5.095e-01, eta: 1 day, 13:54:55, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5573, loss_cls: 3.2186, loss: 3.2186, grad_norm: 0.9890 2020-09-28 13:47:08,423 - mmaction - INFO - Epoch [66][460/627] lr: 5.095e-01, eta: 1 day, 13:54:27, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.3022, top5_acc: 0.5464, loss_cls: 3.2621, loss: 3.2621, grad_norm: 0.9846 2020-09-28 13:47:29,526 - mmaction - INFO - Epoch [66][480/627] lr: 5.095e-01, eta: 1 day, 13:53:59, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5363, loss_cls: 3.2746, loss: 3.2746, grad_norm: 0.9811 2020-09-28 13:47:52,251 - mmaction - INFO - Epoch [66][500/627] lr: 5.095e-01, eta: 1 day, 13:53:36, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3026, top5_acc: 0.5457, loss_cls: 3.2326, loss: 3.2326, grad_norm: 0.9631 2020-09-28 13:48:14,065 - mmaction - INFO - Epoch [66][520/627] lr: 5.095e-01, eta: 1 day, 13:53:10, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3034, top5_acc: 0.5525, loss_cls: 3.2234, loss: 3.2234, grad_norm: 0.9719 2020-09-28 13:48:35,769 - mmaction - INFO - Epoch [66][540/627] lr: 5.095e-01, eta: 1 day, 13:52:44, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3133, top5_acc: 0.5586, loss_cls: 3.2024, loss: 3.2024, grad_norm: 0.9761 2020-09-28 13:48:59,394 - mmaction - INFO - Epoch [66][560/627] lr: 5.095e-01, eta: 1 day, 13:52:23, time: 1.182, data_time: 0.003, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5608, loss_cls: 3.2255, loss: 3.2255, grad_norm: 0.9755 2020-09-28 13:49:19,510 - mmaction - INFO - Epoch [66][580/627] lr: 5.095e-01, eta: 1 day, 13:51:52, time: 1.005, data_time: 0.002, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5617, loss_cls: 3.1966, loss: 3.1966, grad_norm: 0.9911 2020-09-28 13:49:42,382 - mmaction - INFO - Epoch [66][600/627] lr: 5.095e-01, eta: 1 day, 13:51:29, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.2934, top5_acc: 0.5466, loss_cls: 3.2684, loss: 3.2684, grad_norm: 0.9882 2020-09-28 13:50:05,031 - mmaction - INFO - Epoch [66][620/627] lr: 5.095e-01, eta: 1 day, 13:51:06, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.2918, top5_acc: 0.5406, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.9881 2020-09-28 13:51:07,660 - mmaction - INFO - Epoch [67][20/627] lr: 5.069e-01, eta: 1 day, 13:51:44, time: 2.747, data_time: 1.547, memory: 8472, top1_acc: 0.3055, top5_acc: 0.5471, loss_cls: 3.2467, loss: 3.2467, grad_norm: 0.9898 2020-09-28 13:51:29,000 - mmaction - INFO - Epoch [67][40/627] lr: 5.069e-01, eta: 1 day, 13:51:17, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.3178, top5_acc: 0.5685, loss_cls: 3.1497, loss: 3.1497, grad_norm: 0.9740 2020-09-28 13:51:50,875 - mmaction - INFO - Epoch [67][60/627] lr: 5.069e-01, eta: 1 day, 13:50:51, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5586, loss_cls: 3.2185, loss: 3.2185, grad_norm: 0.9979 2020-09-28 13:52:13,426 - mmaction - INFO - Epoch [67][80/627] lr: 5.069e-01, eta: 1 day, 13:50:27, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3030, top5_acc: 0.5591, loss_cls: 3.2122, loss: 3.2122, grad_norm: 0.9825 2020-09-28 13:52:34,918 - mmaction - INFO - Epoch [67][100/627] lr: 5.069e-01, eta: 1 day, 13:50:00, time: 1.077, data_time: 0.004, memory: 8472, top1_acc: 0.3033, top5_acc: 0.5599, loss_cls: 3.1969, loss: 3.1969, grad_norm: 0.9780 2020-09-28 13:52:57,690 - mmaction - INFO - Epoch [67][120/627] lr: 5.069e-01, eta: 1 day, 13:49:37, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.3095, top5_acc: 0.5648, loss_cls: 3.1644, loss: 3.1644, grad_norm: 0.9920 2020-09-28 13:53:19,849 - mmaction - INFO - Epoch [67][140/627] lr: 5.069e-01, eta: 1 day, 13:49:12, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3059, top5_acc: 0.5553, loss_cls: 3.2135, loss: 3.2135, grad_norm: 0.9768 2020-09-28 13:53:41,736 - mmaction - INFO - Epoch [67][160/627] lr: 5.069e-01, eta: 1 day, 13:48:46, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5590, loss_cls: 3.2170, loss: 3.2170, grad_norm: 0.9800 2020-09-28 13:54:03,156 - mmaction - INFO - Epoch [67][180/627] lr: 5.069e-01, eta: 1 day, 13:48:19, time: 1.072, data_time: 0.005, memory: 8472, top1_acc: 0.3030, top5_acc: 0.5466, loss_cls: 3.2442, loss: 3.2442, grad_norm: 0.9746 2020-09-28 13:54:26,079 - mmaction - INFO - Epoch [67][200/627] lr: 5.069e-01, eta: 1 day, 13:47:56, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3095, top5_acc: 0.5608, loss_cls: 3.2068, loss: 3.2068, grad_norm: 0.9846 2020-09-28 13:54:48,067 - mmaction - INFO - Epoch [67][220/627] lr: 5.069e-01, eta: 1 day, 13:47:31, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3132, top5_acc: 0.5586, loss_cls: 3.1948, loss: 3.1948, grad_norm: 0.9846 2020-09-28 13:55:10,477 - mmaction - INFO - Epoch [67][240/627] lr: 5.069e-01, eta: 1 day, 13:47:07, time: 1.122, data_time: 0.012, memory: 8472, top1_acc: 0.3122, top5_acc: 0.5557, loss_cls: 3.1874, loss: 3.1874, grad_norm: 0.9833 2020-09-28 13:55:30,987 - mmaction - INFO - Epoch [67][260/627] lr: 5.069e-01, eta: 1 day, 13:46:37, time: 1.025, data_time: 0.027, memory: 8472, top1_acc: 0.3160, top5_acc: 0.5561, loss_cls: 3.1842, loss: 3.1842, grad_norm: 1.0012 2020-09-28 13:55:53,585 - mmaction - INFO - Epoch [67][280/627] lr: 5.069e-01, eta: 1 day, 13:46:13, time: 1.129, data_time: 0.038, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5503, loss_cls: 3.2384, loss: 3.2384, grad_norm: 0.9748 2020-09-28 13:56:17,620 - mmaction - INFO - Epoch [67][300/627] lr: 5.069e-01, eta: 1 day, 13:45:54, time: 1.204, data_time: 0.004, memory: 8472, top1_acc: 0.3085, top5_acc: 0.5574, loss_cls: 3.1977, loss: 3.1977, grad_norm: 0.9855 2020-09-28 13:56:39,659 - mmaction - INFO - Epoch [67][320/627] lr: 5.069e-01, eta: 1 day, 13:45:28, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5538, loss_cls: 3.2293, loss: 3.2293, grad_norm: 0.9885 2020-09-28 13:57:01,740 - mmaction - INFO - Epoch [67][340/627] lr: 5.069e-01, eta: 1 day, 13:45:03, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3104, top5_acc: 0.5607, loss_cls: 3.1906, loss: 3.1906, grad_norm: 0.9809 2020-09-28 13:57:22,874 - mmaction - INFO - Epoch [67][360/627] lr: 5.069e-01, eta: 1 day, 13:44:35, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.3113, top5_acc: 0.5622, loss_cls: 3.1719, loss: 3.1719, grad_norm: 0.9935 2020-09-28 13:57:45,259 - mmaction - INFO - Epoch [67][380/627] lr: 5.069e-01, eta: 1 day, 13:44:11, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5543, loss_cls: 3.2356, loss: 3.2356, grad_norm: 0.9811 2020-09-28 13:58:07,430 - mmaction - INFO - Epoch [67][400/627] lr: 5.069e-01, eta: 1 day, 13:43:46, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5409, loss_cls: 3.2635, loss: 3.2635, grad_norm: 0.9793 2020-09-28 13:58:29,992 - mmaction - INFO - Epoch [67][420/627] lr: 5.069e-01, eta: 1 day, 13:43:22, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3014, top5_acc: 0.5440, loss_cls: 3.2446, loss: 3.2446, grad_norm: 0.9822 2020-09-28 13:58:51,988 - mmaction - INFO - Epoch [67][440/627] lr: 5.069e-01, eta: 1 day, 13:42:57, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.2990, top5_acc: 0.5430, loss_cls: 3.2535, loss: 3.2535, grad_norm: 0.9793 2020-09-28 13:59:14,590 - mmaction - INFO - Epoch [67][460/627] lr: 5.069e-01, eta: 1 day, 13:42:33, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5462, loss_cls: 3.2517, loss: 3.2517, grad_norm: 0.9654 2020-09-28 13:59:36,548 - mmaction - INFO - Epoch [67][480/627] lr: 5.069e-01, eta: 1 day, 13:42:08, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.3107, top5_acc: 0.5608, loss_cls: 3.1836, loss: 3.1836, grad_norm: 0.9829 2020-09-28 13:59:58,998 - mmaction - INFO - Epoch [67][500/627] lr: 5.069e-01, eta: 1 day, 13:41:44, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5652, loss_cls: 3.1932, loss: 3.1932, grad_norm: 0.9851 2020-09-28 14:00:21,663 - mmaction - INFO - Epoch [67][520/627] lr: 5.069e-01, eta: 1 day, 13:41:20, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5529, loss_cls: 3.2195, loss: 3.2195, grad_norm: 0.9869 2020-09-28 14:00:42,951 - mmaction - INFO - Epoch [67][540/627] lr: 5.069e-01, eta: 1 day, 13:40:53, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5620, loss_cls: 3.1992, loss: 3.1992, grad_norm: 0.9889 2020-09-28 14:01:06,764 - mmaction - INFO - Epoch [67][560/627] lr: 5.069e-01, eta: 1 day, 13:40:33, time: 1.191, data_time: 0.027, memory: 8472, top1_acc: 0.3247, top5_acc: 0.5576, loss_cls: 3.1613, loss: 3.1613, grad_norm: 0.9951 2020-09-28 14:01:28,759 - mmaction - INFO - Epoch [67][580/627] lr: 5.069e-01, eta: 1 day, 13:40:07, time: 1.099, data_time: 0.106, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5655, loss_cls: 3.1806, loss: 3.1806, grad_norm: 0.9944 2020-09-28 14:01:50,994 - mmaction - INFO - Epoch [67][600/627] lr: 5.069e-01, eta: 1 day, 13:39:43, time: 1.114, data_time: 0.080, memory: 8472, top1_acc: 0.2965, top5_acc: 0.5497, loss_cls: 3.2624, loss: 3.2624, grad_norm: 0.9844 2020-09-28 14:02:13,482 - mmaction - INFO - Epoch [67][620/627] lr: 5.069e-01, eta: 1 day, 13:39:19, time: 1.124, data_time: 0.107, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5548, loss_cls: 3.2057, loss: 3.2057, grad_norm: 0.9863 2020-09-28 14:03:16,128 - mmaction - INFO - Epoch [68][20/627] lr: 5.042e-01, eta: 1 day, 13:39:54, time: 2.726, data_time: 1.567, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5415, loss_cls: 3.2606, loss: 3.2606, grad_norm: 1.0042 2020-09-28 14:03:38,831 - mmaction - INFO - Epoch [68][40/627] lr: 5.042e-01, eta: 1 day, 13:39:31, time: 1.136, data_time: 0.004, memory: 8472, top1_acc: 0.3030, top5_acc: 0.5576, loss_cls: 3.2076, loss: 3.2076, grad_norm: 0.9886 2020-09-28 14:04:00,978 - mmaction - INFO - Epoch [68][60/627] lr: 5.042e-01, eta: 1 day, 13:39:06, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5564, loss_cls: 3.1942, loss: 3.1942, grad_norm: 0.9825 2020-09-28 14:04:22,463 - mmaction - INFO - Epoch [68][80/627] lr: 5.042e-01, eta: 1 day, 13:38:39, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.2979, top5_acc: 0.5615, loss_cls: 3.2103, loss: 3.2103, grad_norm: 0.9881 2020-09-28 14:04:44,797 - mmaction - INFO - Epoch [68][100/627] lr: 5.042e-01, eta: 1 day, 13:38:15, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5579, loss_cls: 3.1979, loss: 3.1979, grad_norm: 0.9709 2020-09-28 14:05:06,639 - mmaction - INFO - Epoch [68][120/627] lr: 5.042e-01, eta: 1 day, 13:37:49, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5552, loss_cls: 3.2106, loss: 3.2106, grad_norm: 1.0008 2020-09-28 14:05:29,153 - mmaction - INFO - Epoch [68][140/627] lr: 5.042e-01, eta: 1 day, 13:37:25, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5625, loss_cls: 3.1631, loss: 3.1631, grad_norm: 0.9812 2020-09-28 14:05:51,479 - mmaction - INFO - Epoch [68][160/627] lr: 5.042e-01, eta: 1 day, 13:37:01, time: 1.117, data_time: 0.076, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5641, loss_cls: 3.1749, loss: 3.1749, grad_norm: 0.9915 2020-09-28 14:06:13,163 - mmaction - INFO - Epoch [68][180/627] lr: 5.042e-01, eta: 1 day, 13:36:34, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5645, loss_cls: 3.1886, loss: 3.1886, grad_norm: 0.9911 2020-09-28 14:06:34,132 - mmaction - INFO - Epoch [68][200/627] lr: 5.042e-01, eta: 1 day, 13:36:06, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5570, loss_cls: 3.2175, loss: 3.2175, grad_norm: 0.9839 2020-09-28 14:06:57,154 - mmaction - INFO - Epoch [68][220/627] lr: 5.042e-01, eta: 1 day, 13:35:44, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.3102, top5_acc: 0.5517, loss_cls: 3.2069, loss: 3.2069, grad_norm: 0.9750 2020-09-28 14:07:19,240 - mmaction - INFO - Epoch [68][240/627] lr: 5.042e-01, eta: 1 day, 13:35:18, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3107, top5_acc: 0.5618, loss_cls: 3.2037, loss: 3.2037, grad_norm: 0.9869 2020-09-28 14:07:40,679 - mmaction - INFO - Epoch [68][260/627] lr: 5.042e-01, eta: 1 day, 13:34:51, time: 1.073, data_time: 0.004, memory: 8472, top1_acc: 0.3082, top5_acc: 0.5539, loss_cls: 3.2160, loss: 3.2160, grad_norm: 0.9813 2020-09-28 14:08:02,321 - mmaction - INFO - Epoch [68][280/627] lr: 5.042e-01, eta: 1 day, 13:34:25, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3043, top5_acc: 0.5522, loss_cls: 3.2571, loss: 3.2571, grad_norm: 0.9949 2020-09-28 14:08:26,279 - mmaction - INFO - Epoch [68][300/627] lr: 5.042e-01, eta: 1 day, 13:34:05, time: 1.197, data_time: 0.002, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5566, loss_cls: 3.1927, loss: 3.1927, grad_norm: 0.9700 2020-09-28 14:08:47,974 - mmaction - INFO - Epoch [68][320/627] lr: 5.042e-01, eta: 1 day, 13:33:39, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3107, top5_acc: 0.5612, loss_cls: 3.2002, loss: 3.2002, grad_norm: 0.9900 2020-09-28 14:09:09,883 - mmaction - INFO - Epoch [68][340/627] lr: 5.042e-01, eta: 1 day, 13:33:13, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5500, loss_cls: 3.2336, loss: 3.2336, grad_norm: 0.9942 2020-09-28 14:09:31,986 - mmaction - INFO - Epoch [68][360/627] lr: 5.042e-01, eta: 1 day, 13:32:48, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5565, loss_cls: 3.1857, loss: 3.1857, grad_norm: 0.9866 2020-09-28 14:09:54,660 - mmaction - INFO - Epoch [68][380/627] lr: 5.042e-01, eta: 1 day, 13:32:25, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5592, loss_cls: 3.2075, loss: 3.2075, grad_norm: 0.9939 2020-09-28 14:10:15,916 - mmaction - INFO - Epoch [68][400/627] lr: 5.042e-01, eta: 1 day, 13:31:57, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5513, loss_cls: 3.2303, loss: 3.2303, grad_norm: 0.9742 2020-09-28 14:10:38,607 - mmaction - INFO - Epoch [68][420/627] lr: 5.042e-01, eta: 1 day, 13:31:34, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5615, loss_cls: 3.2126, loss: 3.2126, grad_norm: 0.9948 2020-09-28 14:10:59,492 - mmaction - INFO - Epoch [68][440/627] lr: 5.042e-01, eta: 1 day, 13:31:06, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5409, loss_cls: 3.2842, loss: 3.2842, grad_norm: 0.9880 2020-09-28 14:11:22,857 - mmaction - INFO - Epoch [68][460/627] lr: 5.042e-01, eta: 1 day, 13:30:44, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5479, loss_cls: 3.2131, loss: 3.2131, grad_norm: 0.9909 2020-09-28 14:11:43,480 - mmaction - INFO - Epoch [68][480/627] lr: 5.042e-01, eta: 1 day, 13:30:15, time: 1.030, data_time: 0.002, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5569, loss_cls: 3.2084, loss: 3.2084, grad_norm: 1.0001 2020-09-28 14:12:05,153 - mmaction - INFO - Epoch [68][500/627] lr: 5.042e-01, eta: 1 day, 13:29:49, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3132, top5_acc: 0.5659, loss_cls: 3.1723, loss: 3.1723, grad_norm: 0.9798 2020-09-28 14:12:27,802 - mmaction - INFO - Epoch [68][520/627] lr: 5.042e-01, eta: 1 day, 13:29:25, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3122, top5_acc: 0.5599, loss_cls: 3.1761, loss: 3.1761, grad_norm: 0.9970 2020-09-28 14:12:50,294 - mmaction - INFO - Epoch [68][540/627] lr: 5.042e-01, eta: 1 day, 13:29:01, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3049, top5_acc: 0.5577, loss_cls: 3.2227, loss: 3.2227, grad_norm: 0.9942 2020-09-28 14:13:14,599 - mmaction - INFO - Epoch [68][560/627] lr: 5.042e-01, eta: 1 day, 13:28:42, time: 1.216, data_time: 0.034, memory: 8472, top1_acc: 0.3009, top5_acc: 0.5512, loss_cls: 3.2490, loss: 3.2490, grad_norm: 0.9874 2020-09-28 14:13:36,839 - mmaction - INFO - Epoch [68][580/627] lr: 5.042e-01, eta: 1 day, 13:28:18, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3122, top5_acc: 0.5645, loss_cls: 3.1620, loss: 3.1620, grad_norm: 0.9829 2020-09-28 14:13:58,563 - mmaction - INFO - Epoch [68][600/627] lr: 5.042e-01, eta: 1 day, 13:27:52, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3063, top5_acc: 0.5552, loss_cls: 3.2035, loss: 3.2035, grad_norm: 1.0019 2020-09-28 14:14:21,295 - mmaction - INFO - Epoch [68][620/627] lr: 5.042e-01, eta: 1 day, 13:27:28, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.2948, top5_acc: 0.5595, loss_cls: 3.2499, loss: 3.2499, grad_norm: 0.9887 2020-09-28 14:14:28,240 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-09-28 14:15:20,625 - mmaction - INFO - Epoch [69][20/627] lr: 5.015e-01, eta: 1 day, 13:27:56, time: 2.598, data_time: 1.507, memory: 8472, top1_acc: 0.3121, top5_acc: 0.5594, loss_cls: 3.2056, loss: 3.2056, grad_norm: 0.9963 2020-09-28 14:15:43,329 - mmaction - INFO - Epoch [69][40/627] lr: 5.015e-01, eta: 1 day, 13:27:32, time: 1.138, data_time: 0.005, memory: 8472, top1_acc: 0.3171, top5_acc: 0.5604, loss_cls: 3.1775, loss: 3.1775, grad_norm: 0.9781 2020-09-28 14:16:06,148 - mmaction - INFO - Epoch [69][60/627] lr: 5.015e-01, eta: 1 day, 13:27:09, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5660, loss_cls: 3.1748, loss: 3.1748, grad_norm: 0.9871 2020-09-28 14:16:28,364 - mmaction - INFO - Epoch [69][80/627] lr: 5.015e-01, eta: 1 day, 13:26:45, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5635, loss_cls: 3.1667, loss: 3.1667, grad_norm: 1.0031 2020-09-28 14:16:49,903 - mmaction - INFO - Epoch [69][100/627] lr: 5.015e-01, eta: 1 day, 13:26:18, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5557, loss_cls: 3.2020, loss: 3.2020, grad_norm: 0.9909 2020-09-28 14:17:11,946 - mmaction - INFO - Epoch [69][120/627] lr: 5.015e-01, eta: 1 day, 13:25:53, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5607, loss_cls: 3.2056, loss: 3.2056, grad_norm: 0.9837 2020-09-28 14:17:33,456 - mmaction - INFO - Epoch [69][140/627] lr: 5.015e-01, eta: 1 day, 13:25:26, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.3083, top5_acc: 0.5583, loss_cls: 3.1797, loss: 3.1797, grad_norm: 0.9861 2020-09-28 14:17:55,553 - mmaction - INFO - Epoch [69][160/627] lr: 5.015e-01, eta: 1 day, 13:25:01, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.3219, top5_acc: 0.5642, loss_cls: 3.1674, loss: 3.1674, grad_norm: 0.9748 2020-09-28 14:18:17,259 - mmaction - INFO - Epoch [69][180/627] lr: 5.015e-01, eta: 1 day, 13:24:35, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5646, loss_cls: 3.1763, loss: 3.1763, grad_norm: 0.9816 2020-09-28 14:18:39,603 - mmaction - INFO - Epoch [69][200/627] lr: 5.015e-01, eta: 1 day, 13:24:11, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5546, loss_cls: 3.2278, loss: 3.2278, grad_norm: 1.0028 2020-09-28 14:19:01,344 - mmaction - INFO - Epoch [69][220/627] lr: 5.015e-01, eta: 1 day, 13:23:44, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5500, loss_cls: 3.2267, loss: 3.2267, grad_norm: 0.9826 2020-09-28 14:19:23,714 - mmaction - INFO - Epoch [69][240/627] lr: 5.015e-01, eta: 1 day, 13:23:20, time: 1.121, data_time: 0.005, memory: 8472, top1_acc: 0.3004, top5_acc: 0.5417, loss_cls: 3.2817, loss: 3.2817, grad_norm: 0.9834 2020-09-28 14:19:45,746 - mmaction - INFO - Epoch [69][260/627] lr: 5.015e-01, eta: 1 day, 13:22:55, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3103, top5_acc: 0.5555, loss_cls: 3.2013, loss: 3.2013, grad_norm: 0.9787 2020-09-28 14:20:08,603 - mmaction - INFO - Epoch [69][280/627] lr: 5.015e-01, eta: 1 day, 13:22:32, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.3118, top5_acc: 0.5581, loss_cls: 3.1878, loss: 3.1878, grad_norm: 0.9906 2020-09-28 14:20:30,147 - mmaction - INFO - Epoch [69][300/627] lr: 5.015e-01, eta: 1 day, 13:22:05, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5688, loss_cls: 3.1568, loss: 3.1568, grad_norm: 0.9847 2020-09-28 14:20:53,216 - mmaction - INFO - Epoch [69][320/627] lr: 5.015e-01, eta: 1 day, 13:21:43, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5513, loss_cls: 3.2404, loss: 3.2404, grad_norm: 1.0103 2020-09-28 14:21:15,628 - mmaction - INFO - Epoch [69][340/627] lr: 5.015e-01, eta: 1 day, 13:21:19, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5642, loss_cls: 3.1743, loss: 3.1743, grad_norm: 0.9735 2020-09-28 14:21:38,374 - mmaction - INFO - Epoch [69][360/627] lr: 5.015e-01, eta: 1 day, 13:20:56, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5517, loss_cls: 3.2246, loss: 3.2246, grad_norm: 0.9938 2020-09-28 14:21:59,789 - mmaction - INFO - Epoch [69][380/627] lr: 5.015e-01, eta: 1 day, 13:20:29, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3051, top5_acc: 0.5548, loss_cls: 3.2162, loss: 3.2162, grad_norm: 0.9710 2020-09-28 14:22:21,895 - mmaction - INFO - Epoch [69][400/627] lr: 5.015e-01, eta: 1 day, 13:20:04, time: 1.104, data_time: 0.001, memory: 8472, top1_acc: 0.3108, top5_acc: 0.5655, loss_cls: 3.1729, loss: 3.1729, grad_norm: 0.9907 2020-09-28 14:22:44,090 - mmaction - INFO - Epoch [69][420/627] lr: 5.015e-01, eta: 1 day, 13:19:39, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3105, top5_acc: 0.5521, loss_cls: 3.1750, loss: 3.1750, grad_norm: 0.9676 2020-09-28 14:23:05,236 - mmaction - INFO - Epoch [69][440/627] lr: 5.015e-01, eta: 1 day, 13:19:11, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5564, loss_cls: 3.2098, loss: 3.2098, grad_norm: 0.9889 2020-09-28 14:23:27,427 - mmaction - INFO - Epoch [69][460/627] lr: 5.015e-01, eta: 1 day, 13:18:47, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5510, loss_cls: 3.2269, loss: 3.2269, grad_norm: 0.9963 2020-09-28 14:23:50,361 - mmaction - INFO - Epoch [69][480/627] lr: 5.015e-01, eta: 1 day, 13:18:24, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3137, top5_acc: 0.5613, loss_cls: 3.1853, loss: 3.1853, grad_norm: 0.9832 2020-09-28 14:24:10,941 - mmaction - INFO - Epoch [69][500/627] lr: 5.015e-01, eta: 1 day, 13:17:55, time: 1.028, data_time: 0.003, memory: 8472, top1_acc: 0.3008, top5_acc: 0.5474, loss_cls: 3.2436, loss: 3.2436, grad_norm: 0.9810 2020-09-28 14:24:32,721 - mmaction - INFO - Epoch [69][520/627] lr: 5.015e-01, eta: 1 day, 13:17:29, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3100, top5_acc: 0.5542, loss_cls: 3.2146, loss: 3.2146, grad_norm: 0.9776 2020-09-28 14:24:55,728 - mmaction - INFO - Epoch [69][540/627] lr: 5.015e-01, eta: 1 day, 13:17:06, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.2973, top5_acc: 0.5535, loss_cls: 3.2480, loss: 3.2480, grad_norm: 0.9910 2020-09-28 14:25:17,882 - mmaction - INFO - Epoch [69][560/627] lr: 5.015e-01, eta: 1 day, 13:16:41, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5607, loss_cls: 3.1881, loss: 3.1881, grad_norm: 0.9870 2020-09-28 14:25:40,276 - mmaction - INFO - Epoch [69][580/627] lr: 5.015e-01, eta: 1 day, 13:16:17, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.3107, top5_acc: 0.5615, loss_cls: 3.2060, loss: 3.2060, grad_norm: 1.0005 2020-09-28 14:26:03,099 - mmaction - INFO - Epoch [69][600/627] lr: 5.015e-01, eta: 1 day, 13:15:54, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5574, loss_cls: 3.2089, loss: 3.2089, grad_norm: 0.9922 2020-09-28 14:26:22,549 - mmaction - INFO - Epoch [69][620/627] lr: 5.015e-01, eta: 1 day, 13:15:22, time: 0.972, data_time: 0.004, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5561, loss_cls: 3.2160, loss: 3.2160, grad_norm: 0.9867 2020-09-28 14:27:21,875 - mmaction - INFO - Epoch [70][20/627] lr: 4.987e-01, eta: 1 day, 13:15:48, time: 2.590, data_time: 1.624, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5533, loss_cls: 3.2467, loss: 3.2467, grad_norm: 1.0071 2020-09-28 14:27:44,736 - mmaction - INFO - Epoch [70][40/627] lr: 4.987e-01, eta: 1 day, 13:15:25, time: 1.145, data_time: 0.055, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5561, loss_cls: 3.2089, loss: 3.2089, grad_norm: 0.9830 2020-09-28 14:28:07,149 - mmaction - INFO - Epoch [70][60/627] lr: 4.987e-01, eta: 1 day, 13:15:01, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3103, top5_acc: 0.5548, loss_cls: 3.1975, loss: 3.1975, grad_norm: 0.9876 2020-09-28 14:28:29,468 - mmaction - INFO - Epoch [70][80/627] lr: 4.987e-01, eta: 1 day, 13:14:36, time: 1.118, data_time: 0.090, memory: 8472, top1_acc: 0.3171, top5_acc: 0.5637, loss_cls: 3.1654, loss: 3.1654, grad_norm: 0.9822 2020-09-28 14:28:51,924 - mmaction - INFO - Epoch [70][100/627] lr: 4.987e-01, eta: 1 day, 13:14:12, time: 1.122, data_time: 0.132, memory: 8472, top1_acc: 0.3087, top5_acc: 0.5639, loss_cls: 3.1828, loss: 3.1828, grad_norm: 0.9880 2020-09-28 14:29:14,352 - mmaction - INFO - Epoch [70][120/627] lr: 4.987e-01, eta: 1 day, 13:13:48, time: 1.122, data_time: 0.170, memory: 8472, top1_acc: 0.3021, top5_acc: 0.5577, loss_cls: 3.2001, loss: 3.2001, grad_norm: 1.0049 2020-09-28 14:29:35,480 - mmaction - INFO - Epoch [70][140/627] lr: 4.987e-01, eta: 1 day, 13:13:20, time: 1.057, data_time: 0.102, memory: 8472, top1_acc: 0.3092, top5_acc: 0.5615, loss_cls: 3.2084, loss: 3.2084, grad_norm: 1.0072 2020-09-28 14:29:58,289 - mmaction - INFO - Epoch [70][160/627] lr: 4.987e-01, eta: 1 day, 13:12:57, time: 1.141, data_time: 0.176, memory: 8472, top1_acc: 0.3091, top5_acc: 0.5729, loss_cls: 3.1428, loss: 3.1428, grad_norm: 0.9993 2020-09-28 14:30:21,060 - mmaction - INFO - Epoch [70][180/627] lr: 4.987e-01, eta: 1 day, 13:12:34, time: 1.139, data_time: 0.186, memory: 8472, top1_acc: 0.3012, top5_acc: 0.5546, loss_cls: 3.2154, loss: 3.2154, grad_norm: 1.0013 2020-09-28 14:30:42,252 - mmaction - INFO - Epoch [70][200/627] lr: 4.987e-01, eta: 1 day, 13:12:07, time: 1.058, data_time: 0.097, memory: 8472, top1_acc: 0.3076, top5_acc: 0.5556, loss_cls: 3.2321, loss: 3.2321, grad_norm: 0.9959 2020-09-28 14:31:04,302 - mmaction - INFO - Epoch [70][220/627] lr: 4.987e-01, eta: 1 day, 13:11:42, time: 1.102, data_time: 0.095, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5725, loss_cls: 3.1454, loss: 3.1454, grad_norm: 0.9960 2020-09-28 14:31:27,728 - mmaction - INFO - Epoch [70][240/627] lr: 4.987e-01, eta: 1 day, 13:11:20, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.3105, top5_acc: 0.5624, loss_cls: 3.1928, loss: 3.1928, grad_norm: 1.0141 2020-09-28 14:31:48,366 - mmaction - INFO - Epoch [70][260/627] lr: 4.987e-01, eta: 1 day, 13:10:51, time: 1.031, data_time: 0.002, memory: 8472, top1_acc: 0.3042, top5_acc: 0.5573, loss_cls: 3.2066, loss: 3.2066, grad_norm: 0.9936 2020-09-28 14:32:10,632 - mmaction - INFO - Epoch [70][280/627] lr: 4.987e-01, eta: 1 day, 13:10:27, time: 1.115, data_time: 0.124, memory: 8472, top1_acc: 0.3082, top5_acc: 0.5553, loss_cls: 3.2001, loss: 3.2001, grad_norm: 0.9770 2020-09-28 14:32:33,511 - mmaction - INFO - Epoch [70][300/627] lr: 4.987e-01, eta: 1 day, 13:10:04, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5613, loss_cls: 3.1991, loss: 3.1991, grad_norm: 0.9888 2020-09-28 14:32:56,824 - mmaction - INFO - Epoch [70][320/627] lr: 4.987e-01, eta: 1 day, 13:09:42, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.3083, top5_acc: 0.5568, loss_cls: 3.2042, loss: 3.2042, grad_norm: 0.9921 2020-09-28 14:33:19,726 - mmaction - INFO - Epoch [70][340/627] lr: 4.987e-01, eta: 1 day, 13:09:19, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5612, loss_cls: 3.1877, loss: 3.1877, grad_norm: 0.9811 2020-09-28 14:33:40,860 - mmaction - INFO - Epoch [70][360/627] lr: 4.987e-01, eta: 1 day, 13:08:52, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.3044, top5_acc: 0.5668, loss_cls: 3.1531, loss: 3.1531, grad_norm: 0.9861 2020-09-28 14:34:01,715 - mmaction - INFO - Epoch [70][380/627] lr: 4.987e-01, eta: 1 day, 13:08:23, time: 1.043, data_time: 0.024, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5540, loss_cls: 3.2311, loss: 3.2311, grad_norm: 1.0021 2020-09-28 14:34:23,861 - mmaction - INFO - Epoch [70][400/627] lr: 4.987e-01, eta: 1 day, 13:07:59, time: 1.105, data_time: 0.125, memory: 8472, top1_acc: 0.3018, top5_acc: 0.5500, loss_cls: 3.2269, loss: 3.2269, grad_norm: 0.9850 2020-09-28 14:34:46,816 - mmaction - INFO - Epoch [70][420/627] lr: 4.987e-01, eta: 1 day, 13:07:36, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5625, loss_cls: 3.2010, loss: 3.2010, grad_norm: 1.0033 2020-09-28 14:35:09,058 - mmaction - INFO - Epoch [70][440/627] lr: 4.987e-01, eta: 1 day, 13:07:11, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.3049, top5_acc: 0.5609, loss_cls: 3.1912, loss: 3.1912, grad_norm: 0.9998 2020-09-28 14:35:31,002 - mmaction - INFO - Epoch [70][460/627] lr: 4.987e-01, eta: 1 day, 13:06:46, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5617, loss_cls: 3.2034, loss: 3.2034, grad_norm: 0.9939 2020-09-28 14:35:53,419 - mmaction - INFO - Epoch [70][480/627] lr: 4.987e-01, eta: 1 day, 13:06:22, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3102, top5_acc: 0.5542, loss_cls: 3.2186, loss: 3.2186, grad_norm: 0.9881 2020-09-28 14:36:15,917 - mmaction - INFO - Epoch [70][500/627] lr: 4.987e-01, eta: 1 day, 13:05:58, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.3023, top5_acc: 0.5499, loss_cls: 3.2384, loss: 3.2384, grad_norm: 0.9903 2020-09-28 14:36:37,636 - mmaction - INFO - Epoch [70][520/627] lr: 4.987e-01, eta: 1 day, 13:05:32, time: 1.088, data_time: 0.004, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5753, loss_cls: 3.1369, loss: 3.1369, grad_norm: 0.9916 2020-09-28 14:36:59,872 - mmaction - INFO - Epoch [70][540/627] lr: 4.987e-01, eta: 1 day, 13:05:07, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3167, top5_acc: 0.5632, loss_cls: 3.1777, loss: 3.1777, grad_norm: 0.9962 2020-09-28 14:37:21,623 - mmaction - INFO - Epoch [70][560/627] lr: 4.987e-01, eta: 1 day, 13:04:41, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3043, top5_acc: 0.5556, loss_cls: 3.2224, loss: 3.2224, grad_norm: 0.9976 2020-09-28 14:37:43,085 - mmaction - INFO - Epoch [70][580/627] lr: 4.987e-01, eta: 1 day, 13:04:15, time: 1.075, data_time: 0.005, memory: 8472, top1_acc: 0.2966, top5_acc: 0.5549, loss_cls: 3.2136, loss: 3.2136, grad_norm: 0.9908 2020-09-28 14:38:05,210 - mmaction - INFO - Epoch [70][600/627] lr: 4.987e-01, eta: 1 day, 13:03:50, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.3142, top5_acc: 0.5645, loss_cls: 3.1834, loss: 3.1834, grad_norm: 0.9798 2020-09-28 14:38:26,784 - mmaction - INFO - Epoch [70][620/627] lr: 4.987e-01, eta: 1 day, 13:03:24, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5609, loss_cls: 3.1960, loss: 3.1960, grad_norm: 0.9990 2020-09-28 14:39:53,995 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 14:39:54,669 - mmaction - INFO - top1_acc 0.3233 top5_acc 0.5874 2020-09-28 14:39:54,669 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 14:39:54,715 - mmaction - INFO - mean_acc 0.3230 2020-09-28 14:39:54,722 - mmaction - INFO - Epoch(val) [70][627] top1_acc: 0.3233, top5_acc: 0.5874, mean_class_accuracy: 0.3230 2020-09-28 14:40:45,575 - mmaction - INFO - Epoch [71][20/627] lr: 4.960e-01, eta: 1 day, 13:03:46, time: 2.542, data_time: 1.236, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5458, loss_cls: 3.2511, loss: 3.2511, grad_norm: 0.9867 2020-09-28 14:41:08,752 - mmaction - INFO - Epoch [71][40/627] lr: 4.960e-01, eta: 1 day, 13:03:23, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.3263, top5_acc: 0.5727, loss_cls: 3.1160, loss: 3.1160, grad_norm: 0.9890 2020-09-28 14:41:29,712 - mmaction - INFO - Epoch [71][60/627] lr: 4.960e-01, eta: 1 day, 13:02:56, time: 1.050, data_time: 0.004, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5654, loss_cls: 3.1642, loss: 3.1642, grad_norm: 0.9835 2020-09-28 14:41:52,470 - mmaction - INFO - Epoch [71][80/627] lr: 4.960e-01, eta: 1 day, 13:02:32, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.3150, top5_acc: 0.5673, loss_cls: 3.1746, loss: 3.1746, grad_norm: 0.9855 2020-09-28 14:42:14,654 - mmaction - INFO - Epoch [71][100/627] lr: 4.960e-01, eta: 1 day, 13:02:08, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.3146, top5_acc: 0.5603, loss_cls: 3.1767, loss: 3.1767, grad_norm: 0.9767 2020-09-28 14:42:37,022 - mmaction - INFO - Epoch [71][120/627] lr: 4.960e-01, eta: 1 day, 13:01:43, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5686, loss_cls: 3.1645, loss: 3.1645, grad_norm: 1.0001 2020-09-28 14:42:58,484 - mmaction - INFO - Epoch [71][140/627] lr: 4.960e-01, eta: 1 day, 13:01:17, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5546, loss_cls: 3.1825, loss: 3.1825, grad_norm: 1.0109 2020-09-28 14:43:20,417 - mmaction - INFO - Epoch [71][160/627] lr: 4.960e-01, eta: 1 day, 13:00:51, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5618, loss_cls: 3.1894, loss: 3.1894, grad_norm: 1.0109 2020-09-28 14:43:42,598 - mmaction - INFO - Epoch [71][180/627] lr: 4.960e-01, eta: 1 day, 13:00:26, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3052, top5_acc: 0.5576, loss_cls: 3.2162, loss: 3.2162, grad_norm: 0.9894 2020-09-28 14:44:04,882 - mmaction - INFO - Epoch [71][200/627] lr: 4.960e-01, eta: 1 day, 13:00:02, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5586, loss_cls: 3.1718, loss: 3.1718, grad_norm: 0.9937 2020-09-28 14:44:27,109 - mmaction - INFO - Epoch [71][220/627] lr: 4.960e-01, eta: 1 day, 12:59:37, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5577, loss_cls: 3.1953, loss: 3.1953, grad_norm: 1.0009 2020-09-28 14:44:48,589 - mmaction - INFO - Epoch [71][240/627] lr: 4.960e-01, eta: 1 day, 12:59:11, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3048, top5_acc: 0.5539, loss_cls: 3.2155, loss: 3.2155, grad_norm: 0.9973 2020-09-28 14:45:11,827 - mmaction - INFO - Epoch [71][260/627] lr: 4.960e-01, eta: 1 day, 12:58:49, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.3095, top5_acc: 0.5651, loss_cls: 3.1685, loss: 3.1685, grad_norm: 0.9898 2020-09-28 14:45:34,253 - mmaction - INFO - Epoch [71][280/627] lr: 4.960e-01, eta: 1 day, 12:58:25, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5534, loss_cls: 3.1693, loss: 3.1693, grad_norm: 1.0002 2020-09-28 14:45:56,432 - mmaction - INFO - Epoch [71][300/627] lr: 4.960e-01, eta: 1 day, 12:58:00, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3091, top5_acc: 0.5590, loss_cls: 3.2190, loss: 3.2190, grad_norm: 0.9817 2020-09-28 14:46:18,389 - mmaction - INFO - Epoch [71][320/627] lr: 4.960e-01, eta: 1 day, 12:57:35, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3031, top5_acc: 0.5600, loss_cls: 3.1900, loss: 3.1900, grad_norm: 1.0018 2020-09-28 14:46:41,222 - mmaction - INFO - Epoch [71][340/627] lr: 4.960e-01, eta: 1 day, 12:57:12, time: 1.143, data_time: 0.005, memory: 8472, top1_acc: 0.3230, top5_acc: 0.5707, loss_cls: 3.1260, loss: 3.1260, grad_norm: 0.9980 2020-09-28 14:47:01,258 - mmaction - INFO - Epoch [71][360/627] lr: 4.960e-01, eta: 1 day, 12:56:41, time: 1.002, data_time: 0.002, memory: 8472, top1_acc: 0.3104, top5_acc: 0.5642, loss_cls: 3.1925, loss: 3.1925, grad_norm: 1.0029 2020-09-28 14:47:24,157 - mmaction - INFO - Epoch [71][380/627] lr: 4.960e-01, eta: 1 day, 12:56:19, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5813, loss_cls: 3.1315, loss: 3.1315, grad_norm: 0.9961 2020-09-28 14:47:45,943 - mmaction - INFO - Epoch [71][400/627] lr: 4.960e-01, eta: 1 day, 12:55:53, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.3047, top5_acc: 0.5480, loss_cls: 3.2450, loss: 3.2450, grad_norm: 1.0055 2020-09-28 14:48:08,339 - mmaction - INFO - Epoch [71][420/627] lr: 4.960e-01, eta: 1 day, 12:55:29, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3056, top5_acc: 0.5586, loss_cls: 3.1961, loss: 3.1961, grad_norm: 0.9910 2020-09-28 14:48:30,459 - mmaction - INFO - Epoch [71][440/627] lr: 4.960e-01, eta: 1 day, 12:55:04, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3017, top5_acc: 0.5522, loss_cls: 3.2450, loss: 3.2450, grad_norm: 0.9973 2020-09-28 14:48:52,077 - mmaction - INFO - Epoch [71][460/627] lr: 4.960e-01, eta: 1 day, 12:54:38, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.3113, top5_acc: 0.5641, loss_cls: 3.1605, loss: 3.1605, grad_norm: 0.9768 2020-09-28 14:49:14,063 - mmaction - INFO - Epoch [71][480/627] lr: 4.960e-01, eta: 1 day, 12:54:12, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3103, top5_acc: 0.5576, loss_cls: 3.2226, loss: 3.2226, grad_norm: 0.9928 2020-09-28 14:49:36,576 - mmaction - INFO - Epoch [71][500/627] lr: 4.960e-01, eta: 1 day, 12:53:49, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5509, loss_cls: 3.2193, loss: 3.2193, grad_norm: 0.9886 2020-09-28 14:49:58,433 - mmaction - INFO - Epoch [71][520/627] lr: 4.960e-01, eta: 1 day, 12:53:23, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3063, top5_acc: 0.5466, loss_cls: 3.2450, loss: 3.2450, grad_norm: 0.9888 2020-09-28 14:50:20,543 - mmaction - INFO - Epoch [71][540/627] lr: 4.960e-01, eta: 1 day, 12:52:58, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5599, loss_cls: 3.1990, loss: 3.1990, grad_norm: 1.0131 2020-09-28 14:50:41,926 - mmaction - INFO - Epoch [71][560/627] lr: 4.960e-01, eta: 1 day, 12:52:31, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5572, loss_cls: 3.2095, loss: 3.2095, grad_norm: 0.9796 2020-09-28 14:51:04,550 - mmaction - INFO - Epoch [71][580/627] lr: 4.960e-01, eta: 1 day, 12:52:08, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5607, loss_cls: 3.1501, loss: 3.1501, grad_norm: 0.9926 2020-09-28 14:51:25,764 - mmaction - INFO - Epoch [71][600/627] lr: 4.960e-01, eta: 1 day, 12:51:41, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3078, top5_acc: 0.5570, loss_cls: 3.2119, loss: 3.2119, grad_norm: 1.0041 2020-09-28 14:51:48,353 - mmaction - INFO - Epoch [71][620/627] lr: 4.960e-01, eta: 1 day, 12:51:17, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5587, loss_cls: 3.2178, loss: 3.2178, grad_norm: 0.9913 2020-09-28 14:52:48,877 - mmaction - INFO - Epoch [72][20/627] lr: 4.931e-01, eta: 1 day, 12:51:44, time: 2.651, data_time: 1.266, memory: 8472, top1_acc: 0.3001, top5_acc: 0.5497, loss_cls: 3.2319, loss: 3.2319, grad_norm: 0.9985 2020-09-28 14:53:11,591 - mmaction - INFO - Epoch [72][40/627] lr: 4.931e-01, eta: 1 day, 12:51:20, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3020, top5_acc: 0.5553, loss_cls: 3.2019, loss: 3.2019, grad_norm: 1.0036 2020-09-28 14:53:32,811 - mmaction - INFO - Epoch [72][60/627] lr: 4.931e-01, eta: 1 day, 12:50:53, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3129, top5_acc: 0.5648, loss_cls: 3.1820, loss: 3.1820, grad_norm: 0.9909 2020-09-28 14:53:54,743 - mmaction - INFO - Epoch [72][80/627] lr: 4.931e-01, eta: 1 day, 12:50:28, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5514, loss_cls: 3.2007, loss: 3.2007, grad_norm: 0.9967 2020-09-28 14:54:17,496 - mmaction - INFO - Epoch [72][100/627] lr: 4.931e-01, eta: 1 day, 12:50:05, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.3109, top5_acc: 0.5646, loss_cls: 3.1769, loss: 3.1769, grad_norm: 0.9994 2020-09-28 14:54:39,547 - mmaction - INFO - Epoch [72][120/627] lr: 4.931e-01, eta: 1 day, 12:49:40, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5673, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.0048 2020-09-28 14:55:01,733 - mmaction - INFO - Epoch [72][140/627] lr: 4.931e-01, eta: 1 day, 12:49:15, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5617, loss_cls: 3.1945, loss: 3.1945, grad_norm: 1.0025 2020-09-28 14:55:24,032 - mmaction - INFO - Epoch [72][160/627] lr: 4.931e-01, eta: 1 day, 12:48:50, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5621, loss_cls: 3.1835, loss: 3.1835, grad_norm: 0.9923 2020-09-28 14:55:45,239 - mmaction - INFO - Epoch [72][180/627] lr: 4.931e-01, eta: 1 day, 12:48:23, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5654, loss_cls: 3.1880, loss: 3.1880, grad_norm: 0.9967 2020-09-28 14:56:08,218 - mmaction - INFO - Epoch [72][200/627] lr: 4.931e-01, eta: 1 day, 12:48:01, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.3133, top5_acc: 0.5669, loss_cls: 3.1700, loss: 3.1700, grad_norm: 0.9907 2020-09-28 14:56:31,249 - mmaction - INFO - Epoch [72][220/627] lr: 4.931e-01, eta: 1 day, 12:47:38, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3186, top5_acc: 0.5620, loss_cls: 3.1836, loss: 3.1836, grad_norm: 0.9838 2020-09-28 14:56:52,094 - mmaction - INFO - Epoch [72][240/627] lr: 4.931e-01, eta: 1 day, 12:47:10, time: 1.042, data_time: 0.001, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5507, loss_cls: 3.2238, loss: 3.2238, grad_norm: 1.0179 2020-09-28 14:57:15,169 - mmaction - INFO - Epoch [72][260/627] lr: 4.931e-01, eta: 1 day, 12:46:48, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5630, loss_cls: 3.1788, loss: 3.1788, grad_norm: 0.9784 2020-09-28 14:57:37,770 - mmaction - INFO - Epoch [72][280/627] lr: 4.931e-01, eta: 1 day, 12:46:24, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3143, top5_acc: 0.5612, loss_cls: 3.1646, loss: 3.1646, grad_norm: 0.9985 2020-09-28 14:58:00,259 - mmaction - INFO - Epoch [72][300/627] lr: 4.931e-01, eta: 1 day, 12:46:00, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3169, top5_acc: 0.5703, loss_cls: 3.1474, loss: 3.1474, grad_norm: 0.9820 2020-09-28 14:58:24,034 - mmaction - INFO - Epoch [72][320/627] lr: 4.931e-01, eta: 1 day, 12:45:39, time: 1.188, data_time: 0.002, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5729, loss_cls: 3.1563, loss: 3.1563, grad_norm: 1.0129 2020-09-28 14:58:45,055 - mmaction - INFO - Epoch [72][340/627] lr: 4.931e-01, eta: 1 day, 12:45:12, time: 1.050, data_time: 0.003, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5585, loss_cls: 3.1961, loss: 3.1961, grad_norm: 0.9825 2020-09-28 14:59:06,606 - mmaction - INFO - Epoch [72][360/627] lr: 4.931e-01, eta: 1 day, 12:44:45, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.3007, top5_acc: 0.5480, loss_cls: 3.2477, loss: 3.2477, grad_norm: 0.9944 2020-09-28 14:59:28,460 - mmaction - INFO - Epoch [72][380/627] lr: 4.931e-01, eta: 1 day, 12:44:20, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5684, loss_cls: 3.1513, loss: 3.1513, grad_norm: 0.9798 2020-09-28 14:59:50,474 - mmaction - INFO - Epoch [72][400/627] lr: 4.931e-01, eta: 1 day, 12:43:55, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3128, top5_acc: 0.5634, loss_cls: 3.1774, loss: 3.1774, grad_norm: 1.0068 2020-09-28 15:00:12,963 - mmaction - INFO - Epoch [72][420/627] lr: 4.931e-01, eta: 1 day, 12:43:31, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3113, top5_acc: 0.5595, loss_cls: 3.1975, loss: 3.1975, grad_norm: 1.0125 2020-09-28 15:00:35,189 - mmaction - INFO - Epoch [72][440/627] lr: 4.931e-01, eta: 1 day, 12:43:06, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3016, top5_acc: 0.5531, loss_cls: 3.2519, loss: 3.2519, grad_norm: 1.0039 2020-09-28 15:00:57,798 - mmaction - INFO - Epoch [72][460/627] lr: 4.931e-01, eta: 1 day, 12:42:43, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.3171, top5_acc: 0.5702, loss_cls: 3.1371, loss: 3.1371, grad_norm: 0.9814 2020-09-28 15:01:19,389 - mmaction - INFO - Epoch [72][480/627] lr: 4.931e-01, eta: 1 day, 12:42:17, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.2980, top5_acc: 0.5523, loss_cls: 3.2223, loss: 3.2223, grad_norm: 0.9988 2020-09-28 15:01:40,838 - mmaction - INFO - Epoch [72][500/627] lr: 4.931e-01, eta: 1 day, 12:41:50, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5590, loss_cls: 3.2243, loss: 3.2243, grad_norm: 0.9873 2020-09-28 15:02:02,976 - mmaction - INFO - Epoch [72][520/627] lr: 4.931e-01, eta: 1 day, 12:41:25, time: 1.107, data_time: 0.005, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5578, loss_cls: 3.2147, loss: 3.2147, grad_norm: 0.9793 2020-09-28 15:02:25,390 - mmaction - INFO - Epoch [72][540/627] lr: 4.931e-01, eta: 1 day, 12:41:01, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5577, loss_cls: 3.1725, loss: 3.1725, grad_norm: 0.9782 2020-09-28 15:02:48,305 - mmaction - INFO - Epoch [72][560/627] lr: 4.931e-01, eta: 1 day, 12:40:38, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5535, loss_cls: 3.2574, loss: 3.2574, grad_norm: 1.0062 2020-09-28 15:03:10,217 - mmaction - INFO - Epoch [72][580/627] lr: 4.931e-01, eta: 1 day, 12:40:13, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.3104, top5_acc: 0.5607, loss_cls: 3.2007, loss: 3.2007, grad_norm: 1.0126 2020-09-28 15:03:32,168 - mmaction - INFO - Epoch [72][600/627] lr: 4.931e-01, eta: 1 day, 12:39:48, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3103, top5_acc: 0.5525, loss_cls: 3.2004, loss: 3.2004, grad_norm: 0.9680 2020-09-28 15:03:53,460 - mmaction - INFO - Epoch [72][620/627] lr: 4.931e-01, eta: 1 day, 12:39:21, time: 1.065, data_time: 0.016, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5626, loss_cls: 3.1925, loss: 3.1925, grad_norm: 0.9861 2020-09-28 15:04:01,458 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-09-28 15:04:58,088 - mmaction - INFO - Epoch [73][20/627] lr: 4.903e-01, eta: 1 day, 12:39:55, time: 2.810, data_time: 1.462, memory: 8472, top1_acc: 0.2973, top5_acc: 0.5660, loss_cls: 3.2114, loss: 3.2114, grad_norm: 1.0244 2020-09-28 15:05:20,048 - mmaction - INFO - Epoch [73][40/627] lr: 4.903e-01, eta: 1 day, 12:39:30, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5543, loss_cls: 3.1965, loss: 3.1965, grad_norm: 0.9992 2020-09-28 15:05:41,796 - mmaction - INFO - Epoch [73][60/627] lr: 4.903e-01, eta: 1 day, 12:39:04, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3010, top5_acc: 0.5538, loss_cls: 3.2226, loss: 3.2226, grad_norm: 1.0032 2020-09-28 15:06:04,264 - mmaction - INFO - Epoch [73][80/627] lr: 4.903e-01, eta: 1 day, 12:38:40, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5591, loss_cls: 3.2054, loss: 3.2054, grad_norm: 1.0010 2020-09-28 15:06:26,607 - mmaction - INFO - Epoch [73][100/627] lr: 4.903e-01, eta: 1 day, 12:38:16, time: 1.117, data_time: 0.068, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5646, loss_cls: 3.1831, loss: 3.1831, grad_norm: 0.9919 2020-09-28 15:06:48,650 - mmaction - INFO - Epoch [73][120/627] lr: 4.903e-01, eta: 1 day, 12:37:51, time: 1.102, data_time: 0.057, memory: 8472, top1_acc: 0.3126, top5_acc: 0.5659, loss_cls: 3.1601, loss: 3.1601, grad_norm: 0.9960 2020-09-28 15:07:11,527 - mmaction - INFO - Epoch [73][140/627] lr: 4.903e-01, eta: 1 day, 12:37:28, time: 1.143, data_time: 0.160, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5633, loss_cls: 3.1804, loss: 3.1804, grad_norm: 0.9899 2020-09-28 15:07:33,568 - mmaction - INFO - Epoch [73][160/627] lr: 4.903e-01, eta: 1 day, 12:37:03, time: 1.103, data_time: 0.041, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5591, loss_cls: 3.1819, loss: 3.1819, grad_norm: 1.0071 2020-09-28 15:07:56,851 - mmaction - INFO - Epoch [73][180/627] lr: 4.903e-01, eta: 1 day, 12:36:41, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.3154, top5_acc: 0.5749, loss_cls: 3.1366, loss: 3.1366, grad_norm: 1.0028 2020-09-28 15:08:18,834 - mmaction - INFO - Epoch [73][200/627] lr: 4.903e-01, eta: 1 day, 12:36:15, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5626, loss_cls: 3.1826, loss: 3.1826, grad_norm: 1.0003 2020-09-28 15:08:40,913 - mmaction - INFO - Epoch [73][220/627] lr: 4.903e-01, eta: 1 day, 12:35:51, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.3178, top5_acc: 0.5710, loss_cls: 3.1327, loss: 3.1327, grad_norm: 0.9858 2020-09-28 15:09:03,760 - mmaction - INFO - Epoch [73][240/627] lr: 4.903e-01, eta: 1 day, 12:35:28, time: 1.141, data_time: 0.001, memory: 8472, top1_acc: 0.3033, top5_acc: 0.5565, loss_cls: 3.1972, loss: 3.1972, grad_norm: 1.0108 2020-09-28 15:09:24,971 - mmaction - INFO - Epoch [73][260/627] lr: 4.903e-01, eta: 1 day, 12:35:00, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5607, loss_cls: 3.1974, loss: 3.1974, grad_norm: 0.9889 2020-09-28 15:09:47,244 - mmaction - INFO - Epoch [73][280/627] lr: 4.903e-01, eta: 1 day, 12:34:36, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5630, loss_cls: 3.1778, loss: 3.1778, grad_norm: 0.9850 2020-09-28 15:10:09,731 - mmaction - INFO - Epoch [73][300/627] lr: 4.903e-01, eta: 1 day, 12:34:12, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5734, loss_cls: 3.1539, loss: 3.1539, grad_norm: 1.0075 2020-09-28 15:10:31,207 - mmaction - INFO - Epoch [73][320/627] lr: 4.903e-01, eta: 1 day, 12:33:46, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5503, loss_cls: 3.2225, loss: 3.2225, grad_norm: 0.9945 2020-09-28 15:10:53,682 - mmaction - INFO - Epoch [73][340/627] lr: 4.903e-01, eta: 1 day, 12:33:22, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3172, top5_acc: 0.5668, loss_cls: 3.1442, loss: 3.1442, grad_norm: 0.9941 2020-09-28 15:11:17,110 - mmaction - INFO - Epoch [73][360/627] lr: 4.903e-01, eta: 1 day, 12:33:00, time: 1.172, data_time: 0.050, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5672, loss_cls: 3.1518, loss: 3.1518, grad_norm: 1.0203 2020-09-28 15:11:39,848 - mmaction - INFO - Epoch [73][380/627] lr: 4.903e-01, eta: 1 day, 12:32:37, time: 1.136, data_time: 0.063, memory: 8472, top1_acc: 0.3035, top5_acc: 0.5555, loss_cls: 3.1969, loss: 3.1969, grad_norm: 1.0049 2020-09-28 15:12:02,909 - mmaction - INFO - Epoch [73][400/627] lr: 4.903e-01, eta: 1 day, 12:32:15, time: 1.153, data_time: 0.203, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5655, loss_cls: 3.1791, loss: 3.1791, grad_norm: 0.9798 2020-09-28 15:12:25,484 - mmaction - INFO - Epoch [73][420/627] lr: 4.903e-01, eta: 1 day, 12:31:51, time: 1.130, data_time: 0.177, memory: 8472, top1_acc: 0.3086, top5_acc: 0.5628, loss_cls: 3.1590, loss: 3.1590, grad_norm: 1.0017 2020-09-28 15:12:45,934 - mmaction - INFO - Epoch [73][440/627] lr: 4.903e-01, eta: 1 day, 12:31:22, time: 1.022, data_time: 0.065, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5492, loss_cls: 3.2324, loss: 3.2324, grad_norm: 1.0099 2020-09-28 15:13:09,028 - mmaction - INFO - Epoch [73][460/627] lr: 4.903e-01, eta: 1 day, 12:31:00, time: 1.156, data_time: 0.193, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5658, loss_cls: 3.1742, loss: 3.1742, grad_norm: 0.9840 2020-09-28 15:13:30,772 - mmaction - INFO - Epoch [73][480/627] lr: 4.903e-01, eta: 1 day, 12:30:34, time: 1.085, data_time: 0.128, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5689, loss_cls: 3.1531, loss: 3.1531, grad_norm: 0.9990 2020-09-28 15:13:53,505 - mmaction - INFO - Epoch [73][500/627] lr: 4.903e-01, eta: 1 day, 12:30:11, time: 1.138, data_time: 0.030, memory: 8472, top1_acc: 0.3128, top5_acc: 0.5572, loss_cls: 3.1807, loss: 3.1807, grad_norm: 1.0111 2020-09-28 15:14:14,823 - mmaction - INFO - Epoch [73][520/627] lr: 4.903e-01, eta: 1 day, 12:29:44, time: 1.066, data_time: 0.082, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5612, loss_cls: 3.1530, loss: 3.1530, grad_norm: 1.0107 2020-09-28 15:14:36,429 - mmaction - INFO - Epoch [73][540/627] lr: 4.903e-01, eta: 1 day, 12:29:18, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.3052, top5_acc: 0.5470, loss_cls: 3.2739, loss: 3.2739, grad_norm: 1.0074 2020-09-28 15:14:59,380 - mmaction - INFO - Epoch [73][560/627] lr: 4.903e-01, eta: 1 day, 12:28:55, time: 1.150, data_time: 0.004, memory: 8472, top1_acc: 0.3074, top5_acc: 0.5542, loss_cls: 3.2373, loss: 3.2373, grad_norm: 0.9892 2020-09-28 15:15:21,284 - mmaction - INFO - Epoch [73][580/627] lr: 4.903e-01, eta: 1 day, 12:28:30, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5548, loss_cls: 3.2237, loss: 3.2237, grad_norm: 0.9947 2020-09-28 15:15:43,904 - mmaction - INFO - Epoch [73][600/627] lr: 4.903e-01, eta: 1 day, 12:28:06, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5490, loss_cls: 3.2392, loss: 3.2392, grad_norm: 0.9838 2020-09-28 15:16:06,373 - mmaction - INFO - Epoch [73][620/627] lr: 4.903e-01, eta: 1 day, 12:27:42, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5645, loss_cls: 3.1882, loss: 3.1882, grad_norm: 0.9926 2020-09-28 15:17:07,709 - mmaction - INFO - Epoch [74][20/627] lr: 4.875e-01, eta: 1 day, 12:28:10, time: 2.723, data_time: 1.339, memory: 8472, top1_acc: 0.2986, top5_acc: 0.5583, loss_cls: 3.2136, loss: 3.2136, grad_norm: 0.9967 2020-09-28 15:17:29,317 - mmaction - INFO - Epoch [74][40/627] lr: 4.875e-01, eta: 1 day, 12:27:44, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5638, loss_cls: 3.1846, loss: 3.1846, grad_norm: 1.0209 2020-09-28 15:17:52,575 - mmaction - INFO - Epoch [74][60/627] lr: 4.875e-01, eta: 1 day, 12:27:22, time: 1.166, data_time: 0.005, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5594, loss_cls: 3.1741, loss: 3.1741, grad_norm: 0.9824 2020-09-28 15:18:14,901 - mmaction - INFO - Epoch [74][80/627] lr: 4.875e-01, eta: 1 day, 12:26:58, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5730, loss_cls: 3.1238, loss: 3.1238, grad_norm: 0.9854 2020-09-28 15:18:37,041 - mmaction - INFO - Epoch [74][100/627] lr: 4.875e-01, eta: 1 day, 12:26:33, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3105, top5_acc: 0.5677, loss_cls: 3.1691, loss: 3.1691, grad_norm: 1.0331 2020-09-28 15:18:58,516 - mmaction - INFO - Epoch [74][120/627] lr: 4.875e-01, eta: 1 day, 12:26:07, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5667, loss_cls: 3.1808, loss: 3.1808, grad_norm: 0.9954 2020-09-28 15:19:20,679 - mmaction - INFO - Epoch [74][140/627] lr: 4.875e-01, eta: 1 day, 12:25:42, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5590, loss_cls: 3.1692, loss: 3.1692, grad_norm: 1.0079 2020-09-28 15:19:43,227 - mmaction - INFO - Epoch [74][160/627] lr: 4.875e-01, eta: 1 day, 12:25:18, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5651, loss_cls: 3.1550, loss: 3.1550, grad_norm: 1.0108 2020-09-28 15:20:04,454 - mmaction - INFO - Epoch [74][180/627] lr: 4.875e-01, eta: 1 day, 12:24:51, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.3212, top5_acc: 0.5699, loss_cls: 3.1459, loss: 3.1459, grad_norm: 0.9945 2020-09-28 15:20:27,433 - mmaction - INFO - Epoch [74][200/627] lr: 4.875e-01, eta: 1 day, 12:24:29, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5605, loss_cls: 3.1929, loss: 3.1929, grad_norm: 1.0130 2020-09-28 15:20:48,801 - mmaction - INFO - Epoch [74][220/627] lr: 4.875e-01, eta: 1 day, 12:24:02, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3096, top5_acc: 0.5668, loss_cls: 3.1697, loss: 3.1697, grad_norm: 0.9844 2020-09-28 15:21:11,565 - mmaction - INFO - Epoch [74][240/627] lr: 4.875e-01, eta: 1 day, 12:23:39, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5645, loss_cls: 3.1517, loss: 3.1517, grad_norm: 1.0039 2020-09-28 15:21:33,290 - mmaction - INFO - Epoch [74][260/627] lr: 4.875e-01, eta: 1 day, 12:23:13, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3263, top5_acc: 0.5665, loss_cls: 3.1605, loss: 3.1605, grad_norm: 0.9999 2020-09-28 15:21:55,468 - mmaction - INFO - Epoch [74][280/627] lr: 4.875e-01, eta: 1 day, 12:22:49, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5560, loss_cls: 3.2052, loss: 3.2052, grad_norm: 0.9974 2020-09-28 15:22:19,037 - mmaction - INFO - Epoch [74][300/627] lr: 4.875e-01, eta: 1 day, 12:22:27, time: 1.179, data_time: 0.003, memory: 8472, top1_acc: 0.3212, top5_acc: 0.5727, loss_cls: 3.1703, loss: 3.1703, grad_norm: 1.0067 2020-09-28 15:22:41,654 - mmaction - INFO - Epoch [74][320/627] lr: 4.875e-01, eta: 1 day, 12:22:04, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5587, loss_cls: 3.1882, loss: 3.1882, grad_norm: 0.9978 2020-09-28 15:23:02,594 - mmaction - INFO - Epoch [74][340/627] lr: 4.875e-01, eta: 1 day, 12:21:36, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5677, loss_cls: 3.1813, loss: 3.1813, grad_norm: 1.0023 2020-09-28 15:23:25,508 - mmaction - INFO - Epoch [74][360/627] lr: 4.875e-01, eta: 1 day, 12:21:13, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.3121, top5_acc: 0.5634, loss_cls: 3.1634, loss: 3.1634, grad_norm: 1.0107 2020-09-28 15:23:47,783 - mmaction - INFO - Epoch [74][380/627] lr: 4.875e-01, eta: 1 day, 12:20:49, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3104, top5_acc: 0.5633, loss_cls: 3.1955, loss: 3.1955, grad_norm: 0.9934 2020-09-28 15:24:09,491 - mmaction - INFO - Epoch [74][400/627] lr: 4.875e-01, eta: 1 day, 12:20:23, time: 1.087, data_time: 0.004, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5595, loss_cls: 3.2096, loss: 3.2096, grad_norm: 0.9963 2020-09-28 15:24:31,836 - mmaction - INFO - Epoch [74][420/627] lr: 4.875e-01, eta: 1 day, 12:19:59, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3076, top5_acc: 0.5624, loss_cls: 3.1729, loss: 3.1729, grad_norm: 1.0217 2020-09-28 15:24:54,158 - mmaction - INFO - Epoch [74][440/627] lr: 4.875e-01, eta: 1 day, 12:19:35, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.2996, top5_acc: 0.5568, loss_cls: 3.2222, loss: 3.2222, grad_norm: 1.0212 2020-09-28 15:25:17,276 - mmaction - INFO - Epoch [74][460/627] lr: 4.875e-01, eta: 1 day, 12:19:12, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.3031, top5_acc: 0.5444, loss_cls: 3.2450, loss: 3.2450, grad_norm: 0.9812 2020-09-28 15:25:39,390 - mmaction - INFO - Epoch [74][480/627] lr: 4.875e-01, eta: 1 day, 12:18:48, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5689, loss_cls: 3.1523, loss: 3.1523, grad_norm: 0.9999 2020-09-28 15:26:01,022 - mmaction - INFO - Epoch [74][500/627] lr: 4.875e-01, eta: 1 day, 12:18:22, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3146, top5_acc: 0.5612, loss_cls: 3.1693, loss: 3.1693, grad_norm: 1.0097 2020-09-28 15:26:21,600 - mmaction - INFO - Epoch [74][520/627] lr: 4.875e-01, eta: 1 day, 12:17:53, time: 1.029, data_time: 0.003, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5725, loss_cls: 3.1456, loss: 3.1456, grad_norm: 0.9976 2020-09-28 15:26:44,582 - mmaction - INFO - Epoch [74][540/627] lr: 4.875e-01, eta: 1 day, 12:17:30, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.3142, top5_acc: 0.5707, loss_cls: 3.1613, loss: 3.1613, grad_norm: 1.0281 2020-09-28 15:27:07,230 - mmaction - INFO - Epoch [74][560/627] lr: 4.875e-01, eta: 1 day, 12:17:07, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.3126, top5_acc: 0.5632, loss_cls: 3.1907, loss: 3.1907, grad_norm: 1.0000 2020-09-28 15:27:28,675 - mmaction - INFO - Epoch [74][580/627] lr: 4.875e-01, eta: 1 day, 12:16:40, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3089, top5_acc: 0.5564, loss_cls: 3.1835, loss: 3.1835, grad_norm: 0.9873 2020-09-28 15:27:50,421 - mmaction - INFO - Epoch [74][600/627] lr: 4.875e-01, eta: 1 day, 12:16:15, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5578, loss_cls: 3.1711, loss: 3.1711, grad_norm: 0.9787 2020-09-28 15:28:12,671 - mmaction - INFO - Epoch [74][620/627] lr: 4.875e-01, eta: 1 day, 12:15:50, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3108, top5_acc: 0.5534, loss_cls: 3.2076, loss: 3.2076, grad_norm: 1.0114 2020-09-28 15:29:13,710 - mmaction - INFO - Epoch [75][20/627] lr: 4.846e-01, eta: 1 day, 12:16:16, time: 2.694, data_time: 1.567, memory: 8472, top1_acc: 0.3073, top5_acc: 0.5634, loss_cls: 3.1795, loss: 3.1795, grad_norm: 1.0025 2020-09-28 15:29:37,288 - mmaction - INFO - Epoch [75][40/627] lr: 4.846e-01, eta: 1 day, 12:15:55, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5689, loss_cls: 3.1556, loss: 3.1556, grad_norm: 1.0007 2020-09-28 15:29:58,951 - mmaction - INFO - Epoch [75][60/627] lr: 4.846e-01, eta: 1 day, 12:15:29, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5633, loss_cls: 3.1748, loss: 3.1748, grad_norm: 0.9967 2020-09-28 15:30:21,121 - mmaction - INFO - Epoch [75][80/627] lr: 4.846e-01, eta: 1 day, 12:15:04, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5634, loss_cls: 3.1654, loss: 3.1654, grad_norm: 1.0142 2020-09-28 15:30:44,219 - mmaction - INFO - Epoch [75][100/627] lr: 4.846e-01, eta: 1 day, 12:14:42, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3103, top5_acc: 0.5660, loss_cls: 3.1731, loss: 3.1731, grad_norm: 1.0107 2020-09-28 15:31:06,436 - mmaction - INFO - Epoch [75][120/627] lr: 4.846e-01, eta: 1 day, 12:14:17, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3187, top5_acc: 0.5665, loss_cls: 3.1487, loss: 3.1487, grad_norm: 1.0124 2020-09-28 15:31:28,797 - mmaction - INFO - Epoch [75][140/627] lr: 4.846e-01, eta: 1 day, 12:13:53, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3189, top5_acc: 0.5609, loss_cls: 3.1381, loss: 3.1381, grad_norm: 0.9900 2020-09-28 15:31:50,211 - mmaction - INFO - Epoch [75][160/627] lr: 4.846e-01, eta: 1 day, 12:13:27, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5738, loss_cls: 3.1214, loss: 3.1214, grad_norm: 1.0035 2020-09-28 15:32:11,876 - mmaction - INFO - Epoch [75][180/627] lr: 4.846e-01, eta: 1 day, 12:13:01, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3096, top5_acc: 0.5602, loss_cls: 3.1713, loss: 3.1713, grad_norm: 1.0135 2020-09-28 15:32:33,475 - mmaction - INFO - Epoch [75][200/627] lr: 4.846e-01, eta: 1 day, 12:12:35, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5720, loss_cls: 3.1507, loss: 3.1507, grad_norm: 1.0237 2020-09-28 15:32:54,968 - mmaction - INFO - Epoch [75][220/627] lr: 4.846e-01, eta: 1 day, 12:12:08, time: 1.075, data_time: 0.008, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5635, loss_cls: 3.1933, loss: 3.1933, grad_norm: 1.0109 2020-09-28 15:33:17,829 - mmaction - INFO - Epoch [75][240/627] lr: 4.846e-01, eta: 1 day, 12:11:46, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3190, top5_acc: 0.5699, loss_cls: 3.1572, loss: 3.1572, grad_norm: 0.9983 2020-09-28 15:33:39,434 - mmaction - INFO - Epoch [75][260/627] lr: 4.846e-01, eta: 1 day, 12:11:19, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3069, top5_acc: 0.5595, loss_cls: 3.1799, loss: 3.1799, grad_norm: 0.9966 2020-09-28 15:34:01,797 - mmaction - INFO - Epoch [75][280/627] lr: 4.846e-01, eta: 1 day, 12:10:55, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3064, top5_acc: 0.5632, loss_cls: 3.1880, loss: 3.1880, grad_norm: 1.0074 2020-09-28 15:34:24,294 - mmaction - INFO - Epoch [75][300/627] lr: 4.846e-01, eta: 1 day, 12:10:32, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5645, loss_cls: 3.1647, loss: 3.1647, grad_norm: 1.0153 2020-09-28 15:34:45,957 - mmaction - INFO - Epoch [75][320/627] lr: 4.846e-01, eta: 1 day, 12:10:06, time: 1.082, data_time: 0.001, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5698, loss_cls: 3.1693, loss: 3.1693, grad_norm: 1.0134 2020-09-28 15:35:07,731 - mmaction - INFO - Epoch [75][340/627] lr: 4.846e-01, eta: 1 day, 12:09:40, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5617, loss_cls: 3.1690, loss: 3.1690, grad_norm: 0.9880 2020-09-28 15:35:29,825 - mmaction - INFO - Epoch [75][360/627] lr: 4.846e-01, eta: 1 day, 12:09:15, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5452, loss_cls: 3.2305, loss: 3.2305, grad_norm: 0.9908 2020-09-28 15:35:52,067 - mmaction - INFO - Epoch [75][380/627] lr: 4.846e-01, eta: 1 day, 12:08:51, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3089, top5_acc: 0.5572, loss_cls: 3.2111, loss: 3.2111, grad_norm: 1.0075 2020-09-28 15:36:14,985 - mmaction - INFO - Epoch [75][400/627] lr: 4.846e-01, eta: 1 day, 12:08:28, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5626, loss_cls: 3.2010, loss: 3.2010, grad_norm: 0.9964 2020-09-28 15:36:37,083 - mmaction - INFO - Epoch [75][420/627] lr: 4.846e-01, eta: 1 day, 12:08:03, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5568, loss_cls: 3.1782, loss: 3.1782, grad_norm: 1.0043 2020-09-28 15:36:58,182 - mmaction - INFO - Epoch [75][440/627] lr: 4.846e-01, eta: 1 day, 12:07:36, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5725, loss_cls: 3.1372, loss: 3.1372, grad_norm: 1.0074 2020-09-28 15:37:19,492 - mmaction - INFO - Epoch [75][460/627] lr: 4.846e-01, eta: 1 day, 12:07:09, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5625, loss_cls: 3.2039, loss: 3.2039, grad_norm: 0.9966 2020-09-28 15:37:42,749 - mmaction - INFO - Epoch [75][480/627] lr: 4.846e-01, eta: 1 day, 12:06:47, time: 1.163, data_time: 0.001, memory: 8472, top1_acc: 0.3086, top5_acc: 0.5548, loss_cls: 3.2070, loss: 3.2070, grad_norm: 1.0009 2020-09-28 15:38:04,232 - mmaction - INFO - Epoch [75][500/627] lr: 4.846e-01, eta: 1 day, 12:06:21, time: 1.073, data_time: 0.013, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5659, loss_cls: 3.1550, loss: 3.1550, grad_norm: 1.0102 2020-09-28 15:38:26,683 - mmaction - INFO - Epoch [75][520/627] lr: 4.846e-01, eta: 1 day, 12:05:57, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3178, top5_acc: 0.5578, loss_cls: 3.1817, loss: 3.1817, grad_norm: 1.0051 2020-09-28 15:38:49,700 - mmaction - INFO - Epoch [75][540/627] lr: 4.846e-01, eta: 1 day, 12:05:35, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3005, top5_acc: 0.5496, loss_cls: 3.2258, loss: 3.2258, grad_norm: 1.0053 2020-09-28 15:39:11,430 - mmaction - INFO - Epoch [75][560/627] lr: 4.846e-01, eta: 1 day, 12:05:09, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3160, top5_acc: 0.5665, loss_cls: 3.1761, loss: 3.1761, grad_norm: 0.9955 2020-09-28 15:39:32,542 - mmaction - INFO - Epoch [75][580/627] lr: 4.846e-01, eta: 1 day, 12:04:42, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5604, loss_cls: 3.1843, loss: 3.1843, grad_norm: 0.9891 2020-09-28 15:39:55,285 - mmaction - INFO - Epoch [75][600/627] lr: 4.846e-01, eta: 1 day, 12:04:19, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3125, top5_acc: 0.5659, loss_cls: 3.1715, loss: 3.1715, grad_norm: 1.0013 2020-09-28 15:40:16,397 - mmaction - INFO - Epoch [75][620/627] lr: 4.846e-01, eta: 1 day, 12:03:51, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.3039, top5_acc: 0.5539, loss_cls: 3.2232, loss: 3.2232, grad_norm: 1.0041 2020-09-28 15:41:43,890 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 15:41:44,555 - mmaction - INFO - top1_acc 0.3351 top5_acc 0.5956 2020-09-28 15:41:44,555 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 15:41:44,601 - mmaction - INFO - mean_acc 0.3349 2020-09-28 15:41:44,608 - mmaction - INFO - Epoch(val) [75][627] top1_acc: 0.3351, top5_acc: 0.5956, mean_class_accuracy: 0.3349 2020-09-28 15:42:35,386 - mmaction - INFO - Epoch [76][20/627] lr: 4.817e-01, eta: 1 day, 12:04:08, time: 2.535, data_time: 1.379, memory: 8472, top1_acc: 0.3068, top5_acc: 0.5496, loss_cls: 3.2480, loss: 3.2480, grad_norm: 1.0180 2020-09-28 15:42:58,519 - mmaction - INFO - Epoch [76][40/627] lr: 4.817e-01, eta: 1 day, 12:03:46, time: 1.158, data_time: 0.004, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5738, loss_cls: 3.1369, loss: 3.1369, grad_norm: 1.0138 2020-09-28 15:43:19,777 - mmaction - INFO - Epoch [76][60/627] lr: 4.817e-01, eta: 1 day, 12:03:19, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5615, loss_cls: 3.1733, loss: 3.1733, grad_norm: 1.0036 2020-09-28 15:43:42,177 - mmaction - INFO - Epoch [76][80/627] lr: 4.817e-01, eta: 1 day, 12:02:55, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3118, top5_acc: 0.5621, loss_cls: 3.1888, loss: 3.1888, grad_norm: 1.0020 2020-09-28 15:44:05,150 - mmaction - INFO - Epoch [76][100/627] lr: 4.817e-01, eta: 1 day, 12:02:32, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.3092, top5_acc: 0.5598, loss_cls: 3.1736, loss: 3.1736, grad_norm: 1.0064 2020-09-28 15:44:26,587 - mmaction - INFO - Epoch [76][120/627] lr: 4.817e-01, eta: 1 day, 12:02:06, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3061, top5_acc: 0.5715, loss_cls: 3.1589, loss: 3.1589, grad_norm: 1.0008 2020-09-28 15:44:47,965 - mmaction - INFO - Epoch [76][140/627] lr: 4.817e-01, eta: 1 day, 12:01:40, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5789, loss_cls: 3.1073, loss: 3.1073, grad_norm: 1.0047 2020-09-28 15:45:10,369 - mmaction - INFO - Epoch [76][160/627] lr: 4.817e-01, eta: 1 day, 12:01:16, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5618, loss_cls: 3.1647, loss: 3.1647, grad_norm: 1.0166 2020-09-28 15:45:32,317 - mmaction - INFO - Epoch [76][180/627] lr: 4.817e-01, eta: 1 day, 12:00:50, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3128, top5_acc: 0.5673, loss_cls: 3.1637, loss: 3.1637, grad_norm: 1.0036 2020-09-28 15:45:54,743 - mmaction - INFO - Epoch [76][200/627] lr: 4.817e-01, eta: 1 day, 12:00:26, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.3247, top5_acc: 0.5674, loss_cls: 3.1311, loss: 3.1311, grad_norm: 0.9990 2020-09-28 15:46:17,233 - mmaction - INFO - Epoch [76][220/627] lr: 4.817e-01, eta: 1 day, 12:00:02, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3057, top5_acc: 0.5557, loss_cls: 3.1976, loss: 3.1976, grad_norm: 1.0238 2020-09-28 15:46:39,400 - mmaction - INFO - Epoch [76][240/627] lr: 4.817e-01, eta: 1 day, 11:59:38, time: 1.111, data_time: 0.004, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5668, loss_cls: 3.1739, loss: 3.1739, grad_norm: 1.0061 2020-09-28 15:47:01,948 - mmaction - INFO - Epoch [76][260/627] lr: 4.817e-01, eta: 1 day, 11:59:14, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3223, top5_acc: 0.5767, loss_cls: 3.1201, loss: 3.1201, grad_norm: 1.0076 2020-09-28 15:47:22,471 - mmaction - INFO - Epoch [76][280/627] lr: 4.817e-01, eta: 1 day, 11:58:46, time: 1.026, data_time: 0.003, memory: 8472, top1_acc: 0.3043, top5_acc: 0.5583, loss_cls: 3.1995, loss: 3.1995, grad_norm: 1.0061 2020-09-28 15:47:45,208 - mmaction - INFO - Epoch [76][300/627] lr: 4.817e-01, eta: 1 day, 11:58:23, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5680, loss_cls: 3.1485, loss: 3.1485, grad_norm: 1.0062 2020-09-28 15:48:07,313 - mmaction - INFO - Epoch [76][320/627] lr: 4.817e-01, eta: 1 day, 11:57:58, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3036, top5_acc: 0.5594, loss_cls: 3.2085, loss: 3.2085, grad_norm: 1.0156 2020-09-28 15:48:28,065 - mmaction - INFO - Epoch [76][340/627] lr: 4.817e-01, eta: 1 day, 11:57:30, time: 1.037, data_time: 0.003, memory: 8472, top1_acc: 0.3129, top5_acc: 0.5566, loss_cls: 3.1798, loss: 3.1798, grad_norm: 0.9856 2020-09-28 15:48:50,431 - mmaction - INFO - Epoch [76][360/627] lr: 4.817e-01, eta: 1 day, 11:57:06, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3089, top5_acc: 0.5570, loss_cls: 3.2020, loss: 3.2020, grad_norm: 1.0094 2020-09-28 15:49:12,735 - mmaction - INFO - Epoch [76][380/627] lr: 4.817e-01, eta: 1 day, 11:56:41, time: 1.115, data_time: 0.034, memory: 8472, top1_acc: 0.3197, top5_acc: 0.5689, loss_cls: 3.1599, loss: 3.1599, grad_norm: 0.9993 2020-09-28 15:49:34,746 - mmaction - INFO - Epoch [76][400/627] lr: 4.817e-01, eta: 1 day, 11:56:17, time: 1.103, data_time: 0.096, memory: 8472, top1_acc: 0.3046, top5_acc: 0.5583, loss_cls: 3.1932, loss: 3.1932, grad_norm: 1.0040 2020-09-28 15:49:56,741 - mmaction - INFO - Epoch [76][420/627] lr: 4.817e-01, eta: 1 day, 11:55:51, time: 1.099, data_time: 0.142, memory: 8472, top1_acc: 0.3160, top5_acc: 0.5650, loss_cls: 3.1958, loss: 3.1958, grad_norm: 1.0055 2020-09-28 15:50:18,541 - mmaction - INFO - Epoch [76][440/627] lr: 4.817e-01, eta: 1 day, 11:55:26, time: 1.088, data_time: 0.025, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5655, loss_cls: 3.1554, loss: 3.1554, grad_norm: 0.9906 2020-09-28 15:50:40,043 - mmaction - INFO - Epoch [76][460/627] lr: 4.817e-01, eta: 1 day, 11:55:00, time: 1.075, data_time: 0.103, memory: 8472, top1_acc: 0.3169, top5_acc: 0.5703, loss_cls: 3.1427, loss: 3.1427, grad_norm: 1.0242 2020-09-28 15:51:01,387 - mmaction - INFO - Epoch [76][480/627] lr: 4.817e-01, eta: 1 day, 11:54:33, time: 1.067, data_time: 0.049, memory: 8472, top1_acc: 0.3142, top5_acc: 0.5585, loss_cls: 3.2086, loss: 3.2086, grad_norm: 0.9979 2020-09-28 15:51:24,196 - mmaction - INFO - Epoch [76][500/627] lr: 4.817e-01, eta: 1 day, 11:54:10, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5654, loss_cls: 3.1709, loss: 3.1709, grad_norm: 1.0036 2020-09-28 15:51:46,306 - mmaction - INFO - Epoch [76][520/627] lr: 4.817e-01, eta: 1 day, 11:53:45, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5687, loss_cls: 3.1773, loss: 3.1773, grad_norm: 1.0162 2020-09-28 15:52:07,379 - mmaction - INFO - Epoch [76][540/627] lr: 4.817e-01, eta: 1 day, 11:53:18, time: 1.056, data_time: 0.004, memory: 8472, top1_acc: 0.3069, top5_acc: 0.5605, loss_cls: 3.1892, loss: 3.1892, grad_norm: 1.0049 2020-09-28 15:52:31,335 - mmaction - INFO - Epoch [76][560/627] lr: 4.817e-01, eta: 1 day, 11:52:58, time: 1.197, data_time: 0.002, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5592, loss_cls: 3.2079, loss: 3.2079, grad_norm: 1.0109 2020-09-28 15:52:53,269 - mmaction - INFO - Epoch [76][580/627] lr: 4.817e-01, eta: 1 day, 11:52:33, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3124, top5_acc: 0.5661, loss_cls: 3.1731, loss: 3.1731, grad_norm: 1.0167 2020-09-28 15:53:13,952 - mmaction - INFO - Epoch [76][600/627] lr: 4.817e-01, eta: 1 day, 11:52:05, time: 1.034, data_time: 0.003, memory: 8472, top1_acc: 0.3055, top5_acc: 0.5582, loss_cls: 3.2133, loss: 3.2133, grad_norm: 1.0000 2020-09-28 15:53:36,824 - mmaction - INFO - Epoch [76][620/627] lr: 4.817e-01, eta: 1 day, 11:51:42, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3171, top5_acc: 0.5724, loss_cls: 3.1631, loss: 3.1631, grad_norm: 0.9939 2020-09-28 15:53:43,605 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-09-28 15:54:37,045 - mmaction - INFO - Epoch [77][20/627] lr: 4.787e-01, eta: 1 day, 11:52:04, time: 2.652, data_time: 1.470, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5646, loss_cls: 3.1606, loss: 3.1606, grad_norm: 1.0313 2020-09-28 15:54:57,996 - mmaction - INFO - Epoch [77][40/627] lr: 4.787e-01, eta: 1 day, 11:51:36, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.3232, top5_acc: 0.5681, loss_cls: 3.1459, loss: 3.1459, grad_norm: 1.0176 2020-09-28 15:55:21,443 - mmaction - INFO - Epoch [77][60/627] lr: 4.787e-01, eta: 1 day, 11:51:14, time: 1.173, data_time: 0.004, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5836, loss_cls: 3.0928, loss: 3.0928, grad_norm: 1.0122 2020-09-28 15:55:42,546 - mmaction - INFO - Epoch [77][80/627] lr: 4.787e-01, eta: 1 day, 11:50:47, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.3143, top5_acc: 0.5716, loss_cls: 3.1343, loss: 3.1343, grad_norm: 1.0142 2020-09-28 15:56:04,429 - mmaction - INFO - Epoch [77][100/627] lr: 4.787e-01, eta: 1 day, 11:50:22, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3116, top5_acc: 0.5547, loss_cls: 3.2193, loss: 3.2193, grad_norm: 1.0452 2020-09-28 15:56:26,788 - mmaction - INFO - Epoch [77][120/627] lr: 4.787e-01, eta: 1 day, 11:49:58, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.3091, top5_acc: 0.5690, loss_cls: 3.1547, loss: 3.1547, grad_norm: 0.9909 2020-09-28 15:56:48,615 - mmaction - INFO - Epoch [77][140/627] lr: 4.787e-01, eta: 1 day, 11:49:33, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3139, top5_acc: 0.5672, loss_cls: 3.1618, loss: 3.1618, grad_norm: 1.0042 2020-09-28 15:57:11,046 - mmaction - INFO - Epoch [77][160/627] lr: 4.787e-01, eta: 1 day, 11:49:09, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5895, loss_cls: 3.0776, loss: 3.0776, grad_norm: 1.0219 2020-09-28 15:57:33,920 - mmaction - INFO - Epoch [77][180/627] lr: 4.787e-01, eta: 1 day, 11:48:46, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5673, loss_cls: 3.1537, loss: 3.1537, grad_norm: 1.0233 2020-09-28 15:57:56,278 - mmaction - INFO - Epoch [77][200/627] lr: 4.787e-01, eta: 1 day, 11:48:22, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5615, loss_cls: 3.1661, loss: 3.1661, grad_norm: 1.0075 2020-09-28 15:58:18,402 - mmaction - INFO - Epoch [77][220/627] lr: 4.787e-01, eta: 1 day, 11:47:57, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5632, loss_cls: 3.1568, loss: 3.1568, grad_norm: 1.0068 2020-09-28 15:58:40,171 - mmaction - INFO - Epoch [77][240/627] lr: 4.787e-01, eta: 1 day, 11:47:31, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3126, top5_acc: 0.5643, loss_cls: 3.1698, loss: 3.1698, grad_norm: 1.0026 2020-09-28 15:59:00,712 - mmaction - INFO - Epoch [77][260/627] lr: 4.787e-01, eta: 1 day, 11:47:03, time: 1.028, data_time: 0.004, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5665, loss_cls: 3.1786, loss: 3.1786, grad_norm: 1.0207 2020-09-28 15:59:23,065 - mmaction - INFO - Epoch [77][280/627] lr: 4.787e-01, eta: 1 day, 11:46:39, time: 1.118, data_time: 0.093, memory: 8472, top1_acc: 0.3214, top5_acc: 0.5618, loss_cls: 3.1522, loss: 3.1522, grad_norm: 1.0055 2020-09-28 15:59:46,560 - mmaction - INFO - Epoch [77][300/627] lr: 4.787e-01, eta: 1 day, 11:46:18, time: 1.176, data_time: 0.003, memory: 8472, top1_acc: 0.3165, top5_acc: 0.5741, loss_cls: 3.1224, loss: 3.1224, grad_norm: 1.0210 2020-09-28 16:00:09,508 - mmaction - INFO - Epoch [77][320/627] lr: 4.787e-01, eta: 1 day, 11:45:55, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.3121, top5_acc: 0.5542, loss_cls: 3.1937, loss: 3.1937, grad_norm: 1.0086 2020-09-28 16:00:30,018 - mmaction - INFO - Epoch [77][340/627] lr: 4.787e-01, eta: 1 day, 11:45:26, time: 1.024, data_time: 0.002, memory: 8472, top1_acc: 0.3210, top5_acc: 0.5707, loss_cls: 3.1643, loss: 3.1643, grad_norm: 0.9974 2020-09-28 16:00:52,002 - mmaction - INFO - Epoch [77][360/627] lr: 4.787e-01, eta: 1 day, 11:45:01, time: 1.101, data_time: 0.044, memory: 8472, top1_acc: 0.3189, top5_acc: 0.5647, loss_cls: 3.1745, loss: 3.1745, grad_norm: 1.0203 2020-09-28 16:01:14,948 - mmaction - INFO - Epoch [77][380/627] lr: 4.787e-01, eta: 1 day, 11:44:39, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5672, loss_cls: 3.1638, loss: 3.1638, grad_norm: 1.0080 2020-09-28 16:01:37,660 - mmaction - INFO - Epoch [77][400/627] lr: 4.787e-01, eta: 1 day, 11:44:15, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5549, loss_cls: 3.2137, loss: 3.2137, grad_norm: 1.0255 2020-09-28 16:01:58,585 - mmaction - INFO - Epoch [77][420/627] lr: 4.787e-01, eta: 1 day, 11:43:48, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5632, loss_cls: 3.1726, loss: 3.1726, grad_norm: 0.9943 2020-09-28 16:02:21,499 - mmaction - INFO - Epoch [77][440/627] lr: 4.787e-01, eta: 1 day, 11:43:25, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3199, top5_acc: 0.5639, loss_cls: 3.1581, loss: 3.1581, grad_norm: 0.9974 2020-09-28 16:02:42,858 - mmaction - INFO - Epoch [77][460/627] lr: 4.787e-01, eta: 1 day, 11:42:59, time: 1.069, data_time: 0.004, memory: 8472, top1_acc: 0.3210, top5_acc: 0.5664, loss_cls: 3.1408, loss: 3.1408, grad_norm: 1.0077 2020-09-28 16:03:04,712 - mmaction - INFO - Epoch [77][480/627] lr: 4.787e-01, eta: 1 day, 11:42:33, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5628, loss_cls: 3.1687, loss: 3.1687, grad_norm: 1.0062 2020-09-28 16:03:27,500 - mmaction - INFO - Epoch [77][500/627] lr: 4.787e-01, eta: 1 day, 11:42:10, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5634, loss_cls: 3.1515, loss: 3.1515, grad_norm: 1.0104 2020-09-28 16:03:50,731 - mmaction - INFO - Epoch [77][520/627] lr: 4.787e-01, eta: 1 day, 11:41:48, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5651, loss_cls: 3.1663, loss: 3.1663, grad_norm: 1.0005 2020-09-28 16:04:11,568 - mmaction - INFO - Epoch [77][540/627] lr: 4.787e-01, eta: 1 day, 11:41:21, time: 1.042, data_time: 0.003, memory: 8472, top1_acc: 0.3060, top5_acc: 0.5658, loss_cls: 3.1889, loss: 3.1889, grad_norm: 1.0256 2020-09-28 16:04:33,736 - mmaction - INFO - Epoch [77][560/627] lr: 4.787e-01, eta: 1 day, 11:40:56, time: 1.109, data_time: 0.066, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5703, loss_cls: 3.1658, loss: 3.1658, grad_norm: 0.9985 2020-09-28 16:04:55,425 - mmaction - INFO - Epoch [77][580/627] lr: 4.787e-01, eta: 1 day, 11:40:30, time: 1.084, data_time: 0.099, memory: 8472, top1_acc: 0.3141, top5_acc: 0.5667, loss_cls: 3.1683, loss: 3.1683, grad_norm: 1.0258 2020-09-28 16:05:18,927 - mmaction - INFO - Epoch [77][600/627] lr: 4.787e-01, eta: 1 day, 11:40:09, time: 1.174, data_time: 0.053, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5579, loss_cls: 3.2063, loss: 3.2063, grad_norm: 1.0122 2020-09-28 16:05:41,559 - mmaction - INFO - Epoch [77][620/627] lr: 4.787e-01, eta: 1 day, 11:39:46, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5611, loss_cls: 3.1851, loss: 3.1851, grad_norm: 0.9993 2020-09-28 16:06:44,698 - mmaction - INFO - Epoch [78][20/627] lr: 4.757e-01, eta: 1 day, 11:40:11, time: 2.755, data_time: 1.446, memory: 8472, top1_acc: 0.3047, top5_acc: 0.5592, loss_cls: 3.2120, loss: 3.2120, grad_norm: 1.0275 2020-09-28 16:07:06,947 - mmaction - INFO - Epoch [78][40/627] lr: 4.757e-01, eta: 1 day, 11:39:47, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5639, loss_cls: 3.1626, loss: 3.1626, grad_norm: 0.9942 2020-09-28 16:07:29,105 - mmaction - INFO - Epoch [78][60/627] lr: 4.757e-01, eta: 1 day, 11:39:22, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3214, top5_acc: 0.5719, loss_cls: 3.1109, loss: 3.1109, grad_norm: 1.0216 2020-09-28 16:07:50,454 - mmaction - INFO - Epoch [78][80/627] lr: 4.757e-01, eta: 1 day, 11:38:56, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5704, loss_cls: 3.1394, loss: 3.1394, grad_norm: 1.0269 2020-09-28 16:08:12,440 - mmaction - INFO - Epoch [78][100/627] lr: 4.757e-01, eta: 1 day, 11:38:31, time: 1.099, data_time: 0.025, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5590, loss_cls: 3.1850, loss: 3.1850, grad_norm: 0.9928 2020-09-28 16:08:35,564 - mmaction - INFO - Epoch [78][120/627] lr: 4.757e-01, eta: 1 day, 11:38:08, time: 1.158, data_time: 0.176, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5647, loss_cls: 3.1687, loss: 3.1687, grad_norm: 1.0210 2020-09-28 16:08:58,165 - mmaction - INFO - Epoch [78][140/627] lr: 4.757e-01, eta: 1 day, 11:37:45, time: 1.130, data_time: 0.176, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5687, loss_cls: 3.1747, loss: 3.1747, grad_norm: 1.0302 2020-09-28 16:09:19,796 - mmaction - INFO - Epoch [78][160/627] lr: 4.757e-01, eta: 1 day, 11:37:19, time: 1.079, data_time: 0.128, memory: 8472, top1_acc: 0.3169, top5_acc: 0.5729, loss_cls: 3.1475, loss: 3.1475, grad_norm: 1.0284 2020-09-28 16:09:40,552 - mmaction - INFO - Epoch [78][180/627] lr: 4.757e-01, eta: 1 day, 11:36:51, time: 1.039, data_time: 0.085, memory: 8472, top1_acc: 0.3178, top5_acc: 0.5665, loss_cls: 3.1566, loss: 3.1566, grad_norm: 1.0127 2020-09-28 16:10:02,724 - mmaction - INFO - Epoch [78][200/627] lr: 4.757e-01, eta: 1 day, 11:36:27, time: 1.108, data_time: 0.081, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5720, loss_cls: 3.1125, loss: 3.1125, grad_norm: 1.0086 2020-09-28 16:10:25,389 - mmaction - INFO - Epoch [78][220/627] lr: 4.757e-01, eta: 1 day, 11:36:03, time: 1.134, data_time: 0.015, memory: 8472, top1_acc: 0.3072, top5_acc: 0.5626, loss_cls: 3.1639, loss: 3.1639, grad_norm: 1.0147 2020-09-28 16:10:47,672 - mmaction - INFO - Epoch [78][240/627] lr: 4.757e-01, eta: 1 day, 11:35:39, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3221, top5_acc: 0.5663, loss_cls: 3.1456, loss: 3.1456, grad_norm: 1.0011 2020-09-28 16:11:08,711 - mmaction - INFO - Epoch [78][260/627] lr: 4.757e-01, eta: 1 day, 11:35:12, time: 1.052, data_time: 0.001, memory: 8472, top1_acc: 0.3187, top5_acc: 0.5585, loss_cls: 3.1856, loss: 3.1856, grad_norm: 0.9969 2020-09-28 16:11:30,945 - mmaction - INFO - Epoch [78][280/627] lr: 4.757e-01, eta: 1 day, 11:34:47, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3182, top5_acc: 0.5677, loss_cls: 3.1590, loss: 3.1590, grad_norm: 1.0159 2020-09-28 16:11:53,086 - mmaction - INFO - Epoch [78][300/627] lr: 4.757e-01, eta: 1 day, 11:34:23, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5605, loss_cls: 3.1802, loss: 3.1802, grad_norm: 0.9921 2020-09-28 16:12:14,706 - mmaction - INFO - Epoch [78][320/627] lr: 4.757e-01, eta: 1 day, 11:33:57, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3125, top5_acc: 0.5719, loss_cls: 3.1606, loss: 3.1606, grad_norm: 1.0056 2020-09-28 16:12:36,729 - mmaction - INFO - Epoch [78][340/627] lr: 4.757e-01, eta: 1 day, 11:33:32, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3202, top5_acc: 0.5650, loss_cls: 3.1302, loss: 3.1302, grad_norm: 1.0310 2020-09-28 16:12:57,832 - mmaction - INFO - Epoch [78][360/627] lr: 4.757e-01, eta: 1 day, 11:33:05, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5510, loss_cls: 3.2237, loss: 3.2237, grad_norm: 1.0139 2020-09-28 16:13:22,201 - mmaction - INFO - Epoch [78][380/627] lr: 4.757e-01, eta: 1 day, 11:32:46, time: 1.219, data_time: 0.002, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5652, loss_cls: 3.1626, loss: 3.1626, grad_norm: 1.0178 2020-09-28 16:13:42,791 - mmaction - INFO - Epoch [78][400/627] lr: 4.757e-01, eta: 1 day, 11:32:18, time: 1.030, data_time: 0.001, memory: 8472, top1_acc: 0.3186, top5_acc: 0.5620, loss_cls: 3.1814, loss: 3.1814, grad_norm: 1.0121 2020-09-28 16:14:04,159 - mmaction - INFO - Epoch [78][420/627] lr: 4.757e-01, eta: 1 day, 11:31:51, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5655, loss_cls: 3.1639, loss: 3.1639, grad_norm: 1.0110 2020-09-28 16:14:26,694 - mmaction - INFO - Epoch [78][440/627] lr: 4.757e-01, eta: 1 day, 11:31:28, time: 1.125, data_time: 0.001, memory: 8472, top1_acc: 0.3052, top5_acc: 0.5534, loss_cls: 3.1964, loss: 3.1964, grad_norm: 1.0162 2020-09-28 16:14:49,011 - mmaction - INFO - Epoch [78][460/627] lr: 4.757e-01, eta: 1 day, 11:31:04, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.3121, top5_acc: 0.5585, loss_cls: 3.1601, loss: 3.1601, grad_norm: 1.0240 2020-09-28 16:15:11,066 - mmaction - INFO - Epoch [78][480/627] lr: 4.757e-01, eta: 1 day, 11:30:39, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5643, loss_cls: 3.1680, loss: 3.1680, grad_norm: 1.0283 2020-09-28 16:15:33,303 - mmaction - INFO - Epoch [78][500/627] lr: 4.757e-01, eta: 1 day, 11:30:14, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5680, loss_cls: 3.1609, loss: 3.1609, grad_norm: 1.0167 2020-09-28 16:15:56,992 - mmaction - INFO - Epoch [78][520/627] lr: 4.757e-01, eta: 1 day, 11:29:53, time: 1.185, data_time: 0.004, memory: 8472, top1_acc: 0.3098, top5_acc: 0.5620, loss_cls: 3.1846, loss: 3.1846, grad_norm: 1.0148 2020-09-28 16:16:17,870 - mmaction - INFO - Epoch [78][540/627] lr: 4.757e-01, eta: 1 day, 11:29:26, time: 1.043, data_time: 0.024, memory: 8472, top1_acc: 0.3146, top5_acc: 0.5674, loss_cls: 3.1873, loss: 3.1873, grad_norm: 1.0293 2020-09-28 16:16:40,324 - mmaction - INFO - Epoch [78][560/627] lr: 4.757e-01, eta: 1 day, 11:29:02, time: 1.123, data_time: 0.011, memory: 8472, top1_acc: 0.2975, top5_acc: 0.5479, loss_cls: 3.2207, loss: 3.2207, grad_norm: 1.0140 2020-09-28 16:17:04,093 - mmaction - INFO - Epoch [78][580/627] lr: 4.757e-01, eta: 1 day, 11:28:41, time: 1.189, data_time: 0.003, memory: 8472, top1_acc: 0.3111, top5_acc: 0.5564, loss_cls: 3.1955, loss: 3.1955, grad_norm: 1.0121 2020-09-28 16:17:25,266 - mmaction - INFO - Epoch [78][600/627] lr: 4.757e-01, eta: 1 day, 11:28:14, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5583, loss_cls: 3.2029, loss: 3.2029, grad_norm: 1.0039 2020-09-28 16:17:47,039 - mmaction - INFO - Epoch [78][620/627] lr: 4.757e-01, eta: 1 day, 11:27:49, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3100, top5_acc: 0.5579, loss_cls: 3.1928, loss: 3.1928, grad_norm: 0.9891 2020-09-28 16:18:48,690 - mmaction - INFO - Epoch [79][20/627] lr: 4.727e-01, eta: 1 day, 11:28:13, time: 2.740, data_time: 1.257, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5720, loss_cls: 3.1455, loss: 3.1455, grad_norm: 1.0076 2020-09-28 16:19:10,367 - mmaction - INFO - Epoch [79][40/627] lr: 4.727e-01, eta: 1 day, 11:27:47, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5632, loss_cls: 3.1878, loss: 3.1878, grad_norm: 1.0263 2020-09-28 16:19:33,034 - mmaction - INFO - Epoch [79][60/627] lr: 4.727e-01, eta: 1 day, 11:27:24, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5758, loss_cls: 3.1045, loss: 3.1045, grad_norm: 1.0057 2020-09-28 16:19:54,798 - mmaction - INFO - Epoch [79][80/627] lr: 4.727e-01, eta: 1 day, 11:26:58, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3148, top5_acc: 0.5727, loss_cls: 3.1536, loss: 3.1536, grad_norm: 1.0275 2020-09-28 16:20:16,745 - mmaction - INFO - Epoch [79][100/627] lr: 4.727e-01, eta: 1 day, 11:26:33, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.3292, top5_acc: 0.5634, loss_cls: 3.1497, loss: 3.1497, grad_norm: 1.0074 2020-09-28 16:20:37,005 - mmaction - INFO - Epoch [79][120/627] lr: 4.727e-01, eta: 1 day, 11:26:04, time: 1.016, data_time: 0.004, memory: 8472, top1_acc: 0.3207, top5_acc: 0.5728, loss_cls: 3.1103, loss: 3.1103, grad_norm: 1.0033 2020-09-28 16:20:59,590 - mmaction - INFO - Epoch [79][140/627] lr: 4.727e-01, eta: 1 day, 11:25:41, time: 1.128, data_time: 0.006, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5689, loss_cls: 3.1250, loss: 3.1250, grad_norm: 1.0084 2020-09-28 16:21:21,877 - mmaction - INFO - Epoch [79][160/627] lr: 4.727e-01, eta: 1 day, 11:25:17, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3133, top5_acc: 0.5712, loss_cls: 3.1656, loss: 3.1656, grad_norm: 1.0245 2020-09-28 16:21:44,784 - mmaction - INFO - Epoch [79][180/627] lr: 4.727e-01, eta: 1 day, 11:24:54, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5639, loss_cls: 3.1551, loss: 3.1551, grad_norm: 1.0199 2020-09-28 16:22:06,405 - mmaction - INFO - Epoch [79][200/627] lr: 4.727e-01, eta: 1 day, 11:24:28, time: 1.082, data_time: 0.026, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5611, loss_cls: 3.1666, loss: 3.1666, grad_norm: 0.9912 2020-09-28 16:22:29,203 - mmaction - INFO - Epoch [79][220/627] lr: 4.727e-01, eta: 1 day, 11:24:05, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3285, top5_acc: 0.5667, loss_cls: 3.1324, loss: 3.1324, grad_norm: 1.0028 2020-09-28 16:22:50,776 - mmaction - INFO - Epoch [79][240/627] lr: 4.727e-01, eta: 1 day, 11:23:39, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3215, top5_acc: 0.5708, loss_cls: 3.1372, loss: 3.1372, grad_norm: 1.0124 2020-09-28 16:23:12,519 - mmaction - INFO - Epoch [79][260/627] lr: 4.727e-01, eta: 1 day, 11:23:14, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5742, loss_cls: 3.1345, loss: 3.1345, grad_norm: 1.0179 2020-09-28 16:23:34,888 - mmaction - INFO - Epoch [79][280/627] lr: 4.727e-01, eta: 1 day, 11:22:50, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5642, loss_cls: 3.1932, loss: 3.1932, grad_norm: 1.0112 2020-09-28 16:23:58,356 - mmaction - INFO - Epoch [79][300/627] lr: 4.727e-01, eta: 1 day, 11:22:28, time: 1.172, data_time: 0.001, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5688, loss_cls: 3.1437, loss: 3.1437, grad_norm: 1.0039 2020-09-28 16:24:21,004 - mmaction - INFO - Epoch [79][320/627] lr: 4.727e-01, eta: 1 day, 11:22:05, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5629, loss_cls: 3.1989, loss: 3.1989, grad_norm: 1.0152 2020-09-28 16:24:44,675 - mmaction - INFO - Epoch [79][340/627] lr: 4.727e-01, eta: 1 day, 11:21:43, time: 1.184, data_time: 0.002, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5689, loss_cls: 3.1433, loss: 3.1433, grad_norm: 1.0122 2020-09-28 16:25:05,718 - mmaction - INFO - Epoch [79][360/627] lr: 4.727e-01, eta: 1 day, 11:21:16, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.3260, top5_acc: 0.5697, loss_cls: 3.1130, loss: 3.1130, grad_norm: 1.0173 2020-09-28 16:25:27,002 - mmaction - INFO - Epoch [79][380/627] lr: 4.727e-01, eta: 1 day, 11:20:50, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5648, loss_cls: 3.1748, loss: 3.1748, grad_norm: 1.0179 2020-09-28 16:25:49,150 - mmaction - INFO - Epoch [79][400/627] lr: 4.727e-01, eta: 1 day, 11:20:25, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5680, loss_cls: 3.1218, loss: 3.1218, grad_norm: 0.9874 2020-09-28 16:26:11,461 - mmaction - INFO - Epoch [79][420/627] lr: 4.727e-01, eta: 1 day, 11:20:01, time: 1.117, data_time: 0.023, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5660, loss_cls: 3.1752, loss: 3.1752, grad_norm: 1.0091 2020-09-28 16:26:33,684 - mmaction - INFO - Epoch [79][440/627] lr: 4.727e-01, eta: 1 day, 11:19:37, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3139, top5_acc: 0.5642, loss_cls: 3.1796, loss: 3.1796, grad_norm: 1.0022 2020-09-28 16:26:55,025 - mmaction - INFO - Epoch [79][460/627] lr: 4.727e-01, eta: 1 day, 11:19:11, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5639, loss_cls: 3.1753, loss: 3.1753, grad_norm: 1.0274 2020-09-28 16:27:17,177 - mmaction - INFO - Epoch [79][480/627] lr: 4.727e-01, eta: 1 day, 11:18:46, time: 1.107, data_time: 0.106, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5719, loss_cls: 3.1593, loss: 3.1593, grad_norm: 1.0193 2020-09-28 16:27:40,272 - mmaction - INFO - Epoch [79][500/627] lr: 4.727e-01, eta: 1 day, 11:18:24, time: 1.155, data_time: 0.086, memory: 8472, top1_acc: 0.3150, top5_acc: 0.5667, loss_cls: 3.1558, loss: 3.1558, grad_norm: 1.0192 2020-09-28 16:28:02,480 - mmaction - INFO - Epoch [79][520/627] lr: 4.727e-01, eta: 1 day, 11:17:59, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.3165, top5_acc: 0.5638, loss_cls: 3.1710, loss: 3.1710, grad_norm: 1.0195 2020-09-28 16:28:24,334 - mmaction - INFO - Epoch [79][540/627] lr: 4.727e-01, eta: 1 day, 11:17:34, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3069, top5_acc: 0.5600, loss_cls: 3.1932, loss: 3.1932, grad_norm: 1.0176 2020-09-28 16:28:45,005 - mmaction - INFO - Epoch [79][560/627] lr: 4.727e-01, eta: 1 day, 11:17:06, time: 1.034, data_time: 0.002, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5552, loss_cls: 3.2012, loss: 3.2012, grad_norm: 1.0088 2020-09-28 16:29:07,571 - mmaction - INFO - Epoch [79][580/627] lr: 4.727e-01, eta: 1 day, 11:16:43, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5729, loss_cls: 3.1404, loss: 3.1404, grad_norm: 1.0097 2020-09-28 16:29:29,465 - mmaction - INFO - Epoch [79][600/627] lr: 4.727e-01, eta: 1 day, 11:16:18, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5678, loss_cls: 3.1684, loss: 3.1684, grad_norm: 1.0252 2020-09-28 16:29:51,356 - mmaction - INFO - Epoch [79][620/627] lr: 4.727e-01, eta: 1 day, 11:15:52, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5664, loss_cls: 3.1748, loss: 3.1748, grad_norm: 1.0183 2020-09-28 16:30:50,843 - mmaction - INFO - Epoch [80][20/627] lr: 4.697e-01, eta: 1 day, 11:16:09, time: 2.609, data_time: 1.382, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5656, loss_cls: 3.1671, loss: 3.1671, grad_norm: 1.0261 2020-09-28 16:31:13,812 - mmaction - INFO - Epoch [80][40/627] lr: 4.697e-01, eta: 1 day, 11:15:46, time: 1.147, data_time: 0.004, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5676, loss_cls: 3.1626, loss: 3.1626, grad_norm: 1.0167 2020-09-28 16:31:35,241 - mmaction - INFO - Epoch [80][60/627] lr: 4.697e-01, eta: 1 day, 11:15:20, time: 1.073, data_time: 0.005, memory: 8472, top1_acc: 0.3206, top5_acc: 0.5671, loss_cls: 3.1408, loss: 3.1408, grad_norm: 1.0144 2020-09-28 16:31:57,800 - mmaction - INFO - Epoch [80][80/627] lr: 4.697e-01, eta: 1 day, 11:14:57, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5820, loss_cls: 3.1032, loss: 3.1032, grad_norm: 1.0178 2020-09-28 16:32:19,096 - mmaction - INFO - Epoch [80][100/627] lr: 4.697e-01, eta: 1 day, 11:14:30, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5719, loss_cls: 3.1413, loss: 3.1413, grad_norm: 1.0262 2020-09-28 16:32:40,695 - mmaction - INFO - Epoch [80][120/627] lr: 4.697e-01, eta: 1 day, 11:14:05, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5661, loss_cls: 3.1481, loss: 3.1481, grad_norm: 1.0324 2020-09-28 16:33:04,295 - mmaction - INFO - Epoch [80][140/627] lr: 4.697e-01, eta: 1 day, 11:13:43, time: 1.182, data_time: 0.004, memory: 8472, top1_acc: 0.3247, top5_acc: 0.5716, loss_cls: 3.1381, loss: 3.1381, grad_norm: 1.0261 2020-09-28 16:33:26,608 - mmaction - INFO - Epoch [80][160/627] lr: 4.697e-01, eta: 1 day, 11:13:19, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5674, loss_cls: 3.1466, loss: 3.1466, grad_norm: 1.0202 2020-09-28 16:33:48,547 - mmaction - INFO - Epoch [80][180/627] lr: 4.697e-01, eta: 1 day, 11:12:54, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5695, loss_cls: 3.1334, loss: 3.1334, grad_norm: 1.0240 2020-09-28 16:34:10,937 - mmaction - INFO - Epoch [80][200/627] lr: 4.697e-01, eta: 1 day, 11:12:30, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5686, loss_cls: 3.1682, loss: 3.1682, grad_norm: 1.0147 2020-09-28 16:34:33,004 - mmaction - INFO - Epoch [80][220/627] lr: 4.697e-01, eta: 1 day, 11:12:06, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3186, top5_acc: 0.5714, loss_cls: 3.1333, loss: 3.1333, grad_norm: 1.0138 2020-09-28 16:34:54,555 - mmaction - INFO - Epoch [80][240/627] lr: 4.697e-01, eta: 1 day, 11:11:40, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3306, top5_acc: 0.5793, loss_cls: 3.1065, loss: 3.1065, grad_norm: 1.0077 2020-09-28 16:35:17,227 - mmaction - INFO - Epoch [80][260/627] lr: 4.697e-01, eta: 1 day, 11:11:16, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5678, loss_cls: 3.1488, loss: 3.1488, grad_norm: 1.0423 2020-09-28 16:35:39,811 - mmaction - INFO - Epoch [80][280/627] lr: 4.697e-01, eta: 1 day, 11:10:53, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5721, loss_cls: 3.1259, loss: 3.1259, grad_norm: 1.0214 2020-09-28 16:36:01,549 - mmaction - INFO - Epoch [80][300/627] lr: 4.697e-01, eta: 1 day, 11:10:27, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3207, top5_acc: 0.5660, loss_cls: 3.1598, loss: 3.1598, grad_norm: 1.0091 2020-09-28 16:36:23,277 - mmaction - INFO - Epoch [80][320/627] lr: 4.697e-01, eta: 1 day, 11:10:02, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3133, top5_acc: 0.5621, loss_cls: 3.1742, loss: 3.1742, grad_norm: 1.0204 2020-09-28 16:36:44,763 - mmaction - INFO - Epoch [80][340/627] lr: 4.697e-01, eta: 1 day, 11:09:36, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5559, loss_cls: 3.1709, loss: 3.1709, grad_norm: 1.0206 2020-09-28 16:37:07,321 - mmaction - INFO - Epoch [80][360/627] lr: 4.697e-01, eta: 1 day, 11:09:12, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5602, loss_cls: 3.1641, loss: 3.1641, grad_norm: 1.0204 2020-09-28 16:37:28,757 - mmaction - INFO - Epoch [80][380/627] lr: 4.697e-01, eta: 1 day, 11:08:46, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3174, top5_acc: 0.5665, loss_cls: 3.1537, loss: 3.1537, grad_norm: 1.0208 2020-09-28 16:37:51,583 - mmaction - INFO - Epoch [80][400/627] lr: 4.697e-01, eta: 1 day, 11:08:23, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3237, top5_acc: 0.5707, loss_cls: 3.1294, loss: 3.1294, grad_norm: 1.0065 2020-09-28 16:38:13,101 - mmaction - INFO - Epoch [80][420/627] lr: 4.697e-01, eta: 1 day, 11:07:57, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3184, top5_acc: 0.5603, loss_cls: 3.1965, loss: 3.1965, grad_norm: 1.0236 2020-09-28 16:38:36,575 - mmaction - INFO - Epoch [80][440/627] lr: 4.697e-01, eta: 1 day, 11:07:36, time: 1.172, data_time: 0.001, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5672, loss_cls: 3.1242, loss: 3.1242, grad_norm: 1.0105 2020-09-28 16:38:57,588 - mmaction - INFO - Epoch [80][460/627] lr: 4.697e-01, eta: 1 day, 11:07:09, time: 1.053, data_time: 0.011, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5786, loss_cls: 3.1016, loss: 3.1016, grad_norm: 1.0274 2020-09-28 16:39:19,075 - mmaction - INFO - Epoch [80][480/627] lr: 4.697e-01, eta: 1 day, 11:06:43, time: 1.074, data_time: 0.034, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5656, loss_cls: 3.1504, loss: 3.1504, grad_norm: 1.0074 2020-09-28 16:39:41,965 - mmaction - INFO - Epoch [80][500/627] lr: 4.697e-01, eta: 1 day, 11:06:20, time: 1.143, data_time: 0.016, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5677, loss_cls: 3.1618, loss: 3.1618, grad_norm: 1.0239 2020-09-28 16:40:04,806 - mmaction - INFO - Epoch [80][520/627] lr: 4.697e-01, eta: 1 day, 11:05:57, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3247, top5_acc: 0.5714, loss_cls: 3.1175, loss: 3.1175, grad_norm: 1.0130 2020-09-28 16:40:25,931 - mmaction - INFO - Epoch [80][540/627] lr: 4.697e-01, eta: 1 day, 11:05:30, time: 1.057, data_time: 0.048, memory: 8472, top1_acc: 0.3217, top5_acc: 0.5656, loss_cls: 3.1550, loss: 3.1550, grad_norm: 1.0191 2020-09-28 16:40:47,894 - mmaction - INFO - Epoch [80][560/627] lr: 4.697e-01, eta: 1 day, 11:05:05, time: 1.096, data_time: 0.045, memory: 8472, top1_acc: 0.3228, top5_acc: 0.5676, loss_cls: 3.1218, loss: 3.1218, grad_norm: 1.0191 2020-09-28 16:41:09,797 - mmaction - INFO - Epoch [80][580/627] lr: 4.697e-01, eta: 1 day, 11:04:40, time: 1.095, data_time: 0.008, memory: 8472, top1_acc: 0.3137, top5_acc: 0.5693, loss_cls: 3.1878, loss: 3.1878, grad_norm: 1.0411 2020-09-28 16:41:32,150 - mmaction - INFO - Epoch [80][600/627] lr: 4.697e-01, eta: 1 day, 11:04:16, time: 1.119, data_time: 0.036, memory: 8472, top1_acc: 0.3135, top5_acc: 0.5613, loss_cls: 3.1702, loss: 3.1702, grad_norm: 1.0070 2020-09-28 16:41:54,333 - mmaction - INFO - Epoch [80][620/627] lr: 4.697e-01, eta: 1 day, 11:03:52, time: 1.108, data_time: 0.114, memory: 8472, top1_acc: 0.3201, top5_acc: 0.5600, loss_cls: 3.2027, loss: 3.2027, grad_norm: 1.0317 2020-09-28 16:42:01,307 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-09-28 16:43:21,515 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 16:43:22,185 - mmaction - INFO - top1_acc 0.3332 top5_acc 0.5935 2020-09-28 16:43:22,186 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 16:43:22,230 - mmaction - INFO - mean_acc 0.3333 2020-09-28 16:43:22,237 - mmaction - INFO - Epoch(val) [80][627] top1_acc: 0.3332, top5_acc: 0.5935, mean_class_accuracy: 0.3333 2020-09-28 16:44:12,395 - mmaction - INFO - Epoch [81][20/627] lr: 4.667e-01, eta: 1 day, 11:04:03, time: 2.506, data_time: 1.275, memory: 8472, top1_acc: 0.3112, top5_acc: 0.5672, loss_cls: 3.1658, loss: 3.1658, grad_norm: 1.0360 2020-09-28 16:44:34,733 - mmaction - INFO - Epoch [81][40/627] lr: 4.667e-01, eta: 1 day, 11:03:39, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3126, top5_acc: 0.5715, loss_cls: 3.1475, loss: 3.1475, grad_norm: 1.0280 2020-09-28 16:44:57,012 - mmaction - INFO - Epoch [81][60/627] lr: 4.667e-01, eta: 1 day, 11:03:15, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5646, loss_cls: 3.1599, loss: 3.1599, grad_norm: 1.0114 2020-09-28 16:45:19,352 - mmaction - INFO - Epoch [81][80/627] lr: 4.667e-01, eta: 1 day, 11:02:51, time: 1.120, data_time: 0.004, memory: 8472, top1_acc: 0.3174, top5_acc: 0.5699, loss_cls: 3.1377, loss: 3.1377, grad_norm: 1.0073 2020-09-28 16:45:41,275 - mmaction - INFO - Epoch [81][100/627] lr: 4.667e-01, eta: 1 day, 11:02:26, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.3234, top5_acc: 0.5714, loss_cls: 3.1257, loss: 3.1257, grad_norm: 1.0273 2020-09-28 16:46:03,508 - mmaction - INFO - Epoch [81][120/627] lr: 4.667e-01, eta: 1 day, 11:02:02, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.3184, top5_acc: 0.5701, loss_cls: 3.1415, loss: 3.1415, grad_norm: 1.0425 2020-09-28 16:46:26,505 - mmaction - INFO - Epoch [81][140/627] lr: 4.667e-01, eta: 1 day, 11:01:39, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3070, top5_acc: 0.5714, loss_cls: 3.1656, loss: 3.1656, grad_norm: 1.0242 2020-09-28 16:46:46,873 - mmaction - INFO - Epoch [81][160/627] lr: 4.667e-01, eta: 1 day, 11:01:11, time: 1.018, data_time: 0.002, memory: 8472, top1_acc: 0.3197, top5_acc: 0.5629, loss_cls: 3.1751, loss: 3.1751, grad_norm: 1.0069 2020-09-28 16:47:09,457 - mmaction - INFO - Epoch [81][180/627] lr: 4.667e-01, eta: 1 day, 11:00:47, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5759, loss_cls: 3.1404, loss: 3.1404, grad_norm: 1.0230 2020-09-28 16:47:30,326 - mmaction - INFO - Epoch [81][200/627] lr: 4.667e-01, eta: 1 day, 11:00:20, time: 1.043, data_time: 0.001, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5706, loss_cls: 3.1291, loss: 3.1291, grad_norm: 1.0071 2020-09-28 16:47:52,878 - mmaction - INFO - Epoch [81][220/627] lr: 4.667e-01, eta: 1 day, 10:59:56, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3281, top5_acc: 0.5753, loss_cls: 3.1028, loss: 3.1028, grad_norm: 1.0156 2020-09-28 16:48:16,182 - mmaction - INFO - Epoch [81][240/627] lr: 4.667e-01, eta: 1 day, 10:59:34, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.3219, top5_acc: 0.5763, loss_cls: 3.1048, loss: 3.1048, grad_norm: 1.0320 2020-09-28 16:48:37,879 - mmaction - INFO - Epoch [81][260/627] lr: 4.667e-01, eta: 1 day, 10:59:09, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.3142, top5_acc: 0.5607, loss_cls: 3.2003, loss: 3.2003, grad_norm: 1.0165 2020-09-28 16:48:59,563 - mmaction - INFO - Epoch [81][280/627] lr: 4.667e-01, eta: 1 day, 10:58:43, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5682, loss_cls: 3.1412, loss: 3.1412, grad_norm: 1.0416 2020-09-28 16:49:21,298 - mmaction - INFO - Epoch [81][300/627] lr: 4.667e-01, eta: 1 day, 10:58:18, time: 1.088, data_time: 0.004, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5686, loss_cls: 3.1551, loss: 3.1551, grad_norm: 1.0270 2020-09-28 16:49:43,019 - mmaction - INFO - Epoch [81][320/627] lr: 4.667e-01, eta: 1 day, 10:57:52, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3141, top5_acc: 0.5621, loss_cls: 3.1552, loss: 3.1552, grad_norm: 1.0374 2020-09-28 16:50:04,309 - mmaction - INFO - Epoch [81][340/627] lr: 4.667e-01, eta: 1 day, 10:57:26, time: 1.066, data_time: 0.004, memory: 8472, top1_acc: 0.3174, top5_acc: 0.5701, loss_cls: 3.1550, loss: 3.1550, grad_norm: 1.0186 2020-09-28 16:50:28,066 - mmaction - INFO - Epoch [81][360/627] lr: 4.667e-01, eta: 1 day, 10:57:05, time: 1.187, data_time: 0.002, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5609, loss_cls: 3.1523, loss: 3.1523, grad_norm: 1.0193 2020-09-28 16:50:48,854 - mmaction - INFO - Epoch [81][380/627] lr: 4.667e-01, eta: 1 day, 10:56:38, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.3201, top5_acc: 0.5737, loss_cls: 3.1331, loss: 3.1331, grad_norm: 1.0250 2020-09-28 16:51:11,713 - mmaction - INFO - Epoch [81][400/627] lr: 4.667e-01, eta: 1 day, 10:56:15, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3065, top5_acc: 0.5643, loss_cls: 3.1900, loss: 3.1900, grad_norm: 1.0109 2020-09-28 16:51:33,945 - mmaction - INFO - Epoch [81][420/627] lr: 4.667e-01, eta: 1 day, 10:55:50, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3090, top5_acc: 0.5643, loss_cls: 3.1752, loss: 3.1752, grad_norm: 1.0344 2020-09-28 16:51:56,303 - mmaction - INFO - Epoch [81][440/627] lr: 4.667e-01, eta: 1 day, 10:55:27, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3126, top5_acc: 0.5652, loss_cls: 3.1771, loss: 3.1771, grad_norm: 1.0264 2020-09-28 16:52:18,567 - mmaction - INFO - Epoch [81][460/627] lr: 4.667e-01, eta: 1 day, 10:55:02, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3077, top5_acc: 0.5569, loss_cls: 3.1885, loss: 3.1885, grad_norm: 1.0125 2020-09-28 16:52:41,302 - mmaction - INFO - Epoch [81][480/627] lr: 4.667e-01, eta: 1 day, 10:54:39, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3142, top5_acc: 0.5682, loss_cls: 3.1548, loss: 3.1548, grad_norm: 1.0176 2020-09-28 16:53:02,978 - mmaction - INFO - Epoch [81][500/627] lr: 4.667e-01, eta: 1 day, 10:54:14, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3227, top5_acc: 0.5745, loss_cls: 3.1051, loss: 3.1051, grad_norm: 1.0140 2020-09-28 16:53:24,797 - mmaction - INFO - Epoch [81][520/627] lr: 4.667e-01, eta: 1 day, 10:53:48, time: 1.091, data_time: 0.066, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5684, loss_cls: 3.1721, loss: 3.1721, grad_norm: 1.0216 2020-09-28 16:53:47,075 - mmaction - INFO - Epoch [81][540/627] lr: 4.667e-01, eta: 1 day, 10:53:24, time: 1.114, data_time: 0.144, memory: 8472, top1_acc: 0.3159, top5_acc: 0.5684, loss_cls: 3.1691, loss: 3.1691, grad_norm: 1.0227 2020-09-28 16:54:08,612 - mmaction - INFO - Epoch [81][560/627] lr: 4.667e-01, eta: 1 day, 10:52:59, time: 1.077, data_time: 0.108, memory: 8472, top1_acc: 0.3172, top5_acc: 0.5792, loss_cls: 3.1127, loss: 3.1127, grad_norm: 1.0051 2020-09-28 16:54:31,661 - mmaction - INFO - Epoch [81][580/627] lr: 4.667e-01, eta: 1 day, 10:52:36, time: 1.152, data_time: 0.038, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5629, loss_cls: 3.1811, loss: 3.1811, grad_norm: 1.0144 2020-09-28 16:54:53,568 - mmaction - INFO - Epoch [81][600/627] lr: 4.667e-01, eta: 1 day, 10:52:11, time: 1.095, data_time: 0.006, memory: 8472, top1_acc: 0.3117, top5_acc: 0.5680, loss_cls: 3.1314, loss: 3.1314, grad_norm: 1.0108 2020-09-28 16:55:15,655 - mmaction - INFO - Epoch [81][620/627] lr: 4.667e-01, eta: 1 day, 10:51:46, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3118, top5_acc: 0.5639, loss_cls: 3.1797, loss: 3.1797, grad_norm: 1.0243 2020-09-28 16:56:15,607 - mmaction - INFO - Epoch [82][20/627] lr: 4.636e-01, eta: 1 day, 10:52:03, time: 2.640, data_time: 1.423, memory: 8472, top1_acc: 0.3086, top5_acc: 0.5609, loss_cls: 3.1882, loss: 3.1882, grad_norm: 1.0213 2020-09-28 16:56:38,839 - mmaction - INFO - Epoch [82][40/627] lr: 4.636e-01, eta: 1 day, 10:51:41, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5763, loss_cls: 3.1299, loss: 3.1299, grad_norm: 1.0096 2020-09-28 16:57:01,457 - mmaction - INFO - Epoch [82][60/627] lr: 4.636e-01, eta: 1 day, 10:51:17, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5730, loss_cls: 3.1379, loss: 3.1379, grad_norm: 1.0279 2020-09-28 16:57:21,938 - mmaction - INFO - Epoch [82][80/627] lr: 4.636e-01, eta: 1 day, 10:50:49, time: 1.025, data_time: 0.003, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5682, loss_cls: 3.1584, loss: 3.1584, grad_norm: 1.0243 2020-09-28 16:57:45,127 - mmaction - INFO - Epoch [82][100/627] lr: 4.636e-01, eta: 1 day, 10:50:27, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5723, loss_cls: 3.1004, loss: 3.1004, grad_norm: 1.0194 2020-09-28 16:58:07,712 - mmaction - INFO - Epoch [82][120/627] lr: 4.636e-01, eta: 1 day, 10:50:03, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5689, loss_cls: 3.1831, loss: 3.1831, grad_norm: 1.0124 2020-09-28 16:58:29,003 - mmaction - INFO - Epoch [82][140/627] lr: 4.636e-01, eta: 1 day, 10:49:37, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.3217, top5_acc: 0.5690, loss_cls: 3.1302, loss: 3.1302, grad_norm: 1.0057 2020-09-28 16:58:51,333 - mmaction - INFO - Epoch [82][160/627] lr: 4.636e-01, eta: 1 day, 10:49:13, time: 1.116, data_time: 0.073, memory: 8472, top1_acc: 0.3173, top5_acc: 0.5733, loss_cls: 3.1421, loss: 3.1421, grad_norm: 1.0199 2020-09-28 16:59:13,569 - mmaction - INFO - Epoch [82][180/627] lr: 4.636e-01, eta: 1 day, 10:48:49, time: 1.112, data_time: 0.094, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5684, loss_cls: 3.1331, loss: 3.1331, grad_norm: 1.0434 2020-09-28 16:59:35,930 - mmaction - INFO - Epoch [82][200/627] lr: 4.636e-01, eta: 1 day, 10:48:25, time: 1.118, data_time: 0.094, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5669, loss_cls: 3.1465, loss: 3.1465, grad_norm: 1.0306 2020-09-28 16:59:58,028 - mmaction - INFO - Epoch [82][220/627] lr: 4.636e-01, eta: 1 day, 10:48:00, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5727, loss_cls: 3.1466, loss: 3.1466, grad_norm: 1.0204 2020-09-28 17:00:22,116 - mmaction - INFO - Epoch [82][240/627] lr: 4.636e-01, eta: 1 day, 10:47:40, time: 1.205, data_time: 0.003, memory: 8472, top1_acc: 0.3210, top5_acc: 0.5565, loss_cls: 3.1557, loss: 3.1557, grad_norm: 1.0154 2020-09-28 17:00:43,659 - mmaction - INFO - Epoch [82][260/627] lr: 4.636e-01, eta: 1 day, 10:47:14, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3259, top5_acc: 0.5737, loss_cls: 3.1195, loss: 3.1195, grad_norm: 1.0168 2020-09-28 17:01:07,220 - mmaction - INFO - Epoch [82][280/627] lr: 4.636e-01, eta: 1 day, 10:46:53, time: 1.178, data_time: 0.003, memory: 8472, top1_acc: 0.3079, top5_acc: 0.5577, loss_cls: 3.1878, loss: 3.1878, grad_norm: 1.0397 2020-09-28 17:01:29,522 - mmaction - INFO - Epoch [82][300/627] lr: 4.636e-01, eta: 1 day, 10:46:29, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5738, loss_cls: 3.1364, loss: 3.1364, grad_norm: 1.0198 2020-09-28 17:01:50,821 - mmaction - INFO - Epoch [82][320/627] lr: 4.636e-01, eta: 1 day, 10:46:02, time: 1.064, data_time: 0.001, memory: 8472, top1_acc: 0.3137, top5_acc: 0.5665, loss_cls: 3.1799, loss: 3.1799, grad_norm: 1.0129 2020-09-28 17:02:12,956 - mmaction - INFO - Epoch [82][340/627] lr: 4.636e-01, eta: 1 day, 10:45:38, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5613, loss_cls: 3.1679, loss: 3.1679, grad_norm: 1.0130 2020-09-28 17:02:35,652 - mmaction - INFO - Epoch [82][360/627] lr: 4.636e-01, eta: 1 day, 10:45:15, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5647, loss_cls: 3.1541, loss: 3.1541, grad_norm: 1.0074 2020-09-28 17:02:57,253 - mmaction - INFO - Epoch [82][380/627] lr: 4.636e-01, eta: 1 day, 10:44:49, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5723, loss_cls: 3.1206, loss: 3.1206, grad_norm: 1.0262 2020-09-28 17:03:19,103 - mmaction - INFO - Epoch [82][400/627] lr: 4.636e-01, eta: 1 day, 10:44:24, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3159, top5_acc: 0.5687, loss_cls: 3.1583, loss: 3.1583, grad_norm: 1.0286 2020-09-28 17:03:41,180 - mmaction - INFO - Epoch [82][420/627] lr: 4.636e-01, eta: 1 day, 10:43:59, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5599, loss_cls: 3.1658, loss: 3.1658, grad_norm: 1.0129 2020-09-28 17:04:02,891 - mmaction - INFO - Epoch [82][440/627] lr: 4.636e-01, eta: 1 day, 10:43:34, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.3220, top5_acc: 0.5681, loss_cls: 3.1297, loss: 3.1297, grad_norm: 1.0127 2020-09-28 17:04:24,426 - mmaction - INFO - Epoch [82][460/627] lr: 4.636e-01, eta: 1 day, 10:43:08, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.3145, top5_acc: 0.5764, loss_cls: 3.1314, loss: 3.1314, grad_norm: 1.0299 2020-09-28 17:04:46,780 - mmaction - INFO - Epoch [82][480/627] lr: 4.636e-01, eta: 1 day, 10:42:44, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3236, top5_acc: 0.5741, loss_cls: 3.1067, loss: 3.1067, grad_norm: 1.0174 2020-09-28 17:05:08,637 - mmaction - INFO - Epoch [82][500/627] lr: 4.636e-01, eta: 1 day, 10:42:19, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5699, loss_cls: 3.1582, loss: 3.1582, grad_norm: 1.0182 2020-09-28 17:05:30,486 - mmaction - INFO - Epoch [82][520/627] lr: 4.636e-01, eta: 1 day, 10:41:54, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3134, top5_acc: 0.5599, loss_cls: 3.1802, loss: 3.1802, grad_norm: 1.0253 2020-09-28 17:05:52,725 - mmaction - INFO - Epoch [82][540/627] lr: 4.636e-01, eta: 1 day, 10:41:30, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3217, top5_acc: 0.5656, loss_cls: 3.1612, loss: 3.1612, grad_norm: 1.0150 2020-09-28 17:06:15,146 - mmaction - INFO - Epoch [82][560/627] lr: 4.636e-01, eta: 1 day, 10:41:06, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3113, top5_acc: 0.5587, loss_cls: 3.1892, loss: 3.1892, grad_norm: 1.0348 2020-09-28 17:06:36,350 - mmaction - INFO - Epoch [82][580/627] lr: 4.636e-01, eta: 1 day, 10:40:40, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3172, top5_acc: 0.5635, loss_cls: 3.1695, loss: 3.1695, grad_norm: 1.0314 2020-09-28 17:06:58,354 - mmaction - INFO - Epoch [82][600/627] lr: 4.636e-01, eta: 1 day, 10:40:15, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3129, top5_acc: 0.5697, loss_cls: 3.1641, loss: 3.1641, grad_norm: 1.0185 2020-09-28 17:07:20,635 - mmaction - INFO - Epoch [82][620/627] lr: 4.636e-01, eta: 1 day, 10:39:51, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3160, top5_acc: 0.5734, loss_cls: 3.1344, loss: 3.1344, grad_norm: 1.0184 2020-09-28 17:08:26,781 - mmaction - INFO - Epoch [83][20/627] lr: 4.605e-01, eta: 1 day, 10:40:15, time: 2.852, data_time: 1.582, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5733, loss_cls: 3.1344, loss: 3.1344, grad_norm: 1.0416 2020-09-28 17:08:49,837 - mmaction - INFO - Epoch [83][40/627] lr: 4.605e-01, eta: 1 day, 10:39:53, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.3215, top5_acc: 0.5687, loss_cls: 3.1213, loss: 3.1213, grad_norm: 1.0307 2020-09-28 17:09:11,706 - mmaction - INFO - Epoch [83][60/627] lr: 4.605e-01, eta: 1 day, 10:39:28, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3272, top5_acc: 0.5678, loss_cls: 3.1148, loss: 3.1148, grad_norm: 1.0226 2020-09-28 17:09:33,459 - mmaction - INFO - Epoch [83][80/627] lr: 4.605e-01, eta: 1 day, 10:39:02, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5766, loss_cls: 3.1059, loss: 3.1059, grad_norm: 1.0315 2020-09-28 17:09:55,202 - mmaction - INFO - Epoch [83][100/627] lr: 4.605e-01, eta: 1 day, 10:38:37, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3237, top5_acc: 0.5759, loss_cls: 3.1310, loss: 3.1310, grad_norm: 1.0352 2020-09-28 17:10:18,245 - mmaction - INFO - Epoch [83][120/627] lr: 4.605e-01, eta: 1 day, 10:38:15, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.3167, top5_acc: 0.5643, loss_cls: 3.1609, loss: 3.1609, grad_norm: 1.0298 2020-09-28 17:10:39,977 - mmaction - INFO - Epoch [83][140/627] lr: 4.605e-01, eta: 1 day, 10:37:49, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5754, loss_cls: 3.1179, loss: 3.1179, grad_norm: 1.0038 2020-09-28 17:11:01,370 - mmaction - INFO - Epoch [83][160/627] lr: 4.605e-01, eta: 1 day, 10:37:23, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3177, top5_acc: 0.5703, loss_cls: 3.1290, loss: 3.1290, grad_norm: 1.0268 2020-09-28 17:11:24,397 - mmaction - INFO - Epoch [83][180/627] lr: 4.605e-01, eta: 1 day, 10:37:01, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.3220, top5_acc: 0.5681, loss_cls: 3.1459, loss: 3.1459, grad_norm: 1.0345 2020-09-28 17:11:46,829 - mmaction - INFO - Epoch [83][200/627] lr: 4.605e-01, eta: 1 day, 10:36:37, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.3221, top5_acc: 0.5686, loss_cls: 3.1258, loss: 3.1258, grad_norm: 1.0160 2020-09-28 17:12:09,283 - mmaction - INFO - Epoch [83][220/627] lr: 4.605e-01, eta: 1 day, 10:36:13, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3171, top5_acc: 0.5642, loss_cls: 3.1479, loss: 3.1479, grad_norm: 1.0094 2020-09-28 17:12:31,394 - mmaction - INFO - Epoch [83][240/627] lr: 4.605e-01, eta: 1 day, 10:35:49, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.3160, top5_acc: 0.5678, loss_cls: 3.1639, loss: 3.1639, grad_norm: 1.0429 2020-09-28 17:12:51,846 - mmaction - INFO - Epoch [83][260/627] lr: 4.605e-01, eta: 1 day, 10:35:21, time: 1.023, data_time: 0.002, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5629, loss_cls: 3.1767, loss: 3.1767, grad_norm: 1.0166 2020-09-28 17:13:14,998 - mmaction - INFO - Epoch [83][280/627] lr: 4.605e-01, eta: 1 day, 10:34:58, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5730, loss_cls: 3.1377, loss: 3.1377, grad_norm: 1.0161 2020-09-28 17:13:36,166 - mmaction - INFO - Epoch [83][300/627] lr: 4.605e-01, eta: 1 day, 10:34:32, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.3327, top5_acc: 0.5733, loss_cls: 3.0934, loss: 3.0934, grad_norm: 1.0148 2020-09-28 17:13:58,323 - mmaction - INFO - Epoch [83][320/627] lr: 4.605e-01, eta: 1 day, 10:34:07, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5728, loss_cls: 3.1214, loss: 3.1214, grad_norm: 1.0352 2020-09-28 17:14:21,905 - mmaction - INFO - Epoch [83][340/627] lr: 4.605e-01, eta: 1 day, 10:33:46, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.3143, top5_acc: 0.5677, loss_cls: 3.1615, loss: 3.1615, grad_norm: 1.0399 2020-09-28 17:14:44,640 - mmaction - INFO - Epoch [83][360/627] lr: 4.605e-01, eta: 1 day, 10:33:23, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5766, loss_cls: 3.1213, loss: 3.1213, grad_norm: 1.0279 2020-09-28 17:15:06,602 - mmaction - INFO - Epoch [83][380/627] lr: 4.605e-01, eta: 1 day, 10:32:58, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5712, loss_cls: 3.1638, loss: 3.1638, grad_norm: 1.0197 2020-09-28 17:15:28,011 - mmaction - INFO - Epoch [83][400/627] lr: 4.605e-01, eta: 1 day, 10:32:32, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.3298, top5_acc: 0.5772, loss_cls: 3.1110, loss: 3.1110, grad_norm: 1.0320 2020-09-28 17:15:49,362 - mmaction - INFO - Epoch [83][420/627] lr: 4.605e-01, eta: 1 day, 10:32:06, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3206, top5_acc: 0.5677, loss_cls: 3.1152, loss: 3.1152, grad_norm: 1.0340 2020-09-28 17:16:11,389 - mmaction - INFO - Epoch [83][440/627] lr: 4.605e-01, eta: 1 day, 10:31:41, time: 1.103, data_time: 0.011, memory: 8472, top1_acc: 0.3214, top5_acc: 0.5646, loss_cls: 3.1554, loss: 3.1554, grad_norm: 1.0357 2020-09-28 17:16:33,957 - mmaction - INFO - Epoch [83][460/627] lr: 4.605e-01, eta: 1 day, 10:31:18, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3214, top5_acc: 0.5655, loss_cls: 3.1441, loss: 3.1441, grad_norm: 1.0122 2020-09-28 17:16:56,168 - mmaction - INFO - Epoch [83][480/627] lr: 4.605e-01, eta: 1 day, 10:30:53, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3115, top5_acc: 0.5544, loss_cls: 3.1933, loss: 3.1933, grad_norm: 1.0371 2020-09-28 17:17:17,957 - mmaction - INFO - Epoch [83][500/627] lr: 4.605e-01, eta: 1 day, 10:30:28, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.3094, top5_acc: 0.5637, loss_cls: 3.2000, loss: 3.2000, grad_norm: 1.0121 2020-09-28 17:17:40,379 - mmaction - INFO - Epoch [83][520/627] lr: 4.605e-01, eta: 1 day, 10:30:04, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5618, loss_cls: 3.1732, loss: 3.1732, grad_norm: 1.0194 2020-09-28 17:18:03,333 - mmaction - INFO - Epoch [83][540/627] lr: 4.605e-01, eta: 1 day, 10:29:42, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5667, loss_cls: 3.1579, loss: 3.1579, grad_norm: 1.0226 2020-09-28 17:18:24,921 - mmaction - INFO - Epoch [83][560/627] lr: 4.605e-01, eta: 1 day, 10:29:16, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5727, loss_cls: 3.1365, loss: 3.1365, grad_norm: 1.0201 2020-09-28 17:18:47,663 - mmaction - INFO - Epoch [83][580/627] lr: 4.605e-01, eta: 1 day, 10:28:53, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.3207, top5_acc: 0.5645, loss_cls: 3.1531, loss: 3.1531, grad_norm: 1.0190 2020-09-28 17:19:09,508 - mmaction - INFO - Epoch [83][600/627] lr: 4.605e-01, eta: 1 day, 10:28:28, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.3053, top5_acc: 0.5625, loss_cls: 3.1663, loss: 3.1663, grad_norm: 1.0269 2020-09-28 17:19:32,429 - mmaction - INFO - Epoch [83][620/627] lr: 4.605e-01, eta: 1 day, 10:28:05, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3161, top5_acc: 0.5686, loss_cls: 3.1354, loss: 3.1354, grad_norm: 1.0240 2020-09-28 17:20:32,102 - mmaction - INFO - Epoch [84][20/627] lr: 4.574e-01, eta: 1 day, 10:28:20, time: 2.639, data_time: 1.571, memory: 8472, top1_acc: 0.3078, top5_acc: 0.5599, loss_cls: 3.1990, loss: 3.1990, grad_norm: 1.0217 2020-09-28 17:20:54,495 - mmaction - INFO - Epoch [84][40/627] lr: 4.574e-01, eta: 1 day, 10:27:56, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3345, top5_acc: 0.5824, loss_cls: 3.0779, loss: 3.0779, grad_norm: 1.0435 2020-09-28 17:21:17,034 - mmaction - INFO - Epoch [84][60/627] lr: 4.574e-01, eta: 1 day, 10:27:32, time: 1.128, data_time: 0.013, memory: 8472, top1_acc: 0.3238, top5_acc: 0.5727, loss_cls: 3.1440, loss: 3.1440, grad_norm: 1.0358 2020-09-28 17:21:39,875 - mmaction - INFO - Epoch [84][80/627] lr: 4.574e-01, eta: 1 day, 10:27:09, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5659, loss_cls: 3.1590, loss: 3.1590, grad_norm: 1.0275 2020-09-28 17:22:02,131 - mmaction - INFO - Epoch [84][100/627] lr: 4.574e-01, eta: 1 day, 10:26:45, time: 1.114, data_time: 0.067, memory: 8472, top1_acc: 0.3298, top5_acc: 0.5802, loss_cls: 3.0904, loss: 3.0904, grad_norm: 1.0272 2020-09-28 17:22:24,165 - mmaction - INFO - Epoch [84][120/627] lr: 4.574e-01, eta: 1 day, 10:26:20, time: 1.101, data_time: 0.147, memory: 8472, top1_acc: 0.3190, top5_acc: 0.5754, loss_cls: 3.1221, loss: 3.1221, grad_norm: 1.0366 2020-09-28 17:22:45,769 - mmaction - INFO - Epoch [84][140/627] lr: 4.574e-01, eta: 1 day, 10:25:55, time: 1.080, data_time: 0.107, memory: 8472, top1_acc: 0.3177, top5_acc: 0.5677, loss_cls: 3.1514, loss: 3.1514, grad_norm: 1.0214 2020-09-28 17:23:08,523 - mmaction - INFO - Epoch [84][160/627] lr: 4.574e-01, eta: 1 day, 10:25:32, time: 1.138, data_time: 0.031, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5630, loss_cls: 3.1333, loss: 3.1333, grad_norm: 1.0145 2020-09-28 17:23:29,841 - mmaction - INFO - Epoch [84][180/627] lr: 4.574e-01, eta: 1 day, 10:25:06, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5732, loss_cls: 3.1044, loss: 3.1044, grad_norm: 1.0206 2020-09-28 17:23:52,402 - mmaction - INFO - Epoch [84][200/627] lr: 4.574e-01, eta: 1 day, 10:24:42, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5697, loss_cls: 3.1337, loss: 3.1337, grad_norm: 1.0030 2020-09-28 17:24:14,587 - mmaction - INFO - Epoch [84][220/627] lr: 4.574e-01, eta: 1 day, 10:24:18, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3194, top5_acc: 0.5767, loss_cls: 3.0987, loss: 3.0987, grad_norm: 1.0188 2020-09-28 17:24:37,231 - mmaction - INFO - Epoch [84][240/627] lr: 4.574e-01, eta: 1 day, 10:23:54, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3259, top5_acc: 0.5703, loss_cls: 3.1315, loss: 3.1315, grad_norm: 1.0204 2020-09-28 17:24:59,034 - mmaction - INFO - Epoch [84][260/627] lr: 4.574e-01, eta: 1 day, 10:23:29, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5855, loss_cls: 3.0869, loss: 3.0869, grad_norm: 1.0316 2020-09-28 17:25:21,943 - mmaction - INFO - Epoch [84][280/627] lr: 4.574e-01, eta: 1 day, 10:23:06, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3199, top5_acc: 0.5725, loss_cls: 3.1431, loss: 3.1431, grad_norm: 1.0330 2020-09-28 17:25:44,333 - mmaction - INFO - Epoch [84][300/627] lr: 4.574e-01, eta: 1 day, 10:22:42, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3190, top5_acc: 0.5792, loss_cls: 3.0943, loss: 3.0943, grad_norm: 1.0251 2020-09-28 17:26:05,053 - mmaction - INFO - Epoch [84][320/627] lr: 4.574e-01, eta: 1 day, 10:22:15, time: 1.037, data_time: 0.003, memory: 8472, top1_acc: 0.3177, top5_acc: 0.5714, loss_cls: 3.1116, loss: 3.1116, grad_norm: 1.0377 2020-09-28 17:26:27,649 - mmaction - INFO - Epoch [84][340/627] lr: 4.574e-01, eta: 1 day, 10:21:52, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5680, loss_cls: 3.1483, loss: 3.1483, grad_norm: 1.0353 2020-09-28 17:26:51,707 - mmaction - INFO - Epoch [84][360/627] lr: 4.574e-01, eta: 1 day, 10:21:31, time: 1.203, data_time: 0.003, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5721, loss_cls: 3.1300, loss: 3.1300, grad_norm: 1.0397 2020-09-28 17:27:13,944 - mmaction - INFO - Epoch [84][380/627] lr: 4.574e-01, eta: 1 day, 10:21:07, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3188, top5_acc: 0.5669, loss_cls: 3.1450, loss: 3.1450, grad_norm: 1.0338 2020-09-28 17:27:34,931 - mmaction - INFO - Epoch [84][400/627] lr: 4.574e-01, eta: 1 day, 10:20:40, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5702, loss_cls: 3.1330, loss: 3.1330, grad_norm: 1.0179 2020-09-28 17:27:57,682 - mmaction - INFO - Epoch [84][420/627] lr: 4.574e-01, eta: 1 day, 10:20:17, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5648, loss_cls: 3.1545, loss: 3.1545, grad_norm: 1.0233 2020-09-28 17:28:19,864 - mmaction - INFO - Epoch [84][440/627] lr: 4.574e-01, eta: 1 day, 10:19:53, time: 1.110, data_time: 0.133, memory: 8472, top1_acc: 0.3076, top5_acc: 0.5682, loss_cls: 3.1632, loss: 3.1632, grad_norm: 1.0265 2020-09-28 17:28:41,333 - mmaction - INFO - Epoch [84][460/627] lr: 4.574e-01, eta: 1 day, 10:19:27, time: 1.073, data_time: 0.004, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5715, loss_cls: 3.1440, loss: 3.1440, grad_norm: 1.0326 2020-09-28 17:29:03,351 - mmaction - INFO - Epoch [84][480/627] lr: 4.574e-01, eta: 1 day, 10:19:02, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3228, top5_acc: 0.5658, loss_cls: 3.1686, loss: 3.1686, grad_norm: 1.0160 2020-09-28 17:29:26,311 - mmaction - INFO - Epoch [84][500/627] lr: 4.574e-01, eta: 1 day, 10:18:40, time: 1.149, data_time: 0.010, memory: 8472, top1_acc: 0.3202, top5_acc: 0.5721, loss_cls: 3.1238, loss: 3.1238, grad_norm: 1.0206 2020-09-28 17:29:48,424 - mmaction - INFO - Epoch [84][520/627] lr: 4.574e-01, eta: 1 day, 10:18:15, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.3165, top5_acc: 0.5699, loss_cls: 3.1454, loss: 3.1454, grad_norm: 1.0264 2020-09-28 17:30:10,051 - mmaction - INFO - Epoch [84][540/627] lr: 4.574e-01, eta: 1 day, 10:17:50, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5699, loss_cls: 3.1224, loss: 3.1224, grad_norm: 1.0322 2020-09-28 17:30:31,696 - mmaction - INFO - Epoch [84][560/627] lr: 4.574e-01, eta: 1 day, 10:17:24, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3219, top5_acc: 0.5764, loss_cls: 3.0968, loss: 3.0968, grad_norm: 1.0334 2020-09-28 17:30:53,535 - mmaction - INFO - Epoch [84][580/627] lr: 4.574e-01, eta: 1 day, 10:16:59, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5676, loss_cls: 3.1474, loss: 3.1474, grad_norm: 1.0289 2020-09-28 17:31:14,942 - mmaction - INFO - Epoch [84][600/627] lr: 4.574e-01, eta: 1 day, 10:16:33, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.3180, top5_acc: 0.5581, loss_cls: 3.1530, loss: 3.1530, grad_norm: 1.0234 2020-09-28 17:31:37,597 - mmaction - INFO - Epoch [84][620/627] lr: 4.574e-01, eta: 1 day, 10:16:10, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3168, top5_acc: 0.5668, loss_cls: 3.1624, loss: 3.1624, grad_norm: 1.0049 2020-09-28 17:31:44,727 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-09-28 17:32:38,091 - mmaction - INFO - Epoch [85][20/627] lr: 4.542e-01, eta: 1 day, 10:16:24, time: 2.648, data_time: 1.630, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5785, loss_cls: 3.1057, loss: 3.1057, grad_norm: 1.0462 2020-09-28 17:33:00,200 - mmaction - INFO - Epoch [85][40/627] lr: 4.542e-01, eta: 1 day, 10:16:00, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5737, loss_cls: 3.1291, loss: 3.1291, grad_norm: 1.0312 2020-09-28 17:33:21,826 - mmaction - INFO - Epoch [85][60/627] lr: 4.542e-01, eta: 1 day, 10:15:34, time: 1.078, data_time: 0.021, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5704, loss_cls: 3.1422, loss: 3.1422, grad_norm: 1.0301 2020-09-28 17:33:44,205 - mmaction - INFO - Epoch [85][80/627] lr: 4.542e-01, eta: 1 day, 10:15:10, time: 1.120, data_time: 0.131, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5656, loss_cls: 3.1510, loss: 3.1510, grad_norm: 1.0108 2020-09-28 17:34:05,972 - mmaction - INFO - Epoch [85][100/627] lr: 4.542e-01, eta: 1 day, 10:14:45, time: 1.089, data_time: 0.066, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5661, loss_cls: 3.1365, loss: 3.1365, grad_norm: 1.0408 2020-09-28 17:34:27,831 - mmaction - INFO - Epoch [85][120/627] lr: 4.542e-01, eta: 1 day, 10:14:20, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3190, top5_acc: 0.5678, loss_cls: 3.1240, loss: 3.1240, grad_norm: 1.0293 2020-09-28 17:34:50,167 - mmaction - INFO - Epoch [85][140/627] lr: 4.542e-01, eta: 1 day, 10:13:56, time: 1.115, data_time: 0.048, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5827, loss_cls: 3.0955, loss: 3.0955, grad_norm: 1.0554 2020-09-28 17:35:12,937 - mmaction - INFO - Epoch [85][160/627] lr: 4.542e-01, eta: 1 day, 10:13:33, time: 1.138, data_time: 0.012, memory: 8472, top1_acc: 0.3234, top5_acc: 0.5775, loss_cls: 3.0985, loss: 3.0985, grad_norm: 1.0336 2020-09-28 17:35:35,148 - mmaction - INFO - Epoch [85][180/627] lr: 4.542e-01, eta: 1 day, 10:13:09, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5780, loss_cls: 3.1196, loss: 3.1196, grad_norm: 1.0190 2020-09-28 17:35:56,581 - mmaction - INFO - Epoch [85][200/627] lr: 4.542e-01, eta: 1 day, 10:12:43, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3130, top5_acc: 0.5587, loss_cls: 3.1796, loss: 3.1796, grad_norm: 1.0434 2020-09-28 17:36:19,265 - mmaction - INFO - Epoch [85][220/627] lr: 4.542e-01, eta: 1 day, 10:12:20, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5714, loss_cls: 3.1211, loss: 3.1211, grad_norm: 1.0347 2020-09-28 17:36:41,628 - mmaction - INFO - Epoch [85][240/627] lr: 4.542e-01, eta: 1 day, 10:11:56, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5707, loss_cls: 3.1404, loss: 3.1404, grad_norm: 1.0466 2020-09-28 17:37:03,599 - mmaction - INFO - Epoch [85][260/627] lr: 4.542e-01, eta: 1 day, 10:11:31, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5703, loss_cls: 3.1291, loss: 3.1291, grad_norm: 1.0200 2020-09-28 17:37:25,523 - mmaction - INFO - Epoch [85][280/627] lr: 4.542e-01, eta: 1 day, 10:11:06, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.3283, top5_acc: 0.5719, loss_cls: 3.1187, loss: 3.1187, grad_norm: 1.0444 2020-09-28 17:37:46,660 - mmaction - INFO - Epoch [85][300/627] lr: 4.542e-01, eta: 1 day, 10:10:40, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.3202, top5_acc: 0.5697, loss_cls: 3.1386, loss: 3.1386, grad_norm: 1.0257 2020-09-28 17:38:09,313 - mmaction - INFO - Epoch [85][320/627] lr: 4.542e-01, eta: 1 day, 10:10:16, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3254, top5_acc: 0.5716, loss_cls: 3.1276, loss: 3.1276, grad_norm: 1.0352 2020-09-28 17:38:31,799 - mmaction - INFO - Epoch [85][340/627] lr: 4.542e-01, eta: 1 day, 10:09:53, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3199, top5_acc: 0.5637, loss_cls: 3.1460, loss: 3.1460, grad_norm: 1.0346 2020-09-28 17:38:54,579 - mmaction - INFO - Epoch [85][360/627] lr: 4.542e-01, eta: 1 day, 10:09:30, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.3081, top5_acc: 0.5559, loss_cls: 3.1910, loss: 3.1910, grad_norm: 1.0222 2020-09-28 17:39:16,655 - mmaction - INFO - Epoch [85][380/627] lr: 4.542e-01, eta: 1 day, 10:09:05, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3210, top5_acc: 0.5733, loss_cls: 3.1461, loss: 3.1461, grad_norm: 1.0375 2020-09-28 17:39:38,390 - mmaction - INFO - Epoch [85][400/627] lr: 4.542e-01, eta: 1 day, 10:08:40, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3223, top5_acc: 0.5786, loss_cls: 3.1080, loss: 3.1080, grad_norm: 1.0297 2020-09-28 17:39:59,949 - mmaction - INFO - Epoch [85][420/627] lr: 4.542e-01, eta: 1 day, 10:08:14, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.3302, top5_acc: 0.5746, loss_cls: 3.1223, loss: 3.1223, grad_norm: 1.0236 2020-09-28 17:40:21,540 - mmaction - INFO - Epoch [85][440/627] lr: 4.542e-01, eta: 1 day, 10:07:49, time: 1.079, data_time: 0.010, memory: 8472, top1_acc: 0.3091, top5_acc: 0.5629, loss_cls: 3.1731, loss: 3.1731, grad_norm: 1.0358 2020-09-28 17:40:43,589 - mmaction - INFO - Epoch [85][460/627] lr: 4.542e-01, eta: 1 day, 10:07:24, time: 1.102, data_time: 0.032, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5620, loss_cls: 3.1646, loss: 3.1646, grad_norm: 1.0233 2020-09-28 17:41:05,940 - mmaction - INFO - Epoch [85][480/627] lr: 4.542e-01, eta: 1 day, 10:07:00, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3251, top5_acc: 0.5792, loss_cls: 3.1064, loss: 3.1064, grad_norm: 1.0168 2020-09-28 17:41:28,362 - mmaction - INFO - Epoch [85][500/627] lr: 4.542e-01, eta: 1 day, 10:06:37, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5836, loss_cls: 3.0942, loss: 3.0942, grad_norm: 1.0412 2020-09-28 17:41:50,723 - mmaction - INFO - Epoch [85][520/627] lr: 4.542e-01, eta: 1 day, 10:06:13, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5677, loss_cls: 3.1361, loss: 3.1361, grad_norm: 1.0295 2020-09-28 17:42:12,677 - mmaction - INFO - Epoch [85][540/627] lr: 4.542e-01, eta: 1 day, 10:05:48, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3185, top5_acc: 0.5715, loss_cls: 3.1363, loss: 3.1363, grad_norm: 1.0486 2020-09-28 17:42:34,491 - mmaction - INFO - Epoch [85][560/627] lr: 4.542e-01, eta: 1 day, 10:05:23, time: 1.092, data_time: 0.021, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5685, loss_cls: 3.1255, loss: 3.1255, grad_norm: 1.0306 2020-09-28 17:42:57,250 - mmaction - INFO - Epoch [85][580/627] lr: 4.542e-01, eta: 1 day, 10:05:00, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3185, top5_acc: 0.5671, loss_cls: 3.1407, loss: 3.1407, grad_norm: 1.0119 2020-09-28 17:43:19,606 - mmaction - INFO - Epoch [85][600/627] lr: 4.542e-01, eta: 1 day, 10:04:36, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.3182, top5_acc: 0.5694, loss_cls: 3.1287, loss: 3.1287, grad_norm: 1.0371 2020-09-28 17:43:43,459 - mmaction - INFO - Epoch [85][620/627] lr: 4.542e-01, eta: 1 day, 10:04:15, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5738, loss_cls: 3.1264, loss: 3.1264, grad_norm: 1.0187 2020-09-28 17:45:10,376 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 17:45:11,044 - mmaction - INFO - top1_acc 0.3526 top5_acc 0.6204 2020-09-28 17:45:11,044 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 17:45:11,088 - mmaction - INFO - mean_acc 0.3523 2020-09-28 17:45:11,088 - mmaction - INFO - Now best checkpoint is epoch_85.pth 2020-09-28 17:45:11,102 - mmaction - INFO - Epoch(val) [85][627] top1_acc: 0.3526, top5_acc: 0.6204, mean_class_accuracy: 0.3523 2020-09-28 17:46:02,227 - mmaction - INFO - Epoch [86][20/627] lr: 4.511e-01, eta: 1 day, 10:04:25, time: 2.551, data_time: 1.382, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5721, loss_cls: 3.1179, loss: 3.1179, grad_norm: 1.0322 2020-09-28 17:46:24,654 - mmaction - INFO - Epoch [86][40/627] lr: 4.511e-01, eta: 1 day, 10:04:01, time: 1.124, data_time: 0.005, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5772, loss_cls: 3.1123, loss: 3.1123, grad_norm: 1.0295 2020-09-28 17:46:46,856 - mmaction - INFO - Epoch [86][60/627] lr: 4.511e-01, eta: 1 day, 10:03:37, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5712, loss_cls: 3.1172, loss: 3.1172, grad_norm: 1.0330 2020-09-28 17:47:09,123 - mmaction - INFO - Epoch [86][80/627] lr: 4.511e-01, eta: 1 day, 10:03:12, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5737, loss_cls: 3.1270, loss: 3.1270, grad_norm: 1.0260 2020-09-28 17:47:31,442 - mmaction - INFO - Epoch [86][100/627] lr: 4.511e-01, eta: 1 day, 10:02:48, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5721, loss_cls: 3.1285, loss: 3.1285, grad_norm: 1.0349 2020-09-28 17:47:54,994 - mmaction - INFO - Epoch [86][120/627] lr: 4.511e-01, eta: 1 day, 10:02:27, time: 1.179, data_time: 0.004, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5703, loss_cls: 3.1021, loss: 3.1021, grad_norm: 1.0244 2020-09-28 17:48:16,338 - mmaction - INFO - Epoch [86][140/627] lr: 4.511e-01, eta: 1 day, 10:02:01, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3322, top5_acc: 0.5781, loss_cls: 3.0853, loss: 3.0853, grad_norm: 1.0299 2020-09-28 17:48:39,384 - mmaction - INFO - Epoch [86][160/627] lr: 4.511e-01, eta: 1 day, 10:01:38, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5677, loss_cls: 3.1614, loss: 3.1614, grad_norm: 1.0496 2020-09-28 17:49:00,438 - mmaction - INFO - Epoch [86][180/627] lr: 4.511e-01, eta: 1 day, 10:01:12, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5654, loss_cls: 3.1450, loss: 3.1450, grad_norm: 1.0422 2020-09-28 17:49:22,014 - mmaction - INFO - Epoch [86][200/627] lr: 4.511e-01, eta: 1 day, 10:00:46, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.3159, top5_acc: 0.5656, loss_cls: 3.1533, loss: 3.1533, grad_norm: 1.0273 2020-09-28 17:49:44,447 - mmaction - INFO - Epoch [86][220/627] lr: 4.511e-01, eta: 1 day, 10:00:23, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.3268, top5_acc: 0.5849, loss_cls: 3.0865, loss: 3.0865, grad_norm: 1.0458 2020-09-28 17:50:07,419 - mmaction - INFO - Epoch [86][240/627] lr: 4.511e-01, eta: 1 day, 10:00:00, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.3283, top5_acc: 0.5792, loss_cls: 3.0940, loss: 3.0940, grad_norm: 1.0183 2020-09-28 17:50:30,192 - mmaction - INFO - Epoch [86][260/627] lr: 4.511e-01, eta: 1 day, 9:59:37, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3237, top5_acc: 0.5737, loss_cls: 3.1248, loss: 3.1248, grad_norm: 1.0390 2020-09-28 17:50:51,373 - mmaction - INFO - Epoch [86][280/627] lr: 4.511e-01, eta: 1 day, 9:59:10, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5626, loss_cls: 3.1488, loss: 3.1488, grad_norm: 1.0488 2020-09-28 17:51:12,815 - mmaction - INFO - Epoch [86][300/627] lr: 4.511e-01, eta: 1 day, 9:58:45, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5723, loss_cls: 3.1285, loss: 3.1285, grad_norm: 1.0226 2020-09-28 17:51:34,634 - mmaction - INFO - Epoch [86][320/627] lr: 4.511e-01, eta: 1 day, 9:58:20, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3323, top5_acc: 0.5824, loss_cls: 3.1264, loss: 3.1264, grad_norm: 1.0465 2020-09-28 17:51:57,790 - mmaction - INFO - Epoch [86][340/627] lr: 4.511e-01, eta: 1 day, 9:57:57, time: 1.157, data_time: 0.001, memory: 8472, top1_acc: 0.3122, top5_acc: 0.5687, loss_cls: 3.1428, loss: 3.1428, grad_norm: 1.0351 2020-09-28 17:52:20,143 - mmaction - INFO - Epoch [86][360/627] lr: 4.511e-01, eta: 1 day, 9:57:33, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.3156, top5_acc: 0.5703, loss_cls: 3.1705, loss: 3.1705, grad_norm: 1.0418 2020-09-28 17:52:41,156 - mmaction - INFO - Epoch [86][380/627] lr: 4.511e-01, eta: 1 day, 9:57:07, time: 1.052, data_time: 0.004, memory: 8472, top1_acc: 0.3176, top5_acc: 0.5635, loss_cls: 3.1406, loss: 3.1406, grad_norm: 1.0175 2020-09-28 17:53:03,581 - mmaction - INFO - Epoch [86][400/627] lr: 4.511e-01, eta: 1 day, 9:56:43, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3251, top5_acc: 0.5859, loss_cls: 3.1245, loss: 3.1245, grad_norm: 1.0332 2020-09-28 17:53:26,541 - mmaction - INFO - Epoch [86][420/627] lr: 4.511e-01, eta: 1 day, 9:56:20, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.3138, top5_acc: 0.5638, loss_cls: 3.1822, loss: 3.1822, grad_norm: 1.0315 2020-09-28 17:53:48,415 - mmaction - INFO - Epoch [86][440/627] lr: 4.511e-01, eta: 1 day, 9:55:55, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5630, loss_cls: 3.1477, loss: 3.1477, grad_norm: 1.0328 2020-09-28 17:54:09,729 - mmaction - INFO - Epoch [86][460/627] lr: 4.511e-01, eta: 1 day, 9:55:29, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5719, loss_cls: 3.1414, loss: 3.1414, grad_norm: 1.0474 2020-09-28 17:54:31,511 - mmaction - INFO - Epoch [86][480/627] lr: 4.511e-01, eta: 1 day, 9:55:04, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5768, loss_cls: 3.1290, loss: 3.1290, grad_norm: 1.0407 2020-09-28 17:54:53,430 - mmaction - INFO - Epoch [86][500/627] lr: 4.511e-01, eta: 1 day, 9:54:39, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5668, loss_cls: 3.1620, loss: 3.1620, grad_norm: 1.0144 2020-09-28 17:55:16,496 - mmaction - INFO - Epoch [86][520/627] lr: 4.511e-01, eta: 1 day, 9:54:17, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3186, top5_acc: 0.5652, loss_cls: 3.1608, loss: 3.1608, grad_norm: 1.0358 2020-09-28 17:55:37,932 - mmaction - INFO - Epoch [86][540/627] lr: 4.511e-01, eta: 1 day, 9:53:51, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3172, top5_acc: 0.5650, loss_cls: 3.1675, loss: 3.1675, grad_norm: 1.0222 2020-09-28 17:56:01,197 - mmaction - INFO - Epoch [86][560/627] lr: 4.511e-01, eta: 1 day, 9:53:29, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5697, loss_cls: 3.1306, loss: 3.1306, grad_norm: 1.0246 2020-09-28 17:56:23,256 - mmaction - INFO - Epoch [86][580/627] lr: 4.511e-01, eta: 1 day, 9:53:05, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3237, top5_acc: 0.5737, loss_cls: 3.1115, loss: 3.1115, grad_norm: 1.0195 2020-09-28 17:56:45,928 - mmaction - INFO - Epoch [86][600/627] lr: 4.511e-01, eta: 1 day, 9:52:41, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5747, loss_cls: 3.1178, loss: 3.1178, grad_norm: 1.0392 2020-09-28 17:57:07,215 - mmaction - INFO - Epoch [86][620/627] lr: 4.511e-01, eta: 1 day, 9:52:15, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3326, top5_acc: 0.5818, loss_cls: 3.0793, loss: 3.0793, grad_norm: 1.0376 2020-09-28 17:58:06,938 - mmaction - INFO - Epoch [87][20/627] lr: 4.479e-01, eta: 1 day, 9:52:27, time: 2.625, data_time: 1.441, memory: 8472, top1_acc: 0.3165, top5_acc: 0.5686, loss_cls: 3.1547, loss: 3.1547, grad_norm: 1.0512 2020-09-28 17:58:29,233 - mmaction - INFO - Epoch [87][40/627] lr: 4.479e-01, eta: 1 day, 9:52:03, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.3187, top5_acc: 0.5743, loss_cls: 3.1159, loss: 3.1159, grad_norm: 1.0261 2020-09-28 17:58:52,127 - mmaction - INFO - Epoch [87][60/627] lr: 4.479e-01, eta: 1 day, 9:51:40, time: 1.145, data_time: 0.005, memory: 8472, top1_acc: 0.3125, top5_acc: 0.5682, loss_cls: 3.1559, loss: 3.1559, grad_norm: 1.0387 2020-09-28 17:59:14,083 - mmaction - INFO - Epoch [87][80/627] lr: 4.479e-01, eta: 1 day, 9:51:16, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.3266, top5_acc: 0.5773, loss_cls: 3.0967, loss: 3.0967, grad_norm: 1.0483 2020-09-28 17:59:35,763 - mmaction - INFO - Epoch [87][100/627] lr: 4.479e-01, eta: 1 day, 9:50:50, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3223, top5_acc: 0.5766, loss_cls: 3.1226, loss: 3.1226, grad_norm: 1.0319 2020-09-28 17:59:58,745 - mmaction - INFO - Epoch [87][120/627] lr: 4.479e-01, eta: 1 day, 9:50:28, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5746, loss_cls: 3.1121, loss: 3.1121, grad_norm: 1.0243 2020-09-28 18:00:20,638 - mmaction - INFO - Epoch [87][140/627] lr: 4.479e-01, eta: 1 day, 9:50:03, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.3201, top5_acc: 0.5664, loss_cls: 3.1324, loss: 3.1324, grad_norm: 1.0521 2020-09-28 18:00:41,332 - mmaction - INFO - Epoch [87][160/627] lr: 4.479e-01, eta: 1 day, 9:49:36, time: 1.034, data_time: 0.002, memory: 8472, top1_acc: 0.3264, top5_acc: 0.5741, loss_cls: 3.1252, loss: 3.1252, grad_norm: 1.0395 2020-09-28 18:01:04,816 - mmaction - INFO - Epoch [87][180/627] lr: 4.479e-01, eta: 1 day, 9:49:14, time: 1.174, data_time: 0.181, memory: 8472, top1_acc: 0.3165, top5_acc: 0.5789, loss_cls: 3.1050, loss: 3.1050, grad_norm: 1.0409 2020-09-28 18:01:26,455 - mmaction - INFO - Epoch [87][200/627] lr: 4.479e-01, eta: 1 day, 9:48:48, time: 1.081, data_time: 0.121, memory: 8472, top1_acc: 0.3277, top5_acc: 0.5694, loss_cls: 3.1217, loss: 3.1217, grad_norm: 1.0163 2020-09-28 18:01:49,484 - mmaction - INFO - Epoch [87][220/627] lr: 4.479e-01, eta: 1 day, 9:48:26, time: 1.154, data_time: 0.014, memory: 8472, top1_acc: 0.3215, top5_acc: 0.5734, loss_cls: 3.1302, loss: 3.1302, grad_norm: 1.0157 2020-09-28 18:02:11,304 - mmaction - INFO - Epoch [87][240/627] lr: 4.479e-01, eta: 1 day, 9:48:01, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5605, loss_cls: 3.1537, loss: 3.1537, grad_norm: 1.0311 2020-09-28 18:02:33,188 - mmaction - INFO - Epoch [87][260/627] lr: 4.479e-01, eta: 1 day, 9:47:36, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3198, top5_acc: 0.5732, loss_cls: 3.1025, loss: 3.1025, grad_norm: 1.0275 2020-09-28 18:02:55,564 - mmaction - INFO - Epoch [87][280/627] lr: 4.479e-01, eta: 1 day, 9:47:12, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3312, top5_acc: 0.5766, loss_cls: 3.0910, loss: 3.0910, grad_norm: 1.0456 2020-09-28 18:03:17,330 - mmaction - INFO - Epoch [87][300/627] lr: 4.479e-01, eta: 1 day, 9:46:47, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5850, loss_cls: 3.0639, loss: 3.0639, grad_norm: 1.0426 2020-09-28 18:03:39,922 - mmaction - INFO - Epoch [87][320/627] lr: 4.479e-01, eta: 1 day, 9:46:24, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3178, top5_acc: 0.5729, loss_cls: 3.1179, loss: 3.1179, grad_norm: 1.0283 2020-09-28 18:04:02,496 - mmaction - INFO - Epoch [87][340/627] lr: 4.479e-01, eta: 1 day, 9:46:00, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3189, top5_acc: 0.5694, loss_cls: 3.1434, loss: 3.1434, grad_norm: 1.0318 2020-09-28 18:04:24,976 - mmaction - INFO - Epoch [87][360/627] lr: 4.479e-01, eta: 1 day, 9:45:37, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5770, loss_cls: 3.1190, loss: 3.1190, grad_norm: 1.0429 2020-09-28 18:04:46,163 - mmaction - INFO - Epoch [87][380/627] lr: 4.479e-01, eta: 1 day, 9:45:10, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5784, loss_cls: 3.1336, loss: 3.1336, grad_norm: 1.0435 2020-09-28 18:05:08,300 - mmaction - INFO - Epoch [87][400/627] lr: 4.479e-01, eta: 1 day, 9:44:46, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5835, loss_cls: 3.0921, loss: 3.0921, grad_norm: 1.0357 2020-09-28 18:05:31,390 - mmaction - INFO - Epoch [87][420/627] lr: 4.479e-01, eta: 1 day, 9:44:24, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.3207, top5_acc: 0.5655, loss_cls: 3.1357, loss: 3.1357, grad_norm: 1.0357 2020-09-28 18:05:52,896 - mmaction - INFO - Epoch [87][440/627] lr: 4.479e-01, eta: 1 day, 9:43:58, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5780, loss_cls: 3.1504, loss: 3.1504, grad_norm: 1.0310 2020-09-28 18:06:14,032 - mmaction - INFO - Epoch [87][460/627] lr: 4.479e-01, eta: 1 day, 9:43:32, time: 1.057, data_time: 0.002, memory: 8472, top1_acc: 0.3276, top5_acc: 0.5742, loss_cls: 3.1205, loss: 3.1205, grad_norm: 1.0369 2020-09-28 18:06:36,869 - mmaction - INFO - Epoch [87][480/627] lr: 4.479e-01, eta: 1 day, 9:43:09, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5639, loss_cls: 3.1599, loss: 3.1599, grad_norm: 1.0269 2020-09-28 18:06:59,077 - mmaction - INFO - Epoch [87][500/627] lr: 4.479e-01, eta: 1 day, 9:42:44, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5773, loss_cls: 3.1032, loss: 3.1032, grad_norm: 1.0426 2020-09-28 18:07:20,117 - mmaction - INFO - Epoch [87][520/627] lr: 4.479e-01, eta: 1 day, 9:42:18, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.3228, top5_acc: 0.5686, loss_cls: 3.1330, loss: 3.1330, grad_norm: 1.0425 2020-09-28 18:07:44,240 - mmaction - INFO - Epoch [87][540/627] lr: 4.479e-01, eta: 1 day, 9:41:58, time: 1.206, data_time: 0.001, memory: 8472, top1_acc: 0.3395, top5_acc: 0.5852, loss_cls: 3.0645, loss: 3.0645, grad_norm: 1.0158 2020-09-28 18:08:06,032 - mmaction - INFO - Epoch [87][560/627] lr: 4.479e-01, eta: 1 day, 9:41:33, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5780, loss_cls: 3.1245, loss: 3.1245, grad_norm: 1.0422 2020-09-28 18:08:28,252 - mmaction - INFO - Epoch [87][580/627] lr: 4.479e-01, eta: 1 day, 9:41:08, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5831, loss_cls: 3.0781, loss: 3.0781, grad_norm: 1.0281 2020-09-28 18:08:49,644 - mmaction - INFO - Epoch [87][600/627] lr: 4.479e-01, eta: 1 day, 9:40:43, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.3180, top5_acc: 0.5654, loss_cls: 3.1862, loss: 3.1862, grad_norm: 1.0493 2020-09-28 18:09:12,802 - mmaction - INFO - Epoch [87][620/627] lr: 4.479e-01, eta: 1 day, 9:40:20, time: 1.159, data_time: 0.004, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5773, loss_cls: 3.0763, loss: 3.0763, grad_norm: 1.0395 2020-09-28 18:10:16,264 - mmaction - INFO - Epoch [88][20/627] lr: 4.447e-01, eta: 1 day, 9:40:37, time: 2.765, data_time: 1.573, memory: 8472, top1_acc: 0.3155, top5_acc: 0.5684, loss_cls: 3.1545, loss: 3.1545, grad_norm: 1.0430 2020-09-28 18:10:37,678 - mmaction - INFO - Epoch [88][40/627] lr: 4.447e-01, eta: 1 day, 9:40:11, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5759, loss_cls: 3.1136, loss: 3.1136, grad_norm: 1.0479 2020-09-28 18:11:00,548 - mmaction - INFO - Epoch [88][60/627] lr: 4.447e-01, eta: 1 day, 9:39:48, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5811, loss_cls: 3.1162, loss: 3.1162, grad_norm: 1.0219 2020-09-28 18:11:21,592 - mmaction - INFO - Epoch [88][80/627] lr: 4.447e-01, eta: 1 day, 9:39:22, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.3285, top5_acc: 0.5803, loss_cls: 3.0896, loss: 3.0896, grad_norm: 1.0499 2020-09-28 18:11:44,432 - mmaction - INFO - Epoch [88][100/627] lr: 4.447e-01, eta: 1 day, 9:38:59, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5669, loss_cls: 3.1361, loss: 3.1361, grad_norm: 1.0168 2020-09-28 18:12:06,420 - mmaction - INFO - Epoch [88][120/627] lr: 4.447e-01, eta: 1 day, 9:38:34, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3376, top5_acc: 0.5833, loss_cls: 3.0457, loss: 3.0457, grad_norm: 1.0497 2020-09-28 18:12:28,879 - mmaction - INFO - Epoch [88][140/627] lr: 4.447e-01, eta: 1 day, 9:38:10, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3236, top5_acc: 0.5688, loss_cls: 3.1190, loss: 3.1190, grad_norm: 1.0505 2020-09-28 18:12:50,573 - mmaction - INFO - Epoch [88][160/627] lr: 4.447e-01, eta: 1 day, 9:37:45, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5671, loss_cls: 3.1610, loss: 3.1610, grad_norm: 1.0423 2020-09-28 18:13:12,565 - mmaction - INFO - Epoch [88][180/627] lr: 4.447e-01, eta: 1 day, 9:37:21, time: 1.099, data_time: 0.128, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5751, loss_cls: 3.1082, loss: 3.1082, grad_norm: 1.0437 2020-09-28 18:13:33,306 - mmaction - INFO - Epoch [88][200/627] lr: 4.447e-01, eta: 1 day, 9:36:54, time: 1.038, data_time: 0.003, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5656, loss_cls: 3.1576, loss: 3.1576, grad_norm: 1.0455 2020-09-28 18:13:55,892 - mmaction - INFO - Epoch [88][220/627] lr: 4.447e-01, eta: 1 day, 9:36:30, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3305, top5_acc: 0.5790, loss_cls: 3.0864, loss: 3.0864, grad_norm: 1.0408 2020-09-28 18:14:18,312 - mmaction - INFO - Epoch [88][240/627] lr: 4.447e-01, eta: 1 day, 9:36:06, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3185, top5_acc: 0.5747, loss_cls: 3.1433, loss: 3.1433, grad_norm: 1.0370 2020-09-28 18:14:40,045 - mmaction - INFO - Epoch [88][260/627] lr: 4.447e-01, eta: 1 day, 9:35:41, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5767, loss_cls: 3.0971, loss: 3.0971, grad_norm: 1.0273 2020-09-28 18:15:01,745 - mmaction - INFO - Epoch [88][280/627] lr: 4.447e-01, eta: 1 day, 9:35:16, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5733, loss_cls: 3.1330, loss: 3.1330, grad_norm: 1.0420 2020-09-28 18:15:24,124 - mmaction - INFO - Epoch [88][300/627] lr: 4.447e-01, eta: 1 day, 9:34:52, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.3220, top5_acc: 0.5807, loss_cls: 3.1043, loss: 3.1043, grad_norm: 1.0521 2020-09-28 18:15:46,040 - mmaction - INFO - Epoch [88][320/627] lr: 4.447e-01, eta: 1 day, 9:34:27, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5695, loss_cls: 3.1381, loss: 3.1381, grad_norm: 1.0418 2020-09-28 18:16:08,618 - mmaction - INFO - Epoch [88][340/627] lr: 4.447e-01, eta: 1 day, 9:34:04, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5658, loss_cls: 3.1361, loss: 3.1361, grad_norm: 1.0354 2020-09-28 18:16:31,354 - mmaction - INFO - Epoch [88][360/627] lr: 4.447e-01, eta: 1 day, 9:33:41, time: 1.135, data_time: 0.001, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5750, loss_cls: 3.0941, loss: 3.0941, grad_norm: 1.0471 2020-09-28 18:16:52,758 - mmaction - INFO - Epoch [88][380/627] lr: 4.447e-01, eta: 1 day, 9:33:15, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.3152, top5_acc: 0.5660, loss_cls: 3.1578, loss: 3.1578, grad_norm: 1.0516 2020-09-28 18:17:14,818 - mmaction - INFO - Epoch [88][400/627] lr: 4.447e-01, eta: 1 day, 9:32:51, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3181, top5_acc: 0.5740, loss_cls: 3.1107, loss: 3.1107, grad_norm: 1.0328 2020-09-28 18:17:37,036 - mmaction - INFO - Epoch [88][420/627] lr: 4.447e-01, eta: 1 day, 9:32:26, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3163, top5_acc: 0.5637, loss_cls: 3.1527, loss: 3.1527, grad_norm: 1.0471 2020-09-28 18:17:58,893 - mmaction - INFO - Epoch [88][440/627] lr: 4.447e-01, eta: 1 day, 9:32:02, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3177, top5_acc: 0.5669, loss_cls: 3.1562, loss: 3.1562, grad_norm: 1.0310 2020-09-28 18:18:21,189 - mmaction - INFO - Epoch [88][460/627] lr: 4.447e-01, eta: 1 day, 9:31:38, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5608, loss_cls: 3.1635, loss: 3.1635, grad_norm: 1.0418 2020-09-28 18:18:43,464 - mmaction - INFO - Epoch [88][480/627] lr: 4.447e-01, eta: 1 day, 9:31:14, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3199, top5_acc: 0.5784, loss_cls: 3.1058, loss: 3.1058, grad_norm: 1.0476 2020-09-28 18:19:06,392 - mmaction - INFO - Epoch [88][500/627] lr: 4.447e-01, eta: 1 day, 9:30:51, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3232, top5_acc: 0.5737, loss_cls: 3.1052, loss: 3.1052, grad_norm: 1.0407 2020-09-28 18:19:27,570 - mmaction - INFO - Epoch [88][520/627] lr: 4.447e-01, eta: 1 day, 9:30:25, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.3238, top5_acc: 0.5835, loss_cls: 3.0846, loss: 3.0846, grad_norm: 1.0397 2020-09-28 18:19:48,921 - mmaction - INFO - Epoch [88][540/627] lr: 4.447e-01, eta: 1 day, 9:29:59, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3309, top5_acc: 0.5788, loss_cls: 3.0792, loss: 3.0792, grad_norm: 1.0384 2020-09-28 18:20:10,787 - mmaction - INFO - Epoch [88][560/627] lr: 4.447e-01, eta: 1 day, 9:29:34, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3251, top5_acc: 0.5758, loss_cls: 3.1226, loss: 3.1226, grad_norm: 1.0247 2020-09-28 18:20:33,216 - mmaction - INFO - Epoch [88][580/627] lr: 4.447e-01, eta: 1 day, 9:29:10, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3201, top5_acc: 0.5728, loss_cls: 3.1279, loss: 3.1279, grad_norm: 1.0476 2020-09-28 18:20:54,812 - mmaction - INFO - Epoch [88][600/627] lr: 4.447e-01, eta: 1 day, 9:28:45, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3203, top5_acc: 0.5687, loss_cls: 3.1169, loss: 3.1169, grad_norm: 1.0437 2020-09-28 18:21:17,848 - mmaction - INFO - Epoch [88][620/627] lr: 4.447e-01, eta: 1 day, 9:28:22, time: 1.154, data_time: 0.005, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5747, loss_cls: 3.1122, loss: 3.1122, grad_norm: 1.0444 2020-09-28 18:21:24,565 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-09-28 18:22:16,299 - mmaction - INFO - Epoch [89][20/627] lr: 4.414e-01, eta: 1 day, 9:28:30, time: 2.566, data_time: 1.513, memory: 8472, top1_acc: 0.3147, top5_acc: 0.5590, loss_cls: 3.1659, loss: 3.1659, grad_norm: 1.0610 2020-09-28 18:22:38,748 - mmaction - INFO - Epoch [89][40/627] lr: 4.414e-01, eta: 1 day, 9:28:07, time: 1.123, data_time: 0.028, memory: 8472, top1_acc: 0.3174, top5_acc: 0.5708, loss_cls: 3.1268, loss: 3.1268, grad_norm: 1.0271 2020-09-28 18:23:00,702 - mmaction - INFO - Epoch [89][60/627] lr: 4.414e-01, eta: 1 day, 9:27:42, time: 1.098, data_time: 0.053, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5828, loss_cls: 3.0743, loss: 3.0743, grad_norm: 1.0336 2020-09-28 18:23:23,554 - mmaction - INFO - Epoch [89][80/627] lr: 4.414e-01, eta: 1 day, 9:27:19, time: 1.142, data_time: 0.020, memory: 8472, top1_acc: 0.3230, top5_acc: 0.5763, loss_cls: 3.1259, loss: 3.1259, grad_norm: 1.0591 2020-09-28 18:23:45,643 - mmaction - INFO - Epoch [89][100/627] lr: 4.414e-01, eta: 1 day, 9:26:55, time: 1.105, data_time: 0.117, memory: 8472, top1_acc: 0.3348, top5_acc: 0.5807, loss_cls: 3.0758, loss: 3.0758, grad_norm: 1.0298 2020-09-28 18:24:06,667 - mmaction - INFO - Epoch [89][120/627] lr: 4.414e-01, eta: 1 day, 9:26:28, time: 1.049, data_time: 0.050, memory: 8472, top1_acc: 0.3333, top5_acc: 0.5859, loss_cls: 3.0505, loss: 3.0505, grad_norm: 1.0474 2020-09-28 18:24:29,120 - mmaction - INFO - Epoch [89][140/627] lr: 4.414e-01, eta: 1 day, 9:26:05, time: 1.122, data_time: 0.104, memory: 8472, top1_acc: 0.3341, top5_acc: 0.5754, loss_cls: 3.0777, loss: 3.0777, grad_norm: 1.0338 2020-09-28 18:24:50,156 - mmaction - INFO - Epoch [89][160/627] lr: 4.414e-01, eta: 1 day, 9:25:38, time: 1.055, data_time: 0.064, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5819, loss_cls: 3.0626, loss: 3.0626, grad_norm: 1.0357 2020-09-28 18:25:12,463 - mmaction - INFO - Epoch [89][180/627] lr: 4.414e-01, eta: 1 day, 9:25:14, time: 1.115, data_time: 0.124, memory: 8472, top1_acc: 0.3207, top5_acc: 0.5771, loss_cls: 3.1175, loss: 3.1175, grad_norm: 1.0398 2020-09-28 18:25:33,489 - mmaction - INFO - Epoch [89][200/627] lr: 4.414e-01, eta: 1 day, 9:24:48, time: 1.051, data_time: 0.090, memory: 8472, top1_acc: 0.3305, top5_acc: 0.5836, loss_cls: 3.1002, loss: 3.1002, grad_norm: 1.0401 2020-09-28 18:25:56,849 - mmaction - INFO - Epoch [89][220/627] lr: 4.414e-01, eta: 1 day, 9:24:26, time: 1.169, data_time: 0.026, memory: 8472, top1_acc: 0.3319, top5_acc: 0.5810, loss_cls: 3.0788, loss: 3.0788, grad_norm: 1.0414 2020-09-28 18:26:19,505 - mmaction - INFO - Epoch [89][240/627] lr: 4.414e-01, eta: 1 day, 9:24:03, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5751, loss_cls: 3.0818, loss: 3.0818, grad_norm: 1.0366 2020-09-28 18:26:41,670 - mmaction - INFO - Epoch [89][260/627] lr: 4.414e-01, eta: 1 day, 9:23:38, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5760, loss_cls: 3.1140, loss: 3.1140, grad_norm: 1.0403 2020-09-28 18:27:03,903 - mmaction - INFO - Epoch [89][280/627] lr: 4.414e-01, eta: 1 day, 9:23:14, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5776, loss_cls: 3.0973, loss: 3.0973, grad_norm: 1.0668 2020-09-28 18:27:25,530 - mmaction - INFO - Epoch [89][300/627] lr: 4.414e-01, eta: 1 day, 9:22:49, time: 1.081, data_time: 0.001, memory: 8472, top1_acc: 0.3365, top5_acc: 0.5781, loss_cls: 3.1029, loss: 3.1029, grad_norm: 1.0632 2020-09-28 18:27:47,148 - mmaction - INFO - Epoch [89][320/627] lr: 4.414e-01, eta: 1 day, 9:22:24, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.3230, top5_acc: 0.5727, loss_cls: 3.1194, loss: 3.1194, grad_norm: 1.0459 2020-09-28 18:28:09,179 - mmaction - INFO - Epoch [89][340/627] lr: 4.414e-01, eta: 1 day, 9:21:59, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5835, loss_cls: 3.0732, loss: 3.0732, grad_norm: 1.0567 2020-09-28 18:28:31,729 - mmaction - INFO - Epoch [89][360/627] lr: 4.414e-01, eta: 1 day, 9:21:36, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3120, top5_acc: 0.5693, loss_cls: 3.1413, loss: 3.1413, grad_norm: 1.0344 2020-09-28 18:28:53,213 - mmaction - INFO - Epoch [89][380/627] lr: 4.414e-01, eta: 1 day, 9:21:10, time: 1.074, data_time: 0.004, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5820, loss_cls: 3.0829, loss: 3.0829, grad_norm: 1.0590 2020-09-28 18:29:15,083 - mmaction - INFO - Epoch [89][400/627] lr: 4.414e-01, eta: 1 day, 9:20:45, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.3309, top5_acc: 0.5715, loss_cls: 3.1094, loss: 3.1094, grad_norm: 1.0387 2020-09-28 18:29:37,571 - mmaction - INFO - Epoch [89][420/627] lr: 4.414e-01, eta: 1 day, 9:20:22, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5685, loss_cls: 3.1347, loss: 3.1347, grad_norm: 1.0361 2020-09-28 18:29:59,213 - mmaction - INFO - Epoch [89][440/627] lr: 4.414e-01, eta: 1 day, 9:19:57, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5637, loss_cls: 3.1544, loss: 3.1544, grad_norm: 1.0506 2020-09-28 18:30:22,005 - mmaction - INFO - Epoch [89][460/627] lr: 4.414e-01, eta: 1 day, 9:19:33, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5764, loss_cls: 3.0904, loss: 3.0904, grad_norm: 1.0261 2020-09-28 18:30:43,909 - mmaction - INFO - Epoch [89][480/627] lr: 4.414e-01, eta: 1 day, 9:19:09, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5682, loss_cls: 3.1407, loss: 3.1407, grad_norm: 1.0651 2020-09-28 18:31:05,440 - mmaction - INFO - Epoch [89][500/627] lr: 4.414e-01, eta: 1 day, 9:18:43, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3185, top5_acc: 0.5725, loss_cls: 3.1329, loss: 3.1329, grad_norm: 1.0492 2020-09-28 18:31:27,822 - mmaction - INFO - Epoch [89][520/627] lr: 4.414e-01, eta: 1 day, 9:18:20, time: 1.122, data_time: 0.006, memory: 8472, top1_acc: 0.3128, top5_acc: 0.5680, loss_cls: 3.1420, loss: 3.1420, grad_norm: 1.0345 2020-09-28 18:31:49,725 - mmaction - INFO - Epoch [89][540/627] lr: 4.414e-01, eta: 1 day, 9:17:55, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5707, loss_cls: 3.1242, loss: 3.1242, grad_norm: 1.0398 2020-09-28 18:32:12,493 - mmaction - INFO - Epoch [89][560/627] lr: 4.414e-01, eta: 1 day, 9:17:32, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5717, loss_cls: 3.1158, loss: 3.1158, grad_norm: 1.0526 2020-09-28 18:32:34,220 - mmaction - INFO - Epoch [89][580/627] lr: 4.414e-01, eta: 1 day, 9:17:07, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5785, loss_cls: 3.1000, loss: 3.1000, grad_norm: 1.0409 2020-09-28 18:32:55,967 - mmaction - INFO - Epoch [89][600/627] lr: 4.414e-01, eta: 1 day, 9:16:42, time: 1.088, data_time: 0.017, memory: 8472, top1_acc: 0.3238, top5_acc: 0.5663, loss_cls: 3.1297, loss: 3.1297, grad_norm: 1.0593 2020-09-28 18:33:18,629 - mmaction - INFO - Epoch [89][620/627] lr: 4.414e-01, eta: 1 day, 9:16:18, time: 1.133, data_time: 0.070, memory: 8472, top1_acc: 0.3296, top5_acc: 0.5762, loss_cls: 3.0890, loss: 3.0890, grad_norm: 1.0338 2020-09-28 18:34:19,785 - mmaction - INFO - Epoch [90][20/627] lr: 4.382e-01, eta: 1 day, 9:16:31, time: 2.714, data_time: 1.414, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5746, loss_cls: 3.1165, loss: 3.1165, grad_norm: 1.0577 2020-09-28 18:34:40,627 - mmaction - INFO - Epoch [90][40/627] lr: 4.382e-01, eta: 1 day, 9:16:05, time: 1.043, data_time: 0.004, memory: 8472, top1_acc: 0.3186, top5_acc: 0.5673, loss_cls: 3.1193, loss: 3.1193, grad_norm: 1.0395 2020-09-28 18:35:03,470 - mmaction - INFO - Epoch [90][60/627] lr: 4.382e-01, eta: 1 day, 9:15:42, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5798, loss_cls: 3.0628, loss: 3.0628, grad_norm: 1.0474 2020-09-28 18:35:25,454 - mmaction - INFO - Epoch [90][80/627] lr: 4.382e-01, eta: 1 day, 9:15:17, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3188, top5_acc: 0.5728, loss_cls: 3.1599, loss: 3.1599, grad_norm: 1.0701 2020-09-28 18:35:47,104 - mmaction - INFO - Epoch [90][100/627] lr: 4.382e-01, eta: 1 day, 9:14:52, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5764, loss_cls: 3.1343, loss: 3.1343, grad_norm: 1.0179 2020-09-28 18:36:09,554 - mmaction - INFO - Epoch [90][120/627] lr: 4.382e-01, eta: 1 day, 9:14:28, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5919, loss_cls: 3.0448, loss: 3.0448, grad_norm: 1.0262 2020-09-28 18:36:31,176 - mmaction - INFO - Epoch [90][140/627] lr: 4.382e-01, eta: 1 day, 9:14:03, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.3299, top5_acc: 0.5859, loss_cls: 3.0608, loss: 3.0608, grad_norm: 1.0588 2020-09-28 18:36:53,318 - mmaction - INFO - Epoch [90][160/627] lr: 4.382e-01, eta: 1 day, 9:13:39, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5814, loss_cls: 3.0296, loss: 3.0296, grad_norm: 1.0417 2020-09-28 18:37:15,050 - mmaction - INFO - Epoch [90][180/627] lr: 4.382e-01, eta: 1 day, 9:13:14, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5780, loss_cls: 3.1194, loss: 3.1194, grad_norm: 1.0457 2020-09-28 18:37:37,115 - mmaction - INFO - Epoch [90][200/627] lr: 4.382e-01, eta: 1 day, 9:12:49, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3314, top5_acc: 0.5833, loss_cls: 3.0688, loss: 3.0688, grad_norm: 1.0512 2020-09-28 18:37:59,672 - mmaction - INFO - Epoch [90][220/627] lr: 4.382e-01, eta: 1 day, 9:12:26, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5768, loss_cls: 3.1027, loss: 3.1027, grad_norm: 1.0462 2020-09-28 18:38:21,766 - mmaction - INFO - Epoch [90][240/627] lr: 4.382e-01, eta: 1 day, 9:12:01, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5751, loss_cls: 3.1075, loss: 3.1075, grad_norm: 1.0431 2020-09-28 18:38:44,222 - mmaction - INFO - Epoch [90][260/627] lr: 4.382e-01, eta: 1 day, 9:11:38, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5773, loss_cls: 3.1056, loss: 3.1056, grad_norm: 1.0493 2020-09-28 18:39:05,672 - mmaction - INFO - Epoch [90][280/627] lr: 4.382e-01, eta: 1 day, 9:11:12, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3337, top5_acc: 0.5807, loss_cls: 3.0718, loss: 3.0718, grad_norm: 1.0578 2020-09-28 18:39:28,432 - mmaction - INFO - Epoch [90][300/627] lr: 4.382e-01, eta: 1 day, 9:10:49, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.3263, top5_acc: 0.5733, loss_cls: 3.1248, loss: 3.1248, grad_norm: 1.0463 2020-09-28 18:39:50,696 - mmaction - INFO - Epoch [90][320/627] lr: 4.382e-01, eta: 1 day, 9:10:25, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3452, top5_acc: 0.5898, loss_cls: 3.0265, loss: 3.0265, grad_norm: 1.0365 2020-09-28 18:40:12,006 - mmaction - INFO - Epoch [90][340/627] lr: 4.382e-01, eta: 1 day, 9:09:59, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.3190, top5_acc: 0.5697, loss_cls: 3.1201, loss: 3.1201, grad_norm: 1.0597 2020-09-28 18:40:33,579 - mmaction - INFO - Epoch [90][360/627] lr: 4.382e-01, eta: 1 day, 9:09:34, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3220, top5_acc: 0.5665, loss_cls: 3.1498, loss: 3.1498, grad_norm: 1.0540 2020-09-28 18:40:56,137 - mmaction - INFO - Epoch [90][380/627] lr: 4.382e-01, eta: 1 day, 9:09:10, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.3289, top5_acc: 0.5660, loss_cls: 3.1126, loss: 3.1126, grad_norm: 1.0379 2020-09-28 18:41:17,925 - mmaction - INFO - Epoch [90][400/627] lr: 4.382e-01, eta: 1 day, 9:08:46, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5810, loss_cls: 3.1114, loss: 3.1114, grad_norm: 1.0421 2020-09-28 18:41:39,743 - mmaction - INFO - Epoch [90][420/627] lr: 4.382e-01, eta: 1 day, 9:08:21, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.3113, top5_acc: 0.5693, loss_cls: 3.1575, loss: 3.1575, grad_norm: 1.0421 2020-09-28 18:42:02,454 - mmaction - INFO - Epoch [90][440/627] lr: 4.382e-01, eta: 1 day, 9:07:58, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3250, top5_acc: 0.5684, loss_cls: 3.1340, loss: 3.1340, grad_norm: 1.0450 2020-09-28 18:42:24,418 - mmaction - INFO - Epoch [90][460/627] lr: 4.382e-01, eta: 1 day, 9:07:33, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3281, top5_acc: 0.5754, loss_cls: 3.1042, loss: 3.1042, grad_norm: 1.0566 2020-09-28 18:42:47,433 - mmaction - INFO - Epoch [90][480/627] lr: 4.382e-01, eta: 1 day, 9:07:10, time: 1.150, data_time: 0.001, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5721, loss_cls: 3.1080, loss: 3.1080, grad_norm: 1.0364 2020-09-28 18:43:07,984 - mmaction - INFO - Epoch [90][500/627] lr: 4.382e-01, eta: 1 day, 9:06:43, time: 1.026, data_time: 0.002, memory: 8472, top1_acc: 0.3284, top5_acc: 0.5734, loss_cls: 3.1193, loss: 3.1193, grad_norm: 1.0478 2020-09-28 18:43:30,182 - mmaction - INFO - Epoch [90][520/627] lr: 4.382e-01, eta: 1 day, 9:06:19, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5710, loss_cls: 3.1102, loss: 3.1102, grad_norm: 1.0495 2020-09-28 18:43:53,334 - mmaction - INFO - Epoch [90][540/627] lr: 4.382e-01, eta: 1 day, 9:05:57, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5648, loss_cls: 3.1208, loss: 3.1208, grad_norm: 1.0417 2020-09-28 18:44:15,403 - mmaction - INFO - Epoch [90][560/627] lr: 4.382e-01, eta: 1 day, 9:05:32, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3211, top5_acc: 0.5729, loss_cls: 3.1108, loss: 3.1108, grad_norm: 1.0562 2020-09-28 18:44:37,644 - mmaction - INFO - Epoch [90][580/627] lr: 4.382e-01, eta: 1 day, 9:05:08, time: 1.111, data_time: 0.001, memory: 8472, top1_acc: 0.3215, top5_acc: 0.5701, loss_cls: 3.1428, loss: 3.1428, grad_norm: 1.0394 2020-09-28 18:45:00,932 - mmaction - INFO - Epoch [90][600/627] lr: 4.382e-01, eta: 1 day, 9:04:46, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.3214, top5_acc: 0.5687, loss_cls: 3.1589, loss: 3.1589, grad_norm: 1.0279 2020-09-28 18:45:23,326 - mmaction - INFO - Epoch [90][620/627] lr: 4.382e-01, eta: 1 day, 9:04:22, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5732, loss_cls: 3.1195, loss: 3.1195, grad_norm: 1.0422 2020-09-28 18:46:51,216 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 18:46:51,887 - mmaction - INFO - top1_acc 0.3528 top5_acc 0.6227 2020-09-28 18:46:51,887 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 18:46:51,932 - mmaction - INFO - mean_acc 0.3527 2020-09-28 18:46:51,932 - mmaction - INFO - Now best checkpoint is epoch_90.pth 2020-09-28 18:46:51,946 - mmaction - INFO - Epoch(val) [90][627] top1_acc: 0.3528, top5_acc: 0.6227, mean_class_accuracy: 0.3527 2020-09-28 18:47:41,425 - mmaction - INFO - Epoch [91][20/627] lr: 4.349e-01, eta: 1 day, 9:04:26, time: 2.472, data_time: 1.341, memory: 8472, top1_acc: 0.3279, top5_acc: 0.5684, loss_cls: 3.1424, loss: 3.1424, grad_norm: 1.0376 2020-09-28 18:48:04,442 - mmaction - INFO - Epoch [91][40/627] lr: 4.349e-01, eta: 1 day, 9:04:03, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5911, loss_cls: 3.0305, loss: 3.0305, grad_norm: 1.0528 2020-09-28 18:48:27,384 - mmaction - INFO - Epoch [91][60/627] lr: 4.349e-01, eta: 1 day, 9:03:40, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5876, loss_cls: 3.0443, loss: 3.0443, grad_norm: 1.0401 2020-09-28 18:48:50,382 - mmaction - INFO - Epoch [91][80/627] lr: 4.349e-01, eta: 1 day, 9:03:18, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5768, loss_cls: 3.1038, loss: 3.1038, grad_norm: 1.0653 2020-09-28 18:49:11,147 - mmaction - INFO - Epoch [91][100/627] lr: 4.349e-01, eta: 1 day, 9:02:51, time: 1.038, data_time: 0.003, memory: 8472, top1_acc: 0.3296, top5_acc: 0.5784, loss_cls: 3.0600, loss: 3.0600, grad_norm: 1.0492 2020-09-28 18:49:34,289 - mmaction - INFO - Epoch [91][120/627] lr: 4.349e-01, eta: 1 day, 9:02:28, time: 1.160, data_time: 0.004, memory: 8472, top1_acc: 0.3322, top5_acc: 0.5836, loss_cls: 3.0539, loss: 3.0539, grad_norm: 1.0434 2020-09-28 18:49:55,503 - mmaction - INFO - Epoch [91][140/627] lr: 4.349e-01, eta: 1 day, 9:02:02, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.3172, top5_acc: 0.5701, loss_cls: 3.1564, loss: 3.1564, grad_norm: 1.0499 2020-09-28 18:50:17,029 - mmaction - INFO - Epoch [91][160/627] lr: 4.349e-01, eta: 1 day, 9:01:37, time: 1.076, data_time: 0.028, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5840, loss_cls: 3.0786, loss: 3.0786, grad_norm: 1.0461 2020-09-28 18:50:39,847 - mmaction - INFO - Epoch [91][180/627] lr: 4.349e-01, eta: 1 day, 9:01:14, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5690, loss_cls: 3.1175, loss: 3.1175, grad_norm: 1.0609 2020-09-28 18:51:02,593 - mmaction - INFO - Epoch [91][200/627] lr: 4.349e-01, eta: 1 day, 9:00:51, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3224, top5_acc: 0.5762, loss_cls: 3.1161, loss: 3.1161, grad_norm: 1.0502 2020-09-28 18:51:24,236 - mmaction - INFO - Epoch [91][220/627] lr: 4.349e-01, eta: 1 day, 9:00:26, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5669, loss_cls: 3.1462, loss: 3.1462, grad_norm: 1.0476 2020-09-28 18:51:47,479 - mmaction - INFO - Epoch [91][240/627] lr: 4.349e-01, eta: 1 day, 9:00:04, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5664, loss_cls: 3.1272, loss: 3.1272, grad_norm: 1.0499 2020-09-28 18:52:08,706 - mmaction - INFO - Epoch [91][260/627] lr: 4.349e-01, eta: 1 day, 8:59:38, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5780, loss_cls: 3.0936, loss: 3.0936, grad_norm: 1.0389 2020-09-28 18:52:30,711 - mmaction - INFO - Epoch [91][280/627] lr: 4.349e-01, eta: 1 day, 8:59:13, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3277, top5_acc: 0.5724, loss_cls: 3.1266, loss: 3.1266, grad_norm: 1.0589 2020-09-28 18:52:53,899 - mmaction - INFO - Epoch [91][300/627] lr: 4.349e-01, eta: 1 day, 8:58:51, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5743, loss_cls: 3.0764, loss: 3.0764, grad_norm: 1.0359 2020-09-28 18:53:15,751 - mmaction - INFO - Epoch [91][320/627] lr: 4.349e-01, eta: 1 day, 8:58:26, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3384, top5_acc: 0.5930, loss_cls: 3.0116, loss: 3.0116, grad_norm: 1.0493 2020-09-28 18:53:38,273 - mmaction - INFO - Epoch [91][340/627] lr: 4.349e-01, eta: 1 day, 8:58:03, time: 1.129, data_time: 0.013, memory: 8472, top1_acc: 0.3243, top5_acc: 0.5801, loss_cls: 3.0962, loss: 3.0962, grad_norm: 1.0799 2020-09-28 18:54:01,177 - mmaction - INFO - Epoch [91][360/627] lr: 4.349e-01, eta: 1 day, 8:57:40, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.3191, top5_acc: 0.5702, loss_cls: 3.1504, loss: 3.1504, grad_norm: 1.0600 2020-09-28 18:54:22,881 - mmaction - INFO - Epoch [91][380/627] lr: 4.349e-01, eta: 1 day, 8:57:15, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5727, loss_cls: 3.1251, loss: 3.1251, grad_norm: 1.0634 2020-09-28 18:54:44,788 - mmaction - INFO - Epoch [91][400/627] lr: 4.349e-01, eta: 1 day, 8:56:50, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3342, top5_acc: 0.5846, loss_cls: 3.0906, loss: 3.0906, grad_norm: 1.0397 2020-09-28 18:55:06,062 - mmaction - INFO - Epoch [91][420/627] lr: 4.349e-01, eta: 1 day, 8:56:24, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5809, loss_cls: 3.1088, loss: 3.1088, grad_norm: 1.0548 2020-09-28 18:55:29,018 - mmaction - INFO - Epoch [91][440/627] lr: 4.349e-01, eta: 1 day, 8:56:01, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3224, top5_acc: 0.5742, loss_cls: 3.1185, loss: 3.1185, grad_norm: 1.0446 2020-09-28 18:55:51,282 - mmaction - INFO - Epoch [91][460/627] lr: 4.349e-01, eta: 1 day, 8:55:37, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5734, loss_cls: 3.1332, loss: 3.1332, grad_norm: 1.0570 2020-09-28 18:56:12,423 - mmaction - INFO - Epoch [91][480/627] lr: 4.349e-01, eta: 1 day, 8:55:11, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5747, loss_cls: 3.1131, loss: 3.1131, grad_norm: 1.0503 2020-09-28 18:56:34,377 - mmaction - INFO - Epoch [91][500/627] lr: 4.349e-01, eta: 1 day, 8:54:47, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3232, top5_acc: 0.5738, loss_cls: 3.1439, loss: 3.1439, grad_norm: 1.0333 2020-09-28 18:56:56,220 - mmaction - INFO - Epoch [91][520/627] lr: 4.349e-01, eta: 1 day, 8:54:22, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5790, loss_cls: 3.0833, loss: 3.0833, grad_norm: 1.0564 2020-09-28 18:57:19,258 - mmaction - INFO - Epoch [91][540/627] lr: 4.349e-01, eta: 1 day, 8:54:00, time: 1.152, data_time: 0.172, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5724, loss_cls: 3.1454, loss: 3.1454, grad_norm: 1.0429 2020-09-28 18:57:41,607 - mmaction - INFO - Epoch [91][560/627] lr: 4.349e-01, eta: 1 day, 8:53:36, time: 1.116, data_time: 0.162, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5792, loss_cls: 3.0991, loss: 3.0991, grad_norm: 1.0402 2020-09-28 18:58:03,842 - mmaction - INFO - Epoch [91][580/627] lr: 4.349e-01, eta: 1 day, 8:53:12, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5842, loss_cls: 3.1049, loss: 3.1049, grad_norm: 1.0589 2020-09-28 18:58:24,884 - mmaction - INFO - Epoch [91][600/627] lr: 4.349e-01, eta: 1 day, 8:52:45, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.3243, top5_acc: 0.5738, loss_cls: 3.1211, loss: 3.1211, grad_norm: 1.0224 2020-09-28 18:58:47,524 - mmaction - INFO - Epoch [91][620/627] lr: 4.349e-01, eta: 1 day, 8:52:22, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3230, top5_acc: 0.5749, loss_cls: 3.1110, loss: 3.1110, grad_norm: 1.0520 2020-09-28 18:59:46,752 - mmaction - INFO - Epoch [92][20/627] lr: 4.316e-01, eta: 1 day, 8:52:30, time: 2.619, data_time: 1.479, memory: 8472, top1_acc: 0.3146, top5_acc: 0.5630, loss_cls: 3.1553, loss: 3.1553, grad_norm: 1.0790 2020-09-28 19:00:09,742 - mmaction - INFO - Epoch [92][40/627] lr: 4.316e-01, eta: 1 day, 8:52:08, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3332, top5_acc: 0.5792, loss_cls: 3.0653, loss: 3.0653, grad_norm: 1.0488 2020-09-28 19:00:31,606 - mmaction - INFO - Epoch [92][60/627] lr: 4.316e-01, eta: 1 day, 8:51:43, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3299, top5_acc: 0.5832, loss_cls: 3.0746, loss: 3.0746, grad_norm: 1.0460 2020-09-28 19:00:54,691 - mmaction - INFO - Epoch [92][80/627] lr: 4.316e-01, eta: 1 day, 8:51:20, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.3336, top5_acc: 0.5845, loss_cls: 3.0661, loss: 3.0661, grad_norm: 1.0289 2020-09-28 19:01:15,876 - mmaction - INFO - Epoch [92][100/627] lr: 4.316e-01, eta: 1 day, 8:50:54, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5793, loss_cls: 3.0723, loss: 3.0723, grad_norm: 1.0514 2020-09-28 19:01:39,030 - mmaction - INFO - Epoch [92][120/627] lr: 4.316e-01, eta: 1 day, 8:50:32, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.3286, top5_acc: 0.5867, loss_cls: 3.0617, loss: 3.0617, grad_norm: 1.0509 2020-09-28 19:01:59,587 - mmaction - INFO - Epoch [92][140/627] lr: 4.316e-01, eta: 1 day, 8:50:05, time: 1.028, data_time: 0.001, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5750, loss_cls: 3.0981, loss: 3.0981, grad_norm: 1.0662 2020-09-28 19:02:21,704 - mmaction - INFO - Epoch [92][160/627] lr: 4.316e-01, eta: 1 day, 8:49:41, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.3288, top5_acc: 0.5837, loss_cls: 3.0855, loss: 3.0855, grad_norm: 1.0547 2020-09-28 19:02:44,154 - mmaction - INFO - Epoch [92][180/627] lr: 4.316e-01, eta: 1 day, 8:49:17, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5661, loss_cls: 3.1386, loss: 3.1386, grad_norm: 1.0520 2020-09-28 19:03:06,994 - mmaction - INFO - Epoch [92][200/627] lr: 4.316e-01, eta: 1 day, 8:48:54, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.3276, top5_acc: 0.5828, loss_cls: 3.0662, loss: 3.0662, grad_norm: 1.0493 2020-09-28 19:03:29,103 - mmaction - INFO - Epoch [92][220/627] lr: 4.316e-01, eta: 1 day, 8:48:30, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3320, top5_acc: 0.5809, loss_cls: 3.0875, loss: 3.0875, grad_norm: 1.0405 2020-09-28 19:03:50,859 - mmaction - INFO - Epoch [92][240/627] lr: 4.316e-01, eta: 1 day, 8:48:05, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3335, top5_acc: 0.5893, loss_cls: 3.0493, loss: 3.0493, grad_norm: 1.0592 2020-09-28 19:04:13,298 - mmaction - INFO - Epoch [92][260/627] lr: 4.316e-01, eta: 1 day, 8:47:41, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5904, loss_cls: 3.0493, loss: 3.0493, grad_norm: 1.0644 2020-09-28 19:04:35,467 - mmaction - INFO - Epoch [92][280/627] lr: 4.316e-01, eta: 1 day, 8:47:17, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3312, top5_acc: 0.5764, loss_cls: 3.0894, loss: 3.0894, grad_norm: 1.0636 2020-09-28 19:04:58,188 - mmaction - INFO - Epoch [92][300/627] lr: 4.316e-01, eta: 1 day, 8:46:54, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3270, top5_acc: 0.5736, loss_cls: 3.1069, loss: 3.1069, grad_norm: 1.0582 2020-09-28 19:05:20,555 - mmaction - INFO - Epoch [92][320/627] lr: 4.316e-01, eta: 1 day, 8:46:30, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5849, loss_cls: 3.0502, loss: 3.0502, grad_norm: 1.0382 2020-09-28 19:05:42,243 - mmaction - INFO - Epoch [92][340/627] lr: 4.316e-01, eta: 1 day, 8:46:05, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5773, loss_cls: 3.1029, loss: 3.1029, grad_norm: 1.0703 2020-09-28 19:06:05,431 - mmaction - INFO - Epoch [92][360/627] lr: 4.316e-01, eta: 1 day, 8:45:43, time: 1.160, data_time: 0.004, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5750, loss_cls: 3.1014, loss: 3.1014, grad_norm: 1.0395 2020-09-28 19:06:26,600 - mmaction - INFO - Epoch [92][380/627] lr: 4.316e-01, eta: 1 day, 8:45:17, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5629, loss_cls: 3.1780, loss: 3.1780, grad_norm: 1.0407 2020-09-28 19:06:49,654 - mmaction - INFO - Epoch [92][400/627] lr: 4.316e-01, eta: 1 day, 8:44:54, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.3270, top5_acc: 0.5793, loss_cls: 3.1119, loss: 3.1119, grad_norm: 1.0566 2020-09-28 19:07:11,567 - mmaction - INFO - Epoch [92][420/627] lr: 4.316e-01, eta: 1 day, 8:44:30, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5776, loss_cls: 3.1065, loss: 3.1065, grad_norm: 1.0586 2020-09-28 19:07:32,380 - mmaction - INFO - Epoch [92][440/627] lr: 4.316e-01, eta: 1 day, 8:44:03, time: 1.039, data_time: 0.001, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5697, loss_cls: 3.1201, loss: 3.1201, grad_norm: 1.0414 2020-09-28 19:07:54,352 - mmaction - INFO - Epoch [92][460/627] lr: 4.316e-01, eta: 1 day, 8:43:38, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3137, top5_acc: 0.5605, loss_cls: 3.1412, loss: 3.1412, grad_norm: 1.0681 2020-09-28 19:08:16,106 - mmaction - INFO - Epoch [92][480/627] lr: 4.316e-01, eta: 1 day, 8:43:13, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3151, top5_acc: 0.5621, loss_cls: 3.1467, loss: 3.1467, grad_norm: 1.0437 2020-09-28 19:08:39,320 - mmaction - INFO - Epoch [92][500/627] lr: 4.316e-01, eta: 1 day, 8:42:51, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3238, top5_acc: 0.5762, loss_cls: 3.1012, loss: 3.1012, grad_norm: 1.0524 2020-09-28 19:09:00,401 - mmaction - INFO - Epoch [92][520/627] lr: 4.316e-01, eta: 1 day, 8:42:25, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.3233, top5_acc: 0.5720, loss_cls: 3.1087, loss: 3.1087, grad_norm: 1.0375 2020-09-28 19:09:22,364 - mmaction - INFO - Epoch [92][540/627] lr: 4.316e-01, eta: 1 day, 8:42:01, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3246, top5_acc: 0.5703, loss_cls: 3.1197, loss: 3.1197, grad_norm: 1.0408 2020-09-28 19:09:44,923 - mmaction - INFO - Epoch [92][560/627] lr: 4.316e-01, eta: 1 day, 8:41:37, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.3137, top5_acc: 0.5780, loss_cls: 3.1344, loss: 3.1344, grad_norm: 1.0462 2020-09-28 19:10:07,735 - mmaction - INFO - Epoch [92][580/627] lr: 4.316e-01, eta: 1 day, 8:41:14, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5697, loss_cls: 3.1186, loss: 3.1186, grad_norm: 1.0432 2020-09-28 19:10:28,612 - mmaction - INFO - Epoch [92][600/627] lr: 4.316e-01, eta: 1 day, 8:40:48, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.3417, top5_acc: 0.5866, loss_cls: 3.0368, loss: 3.0368, grad_norm: 1.0645 2020-09-28 19:10:51,356 - mmaction - INFO - Epoch [92][620/627] lr: 4.316e-01, eta: 1 day, 8:40:25, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5789, loss_cls: 3.1081, loss: 3.1081, grad_norm: 1.0859 2020-09-28 19:10:59,464 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-09-28 19:11:55,978 - mmaction - INFO - Epoch [93][20/627] lr: 4.283e-01, eta: 1 day, 8:40:39, time: 2.804, data_time: 1.656, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5737, loss_cls: 3.1315, loss: 3.1315, grad_norm: 1.0746 2020-09-28 19:12:18,680 - mmaction - INFO - Epoch [93][40/627] lr: 4.283e-01, eta: 1 day, 8:40:15, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5738, loss_cls: 3.1165, loss: 3.1165, grad_norm: 1.0420 2020-09-28 19:12:40,900 - mmaction - INFO - Epoch [93][60/627] lr: 4.283e-01, eta: 1 day, 8:39:51, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5780, loss_cls: 3.0667, loss: 3.0667, grad_norm: 1.0685 2020-09-28 19:13:03,819 - mmaction - INFO - Epoch [93][80/627] lr: 4.283e-01, eta: 1 day, 8:39:29, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3339, top5_acc: 0.5789, loss_cls: 3.0657, loss: 3.0657, grad_norm: 1.0400 2020-09-28 19:13:25,136 - mmaction - INFO - Epoch [93][100/627] lr: 4.283e-01, eta: 1 day, 8:39:03, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3331, top5_acc: 0.5849, loss_cls: 3.0571, loss: 3.0571, grad_norm: 1.0551 2020-09-28 19:13:47,863 - mmaction - INFO - Epoch [93][120/627] lr: 4.283e-01, eta: 1 day, 8:38:40, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5799, loss_cls: 3.0714, loss: 3.0714, grad_norm: 1.0467 2020-09-28 19:14:09,643 - mmaction - INFO - Epoch [93][140/627] lr: 4.283e-01, eta: 1 day, 8:38:15, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.3285, top5_acc: 0.5779, loss_cls: 3.1023, loss: 3.1023, grad_norm: 1.0605 2020-09-28 19:14:31,884 - mmaction - INFO - Epoch [93][160/627] lr: 4.283e-01, eta: 1 day, 8:37:51, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.3323, top5_acc: 0.5708, loss_cls: 3.0918, loss: 3.0918, grad_norm: 1.0428 2020-09-28 19:14:53,926 - mmaction - INFO - Epoch [93][180/627] lr: 4.283e-01, eta: 1 day, 8:37:26, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.3270, top5_acc: 0.5828, loss_cls: 3.0877, loss: 3.0877, grad_norm: 1.0472 2020-09-28 19:15:15,935 - mmaction - INFO - Epoch [93][200/627] lr: 4.283e-01, eta: 1 day, 8:37:02, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5806, loss_cls: 3.0745, loss: 3.0745, grad_norm: 1.0647 2020-09-28 19:15:38,154 - mmaction - INFO - Epoch [93][220/627] lr: 4.283e-01, eta: 1 day, 8:36:38, time: 1.109, data_time: 0.011, memory: 8472, top1_acc: 0.3352, top5_acc: 0.5732, loss_cls: 3.0881, loss: 3.0881, grad_norm: 1.0527 2020-09-28 19:16:00,513 - mmaction - INFO - Epoch [93][240/627] lr: 4.283e-01, eta: 1 day, 8:36:14, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5758, loss_cls: 3.1146, loss: 3.1146, grad_norm: 1.0528 2020-09-28 19:16:22,463 - mmaction - INFO - Epoch [93][260/627] lr: 4.283e-01, eta: 1 day, 8:35:50, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3254, top5_acc: 0.5789, loss_cls: 3.0837, loss: 3.0837, grad_norm: 1.0644 2020-09-28 19:16:43,933 - mmaction - INFO - Epoch [93][280/627] lr: 4.283e-01, eta: 1 day, 8:35:24, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3297, top5_acc: 0.5704, loss_cls: 3.1085, loss: 3.1085, grad_norm: 1.0506 2020-09-28 19:17:05,818 - mmaction - INFO - Epoch [93][300/627] lr: 4.283e-01, eta: 1 day, 8:35:00, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5671, loss_cls: 3.1138, loss: 3.1138, grad_norm: 1.0627 2020-09-28 19:17:27,638 - mmaction - INFO - Epoch [93][320/627] lr: 4.283e-01, eta: 1 day, 8:34:35, time: 1.091, data_time: 0.138, memory: 8472, top1_acc: 0.3219, top5_acc: 0.5720, loss_cls: 3.1109, loss: 3.1109, grad_norm: 1.0690 2020-09-28 19:17:50,095 - mmaction - INFO - Epoch [93][340/627] lr: 4.283e-01, eta: 1 day, 8:34:11, time: 1.123, data_time: 0.039, memory: 8472, top1_acc: 0.3257, top5_acc: 0.5772, loss_cls: 3.0926, loss: 3.0926, grad_norm: 1.0608 2020-09-28 19:18:11,220 - mmaction - INFO - Epoch [93][360/627] lr: 4.283e-01, eta: 1 day, 8:33:45, time: 1.057, data_time: 0.002, memory: 8472, top1_acc: 0.3158, top5_acc: 0.5663, loss_cls: 3.1488, loss: 3.1488, grad_norm: 1.0652 2020-09-28 19:18:34,011 - mmaction - INFO - Epoch [93][380/627] lr: 4.283e-01, eta: 1 day, 8:33:22, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.3234, top5_acc: 0.5758, loss_cls: 3.1048, loss: 3.1048, grad_norm: 1.0546 2020-09-28 19:18:55,817 - mmaction - INFO - Epoch [93][400/627] lr: 4.283e-01, eta: 1 day, 8:32:57, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3204, top5_acc: 0.5678, loss_cls: 3.1362, loss: 3.1362, grad_norm: 1.0610 2020-09-28 19:19:17,947 - mmaction - INFO - Epoch [93][420/627] lr: 4.283e-01, eta: 1 day, 8:32:33, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3208, top5_acc: 0.5639, loss_cls: 3.1534, loss: 3.1534, grad_norm: 1.0483 2020-09-28 19:19:39,364 - mmaction - INFO - Epoch [93][440/627] lr: 4.283e-01, eta: 1 day, 8:32:08, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.3216, top5_acc: 0.5796, loss_cls: 3.1098, loss: 3.1098, grad_norm: 1.0373 2020-09-28 19:20:02,884 - mmaction - INFO - Epoch [93][460/627] lr: 4.283e-01, eta: 1 day, 8:31:46, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5802, loss_cls: 3.0675, loss: 3.0675, grad_norm: 1.0572 2020-09-28 19:20:26,063 - mmaction - INFO - Epoch [93][480/627] lr: 4.283e-01, eta: 1 day, 8:31:24, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.3279, top5_acc: 0.5737, loss_cls: 3.0770, loss: 3.0770, grad_norm: 1.0493 2020-09-28 19:20:47,581 - mmaction - INFO - Epoch [93][500/627] lr: 4.283e-01, eta: 1 day, 8:30:58, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5771, loss_cls: 3.1126, loss: 3.1126, grad_norm: 1.0589 2020-09-28 19:21:08,639 - mmaction - INFO - Epoch [93][520/627] lr: 4.283e-01, eta: 1 day, 8:30:32, time: 1.052, data_time: 0.003, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5796, loss_cls: 3.0980, loss: 3.0980, grad_norm: 1.0440 2020-09-28 19:21:30,149 - mmaction - INFO - Epoch [93][540/627] lr: 4.283e-01, eta: 1 day, 8:30:07, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.3257, top5_acc: 0.5807, loss_cls: 3.0998, loss: 3.0998, grad_norm: 1.0666 2020-09-28 19:21:52,512 - mmaction - INFO - Epoch [93][560/627] lr: 4.283e-01, eta: 1 day, 8:29:43, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3229, top5_acc: 0.5749, loss_cls: 3.1186, loss: 3.1186, grad_norm: 1.0655 2020-09-28 19:22:14,586 - mmaction - INFO - Epoch [93][580/627] lr: 4.283e-01, eta: 1 day, 8:29:19, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3240, top5_acc: 0.5803, loss_cls: 3.1266, loss: 3.1266, grad_norm: 1.0478 2020-09-28 19:22:37,848 - mmaction - INFO - Epoch [93][600/627] lr: 4.283e-01, eta: 1 day, 8:28:57, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5841, loss_cls: 3.0690, loss: 3.0690, grad_norm: 1.0553 2020-09-28 19:22:59,801 - mmaction - INFO - Epoch [93][620/627] lr: 4.283e-01, eta: 1 day, 8:28:32, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3350, top5_acc: 0.5807, loss_cls: 3.0827, loss: 3.0827, grad_norm: 1.0685 2020-09-28 19:24:00,889 - mmaction - INFO - Epoch [94][20/627] lr: 4.249e-01, eta: 1 day, 8:28:42, time: 2.696, data_time: 1.454, memory: 8472, top1_acc: 0.3211, top5_acc: 0.5651, loss_cls: 3.1166, loss: 3.1166, grad_norm: 1.0648 2020-09-28 19:24:23,572 - mmaction - INFO - Epoch [94][40/627] lr: 4.249e-01, eta: 1 day, 8:28:18, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5866, loss_cls: 3.0378, loss: 3.0378, grad_norm: 1.0444 2020-09-28 19:24:46,410 - mmaction - INFO - Epoch [94][60/627] lr: 4.249e-01, eta: 1 day, 8:27:55, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3277, top5_acc: 0.5796, loss_cls: 3.0775, loss: 3.0775, grad_norm: 1.0495 2020-09-28 19:25:07,370 - mmaction - INFO - Epoch [94][80/627] lr: 4.249e-01, eta: 1 day, 8:27:29, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5814, loss_cls: 3.0659, loss: 3.0659, grad_norm: 1.0526 2020-09-28 19:25:29,655 - mmaction - INFO - Epoch [94][100/627] lr: 4.249e-01, eta: 1 day, 8:27:05, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3365, top5_acc: 0.5849, loss_cls: 3.0514, loss: 3.0514, grad_norm: 1.0795 2020-09-28 19:25:51,269 - mmaction - INFO - Epoch [94][120/627] lr: 4.249e-01, eta: 1 day, 8:26:40, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5840, loss_cls: 3.0851, loss: 3.0851, grad_norm: 1.0614 2020-09-28 19:26:14,433 - mmaction - INFO - Epoch [94][140/627] lr: 4.249e-01, eta: 1 day, 8:26:18, time: 1.158, data_time: 0.040, memory: 8472, top1_acc: 0.3301, top5_acc: 0.5827, loss_cls: 3.0685, loss: 3.0685, grad_norm: 1.0600 2020-09-28 19:26:36,835 - mmaction - INFO - Epoch [94][160/627] lr: 4.249e-01, eta: 1 day, 8:25:54, time: 1.119, data_time: 0.121, memory: 8472, top1_acc: 0.3305, top5_acc: 0.5768, loss_cls: 3.0926, loss: 3.0926, grad_norm: 1.0562 2020-09-28 19:26:57,694 - mmaction - INFO - Epoch [94][180/627] lr: 4.249e-01, eta: 1 day, 8:25:28, time: 1.043, data_time: 0.023, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5824, loss_cls: 3.0839, loss: 3.0839, grad_norm: 1.0658 2020-09-28 19:27:20,208 - mmaction - INFO - Epoch [94][200/627] lr: 4.249e-01, eta: 1 day, 8:25:04, time: 1.127, data_time: 0.078, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5764, loss_cls: 3.0986, loss: 3.0986, grad_norm: 1.0542 2020-09-28 19:27:42,887 - mmaction - INFO - Epoch [94][220/627] lr: 4.249e-01, eta: 1 day, 8:24:41, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5730, loss_cls: 3.1210, loss: 3.1210, grad_norm: 1.0699 2020-09-28 19:28:04,915 - mmaction - INFO - Epoch [94][240/627] lr: 4.249e-01, eta: 1 day, 8:24:16, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5840, loss_cls: 3.0704, loss: 3.0704, grad_norm: 1.0684 2020-09-28 19:28:27,303 - mmaction - INFO - Epoch [94][260/627] lr: 4.249e-01, eta: 1 day, 8:23:53, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3236, top5_acc: 0.5721, loss_cls: 3.1229, loss: 3.1229, grad_norm: 1.0537 2020-09-28 19:28:48,100 - mmaction - INFO - Epoch [94][280/627] lr: 4.249e-01, eta: 1 day, 8:23:26, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.3212, top5_acc: 0.5730, loss_cls: 3.1463, loss: 3.1463, grad_norm: 1.0585 2020-09-28 19:29:10,805 - mmaction - INFO - Epoch [94][300/627] lr: 4.249e-01, eta: 1 day, 8:23:03, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3319, top5_acc: 0.5764, loss_cls: 3.0750, loss: 3.0750, grad_norm: 1.0378 2020-09-28 19:29:33,461 - mmaction - INFO - Epoch [94][320/627] lr: 4.249e-01, eta: 1 day, 8:22:40, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3234, top5_acc: 0.5690, loss_cls: 3.1164, loss: 3.1164, grad_norm: 1.0610 2020-09-28 19:29:55,777 - mmaction - INFO - Epoch [94][340/627] lr: 4.249e-01, eta: 1 day, 8:22:16, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3331, top5_acc: 0.5833, loss_cls: 3.0873, loss: 3.0873, grad_norm: 1.0456 2020-09-28 19:30:18,256 - mmaction - INFO - Epoch [94][360/627] lr: 4.249e-01, eta: 1 day, 8:21:52, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3296, top5_acc: 0.5682, loss_cls: 3.1282, loss: 3.1282, grad_norm: 1.0507 2020-09-28 19:30:39,388 - mmaction - INFO - Epoch [94][380/627] lr: 4.249e-01, eta: 1 day, 8:21:26, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.3357, top5_acc: 0.5771, loss_cls: 3.0563, loss: 3.0563, grad_norm: 1.0572 2020-09-28 19:31:03,777 - mmaction - INFO - Epoch [94][400/627] lr: 4.249e-01, eta: 1 day, 8:21:06, time: 1.217, data_time: 0.002, memory: 8472, top1_acc: 0.3281, top5_acc: 0.5832, loss_cls: 3.0552, loss: 3.0552, grad_norm: 1.0739 2020-09-28 19:31:24,127 - mmaction - INFO - Epoch [94][420/627] lr: 4.249e-01, eta: 1 day, 8:20:39, time: 1.019, data_time: 0.003, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5814, loss_cls: 3.0760, loss: 3.0760, grad_norm: 1.0684 2020-09-28 19:31:47,249 - mmaction - INFO - Epoch [94][440/627] lr: 4.249e-01, eta: 1 day, 8:20:16, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5901, loss_cls: 3.0772, loss: 3.0772, grad_norm: 1.0764 2020-09-28 19:32:08,128 - mmaction - INFO - Epoch [94][460/627] lr: 4.249e-01, eta: 1 day, 8:19:50, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.3299, top5_acc: 0.5875, loss_cls: 3.0437, loss: 3.0437, grad_norm: 1.0402 2020-09-28 19:32:30,895 - mmaction - INFO - Epoch [94][480/627] lr: 4.249e-01, eta: 1 day, 8:19:27, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.3329, top5_acc: 0.5760, loss_cls: 3.0956, loss: 3.0956, grad_norm: 1.0615 2020-09-28 19:32:52,178 - mmaction - INFO - Epoch [94][500/627] lr: 4.249e-01, eta: 1 day, 8:19:01, time: 1.064, data_time: 0.004, memory: 8472, top1_acc: 0.3314, top5_acc: 0.5797, loss_cls: 3.0793, loss: 3.0793, grad_norm: 1.0710 2020-09-28 19:33:13,410 - mmaction - INFO - Epoch [94][520/627] lr: 4.249e-01, eta: 1 day, 8:18:36, time: 1.063, data_time: 0.004, memory: 8472, top1_acc: 0.3340, top5_acc: 0.5874, loss_cls: 3.0421, loss: 3.0421, grad_norm: 1.0688 2020-09-28 19:33:37,223 - mmaction - INFO - Epoch [94][540/627] lr: 4.249e-01, eta: 1 day, 8:18:14, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5797, loss_cls: 3.0800, loss: 3.0800, grad_norm: 1.0705 2020-09-28 19:33:58,318 - mmaction - INFO - Epoch [94][560/627] lr: 4.249e-01, eta: 1 day, 8:17:48, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3210, top5_acc: 0.5668, loss_cls: 3.1298, loss: 3.1298, grad_norm: 1.0671 2020-09-28 19:34:21,557 - mmaction - INFO - Epoch [94][580/627] lr: 4.249e-01, eta: 1 day, 8:17:26, time: 1.161, data_time: 0.001, memory: 8472, top1_acc: 0.3245, top5_acc: 0.5699, loss_cls: 3.1238, loss: 3.1238, grad_norm: 1.0685 2020-09-28 19:34:43,478 - mmaction - INFO - Epoch [94][600/627] lr: 4.249e-01, eta: 1 day, 8:17:02, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3289, top5_acc: 0.5879, loss_cls: 3.0534, loss: 3.0534, grad_norm: 1.0616 2020-09-28 19:35:05,802 - mmaction - INFO - Epoch [94][620/627] lr: 4.249e-01, eta: 1 day, 8:16:38, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5810, loss_cls: 3.0858, loss: 3.0858, grad_norm: 1.0615 2020-09-28 19:36:05,328 - mmaction - INFO - Epoch [95][20/627] lr: 4.216e-01, eta: 1 day, 8:16:44, time: 2.636, data_time: 1.614, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5707, loss_cls: 3.1280, loss: 3.1280, grad_norm: 1.0607 2020-09-28 19:36:26,603 - mmaction - INFO - Epoch [95][40/627] lr: 4.216e-01, eta: 1 day, 8:16:19, time: 1.062, data_time: 0.090, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5764, loss_cls: 3.0646, loss: 3.0646, grad_norm: 1.0490 2020-09-28 19:36:50,862 - mmaction - INFO - Epoch [95][60/627] lr: 4.216e-01, eta: 1 day, 8:15:58, time: 1.213, data_time: 0.114, memory: 8472, top1_acc: 0.3366, top5_acc: 0.5863, loss_cls: 3.0541, loss: 3.0541, grad_norm: 1.0651 2020-09-28 19:37:10,598 - mmaction - INFO - Epoch [95][80/627] lr: 4.216e-01, eta: 1 day, 8:15:30, time: 0.986, data_time: 0.003, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5954, loss_cls: 3.0054, loss: 3.0054, grad_norm: 1.0613 2020-09-28 19:37:32,631 - mmaction - INFO - Epoch [95][100/627] lr: 4.216e-01, eta: 1 day, 8:15:06, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5794, loss_cls: 3.0721, loss: 3.0721, grad_norm: 1.0906 2020-09-28 19:37:55,960 - mmaction - INFO - Epoch [95][120/627] lr: 4.216e-01, eta: 1 day, 8:14:44, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5788, loss_cls: 3.0799, loss: 3.0799, grad_norm: 1.0452 2020-09-28 19:38:17,904 - mmaction - INFO - Epoch [95][140/627] lr: 4.216e-01, eta: 1 day, 8:14:19, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3322, top5_acc: 0.5757, loss_cls: 3.0802, loss: 3.0802, grad_norm: 1.0658 2020-09-28 19:38:40,103 - mmaction - INFO - Epoch [95][160/627] lr: 4.216e-01, eta: 1 day, 8:13:55, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.3342, top5_acc: 0.5831, loss_cls: 3.0502, loss: 3.0502, grad_norm: 1.0608 2020-09-28 19:39:02,884 - mmaction - INFO - Epoch [95][180/627] lr: 4.216e-01, eta: 1 day, 8:13:32, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5794, loss_cls: 3.1073, loss: 3.1073, grad_norm: 1.0721 2020-09-28 19:39:24,054 - mmaction - INFO - Epoch [95][200/627] lr: 4.216e-01, eta: 1 day, 8:13:06, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3313, top5_acc: 0.5780, loss_cls: 3.0743, loss: 3.0743, grad_norm: 1.0544 2020-09-28 19:39:45,799 - mmaction - INFO - Epoch [95][220/627] lr: 4.216e-01, eta: 1 day, 8:12:41, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3397, top5_acc: 0.5940, loss_cls: 3.0285, loss: 3.0285, grad_norm: 1.0772 2020-09-28 19:40:08,084 - mmaction - INFO - Epoch [95][240/627] lr: 4.216e-01, eta: 1 day, 8:12:17, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5812, loss_cls: 3.0767, loss: 3.0767, grad_norm: 1.0851 2020-09-28 19:40:30,000 - mmaction - INFO - Epoch [95][260/627] lr: 4.216e-01, eta: 1 day, 8:11:53, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3306, top5_acc: 0.5755, loss_cls: 3.0939, loss: 3.0939, grad_norm: 1.0629 2020-09-28 19:40:53,611 - mmaction - INFO - Epoch [95][280/627] lr: 4.216e-01, eta: 1 day, 8:11:31, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.3333, top5_acc: 0.5829, loss_cls: 3.0467, loss: 3.0467, grad_norm: 1.0549 2020-09-28 19:41:15,145 - mmaction - INFO - Epoch [95][300/627] lr: 4.216e-01, eta: 1 day, 8:11:06, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.3223, top5_acc: 0.5762, loss_cls: 3.1111, loss: 3.1111, grad_norm: 1.0808 2020-09-28 19:41:37,183 - mmaction - INFO - Epoch [95][320/627] lr: 4.216e-01, eta: 1 day, 8:10:42, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5771, loss_cls: 3.1144, loss: 3.1144, grad_norm: 1.0601 2020-09-28 19:41:59,054 - mmaction - INFO - Epoch [95][340/627] lr: 4.216e-01, eta: 1 day, 8:10:17, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5751, loss_cls: 3.0981, loss: 3.0981, grad_norm: 1.0639 2020-09-28 19:42:20,850 - mmaction - INFO - Epoch [95][360/627] lr: 4.216e-01, eta: 1 day, 8:09:52, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5785, loss_cls: 3.0982, loss: 3.0982, grad_norm: 1.0719 2020-09-28 19:42:42,831 - mmaction - INFO - Epoch [95][380/627] lr: 4.216e-01, eta: 1 day, 8:09:28, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5846, loss_cls: 3.0521, loss: 3.0521, grad_norm: 1.0749 2020-09-28 19:43:05,695 - mmaction - INFO - Epoch [95][400/627] lr: 4.216e-01, eta: 1 day, 8:09:05, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3333, top5_acc: 0.5792, loss_cls: 3.0883, loss: 3.0883, grad_norm: 1.0549 2020-09-28 19:43:28,697 - mmaction - INFO - Epoch [95][420/627] lr: 4.216e-01, eta: 1 day, 8:08:42, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.3164, top5_acc: 0.5727, loss_cls: 3.1301, loss: 3.1301, grad_norm: 1.0591 2020-09-28 19:43:49,204 - mmaction - INFO - Epoch [95][440/627] lr: 4.216e-01, eta: 1 day, 8:08:15, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.3355, top5_acc: 0.5789, loss_cls: 3.0658, loss: 3.0658, grad_norm: 1.0584 2020-09-28 19:44:11,980 - mmaction - INFO - Epoch [95][460/627] lr: 4.216e-01, eta: 1 day, 8:07:52, time: 1.140, data_time: 0.005, memory: 8472, top1_acc: 0.3294, top5_acc: 0.5832, loss_cls: 3.0989, loss: 3.0989, grad_norm: 1.0585 2020-09-28 19:44:34,015 - mmaction - INFO - Epoch [95][480/627] lr: 4.216e-01, eta: 1 day, 8:07:28, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5852, loss_cls: 3.0901, loss: 3.0901, grad_norm: 1.0541 2020-09-28 19:44:54,770 - mmaction - INFO - Epoch [95][500/627] lr: 4.216e-01, eta: 1 day, 8:07:01, time: 1.039, data_time: 0.005, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5764, loss_cls: 3.0847, loss: 3.0847, grad_norm: 1.0785 2020-09-28 19:45:17,242 - mmaction - INFO - Epoch [95][520/627] lr: 4.216e-01, eta: 1 day, 8:06:38, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3187, top5_acc: 0.5678, loss_cls: 3.1489, loss: 3.1489, grad_norm: 1.0616 2020-09-28 19:45:40,233 - mmaction - INFO - Epoch [95][540/627] lr: 4.216e-01, eta: 1 day, 8:06:15, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.3281, top5_acc: 0.5826, loss_cls: 3.0893, loss: 3.0893, grad_norm: 1.0528 2020-09-28 19:46:01,987 - mmaction - INFO - Epoch [95][560/627] lr: 4.216e-01, eta: 1 day, 8:05:50, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5927, loss_cls: 3.0178, loss: 3.0178, grad_norm: 1.0453 2020-09-28 19:46:24,144 - mmaction - INFO - Epoch [95][580/627] lr: 4.216e-01, eta: 1 day, 8:05:26, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.3309, top5_acc: 0.5816, loss_cls: 3.0786, loss: 3.0786, grad_norm: 1.0727 2020-09-28 19:46:46,142 - mmaction - INFO - Epoch [95][600/627] lr: 4.216e-01, eta: 1 day, 8:05:02, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3264, top5_acc: 0.5755, loss_cls: 3.0908, loss: 3.0908, grad_norm: 1.0655 2020-09-28 19:47:08,002 - mmaction - INFO - Epoch [95][620/627] lr: 4.216e-01, eta: 1 day, 8:04:37, time: 1.093, data_time: 0.005, memory: 8472, top1_acc: 0.3212, top5_acc: 0.5773, loss_cls: 3.1349, loss: 3.1349, grad_norm: 1.0636 2020-09-28 19:48:35,085 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 19:48:35,754 - mmaction - INFO - top1_acc 0.3460 top5_acc 0.6150 2020-09-28 19:48:35,754 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 19:48:35,801 - mmaction - INFO - mean_acc 0.3458 2020-09-28 19:48:35,809 - mmaction - INFO - Epoch(val) [95][627] top1_acc: 0.3460, top5_acc: 0.6150, mean_class_accuracy: 0.3458 2020-09-28 19:49:25,993 - mmaction - INFO - Epoch [96][20/627] lr: 4.182e-01, eta: 1 day, 8:04:39, time: 2.506, data_time: 1.357, memory: 8472, top1_acc: 0.3221, top5_acc: 0.5786, loss_cls: 3.1275, loss: 3.1275, grad_norm: 1.0779 2020-09-28 19:49:47,839 - mmaction - INFO - Epoch [96][40/627] lr: 4.182e-01, eta: 1 day, 8:04:14, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3424, top5_acc: 0.5871, loss_cls: 3.0328, loss: 3.0328, grad_norm: 1.0325 2020-09-28 19:50:10,021 - mmaction - INFO - Epoch [96][60/627] lr: 4.182e-01, eta: 1 day, 8:03:50, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3467, top5_acc: 0.5928, loss_cls: 3.0122, loss: 3.0122, grad_norm: 1.0746 2020-09-28 19:50:32,092 - mmaction - INFO - Epoch [96][80/627] lr: 4.182e-01, eta: 1 day, 8:03:26, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3314, top5_acc: 0.5823, loss_cls: 3.0763, loss: 3.0763, grad_norm: 1.0565 2020-09-28 19:50:54,513 - mmaction - INFO - Epoch [96][100/627] lr: 4.182e-01, eta: 1 day, 8:03:02, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.3410, top5_acc: 0.5909, loss_cls: 3.0166, loss: 3.0166, grad_norm: 1.0612 2020-09-28 19:51:17,570 - mmaction - INFO - Epoch [96][120/627] lr: 4.182e-01, eta: 1 day, 8:02:40, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5824, loss_cls: 3.0724, loss: 3.0724, grad_norm: 1.0760 2020-09-28 19:51:39,063 - mmaction - INFO - Epoch [96][140/627] lr: 4.182e-01, eta: 1 day, 8:02:15, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3418, top5_acc: 0.5947, loss_cls: 3.0169, loss: 3.0169, grad_norm: 1.0671 2020-09-28 19:52:00,742 - mmaction - INFO - Epoch [96][160/627] lr: 4.182e-01, eta: 1 day, 8:01:50, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.3211, top5_acc: 0.5773, loss_cls: 3.1054, loss: 3.1054, grad_norm: 1.0636 2020-09-28 19:52:23,970 - mmaction - INFO - Epoch [96][180/627] lr: 4.182e-01, eta: 1 day, 8:01:27, time: 1.160, data_time: 0.001, memory: 8472, top1_acc: 0.3193, top5_acc: 0.5775, loss_cls: 3.0950, loss: 3.0950, grad_norm: 1.0731 2020-09-28 19:52:46,446 - mmaction - INFO - Epoch [96][200/627] lr: 4.182e-01, eta: 1 day, 8:01:04, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5786, loss_cls: 3.0799, loss: 3.0799, grad_norm: 1.0646 2020-09-28 19:53:07,634 - mmaction - INFO - Epoch [96][220/627] lr: 4.182e-01, eta: 1 day, 8:00:38, time: 1.058, data_time: 0.001, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5777, loss_cls: 3.0575, loss: 3.0575, grad_norm: 1.0523 2020-09-28 19:53:29,492 - mmaction - INFO - Epoch [96][240/627] lr: 4.182e-01, eta: 1 day, 8:00:14, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5837, loss_cls: 3.0482, loss: 3.0482, grad_norm: 1.0785 2020-09-28 19:53:52,024 - mmaction - INFO - Epoch [96][260/627] lr: 4.182e-01, eta: 1 day, 7:59:50, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3272, top5_acc: 0.5697, loss_cls: 3.1337, loss: 3.1337, grad_norm: 1.0559 2020-09-28 19:54:14,006 - mmaction - INFO - Epoch [96][280/627] lr: 4.182e-01, eta: 1 day, 7:59:26, time: 1.101, data_time: 0.005, memory: 8472, top1_acc: 0.3260, top5_acc: 0.5733, loss_cls: 3.1167, loss: 3.1167, grad_norm: 1.0639 2020-09-28 19:54:35,924 - mmaction - INFO - Epoch [96][300/627] lr: 4.182e-01, eta: 1 day, 7:59:01, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3345, top5_acc: 0.5862, loss_cls: 3.0467, loss: 3.0467, grad_norm: 1.0477 2020-09-28 19:54:57,720 - mmaction - INFO - Epoch [96][320/627] lr: 4.182e-01, eta: 1 day, 7:58:37, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5729, loss_cls: 3.1059, loss: 3.1059, grad_norm: 1.0538 2020-09-28 19:55:19,514 - mmaction - INFO - Epoch [96][340/627] lr: 4.182e-01, eta: 1 day, 7:58:12, time: 1.089, data_time: 0.001, memory: 8472, top1_acc: 0.3260, top5_acc: 0.5793, loss_cls: 3.0995, loss: 3.0995, grad_norm: 1.0602 2020-09-28 19:55:41,847 - mmaction - INFO - Epoch [96][360/627] lr: 4.182e-01, eta: 1 day, 7:57:48, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5839, loss_cls: 3.1109, loss: 3.1109, grad_norm: 1.0509 2020-09-28 19:56:04,106 - mmaction - INFO - Epoch [96][380/627] lr: 4.182e-01, eta: 1 day, 7:57:24, time: 1.112, data_time: 0.001, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5866, loss_cls: 3.0561, loss: 3.0561, grad_norm: 1.0799 2020-09-28 19:56:25,604 - mmaction - INFO - Epoch [96][400/627] lr: 4.182e-01, eta: 1 day, 7:56:59, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5891, loss_cls: 3.0328, loss: 3.0328, grad_norm: 1.0637 2020-09-28 19:56:47,313 - mmaction - INFO - Epoch [96][420/627] lr: 4.182e-01, eta: 1 day, 7:56:34, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3288, top5_acc: 0.5814, loss_cls: 3.0750, loss: 3.0750, grad_norm: 1.0603 2020-09-28 19:57:10,179 - mmaction - INFO - Epoch [96][440/627] lr: 4.182e-01, eta: 1 day, 7:56:11, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5763, loss_cls: 3.1153, loss: 3.1153, grad_norm: 1.0817 2020-09-28 19:57:31,901 - mmaction - INFO - Epoch [96][460/627] lr: 4.182e-01, eta: 1 day, 7:55:46, time: 1.087, data_time: 0.130, memory: 8472, top1_acc: 0.3270, top5_acc: 0.5784, loss_cls: 3.1012, loss: 3.1012, grad_norm: 1.0608 2020-09-28 19:57:53,539 - mmaction - INFO - Epoch [96][480/627] lr: 4.182e-01, eta: 1 day, 7:55:21, time: 1.082, data_time: 0.011, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5845, loss_cls: 3.0606, loss: 3.0606, grad_norm: 1.0550 2020-09-28 19:58:16,253 - mmaction - INFO - Epoch [96][500/627] lr: 4.182e-01, eta: 1 day, 7:54:58, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3285, top5_acc: 0.5809, loss_cls: 3.0628, loss: 3.0628, grad_norm: 1.0572 2020-09-28 19:58:37,644 - mmaction - INFO - Epoch [96][520/627] lr: 4.182e-01, eta: 1 day, 7:54:33, time: 1.072, data_time: 0.004, memory: 8472, top1_acc: 0.3319, top5_acc: 0.5827, loss_cls: 3.0754, loss: 3.0754, grad_norm: 1.0680 2020-09-28 19:59:00,689 - mmaction - INFO - Epoch [96][540/627] lr: 4.182e-01, eta: 1 day, 7:54:10, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5750, loss_cls: 3.0877, loss: 3.0877, grad_norm: 1.0492 2020-09-28 19:59:22,188 - mmaction - INFO - Epoch [96][560/627] lr: 4.182e-01, eta: 1 day, 7:53:45, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3332, top5_acc: 0.5861, loss_cls: 3.0618, loss: 3.0618, grad_norm: 1.0810 2020-09-28 19:59:44,122 - mmaction - INFO - Epoch [96][580/627] lr: 4.182e-01, eta: 1 day, 7:53:21, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.3307, top5_acc: 0.5771, loss_cls: 3.0774, loss: 3.0774, grad_norm: 1.0642 2020-09-28 20:00:07,000 - mmaction - INFO - Epoch [96][600/627] lr: 4.182e-01, eta: 1 day, 7:52:58, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.3225, top5_acc: 0.5775, loss_cls: 3.0933, loss: 3.0933, grad_norm: 1.0675 2020-09-28 20:00:29,119 - mmaction - INFO - Epoch [96][620/627] lr: 4.182e-01, eta: 1 day, 7:52:34, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5908, loss_cls: 3.0361, loss: 3.0361, grad_norm: 1.0662 2020-09-28 20:00:37,168 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-09-28 20:01:31,957 - mmaction - INFO - Epoch [97][20/627] lr: 4.148e-01, eta: 1 day, 7:52:42, time: 2.719, data_time: 1.425, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5788, loss_cls: 3.0816, loss: 3.0816, grad_norm: 1.0791 2020-09-28 20:01:53,815 - mmaction - INFO - Epoch [97][40/627] lr: 4.148e-01, eta: 1 day, 7:52:17, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3374, top5_acc: 0.5921, loss_cls: 3.0171, loss: 3.0171, grad_norm: 1.0542 2020-09-28 20:02:16,311 - mmaction - INFO - Epoch [97][60/627] lr: 4.148e-01, eta: 1 day, 7:51:54, time: 1.125, data_time: 0.001, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5837, loss_cls: 3.0590, loss: 3.0590, grad_norm: 1.0963 2020-09-28 20:02:38,192 - mmaction - INFO - Epoch [97][80/627] lr: 4.148e-01, eta: 1 day, 7:51:29, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5902, loss_cls: 3.0458, loss: 3.0458, grad_norm: 1.0771 2020-09-28 20:03:00,971 - mmaction - INFO - Epoch [97][100/627] lr: 4.148e-01, eta: 1 day, 7:51:06, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.3337, top5_acc: 0.5893, loss_cls: 3.0618, loss: 3.0618, grad_norm: 1.0652 2020-09-28 20:03:22,974 - mmaction - INFO - Epoch [97][120/627] lr: 4.148e-01, eta: 1 day, 7:50:42, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.3329, top5_acc: 0.5781, loss_cls: 3.0739, loss: 3.0739, grad_norm: 1.0618 2020-09-28 20:03:45,064 - mmaction - INFO - Epoch [97][140/627] lr: 4.148e-01, eta: 1 day, 7:50:17, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3376, top5_acc: 0.5892, loss_cls: 3.0398, loss: 3.0398, grad_norm: 1.0797 2020-09-28 20:04:07,119 - mmaction - INFO - Epoch [97][160/627] lr: 4.148e-01, eta: 1 day, 7:49:53, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.3349, top5_acc: 0.5871, loss_cls: 3.0575, loss: 3.0575, grad_norm: 1.0593 2020-09-28 20:04:29,302 - mmaction - INFO - Epoch [97][180/627] lr: 4.148e-01, eta: 1 day, 7:49:29, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3340, top5_acc: 0.5883, loss_cls: 3.0287, loss: 3.0287, grad_norm: 1.0550 2020-09-28 20:04:52,059 - mmaction - INFO - Epoch [97][200/627] lr: 4.148e-01, eta: 1 day, 7:49:06, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3294, top5_acc: 0.5816, loss_cls: 3.0825, loss: 3.0825, grad_norm: 1.0804 2020-09-28 20:05:14,472 - mmaction - INFO - Epoch [97][220/627] lr: 4.148e-01, eta: 1 day, 7:48:42, time: 1.120, data_time: 0.026, memory: 8472, top1_acc: 0.3283, top5_acc: 0.5677, loss_cls: 3.1062, loss: 3.1062, grad_norm: 1.0634 2020-09-28 20:05:36,804 - mmaction - INFO - Epoch [97][240/627] lr: 4.148e-01, eta: 1 day, 7:48:19, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3340, top5_acc: 0.5785, loss_cls: 3.0742, loss: 3.0742, grad_norm: 1.0489 2020-09-28 20:05:58,364 - mmaction - INFO - Epoch [97][260/627] lr: 4.148e-01, eta: 1 day, 7:47:54, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5777, loss_cls: 3.1081, loss: 3.1081, grad_norm: 1.0692 2020-09-28 20:06:20,307 - mmaction - INFO - Epoch [97][280/627] lr: 4.148e-01, eta: 1 day, 7:47:29, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5707, loss_cls: 3.1033, loss: 3.1033, grad_norm: 1.0680 2020-09-28 20:06:43,117 - mmaction - INFO - Epoch [97][300/627] lr: 4.148e-01, eta: 1 day, 7:47:06, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5934, loss_cls: 3.0204, loss: 3.0204, grad_norm: 1.0398 2020-09-28 20:07:05,101 - mmaction - INFO - Epoch [97][320/627] lr: 4.148e-01, eta: 1 day, 7:46:42, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3253, top5_acc: 0.5772, loss_cls: 3.1067, loss: 3.1067, grad_norm: 1.0943 2020-09-28 20:07:27,423 - mmaction - INFO - Epoch [97][340/627] lr: 4.148e-01, eta: 1 day, 7:46:18, time: 1.118, data_time: 0.005, memory: 8472, top1_acc: 0.3242, top5_acc: 0.5885, loss_cls: 3.0897, loss: 3.0897, grad_norm: 1.0716 2020-09-28 20:07:49,455 - mmaction - INFO - Epoch [97][360/627] lr: 4.148e-01, eta: 1 day, 7:45:54, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5878, loss_cls: 3.0322, loss: 3.0322, grad_norm: 1.0465 2020-09-28 20:08:12,400 - mmaction - INFO - Epoch [97][380/627] lr: 4.148e-01, eta: 1 day, 7:45:31, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3294, top5_acc: 0.5728, loss_cls: 3.1034, loss: 3.1034, grad_norm: 1.0801 2020-09-28 20:08:33,840 - mmaction - INFO - Epoch [97][400/627] lr: 4.148e-01, eta: 1 day, 7:45:06, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5786, loss_cls: 3.0885, loss: 3.0885, grad_norm: 1.0546 2020-09-28 20:08:55,829 - mmaction - INFO - Epoch [97][420/627] lr: 4.148e-01, eta: 1 day, 7:44:41, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5763, loss_cls: 3.0892, loss: 3.0892, grad_norm: 1.0533 2020-09-28 20:09:17,813 - mmaction - INFO - Epoch [97][440/627] lr: 4.148e-01, eta: 1 day, 7:44:17, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5846, loss_cls: 3.0556, loss: 3.0556, grad_norm: 1.0731 2020-09-28 20:09:39,794 - mmaction - INFO - Epoch [97][460/627] lr: 4.148e-01, eta: 1 day, 7:43:53, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5906, loss_cls: 3.0467, loss: 3.0467, grad_norm: 1.0518 2020-09-28 20:10:02,428 - mmaction - INFO - Epoch [97][480/627] lr: 4.148e-01, eta: 1 day, 7:43:29, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3339, top5_acc: 0.5858, loss_cls: 3.0545, loss: 3.0545, grad_norm: 1.0681 2020-09-28 20:10:23,742 - mmaction - INFO - Epoch [97][500/627] lr: 4.148e-01, eta: 1 day, 7:43:04, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.3323, top5_acc: 0.5855, loss_cls: 3.0511, loss: 3.0511, grad_norm: 1.0553 2020-09-28 20:10:46,445 - mmaction - INFO - Epoch [97][520/627] lr: 4.148e-01, eta: 1 day, 7:42:41, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5867, loss_cls: 3.0254, loss: 3.0254, grad_norm: 1.0636 2020-09-28 20:11:08,430 - mmaction - INFO - Epoch [97][540/627] lr: 4.148e-01, eta: 1 day, 7:42:16, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3396, top5_acc: 0.5789, loss_cls: 3.0831, loss: 3.0831, grad_norm: 1.0878 2020-09-28 20:11:31,700 - mmaction - INFO - Epoch [97][560/627] lr: 4.148e-01, eta: 1 day, 7:41:54, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.3397, top5_acc: 0.5797, loss_cls: 3.0684, loss: 3.0684, grad_norm: 1.0757 2020-09-28 20:11:53,556 - mmaction - INFO - Epoch [97][580/627] lr: 4.148e-01, eta: 1 day, 7:41:30, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3365, top5_acc: 0.5797, loss_cls: 3.0650, loss: 3.0650, grad_norm: 1.0804 2020-09-28 20:12:15,509 - mmaction - INFO - Epoch [97][600/627] lr: 4.148e-01, eta: 1 day, 7:41:05, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3258, top5_acc: 0.5819, loss_cls: 3.0612, loss: 3.0612, grad_norm: 1.0740 2020-09-28 20:12:37,016 - mmaction - INFO - Epoch [97][620/627] lr: 4.148e-01, eta: 1 day, 7:40:40, time: 1.074, data_time: 0.004, memory: 8472, top1_acc: 0.3189, top5_acc: 0.5673, loss_cls: 3.1263, loss: 3.1263, grad_norm: 1.0631 2020-09-28 20:13:35,770 - mmaction - INFO - Epoch [98][20/627] lr: 4.114e-01, eta: 1 day, 7:40:43, time: 2.577, data_time: 1.303, memory: 8472, top1_acc: 0.3227, top5_acc: 0.5711, loss_cls: 3.1221, loss: 3.1221, grad_norm: 1.0731 2020-09-28 20:13:59,034 - mmaction - INFO - Epoch [98][40/627] lr: 4.114e-01, eta: 1 day, 7:40:21, time: 1.163, data_time: 0.003, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5846, loss_cls: 3.0609, loss: 3.0609, grad_norm: 1.0702 2020-09-28 20:14:20,850 - mmaction - INFO - Epoch [98][60/627] lr: 4.114e-01, eta: 1 day, 7:39:56, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3341, top5_acc: 0.5784, loss_cls: 3.0809, loss: 3.0809, grad_norm: 1.0731 2020-09-28 20:14:42,803 - mmaction - INFO - Epoch [98][80/627] lr: 4.114e-01, eta: 1 day, 7:39:32, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3357, top5_acc: 0.5880, loss_cls: 3.0497, loss: 3.0497, grad_norm: 1.0673 2020-09-28 20:15:03,869 - mmaction - INFO - Epoch [98][100/627] lr: 4.114e-01, eta: 1 day, 7:39:06, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.3284, top5_acc: 0.5865, loss_cls: 3.0846, loss: 3.0846, grad_norm: 1.0853 2020-09-28 20:15:25,814 - mmaction - INFO - Epoch [98][120/627] lr: 4.114e-01, eta: 1 day, 7:38:41, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3385, top5_acc: 0.5844, loss_cls: 3.0386, loss: 3.0386, grad_norm: 1.0563 2020-09-28 20:15:48,419 - mmaction - INFO - Epoch [98][140/627] lr: 4.114e-01, eta: 1 day, 7:38:18, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.3279, top5_acc: 0.5697, loss_cls: 3.1142, loss: 3.1142, grad_norm: 1.0921 2020-09-28 20:16:10,557 - mmaction - INFO - Epoch [98][160/627] lr: 4.114e-01, eta: 1 day, 7:37:54, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5887, loss_cls: 3.0529, loss: 3.0529, grad_norm: 1.0682 2020-09-28 20:16:33,104 - mmaction - INFO - Epoch [98][180/627] lr: 4.114e-01, eta: 1 day, 7:37:31, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3233, top5_acc: 0.5749, loss_cls: 3.1061, loss: 3.1061, grad_norm: 1.0713 2020-09-28 20:16:55,509 - mmaction - INFO - Epoch [98][200/627] lr: 4.114e-01, eta: 1 day, 7:37:07, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.3329, top5_acc: 0.5796, loss_cls: 3.0633, loss: 3.0633, grad_norm: 1.0602 2020-09-28 20:17:18,072 - mmaction - INFO - Epoch [98][220/627] lr: 4.114e-01, eta: 1 day, 7:36:44, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5868, loss_cls: 3.0414, loss: 3.0414, grad_norm: 1.0661 2020-09-28 20:17:39,867 - mmaction - INFO - Epoch [98][240/627] lr: 4.114e-01, eta: 1 day, 7:36:19, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3303, top5_acc: 0.5858, loss_cls: 3.0706, loss: 3.0706, grad_norm: 1.0738 2020-09-28 20:18:01,961 - mmaction - INFO - Epoch [98][260/627] lr: 4.114e-01, eta: 1 day, 7:35:55, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.3388, top5_acc: 0.6004, loss_cls: 3.0364, loss: 3.0364, grad_norm: 1.0711 2020-09-28 20:18:24,468 - mmaction - INFO - Epoch [98][280/627] lr: 4.114e-01, eta: 1 day, 7:35:31, time: 1.125, data_time: 0.001, memory: 8472, top1_acc: 0.3368, top5_acc: 0.5849, loss_cls: 3.0503, loss: 3.0503, grad_norm: 1.0767 2020-09-28 20:18:45,910 - mmaction - INFO - Epoch [98][300/627] lr: 4.114e-01, eta: 1 day, 7:35:06, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.3238, top5_acc: 0.5845, loss_cls: 3.0856, loss: 3.0856, grad_norm: 1.0861 2020-09-28 20:19:08,134 - mmaction - INFO - Epoch [98][320/627] lr: 4.114e-01, eta: 1 day, 7:34:42, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3359, top5_acc: 0.5944, loss_cls: 3.0206, loss: 3.0206, grad_norm: 1.0651 2020-09-28 20:19:31,021 - mmaction - INFO - Epoch [98][340/627] lr: 4.114e-01, eta: 1 day, 7:34:19, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3288, top5_acc: 0.5764, loss_cls: 3.0849, loss: 3.0849, grad_norm: 1.0852 2020-09-28 20:19:53,132 - mmaction - INFO - Epoch [98][360/627] lr: 4.114e-01, eta: 1 day, 7:33:55, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5815, loss_cls: 3.0895, loss: 3.0895, grad_norm: 1.0694 2020-09-28 20:20:15,954 - mmaction - INFO - Epoch [98][380/627] lr: 4.114e-01, eta: 1 day, 7:33:32, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5798, loss_cls: 3.0977, loss: 3.0977, grad_norm: 1.0621 2020-09-28 20:20:37,077 - mmaction - INFO - Epoch [98][400/627] lr: 4.114e-01, eta: 1 day, 7:33:06, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5861, loss_cls: 3.0474, loss: 3.0474, grad_norm: 1.0636 2020-09-28 20:20:59,673 - mmaction - INFO - Epoch [98][420/627] lr: 4.114e-01, eta: 1 day, 7:32:43, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3279, top5_acc: 0.5801, loss_cls: 3.0932, loss: 3.0932, grad_norm: 1.0795 2020-09-28 20:21:20,985 - mmaction - INFO - Epoch [98][440/627] lr: 4.114e-01, eta: 1 day, 7:32:18, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.3266, top5_acc: 0.5776, loss_cls: 3.0835, loss: 3.0835, grad_norm: 1.0816 2020-09-28 20:21:43,660 - mmaction - INFO - Epoch [98][460/627] lr: 4.114e-01, eta: 1 day, 7:31:54, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.3341, top5_acc: 0.5871, loss_cls: 3.0647, loss: 3.0647, grad_norm: 1.0731 2020-09-28 20:22:06,066 - mmaction - INFO - Epoch [98][480/627] lr: 4.114e-01, eta: 1 day, 7:31:31, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5844, loss_cls: 3.0712, loss: 3.0712, grad_norm: 1.0751 2020-09-28 20:22:28,805 - mmaction - INFO - Epoch [98][500/627] lr: 4.114e-01, eta: 1 day, 7:31:08, time: 1.136, data_time: 0.001, memory: 8472, top1_acc: 0.3392, top5_acc: 0.5775, loss_cls: 3.0883, loss: 3.0883, grad_norm: 1.0485 2020-09-28 20:22:50,702 - mmaction - INFO - Epoch [98][520/627] lr: 4.114e-01, eta: 1 day, 7:30:43, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5895, loss_cls: 3.0308, loss: 3.0308, grad_norm: 1.0954 2020-09-28 20:23:13,021 - mmaction - INFO - Epoch [98][540/627] lr: 4.114e-01, eta: 1 day, 7:30:19, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5848, loss_cls: 3.0631, loss: 3.0631, grad_norm: 1.0706 2020-09-28 20:23:36,651 - mmaction - INFO - Epoch [98][560/627] lr: 4.114e-01, eta: 1 day, 7:29:58, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5641, loss_cls: 3.1345, loss: 3.1345, grad_norm: 1.0622 2020-09-28 20:23:57,887 - mmaction - INFO - Epoch [98][580/627] lr: 4.114e-01, eta: 1 day, 7:29:32, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3326, top5_acc: 0.5766, loss_cls: 3.0740, loss: 3.0740, grad_norm: 1.0794 2020-09-28 20:24:19,225 - mmaction - INFO - Epoch [98][600/627] lr: 4.114e-01, eta: 1 day, 7:29:07, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5875, loss_cls: 3.0370, loss: 3.0370, grad_norm: 1.0558 2020-09-28 20:24:41,666 - mmaction - INFO - Epoch [98][620/627] lr: 4.114e-01, eta: 1 day, 7:28:43, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5839, loss_cls: 3.0474, loss: 3.0474, grad_norm: 1.0757 2020-09-28 20:25:42,362 - mmaction - INFO - Epoch [99][20/627] lr: 4.080e-01, eta: 1 day, 7:28:49, time: 2.677, data_time: 1.454, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5828, loss_cls: 3.0765, loss: 3.0765, grad_norm: 1.0835 2020-09-28 20:26:04,597 - mmaction - INFO - Epoch [99][40/627] lr: 4.080e-01, eta: 1 day, 7:28:25, time: 1.114, data_time: 0.005, memory: 8472, top1_acc: 0.3340, top5_acc: 0.5797, loss_cls: 3.0291, loss: 3.0291, grad_norm: 1.0674 2020-09-28 20:26:26,196 - mmaction - INFO - Epoch [99][60/627] lr: 4.080e-01, eta: 1 day, 7:28:00, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3467, top5_acc: 0.5970, loss_cls: 2.9996, loss: 2.9996, grad_norm: 1.0889 2020-09-28 20:26:49,029 - mmaction - INFO - Epoch [99][80/627] lr: 4.080e-01, eta: 1 day, 7:27:37, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5837, loss_cls: 3.0504, loss: 3.0504, grad_norm: 1.0772 2020-09-28 20:27:10,694 - mmaction - INFO - Epoch [99][100/627] lr: 4.080e-01, eta: 1 day, 7:27:12, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3445, top5_acc: 0.5893, loss_cls: 3.0168, loss: 3.0168, grad_norm: 1.0917 2020-09-28 20:27:33,265 - mmaction - INFO - Epoch [99][120/627] lr: 4.080e-01, eta: 1 day, 7:26:49, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.3395, top5_acc: 0.5828, loss_cls: 3.0729, loss: 3.0729, grad_norm: 1.0767 2020-09-28 20:27:54,783 - mmaction - INFO - Epoch [99][140/627] lr: 4.080e-01, eta: 1 day, 7:26:24, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5923, loss_cls: 3.0537, loss: 3.0537, grad_norm: 1.0709 2020-09-28 20:28:16,681 - mmaction - INFO - Epoch [99][160/627] lr: 4.080e-01, eta: 1 day, 7:25:59, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5837, loss_cls: 3.0711, loss: 3.0711, grad_norm: 1.0891 2020-09-28 20:28:39,192 - mmaction - INFO - Epoch [99][180/627] lr: 4.080e-01, eta: 1 day, 7:25:36, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3296, top5_acc: 0.5745, loss_cls: 3.0667, loss: 3.0667, grad_norm: 1.0726 2020-09-28 20:29:00,318 - mmaction - INFO - Epoch [99][200/627] lr: 4.080e-01, eta: 1 day, 7:25:10, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3277, top5_acc: 0.5842, loss_cls: 3.0680, loss: 3.0680, grad_norm: 1.0873 2020-09-28 20:29:23,522 - mmaction - INFO - Epoch [99][220/627] lr: 4.080e-01, eta: 1 day, 7:24:48, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3345, top5_acc: 0.5829, loss_cls: 3.0606, loss: 3.0606, grad_norm: 1.0738 2020-09-28 20:29:45,097 - mmaction - INFO - Epoch [99][240/627] lr: 4.080e-01, eta: 1 day, 7:24:23, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.3327, top5_acc: 0.5850, loss_cls: 3.0383, loss: 3.0383, grad_norm: 1.0731 2020-09-28 20:30:07,698 - mmaction - INFO - Epoch [99][260/627] lr: 4.080e-01, eta: 1 day, 7:23:59, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.3415, top5_acc: 0.5927, loss_cls: 3.0226, loss: 3.0226, grad_norm: 1.0588 2020-09-28 20:30:29,943 - mmaction - INFO - Epoch [99][280/627] lr: 4.080e-01, eta: 1 day, 7:23:36, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3345, top5_acc: 0.5878, loss_cls: 3.0185, loss: 3.0185, grad_norm: 1.0722 2020-09-28 20:30:52,140 - mmaction - INFO - Epoch [99][300/627] lr: 4.080e-01, eta: 1 day, 7:23:12, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5815, loss_cls: 3.0542, loss: 3.0542, grad_norm: 1.0833 2020-09-28 20:31:14,247 - mmaction - INFO - Epoch [99][320/627] lr: 4.080e-01, eta: 1 day, 7:22:47, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5820, loss_cls: 3.0794, loss: 3.0794, grad_norm: 1.0844 2020-09-28 20:31:37,906 - mmaction - INFO - Epoch [99][340/627] lr: 4.080e-01, eta: 1 day, 7:22:26, time: 1.181, data_time: 0.002, memory: 8472, top1_acc: 0.3284, top5_acc: 0.5865, loss_cls: 3.0753, loss: 3.0753, grad_norm: 1.0723 2020-09-28 20:31:59,145 - mmaction - INFO - Epoch [99][360/627] lr: 4.080e-01, eta: 1 day, 7:22:00, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3376, top5_acc: 0.5865, loss_cls: 3.0585, loss: 3.0585, grad_norm: 1.0725 2020-09-28 20:32:20,855 - mmaction - INFO - Epoch [99][380/627] lr: 4.080e-01, eta: 1 day, 7:21:36, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.3257, top5_acc: 0.5784, loss_cls: 3.1003, loss: 3.1003, grad_norm: 1.0941 2020-09-28 20:32:42,777 - mmaction - INFO - Epoch [99][400/627] lr: 4.080e-01, eta: 1 day, 7:21:11, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.3288, top5_acc: 0.5785, loss_cls: 3.1040, loss: 3.1040, grad_norm: 1.0622 2020-09-28 20:33:05,710 - mmaction - INFO - Epoch [99][420/627] lr: 4.080e-01, eta: 1 day, 7:20:48, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5859, loss_cls: 3.0553, loss: 3.0553, grad_norm: 1.0680 2020-09-28 20:33:27,351 - mmaction - INFO - Epoch [99][440/627] lr: 4.080e-01, eta: 1 day, 7:20:24, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.3294, top5_acc: 0.5741, loss_cls: 3.0928, loss: 3.0928, grad_norm: 1.0960 2020-09-28 20:33:49,112 - mmaction - INFO - Epoch [99][460/627] lr: 4.080e-01, eta: 1 day, 7:19:59, time: 1.087, data_time: 0.009, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5823, loss_cls: 3.0676, loss: 3.0676, grad_norm: 1.0871 2020-09-28 20:34:11,351 - mmaction - INFO - Epoch [99][480/627] lr: 4.080e-01, eta: 1 day, 7:19:35, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3273, top5_acc: 0.5827, loss_cls: 3.0776, loss: 3.0776, grad_norm: 1.0938 2020-09-28 20:34:33,646 - mmaction - INFO - Epoch [99][500/627] lr: 4.080e-01, eta: 1 day, 7:19:11, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3201, top5_acc: 0.5645, loss_cls: 3.1486, loss: 3.1486, grad_norm: 1.0566 2020-09-28 20:34:55,841 - mmaction - INFO - Epoch [99][520/627] lr: 4.080e-01, eta: 1 day, 7:18:47, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3289, top5_acc: 0.5747, loss_cls: 3.0718, loss: 3.0718, grad_norm: 1.0565 2020-09-28 20:35:17,534 - mmaction - INFO - Epoch [99][540/627] lr: 4.080e-01, eta: 1 day, 7:18:22, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.3307, top5_acc: 0.5857, loss_cls: 3.0538, loss: 3.0538, grad_norm: 1.0692 2020-09-28 20:35:40,249 - mmaction - INFO - Epoch [99][560/627] lr: 4.080e-01, eta: 1 day, 7:17:59, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5822, loss_cls: 3.0490, loss: 3.0490, grad_norm: 1.0757 2020-09-28 20:36:01,247 - mmaction - INFO - Epoch [99][580/627] lr: 4.080e-01, eta: 1 day, 7:17:33, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.3332, top5_acc: 0.5805, loss_cls: 3.0763, loss: 3.0763, grad_norm: 1.0724 2020-09-28 20:36:23,533 - mmaction - INFO - Epoch [99][600/627] lr: 4.080e-01, eta: 1 day, 7:17:10, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5755, loss_cls: 3.0849, loss: 3.0849, grad_norm: 1.0813 2020-09-28 20:36:46,635 - mmaction - INFO - Epoch [99][620/627] lr: 4.080e-01, eta: 1 day, 7:16:47, time: 1.155, data_time: 0.005, memory: 8472, top1_acc: 0.3307, top5_acc: 0.5828, loss_cls: 3.0730, loss: 3.0730, grad_norm: 1.0969 2020-09-28 20:37:46,993 - mmaction - INFO - Epoch [100][20/627] lr: 4.045e-01, eta: 1 day, 7:16:52, time: 2.673, data_time: 1.471, memory: 8472, top1_acc: 0.3195, top5_acc: 0.5737, loss_cls: 3.1140, loss: 3.1140, grad_norm: 1.0893 2020-09-28 20:38:09,567 - mmaction - INFO - Epoch [100][40/627] lr: 4.045e-01, eta: 1 day, 7:16:29, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5927, loss_cls: 3.0350, loss: 3.0350, grad_norm: 1.0765 2020-09-28 20:38:31,653 - mmaction - INFO - Epoch [100][60/627] lr: 4.045e-01, eta: 1 day, 7:16:04, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3342, top5_acc: 0.5828, loss_cls: 3.0423, loss: 3.0423, grad_norm: 1.0629 2020-09-28 20:38:54,262 - mmaction - INFO - Epoch [100][80/627] lr: 4.045e-01, eta: 1 day, 7:15:41, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3371, top5_acc: 0.5846, loss_cls: 3.0461, loss: 3.0461, grad_norm: 1.0956 2020-09-28 20:39:17,300 - mmaction - INFO - Epoch [100][100/627] lr: 4.045e-01, eta: 1 day, 7:15:18, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5917, loss_cls: 3.0139, loss: 3.0139, grad_norm: 1.0659 2020-09-28 20:39:40,248 - mmaction - INFO - Epoch [100][120/627] lr: 4.045e-01, eta: 1 day, 7:14:56, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5974, loss_cls: 3.0048, loss: 3.0048, grad_norm: 1.0766 2020-09-28 20:40:03,574 - mmaction - INFO - Epoch [100][140/627] lr: 4.045e-01, eta: 1 day, 7:14:34, time: 1.165, data_time: 0.001, memory: 8472, top1_acc: 0.3302, top5_acc: 0.5766, loss_cls: 3.1021, loss: 3.1021, grad_norm: 1.0819 2020-09-28 20:40:26,687 - mmaction - INFO - Epoch [100][160/627] lr: 4.045e-01, eta: 1 day, 7:14:11, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5930, loss_cls: 3.0320, loss: 3.0320, grad_norm: 1.0859 2020-09-28 20:40:46,690 - mmaction - INFO - Epoch [100][180/627] lr: 4.045e-01, eta: 1 day, 7:13:44, time: 1.000, data_time: 0.002, memory: 8472, top1_acc: 0.3368, top5_acc: 0.5785, loss_cls: 3.0776, loss: 3.0776, grad_norm: 1.0809 2020-09-28 20:41:10,573 - mmaction - INFO - Epoch [100][200/627] lr: 4.045e-01, eta: 1 day, 7:13:22, time: 1.195, data_time: 0.002, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5832, loss_cls: 3.0619, loss: 3.0619, grad_norm: 1.0833 2020-09-28 20:41:32,560 - mmaction - INFO - Epoch [100][220/627] lr: 4.045e-01, eta: 1 day, 7:12:58, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3339, top5_acc: 0.5870, loss_cls: 3.0710, loss: 3.0710, grad_norm: 1.1029 2020-09-28 20:41:55,707 - mmaction - INFO - Epoch [100][240/627] lr: 4.045e-01, eta: 1 day, 7:12:35, time: 1.158, data_time: 0.003, memory: 8472, top1_acc: 0.3249, top5_acc: 0.5681, loss_cls: 3.1373, loss: 3.1373, grad_norm: 1.0750 2020-09-28 20:42:17,416 - mmaction - INFO - Epoch [100][260/627] lr: 4.045e-01, eta: 1 day, 7:12:11, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3302, top5_acc: 0.5862, loss_cls: 3.0783, loss: 3.0783, grad_norm: 1.0727 2020-09-28 20:42:38,716 - mmaction - INFO - Epoch [100][280/627] lr: 4.045e-01, eta: 1 day, 7:11:45, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3314, top5_acc: 0.5846, loss_cls: 3.0696, loss: 3.0696, grad_norm: 1.0722 2020-09-28 20:43:00,634 - mmaction - INFO - Epoch [100][300/627] lr: 4.045e-01, eta: 1 day, 7:11:21, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3323, top5_acc: 0.5855, loss_cls: 3.0608, loss: 3.0608, grad_norm: 1.0773 2020-09-28 20:43:22,212 - mmaction - INFO - Epoch [100][320/627] lr: 4.045e-01, eta: 1 day, 7:10:56, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5833, loss_cls: 3.0531, loss: 3.0531, grad_norm: 1.0743 2020-09-28 20:43:44,509 - mmaction - INFO - Epoch [100][340/627] lr: 4.045e-01, eta: 1 day, 7:10:32, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3387, top5_acc: 0.5928, loss_cls: 3.0441, loss: 3.0441, grad_norm: 1.0801 2020-09-28 20:44:06,794 - mmaction - INFO - Epoch [100][360/627] lr: 4.045e-01, eta: 1 day, 7:10:08, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5846, loss_cls: 3.0486, loss: 3.0486, grad_norm: 1.1011 2020-09-28 20:44:29,139 - mmaction - INFO - Epoch [100][380/627] lr: 4.045e-01, eta: 1 day, 7:09:45, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3275, top5_acc: 0.5766, loss_cls: 3.1010, loss: 3.1010, grad_norm: 1.0867 2020-09-28 20:44:52,169 - mmaction - INFO - Epoch [100][400/627] lr: 4.045e-01, eta: 1 day, 7:09:22, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5831, loss_cls: 3.0611, loss: 3.0611, grad_norm: 1.0746 2020-09-28 20:45:12,957 - mmaction - INFO - Epoch [100][420/627] lr: 4.045e-01, eta: 1 day, 7:08:56, time: 1.040, data_time: 0.003, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5742, loss_cls: 3.0804, loss: 3.0804, grad_norm: 1.0800 2020-09-28 20:45:35,248 - mmaction - INFO - Epoch [100][440/627] lr: 4.045e-01, eta: 1 day, 7:08:32, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5940, loss_cls: 3.0264, loss: 3.0264, grad_norm: 1.0749 2020-09-28 20:45:57,354 - mmaction - INFO - Epoch [100][460/627] lr: 4.045e-01, eta: 1 day, 7:08:08, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3266, top5_acc: 0.5773, loss_cls: 3.0897, loss: 3.0897, grad_norm: 1.0749 2020-09-28 20:46:20,485 - mmaction - INFO - Epoch [100][480/627] lr: 4.045e-01, eta: 1 day, 7:07:45, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3312, top5_acc: 0.5784, loss_cls: 3.1009, loss: 3.1009, grad_norm: 1.0621 2020-09-28 20:46:41,519 - mmaction - INFO - Epoch [100][500/627] lr: 4.045e-01, eta: 1 day, 7:07:20, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.3353, top5_acc: 0.5827, loss_cls: 3.0587, loss: 3.0587, grad_norm: 1.0977 2020-09-28 20:47:03,500 - mmaction - INFO - Epoch [100][520/627] lr: 4.045e-01, eta: 1 day, 7:06:55, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3436, top5_acc: 0.5883, loss_cls: 3.0301, loss: 3.0301, grad_norm: 1.0862 2020-09-28 20:47:25,269 - mmaction - INFO - Epoch [100][540/627] lr: 4.045e-01, eta: 1 day, 7:06:31, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3395, top5_acc: 0.5789, loss_cls: 3.0856, loss: 3.0856, grad_norm: 1.0833 2020-09-28 20:47:47,584 - mmaction - INFO - Epoch [100][560/627] lr: 4.045e-01, eta: 1 day, 7:06:07, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5866, loss_cls: 3.0665, loss: 3.0665, grad_norm: 1.0692 2020-09-28 20:48:10,772 - mmaction - INFO - Epoch [100][580/627] lr: 4.045e-01, eta: 1 day, 7:05:45, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5835, loss_cls: 3.0733, loss: 3.0733, grad_norm: 1.0568 2020-09-28 20:48:31,898 - mmaction - INFO - Epoch [100][600/627] lr: 4.045e-01, eta: 1 day, 7:05:19, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.3375, top5_acc: 0.5987, loss_cls: 3.0172, loss: 3.0172, grad_norm: 1.0947 2020-09-28 20:48:53,896 - mmaction - INFO - Epoch [100][620/627] lr: 4.045e-01, eta: 1 day, 7:04:55, time: 1.101, data_time: 0.005, memory: 8472, top1_acc: 0.3378, top5_acc: 0.5875, loss_cls: 3.0549, loss: 3.0549, grad_norm: 1.0928 2020-09-28 20:49:01,460 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-09-28 20:50:21,753 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 20:50:22,425 - mmaction - INFO - top1_acc 0.3538 top5_acc 0.6267 2020-09-28 20:50:22,425 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 20:50:22,471 - mmaction - INFO - mean_acc 0.3537 2020-09-28 20:50:22,471 - mmaction - INFO - Now best checkpoint is epoch_100.pth 2020-09-28 20:50:22,484 - mmaction - INFO - Epoch(val) [100][627] top1_acc: 0.3538, top5_acc: 0.6267, mean_class_accuracy: 0.3537 2020-09-28 20:51:13,008 - mmaction - INFO - Epoch [101][20/627] lr: 4.011e-01, eta: 1 day, 7:04:54, time: 2.523, data_time: 1.377, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5867, loss_cls: 3.0492, loss: 3.0492, grad_norm: 1.0723 2020-09-28 20:51:34,923 - mmaction - INFO - Epoch [101][40/627] lr: 4.011e-01, eta: 1 day, 7:04:30, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5841, loss_cls: 3.0496, loss: 3.0496, grad_norm: 1.0917 2020-09-28 20:51:57,759 - mmaction - INFO - Epoch [101][60/627] lr: 4.011e-01, eta: 1 day, 7:04:07, time: 1.142, data_time: 0.015, memory: 8472, top1_acc: 0.3516, top5_acc: 0.6023, loss_cls: 2.9726, loss: 2.9726, grad_norm: 1.0823 2020-09-28 20:52:19,010 - mmaction - INFO - Epoch [101][80/627] lr: 4.011e-01, eta: 1 day, 7:03:42, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5811, loss_cls: 3.0634, loss: 3.0634, grad_norm: 1.0980 2020-09-28 20:52:41,199 - mmaction - INFO - Epoch [101][100/627] lr: 4.011e-01, eta: 1 day, 7:03:18, time: 1.110, data_time: 0.030, memory: 8472, top1_acc: 0.3267, top5_acc: 0.5842, loss_cls: 3.0684, loss: 3.0684, grad_norm: 1.0823 2020-09-28 20:53:04,450 - mmaction - INFO - Epoch [101][120/627] lr: 4.011e-01, eta: 1 day, 7:02:55, time: 1.163, data_time: 0.164, memory: 8472, top1_acc: 0.3400, top5_acc: 0.5945, loss_cls: 3.0235, loss: 3.0235, grad_norm: 1.0831 2020-09-28 20:53:25,336 - mmaction - INFO - Epoch [101][140/627] lr: 4.011e-01, eta: 1 day, 7:02:29, time: 1.044, data_time: 0.078, memory: 8472, top1_acc: 0.3436, top5_acc: 0.5970, loss_cls: 3.0019, loss: 3.0019, grad_norm: 1.0800 2020-09-28 20:53:47,824 - mmaction - INFO - Epoch [101][160/627] lr: 4.011e-01, eta: 1 day, 7:02:06, time: 1.126, data_time: 0.141, memory: 8472, top1_acc: 0.3318, top5_acc: 0.5743, loss_cls: 3.0755, loss: 3.0755, grad_norm: 1.0794 2020-09-28 20:54:09,344 - mmaction - INFO - Epoch [101][180/627] lr: 4.011e-01, eta: 1 day, 7:01:41, time: 1.075, data_time: 0.090, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5934, loss_cls: 3.0527, loss: 3.0527, grad_norm: 1.0707 2020-09-28 20:54:30,970 - mmaction - INFO - Epoch [101][200/627] lr: 4.011e-01, eta: 1 day, 7:01:16, time: 1.080, data_time: 0.037, memory: 8472, top1_acc: 0.3417, top5_acc: 0.5923, loss_cls: 3.0044, loss: 3.0044, grad_norm: 1.0629 2020-09-28 20:54:53,120 - mmaction - INFO - Epoch [101][220/627] lr: 4.011e-01, eta: 1 day, 7:00:52, time: 1.108, data_time: 0.039, memory: 8472, top1_acc: 0.3461, top5_acc: 0.5926, loss_cls: 3.0066, loss: 3.0066, grad_norm: 1.0891 2020-09-28 20:55:17,416 - mmaction - INFO - Epoch [101][240/627] lr: 4.011e-01, eta: 1 day, 7:00:31, time: 1.216, data_time: 0.004, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5901, loss_cls: 3.0329, loss: 3.0329, grad_norm: 1.0942 2020-09-28 20:55:38,103 - mmaction - INFO - Epoch [101][260/627] lr: 4.011e-01, eta: 1 day, 7:00:05, time: 1.032, data_time: 0.002, memory: 8472, top1_acc: 0.3451, top5_acc: 0.5868, loss_cls: 3.0554, loss: 3.0554, grad_norm: 1.0717 2020-09-28 20:56:00,064 - mmaction - INFO - Epoch [101][280/627] lr: 4.011e-01, eta: 1 day, 6:59:41, time: 1.100, data_time: 0.005, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5962, loss_cls: 3.0205, loss: 3.0205, grad_norm: 1.0632 2020-09-28 20:56:22,523 - mmaction - INFO - Epoch [101][300/627] lr: 4.011e-01, eta: 1 day, 6:59:17, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5849, loss_cls: 3.0679, loss: 3.0679, grad_norm: 1.1108 2020-09-28 20:56:44,118 - mmaction - INFO - Epoch [101][320/627] lr: 4.011e-01, eta: 1 day, 6:58:52, time: 1.079, data_time: 0.007, memory: 8472, top1_acc: 0.3305, top5_acc: 0.5879, loss_cls: 3.0385, loss: 3.0385, grad_norm: 1.0810 2020-09-28 20:57:06,305 - mmaction - INFO - Epoch [101][340/627] lr: 4.011e-01, eta: 1 day, 6:58:28, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5872, loss_cls: 3.0311, loss: 3.0311, grad_norm: 1.0878 2020-09-28 20:57:28,020 - mmaction - INFO - Epoch [101][360/627] lr: 4.011e-01, eta: 1 day, 6:58:04, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.3471, top5_acc: 0.5865, loss_cls: 3.0694, loss: 3.0694, grad_norm: 1.0885 2020-09-28 20:57:49,302 - mmaction - INFO - Epoch [101][380/627] lr: 4.011e-01, eta: 1 day, 6:57:38, time: 1.063, data_time: 0.004, memory: 8472, top1_acc: 0.3354, top5_acc: 0.5848, loss_cls: 3.0712, loss: 3.0712, grad_norm: 1.0818 2020-09-28 20:58:12,438 - mmaction - INFO - Epoch [101][400/627] lr: 4.011e-01, eta: 1 day, 6:57:16, time: 1.160, data_time: 0.004, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5868, loss_cls: 3.0512, loss: 3.0512, grad_norm: 1.0704 2020-09-28 20:58:35,090 - mmaction - INFO - Epoch [101][420/627] lr: 4.011e-01, eta: 1 day, 6:56:53, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5858, loss_cls: 3.0363, loss: 3.0363, grad_norm: 1.0855 2020-09-28 20:58:56,215 - mmaction - INFO - Epoch [101][440/627] lr: 4.011e-01, eta: 1 day, 6:56:27, time: 1.054, data_time: 0.005, memory: 8472, top1_acc: 0.3405, top5_acc: 0.5852, loss_cls: 3.0466, loss: 3.0466, grad_norm: 1.1042 2020-09-28 20:59:19,592 - mmaction - INFO - Epoch [101][460/627] lr: 4.011e-01, eta: 1 day, 6:56:05, time: 1.171, data_time: 0.005, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5725, loss_cls: 3.0702, loss: 3.0702, grad_norm: 1.0833 2020-09-28 20:59:41,671 - mmaction - INFO - Epoch [101][480/627] lr: 4.011e-01, eta: 1 day, 6:55:41, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.3361, top5_acc: 0.5910, loss_cls: 3.0607, loss: 3.0607, grad_norm: 1.0887 2020-09-28 21:00:03,595 - mmaction - INFO - Epoch [101][500/627] lr: 4.011e-01, eta: 1 day, 6:55:16, time: 1.091, data_time: 0.005, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5868, loss_cls: 3.0927, loss: 3.0927, grad_norm: 1.0842 2020-09-28 21:00:27,131 - mmaction - INFO - Epoch [101][520/627] lr: 4.011e-01, eta: 1 day, 6:54:55, time: 1.181, data_time: 0.010, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5831, loss_cls: 3.0481, loss: 3.0481, grad_norm: 1.0748 2020-09-28 21:00:47,636 - mmaction - INFO - Epoch [101][540/627] lr: 4.011e-01, eta: 1 day, 6:54:28, time: 1.028, data_time: 0.006, memory: 8472, top1_acc: 0.3366, top5_acc: 0.5749, loss_cls: 3.0932, loss: 3.0932, grad_norm: 1.0923 2020-09-28 21:01:10,444 - mmaction - INFO - Epoch [101][560/627] lr: 4.011e-01, eta: 1 day, 6:54:05, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5857, loss_cls: 3.0520, loss: 3.0520, grad_norm: 1.0719 2020-09-28 21:01:32,065 - mmaction - INFO - Epoch [101][580/627] lr: 4.011e-01, eta: 1 day, 6:53:40, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.3268, top5_acc: 0.5792, loss_cls: 3.0969, loss: 3.0969, grad_norm: 1.0732 2020-09-28 21:01:54,017 - mmaction - INFO - Epoch [101][600/627] lr: 4.011e-01, eta: 1 day, 6:53:16, time: 1.095, data_time: 0.005, memory: 8472, top1_acc: 0.3297, top5_acc: 0.5750, loss_cls: 3.1132, loss: 3.1132, grad_norm: 1.0908 2020-09-28 21:02:16,917 - mmaction - INFO - Epoch [101][620/627] lr: 4.011e-01, eta: 1 day, 6:52:53, time: 1.147, data_time: 0.007, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5837, loss_cls: 3.0718, loss: 3.0718, grad_norm: 1.0830 2020-09-28 21:03:21,597 - mmaction - INFO - Epoch [102][20/627] lr: 3.976e-01, eta: 1 day, 6:53:01, time: 2.821, data_time: 1.466, memory: 8472, top1_acc: 0.3405, top5_acc: 0.5904, loss_cls: 3.0278, loss: 3.0278, grad_norm: 1.0989 2020-09-28 21:03:42,725 - mmaction - INFO - Epoch [102][40/627] lr: 3.976e-01, eta: 1 day, 6:52:36, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.3290, top5_acc: 0.5824, loss_cls: 3.0663, loss: 3.0663, grad_norm: 1.0985 2020-09-28 21:04:04,676 - mmaction - INFO - Epoch [102][60/627] lr: 3.976e-01, eta: 1 day, 6:52:12, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3410, top5_acc: 0.5938, loss_cls: 3.0135, loss: 3.0135, grad_norm: 1.0828 2020-09-28 21:04:26,917 - mmaction - INFO - Epoch [102][80/627] lr: 3.976e-01, eta: 1 day, 6:51:48, time: 1.112, data_time: 0.001, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5913, loss_cls: 3.0428, loss: 3.0428, grad_norm: 1.1062 2020-09-28 21:04:49,784 - mmaction - INFO - Epoch [102][100/627] lr: 3.976e-01, eta: 1 day, 6:51:25, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5909, loss_cls: 3.0234, loss: 3.0234, grad_norm: 1.0935 2020-09-28 21:05:10,602 - mmaction - INFO - Epoch [102][120/627] lr: 3.976e-01, eta: 1 day, 6:50:59, time: 1.042, data_time: 0.004, memory: 8472, top1_acc: 0.3436, top5_acc: 0.5948, loss_cls: 3.0275, loss: 3.0275, grad_norm: 1.0892 2020-09-28 21:05:33,301 - mmaction - INFO - Epoch [102][140/627] lr: 3.976e-01, eta: 1 day, 6:50:36, time: 1.134, data_time: 0.008, memory: 8472, top1_acc: 0.3297, top5_acc: 0.5887, loss_cls: 3.0728, loss: 3.0728, grad_norm: 1.0936 2020-09-28 21:05:55,254 - mmaction - INFO - Epoch [102][160/627] lr: 3.976e-01, eta: 1 day, 6:50:11, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3312, top5_acc: 0.5806, loss_cls: 3.0829, loss: 3.0829, grad_norm: 1.0738 2020-09-28 21:06:16,549 - mmaction - INFO - Epoch [102][180/627] lr: 3.976e-01, eta: 1 day, 6:49:46, time: 1.063, data_time: 0.001, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5947, loss_cls: 3.0001, loss: 3.0001, grad_norm: 1.0871 2020-09-28 21:06:39,614 - mmaction - INFO - Epoch [102][200/627] lr: 3.976e-01, eta: 1 day, 6:49:23, time: 1.154, data_time: 0.015, memory: 8472, top1_acc: 0.3331, top5_acc: 0.5819, loss_cls: 3.0633, loss: 3.0633, grad_norm: 1.0851 2020-09-28 21:07:02,797 - mmaction - INFO - Epoch [102][220/627] lr: 3.976e-01, eta: 1 day, 6:49:01, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.3362, top5_acc: 0.5807, loss_cls: 3.0597, loss: 3.0597, grad_norm: 1.0673 2020-09-28 21:07:25,008 - mmaction - INFO - Epoch [102][240/627] lr: 3.976e-01, eta: 1 day, 6:48:37, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5923, loss_cls: 2.9969, loss: 2.9969, grad_norm: 1.0630 2020-09-28 21:07:46,618 - mmaction - INFO - Epoch [102][260/627] lr: 3.976e-01, eta: 1 day, 6:48:12, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5918, loss_cls: 3.0077, loss: 3.0077, grad_norm: 1.0926 2020-09-28 21:08:07,043 - mmaction - INFO - Epoch [102][280/627] lr: 3.976e-01, eta: 1 day, 6:47:46, time: 1.022, data_time: 0.003, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5936, loss_cls: 3.0468, loss: 3.0468, grad_norm: 1.0918 2020-09-28 21:08:30,145 - mmaction - INFO - Epoch [102][300/627] lr: 3.976e-01, eta: 1 day, 6:47:23, time: 1.153, data_time: 0.001, memory: 8472, top1_acc: 0.3260, top5_acc: 0.5750, loss_cls: 3.0940, loss: 3.0940, grad_norm: 1.0860 2020-09-28 21:08:52,221 - mmaction - INFO - Epoch [102][320/627] lr: 3.976e-01, eta: 1 day, 6:46:59, time: 1.105, data_time: 0.006, memory: 8472, top1_acc: 0.3298, top5_acc: 0.5868, loss_cls: 3.0579, loss: 3.0579, grad_norm: 1.0696 2020-09-28 21:09:13,407 - mmaction - INFO - Epoch [102][340/627] lr: 3.976e-01, eta: 1 day, 6:46:33, time: 1.059, data_time: 0.004, memory: 8472, top1_acc: 0.3409, top5_acc: 0.5857, loss_cls: 3.0361, loss: 3.0361, grad_norm: 1.0744 2020-09-28 21:09:35,726 - mmaction - INFO - Epoch [102][360/627] lr: 3.976e-01, eta: 1 day, 6:46:10, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3393, top5_acc: 0.5874, loss_cls: 3.0485, loss: 3.0485, grad_norm: 1.0858 2020-09-28 21:09:57,691 - mmaction - INFO - Epoch [102][380/627] lr: 3.976e-01, eta: 1 day, 6:45:45, time: 1.099, data_time: 0.005, memory: 8472, top1_acc: 0.3241, top5_acc: 0.5797, loss_cls: 3.0979, loss: 3.0979, grad_norm: 1.0963 2020-09-28 21:10:19,116 - mmaction - INFO - Epoch [102][400/627] lr: 3.976e-01, eta: 1 day, 6:45:20, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.3375, top5_acc: 0.5917, loss_cls: 3.0546, loss: 3.0546, grad_norm: 1.0919 2020-09-28 21:10:42,026 - mmaction - INFO - Epoch [102][420/627] lr: 3.976e-01, eta: 1 day, 6:44:58, time: 1.146, data_time: 0.004, memory: 8472, top1_acc: 0.3283, top5_acc: 0.5809, loss_cls: 3.0807, loss: 3.0807, grad_norm: 1.0705 2020-09-28 21:11:03,751 - mmaction - INFO - Epoch [102][440/627] lr: 3.976e-01, eta: 1 day, 6:44:33, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.3424, top5_acc: 0.5975, loss_cls: 2.9968, loss: 2.9968, grad_norm: 1.0766 2020-09-28 21:11:25,055 - mmaction - INFO - Epoch [102][460/627] lr: 3.976e-01, eta: 1 day, 6:44:08, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5853, loss_cls: 3.0359, loss: 3.0359, grad_norm: 1.0842 2020-09-28 21:11:46,568 - mmaction - INFO - Epoch [102][480/627] lr: 3.976e-01, eta: 1 day, 6:43:43, time: 1.077, data_time: 0.004, memory: 8472, top1_acc: 0.3361, top5_acc: 0.5882, loss_cls: 3.0439, loss: 3.0439, grad_norm: 1.0990 2020-09-28 21:12:09,157 - mmaction - INFO - Epoch [102][500/627] lr: 3.976e-01, eta: 1 day, 6:43:19, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.3470, top5_acc: 0.5975, loss_cls: 2.9991, loss: 2.9991, grad_norm: 1.0709 2020-09-28 21:12:31,232 - mmaction - INFO - Epoch [102][520/627] lr: 3.976e-01, eta: 1 day, 6:42:55, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3289, top5_acc: 0.5888, loss_cls: 3.0580, loss: 3.0580, grad_norm: 1.1126 2020-09-28 21:12:53,717 - mmaction - INFO - Epoch [102][540/627] lr: 3.976e-01, eta: 1 day, 6:42:32, time: 1.123, data_time: 0.115, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5826, loss_cls: 3.0591, loss: 3.0591, grad_norm: 1.0898 2020-09-28 21:13:16,659 - mmaction - INFO - Epoch [102][560/627] lr: 3.976e-01, eta: 1 day, 6:42:09, time: 1.147, data_time: 0.012, memory: 8472, top1_acc: 0.3271, top5_acc: 0.5773, loss_cls: 3.1083, loss: 3.1083, grad_norm: 1.0840 2020-09-28 21:13:38,005 - mmaction - INFO - Epoch [102][580/627] lr: 3.976e-01, eta: 1 day, 6:41:44, time: 1.067, data_time: 0.104, memory: 8472, top1_acc: 0.3443, top5_acc: 0.5932, loss_cls: 3.0404, loss: 3.0404, grad_norm: 1.0991 2020-09-28 21:13:58,774 - mmaction - INFO - Epoch [102][600/627] lr: 3.976e-01, eta: 1 day, 6:41:18, time: 1.041, data_time: 0.085, memory: 8472, top1_acc: 0.3332, top5_acc: 0.5784, loss_cls: 3.0581, loss: 3.0581, grad_norm: 1.0881 2020-09-28 21:14:21,091 - mmaction - INFO - Epoch [102][620/627] lr: 3.976e-01, eta: 1 day, 6:40:54, time: 1.114, data_time: 0.005, memory: 8472, top1_acc: 0.3335, top5_acc: 0.5891, loss_cls: 3.0293, loss: 3.0293, grad_norm: 1.0830 2020-09-28 21:15:21,878 - mmaction - INFO - Epoch [103][20/627] lr: 3.941e-01, eta: 1 day, 6:40:57, time: 2.684, data_time: 1.511, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5945, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.0992 2020-09-28 21:15:42,670 - mmaction - INFO - Epoch [103][40/627] lr: 3.941e-01, eta: 1 day, 6:40:31, time: 1.039, data_time: 0.002, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5811, loss_cls: 3.0601, loss: 3.0601, grad_norm: 1.0805 2020-09-28 21:16:04,509 - mmaction - INFO - Epoch [103][60/627] lr: 3.941e-01, eta: 1 day, 6:40:07, time: 1.092, data_time: 0.086, memory: 8472, top1_acc: 0.3309, top5_acc: 0.5839, loss_cls: 3.0618, loss: 3.0618, grad_norm: 1.0884 2020-09-28 21:16:27,323 - mmaction - INFO - Epoch [103][80/627] lr: 3.941e-01, eta: 1 day, 6:39:44, time: 1.141, data_time: 0.059, memory: 8472, top1_acc: 0.3342, top5_acc: 0.5866, loss_cls: 3.0349, loss: 3.0349, grad_norm: 1.0930 2020-09-28 21:16:48,636 - mmaction - INFO - Epoch [103][100/627] lr: 3.941e-01, eta: 1 day, 6:39:19, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.3486, top5_acc: 0.5919, loss_cls: 3.0095, loss: 3.0095, grad_norm: 1.0829 2020-09-28 21:17:11,552 - mmaction - INFO - Epoch [103][120/627] lr: 3.941e-01, eta: 1 day, 6:38:56, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5882, loss_cls: 3.0122, loss: 3.0122, grad_norm: 1.1025 2020-09-28 21:17:33,485 - mmaction - INFO - Epoch [103][140/627] lr: 3.941e-01, eta: 1 day, 6:38:32, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3337, top5_acc: 0.5789, loss_cls: 3.0678, loss: 3.0678, grad_norm: 1.0956 2020-09-28 21:17:55,259 - mmaction - INFO - Epoch [103][160/627] lr: 3.941e-01, eta: 1 day, 6:38:07, time: 1.091, data_time: 0.005, memory: 8472, top1_acc: 0.3384, top5_acc: 0.5866, loss_cls: 3.0435, loss: 3.0435, grad_norm: 1.0729 2020-09-28 21:18:17,163 - mmaction - INFO - Epoch [103][180/627] lr: 3.941e-01, eta: 1 day, 6:37:43, time: 1.094, data_time: 0.025, memory: 8472, top1_acc: 0.3336, top5_acc: 0.5848, loss_cls: 3.0446, loss: 3.0446, grad_norm: 1.1005 2020-09-28 21:18:39,324 - mmaction - INFO - Epoch [103][200/627] lr: 3.941e-01, eta: 1 day, 6:37:19, time: 1.109, data_time: 0.034, memory: 8472, top1_acc: 0.3367, top5_acc: 0.5859, loss_cls: 3.0266, loss: 3.0266, grad_norm: 1.0753 2020-09-28 21:19:02,847 - mmaction - INFO - Epoch [103][220/627] lr: 3.941e-01, eta: 1 day, 6:36:57, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5872, loss_cls: 3.0375, loss: 3.0375, grad_norm: 1.0985 2020-09-28 21:19:24,425 - mmaction - INFO - Epoch [103][240/627] lr: 3.941e-01, eta: 1 day, 6:36:32, time: 1.081, data_time: 0.004, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5897, loss_cls: 3.0232, loss: 3.0232, grad_norm: 1.0923 2020-09-28 21:19:44,953 - mmaction - INFO - Epoch [103][260/627] lr: 3.941e-01, eta: 1 day, 6:36:06, time: 1.024, data_time: 0.002, memory: 8472, top1_acc: 0.3398, top5_acc: 0.5837, loss_cls: 3.0438, loss: 3.0438, grad_norm: 1.0996 2020-09-28 21:20:07,789 - mmaction - INFO - Epoch [103][280/627] lr: 3.941e-01, eta: 1 day, 6:35:43, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5859, loss_cls: 3.0646, loss: 3.0646, grad_norm: 1.0922 2020-09-28 21:20:29,358 - mmaction - INFO - Epoch [103][300/627] lr: 3.941e-01, eta: 1 day, 6:35:18, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3445, top5_acc: 0.5934, loss_cls: 3.0312, loss: 3.0312, grad_norm: 1.1015 2020-09-28 21:20:52,457 - mmaction - INFO - Epoch [103][320/627] lr: 3.941e-01, eta: 1 day, 6:34:55, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3441, top5_acc: 0.5991, loss_cls: 2.9942, loss: 2.9942, grad_norm: 1.1083 2020-09-28 21:21:14,889 - mmaction - INFO - Epoch [103][340/627] lr: 3.941e-01, eta: 1 day, 6:34:32, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3350, top5_acc: 0.5771, loss_cls: 3.0597, loss: 3.0597, grad_norm: 1.1084 2020-09-28 21:21:36,939 - mmaction - INFO - Epoch [103][360/627] lr: 3.941e-01, eta: 1 day, 6:34:08, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5895, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.0766 2020-09-28 21:21:59,647 - mmaction - INFO - Epoch [103][380/627] lr: 3.941e-01, eta: 1 day, 6:33:44, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3387, top5_acc: 0.5906, loss_cls: 3.0275, loss: 3.0275, grad_norm: 1.0968 2020-09-28 21:22:22,455 - mmaction - INFO - Epoch [103][400/627] lr: 3.941e-01, eta: 1 day, 6:33:21, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3365, top5_acc: 0.5767, loss_cls: 3.0721, loss: 3.0721, grad_norm: 1.1019 2020-09-28 21:22:44,250 - mmaction - INFO - Epoch [103][420/627] lr: 3.941e-01, eta: 1 day, 6:32:57, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.3454, top5_acc: 0.6030, loss_cls: 2.9812, loss: 2.9812, grad_norm: 1.0933 2020-09-28 21:23:06,790 - mmaction - INFO - Epoch [103][440/627] lr: 3.941e-01, eta: 1 day, 6:32:34, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5952, loss_cls: 3.0298, loss: 3.0298, grad_norm: 1.0970 2020-09-28 21:23:27,211 - mmaction - INFO - Epoch [103][460/627] lr: 3.941e-01, eta: 1 day, 6:32:07, time: 1.020, data_time: 0.002, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5871, loss_cls: 3.0305, loss: 3.0305, grad_norm: 1.0754 2020-09-28 21:23:49,515 - mmaction - INFO - Epoch [103][480/627] lr: 3.941e-01, eta: 1 day, 6:31:43, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3428, top5_acc: 0.5958, loss_cls: 3.0198, loss: 3.0198, grad_norm: 1.0805 2020-09-28 21:24:11,851 - mmaction - INFO - Epoch [103][500/627] lr: 3.941e-01, eta: 1 day, 6:31:20, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5958, loss_cls: 2.9927, loss: 2.9927, grad_norm: 1.0810 2020-09-28 21:24:34,500 - mmaction - INFO - Epoch [103][520/627] lr: 3.941e-01, eta: 1 day, 6:30:56, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.3316, top5_acc: 0.5805, loss_cls: 3.0757, loss: 3.0757, grad_norm: 1.0818 2020-09-28 21:24:56,015 - mmaction - INFO - Epoch [103][540/627] lr: 3.941e-01, eta: 1 day, 6:30:31, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5917, loss_cls: 3.0202, loss: 3.0202, grad_norm: 1.0922 2020-09-28 21:25:17,919 - mmaction - INFO - Epoch [103][560/627] lr: 3.941e-01, eta: 1 day, 6:30:07, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3255, top5_acc: 0.5937, loss_cls: 3.0560, loss: 3.0560, grad_norm: 1.1076 2020-09-28 21:25:40,019 - mmaction - INFO - Epoch [103][580/627] lr: 3.941e-01, eta: 1 day, 6:29:43, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.3396, top5_acc: 0.5949, loss_cls: 3.0352, loss: 3.0352, grad_norm: 1.1004 2020-09-28 21:26:02,179 - mmaction - INFO - Epoch [103][600/627] lr: 3.941e-01, eta: 1 day, 6:29:19, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3262, top5_acc: 0.5749, loss_cls: 3.0746, loss: 3.0746, grad_norm: 1.0855 2020-09-28 21:26:25,141 - mmaction - INFO - Epoch [103][620/627] lr: 3.941e-01, eta: 1 day, 6:28:56, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3438, top5_acc: 0.5915, loss_cls: 3.0387, loss: 3.0387, grad_norm: 1.0807 2020-09-28 21:27:23,880 - mmaction - INFO - Epoch [104][20/627] lr: 3.906e-01, eta: 1 day, 6:28:57, time: 2.593, data_time: 1.593, memory: 8472, top1_acc: 0.3266, top5_acc: 0.5801, loss_cls: 3.1165, loss: 3.1165, grad_norm: 1.1219 2020-09-28 21:27:47,008 - mmaction - INFO - Epoch [104][40/627] lr: 3.906e-01, eta: 1 day, 6:28:34, time: 1.158, data_time: 0.019, memory: 8472, top1_acc: 0.3430, top5_acc: 0.5900, loss_cls: 3.0392, loss: 3.0392, grad_norm: 1.1002 2020-09-28 21:28:08,587 - mmaction - INFO - Epoch [104][60/627] lr: 3.906e-01, eta: 1 day, 6:28:09, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3520, top5_acc: 0.5904, loss_cls: 3.0116, loss: 3.0116, grad_norm: 1.0790 2020-09-28 21:28:30,006 - mmaction - INFO - Epoch [104][80/627] lr: 3.906e-01, eta: 1 day, 6:27:44, time: 1.069, data_time: 0.073, memory: 8472, top1_acc: 0.3408, top5_acc: 0.5937, loss_cls: 3.0072, loss: 3.0072, grad_norm: 1.0936 2020-09-28 21:28:52,953 - mmaction - INFO - Epoch [104][100/627] lr: 3.906e-01, eta: 1 day, 6:27:21, time: 1.149, data_time: 0.191, memory: 8472, top1_acc: 0.3458, top5_acc: 0.5857, loss_cls: 3.0188, loss: 3.0188, grad_norm: 1.0877 2020-09-28 21:29:15,890 - mmaction - INFO - Epoch [104][120/627] lr: 3.906e-01, eta: 1 day, 6:26:59, time: 1.147, data_time: 0.180, memory: 8472, top1_acc: 0.3436, top5_acc: 0.5953, loss_cls: 3.0080, loss: 3.0080, grad_norm: 1.1080 2020-09-28 21:29:37,586 - mmaction - INFO - Epoch [104][140/627] lr: 3.906e-01, eta: 1 day, 6:26:34, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3402, top5_acc: 0.5904, loss_cls: 3.0303, loss: 3.0303, grad_norm: 1.1062 2020-09-28 21:30:00,664 - mmaction - INFO - Epoch [104][160/627] lr: 3.906e-01, eta: 1 day, 6:26:11, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.3315, top5_acc: 0.5855, loss_cls: 3.0385, loss: 3.0385, grad_norm: 1.0783 2020-09-28 21:30:21,456 - mmaction - INFO - Epoch [104][180/627] lr: 3.906e-01, eta: 1 day, 6:25:45, time: 1.040, data_time: 0.002, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5866, loss_cls: 3.0208, loss: 3.0208, grad_norm: 1.0915 2020-09-28 21:30:44,372 - mmaction - INFO - Epoch [104][200/627] lr: 3.906e-01, eta: 1 day, 6:25:23, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5951, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.0965 2020-09-28 21:31:06,377 - mmaction - INFO - Epoch [104][220/627] lr: 3.906e-01, eta: 1 day, 6:24:58, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5953, loss_cls: 3.0243, loss: 3.0243, grad_norm: 1.1030 2020-09-28 21:31:29,093 - mmaction - INFO - Epoch [104][240/627] lr: 3.906e-01, eta: 1 day, 6:24:35, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3424, top5_acc: 0.5969, loss_cls: 3.0121, loss: 3.0121, grad_norm: 1.0985 2020-09-28 21:31:51,159 - mmaction - INFO - Epoch [104][260/627] lr: 3.906e-01, eta: 1 day, 6:24:11, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3266, top5_acc: 0.5783, loss_cls: 3.0988, loss: 3.0988, grad_norm: 1.0919 2020-09-28 21:32:13,681 - mmaction - INFO - Epoch [104][280/627] lr: 3.906e-01, eta: 1 day, 6:23:48, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5930, loss_cls: 3.0475, loss: 3.0475, grad_norm: 1.1006 2020-09-28 21:32:36,564 - mmaction - INFO - Epoch [104][300/627] lr: 3.906e-01, eta: 1 day, 6:23:25, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3398, top5_acc: 0.5991, loss_cls: 2.9923, loss: 2.9923, grad_norm: 1.1008 2020-09-28 21:32:56,323 - mmaction - INFO - Epoch [104][320/627] lr: 3.906e-01, eta: 1 day, 6:22:57, time: 0.987, data_time: 0.002, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5857, loss_cls: 3.0382, loss: 3.0382, grad_norm: 1.0958 2020-09-28 21:33:18,988 - mmaction - INFO - Epoch [104][340/627] lr: 3.906e-01, eta: 1 day, 6:22:34, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5888, loss_cls: 3.0296, loss: 3.0296, grad_norm: 1.1090 2020-09-28 21:33:41,423 - mmaction - INFO - Epoch [104][360/627] lr: 3.906e-01, eta: 1 day, 6:22:11, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.3309, top5_acc: 0.5827, loss_cls: 3.0731, loss: 3.0731, grad_norm: 1.0933 2020-09-28 21:34:04,320 - mmaction - INFO - Epoch [104][380/627] lr: 3.906e-01, eta: 1 day, 6:21:48, time: 1.147, data_time: 0.004, memory: 8472, top1_acc: 0.3299, top5_acc: 0.5729, loss_cls: 3.0839, loss: 3.0839, grad_norm: 1.0806 2020-09-28 21:34:25,949 - mmaction - INFO - Epoch [104][400/627] lr: 3.906e-01, eta: 1 day, 6:21:23, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5979, loss_cls: 2.9783, loss: 2.9783, grad_norm: 1.0989 2020-09-28 21:34:47,370 - mmaction - INFO - Epoch [104][420/627] lr: 3.906e-01, eta: 1 day, 6:20:58, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5923, loss_cls: 3.0184, loss: 3.0184, grad_norm: 1.0983 2020-09-28 21:35:09,395 - mmaction - INFO - Epoch [104][440/627] lr: 3.906e-01, eta: 1 day, 6:20:34, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.3400, top5_acc: 0.5858, loss_cls: 3.0465, loss: 3.0465, grad_norm: 1.0933 2020-09-28 21:35:32,074 - mmaction - INFO - Epoch [104][460/627] lr: 3.906e-01, eta: 1 day, 6:20:11, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3484, top5_acc: 0.5928, loss_cls: 3.0110, loss: 3.0110, grad_norm: 1.0888 2020-09-28 21:35:53,394 - mmaction - INFO - Epoch [104][480/627] lr: 3.906e-01, eta: 1 day, 6:19:46, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5866, loss_cls: 3.0276, loss: 3.0276, grad_norm: 1.0837 2020-09-28 21:36:15,244 - mmaction - INFO - Epoch [104][500/627] lr: 3.906e-01, eta: 1 day, 6:19:21, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3359, top5_acc: 0.5926, loss_cls: 3.0337, loss: 3.0337, grad_norm: 1.0964 2020-09-28 21:36:37,926 - mmaction - INFO - Epoch [104][520/627] lr: 3.906e-01, eta: 1 day, 6:18:58, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.3348, top5_acc: 0.5936, loss_cls: 3.0063, loss: 3.0063, grad_norm: 1.1057 2020-09-28 21:36:59,598 - mmaction - INFO - Epoch [104][540/627] lr: 3.906e-01, eta: 1 day, 6:18:33, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3441, top5_acc: 0.5952, loss_cls: 2.9865, loss: 2.9865, grad_norm: 1.0872 2020-09-28 21:37:20,927 - mmaction - INFO - Epoch [104][560/627] lr: 3.906e-01, eta: 1 day, 6:18:08, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.3432, top5_acc: 0.5939, loss_cls: 3.0150, loss: 3.0150, grad_norm: 1.1145 2020-09-28 21:37:43,867 - mmaction - INFO - Epoch [104][580/627] lr: 3.906e-01, eta: 1 day, 6:17:46, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3311, top5_acc: 0.5771, loss_cls: 3.0807, loss: 3.0807, grad_norm: 1.0992 2020-09-28 21:38:05,580 - mmaction - INFO - Epoch [104][600/627] lr: 3.906e-01, eta: 1 day, 6:17:21, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3332, top5_acc: 0.5794, loss_cls: 3.0537, loss: 3.0537, grad_norm: 1.0700 2020-09-28 21:38:27,681 - mmaction - INFO - Epoch [104][620/627] lr: 3.906e-01, eta: 1 day, 6:16:57, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.6010, loss_cls: 3.0005, loss: 3.0005, grad_norm: 1.0989 2020-09-28 21:38:35,452 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-09-28 21:39:28,670 - mmaction - INFO - Epoch [105][20/627] lr: 3.871e-01, eta: 1 day, 6:16:58, time: 2.638, data_time: 1.296, memory: 8472, top1_acc: 0.3250, top5_acc: 0.5866, loss_cls: 3.0635, loss: 3.0635, grad_norm: 1.1184 2020-09-28 21:39:50,284 - mmaction - INFO - Epoch [105][40/627] lr: 3.871e-01, eta: 1 day, 6:16:33, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.3491, top5_acc: 0.5926, loss_cls: 2.9963, loss: 2.9963, grad_norm: 1.0734 2020-09-28 21:40:12,801 - mmaction - INFO - Epoch [105][60/627] lr: 3.871e-01, eta: 1 day, 6:16:10, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.3501, top5_acc: 0.5930, loss_cls: 3.0102, loss: 3.0102, grad_norm: 1.0839 2020-09-28 21:40:35,115 - mmaction - INFO - Epoch [105][80/627] lr: 3.871e-01, eta: 1 day, 6:15:46, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3280, top5_acc: 0.5898, loss_cls: 3.0399, loss: 3.0399, grad_norm: 1.0850 2020-09-28 21:40:58,181 - mmaction - INFO - Epoch [105][100/627] lr: 3.871e-01, eta: 1 day, 6:15:24, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5953, loss_cls: 2.9958, loss: 2.9958, grad_norm: 1.1071 2020-09-28 21:41:19,980 - mmaction - INFO - Epoch [105][120/627] lr: 3.871e-01, eta: 1 day, 6:14:59, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3423, top5_acc: 0.5964, loss_cls: 3.0152, loss: 3.0152, grad_norm: 1.0969 2020-09-28 21:41:41,953 - mmaction - INFO - Epoch [105][140/627] lr: 3.871e-01, eta: 1 day, 6:14:35, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3336, top5_acc: 0.5813, loss_cls: 3.0561, loss: 3.0561, grad_norm: 1.1038 2020-09-28 21:42:03,439 - mmaction - INFO - Epoch [105][160/627] lr: 3.871e-01, eta: 1 day, 6:14:10, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3348, top5_acc: 0.5921, loss_cls: 3.0185, loss: 3.0185, grad_norm: 1.0954 2020-09-28 21:42:26,006 - mmaction - INFO - Epoch [105][180/627] lr: 3.871e-01, eta: 1 day, 6:13:47, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3451, top5_acc: 0.5958, loss_cls: 2.9914, loss: 2.9914, grad_norm: 1.0993 2020-09-28 21:42:48,285 - mmaction - INFO - Epoch [105][200/627] lr: 3.871e-01, eta: 1 day, 6:13:23, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3438, top5_acc: 0.5895, loss_cls: 3.0292, loss: 3.0292, grad_norm: 1.0902 2020-09-28 21:43:09,444 - mmaction - INFO - Epoch [105][220/627] lr: 3.871e-01, eta: 1 day, 6:12:58, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.3430, top5_acc: 0.6000, loss_cls: 2.9849, loss: 2.9849, grad_norm: 1.1076 2020-09-28 21:43:31,994 - mmaction - INFO - Epoch [105][240/627] lr: 3.871e-01, eta: 1 day, 6:12:34, time: 1.126, data_time: 0.015, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5997, loss_cls: 2.9918, loss: 2.9918, grad_norm: 1.1052 2020-09-28 21:43:53,943 - mmaction - INFO - Epoch [105][260/627] lr: 3.871e-01, eta: 1 day, 6:12:10, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5917, loss_cls: 3.0438, loss: 3.0438, grad_norm: 1.1105 2020-09-28 21:44:15,973 - mmaction - INFO - Epoch [105][280/627] lr: 3.871e-01, eta: 1 day, 6:11:46, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3331, top5_acc: 0.5806, loss_cls: 3.0757, loss: 3.0757, grad_norm: 1.1129 2020-09-28 21:44:36,635 - mmaction - INFO - Epoch [105][300/627] lr: 3.871e-01, eta: 1 day, 6:11:20, time: 1.031, data_time: 0.002, memory: 8472, top1_acc: 0.3408, top5_acc: 0.5901, loss_cls: 3.0156, loss: 3.0156, grad_norm: 1.1084 2020-09-28 21:44:59,201 - mmaction - INFO - Epoch [105][320/627] lr: 3.871e-01, eta: 1 day, 6:10:56, time: 1.131, data_time: 0.073, memory: 8472, top1_acc: 0.3419, top5_acc: 0.6005, loss_cls: 3.0091, loss: 3.0091, grad_norm: 1.1042 2020-09-28 21:45:21,727 - mmaction - INFO - Epoch [105][340/627] lr: 3.871e-01, eta: 1 day, 6:10:33, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3430, top5_acc: 0.5914, loss_cls: 3.0366, loss: 3.0366, grad_norm: 1.1087 2020-09-28 21:45:44,443 - mmaction - INFO - Epoch [105][360/627] lr: 3.871e-01, eta: 1 day, 6:10:10, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5853, loss_cls: 3.0306, loss: 3.0306, grad_norm: 1.1009 2020-09-28 21:46:05,818 - mmaction - INFO - Epoch [105][380/627] lr: 3.871e-01, eta: 1 day, 6:09:45, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5801, loss_cls: 3.0857, loss: 3.0857, grad_norm: 1.0988 2020-09-28 21:46:29,013 - mmaction - INFO - Epoch [105][400/627] lr: 3.871e-01, eta: 1 day, 6:09:22, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.3341, top5_acc: 0.5777, loss_cls: 3.0562, loss: 3.0562, grad_norm: 1.1038 2020-09-28 21:46:51,037 - mmaction - INFO - Epoch [105][420/627] lr: 3.871e-01, eta: 1 day, 6:08:58, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3435, top5_acc: 0.5876, loss_cls: 3.0501, loss: 3.0501, grad_norm: 1.0927 2020-09-28 21:47:12,499 - mmaction - INFO - Epoch [105][440/627] lr: 3.871e-01, eta: 1 day, 6:08:33, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3397, top5_acc: 0.5919, loss_cls: 3.0396, loss: 3.0396, grad_norm: 1.1042 2020-09-28 21:47:36,211 - mmaction - INFO - Epoch [105][460/627] lr: 3.871e-01, eta: 1 day, 6:08:12, time: 1.187, data_time: 0.002, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5895, loss_cls: 3.0246, loss: 3.0246, grad_norm: 1.1040 2020-09-28 21:47:56,513 - mmaction - INFO - Epoch [105][480/627] lr: 3.871e-01, eta: 1 day, 6:07:45, time: 1.014, data_time: 0.001, memory: 8472, top1_acc: 0.3387, top5_acc: 0.5853, loss_cls: 3.0133, loss: 3.0133, grad_norm: 1.1107 2020-09-28 21:48:19,210 - mmaction - INFO - Epoch [105][500/627] lr: 3.871e-01, eta: 1 day, 6:07:22, time: 1.135, data_time: 0.131, memory: 8472, top1_acc: 0.3473, top5_acc: 0.5902, loss_cls: 3.0037, loss: 3.0037, grad_norm: 1.0927 2020-09-28 21:48:41,484 - mmaction - INFO - Epoch [105][520/627] lr: 3.871e-01, eta: 1 day, 6:06:58, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3363, top5_acc: 0.5837, loss_cls: 3.0414, loss: 3.0414, grad_norm: 1.1237 2020-09-28 21:49:03,054 - mmaction - INFO - Epoch [105][540/627] lr: 3.871e-01, eta: 1 day, 6:06:34, time: 1.080, data_time: 0.078, memory: 8472, top1_acc: 0.3452, top5_acc: 0.5924, loss_cls: 3.0034, loss: 3.0034, grad_norm: 1.0983 2020-09-28 21:49:25,789 - mmaction - INFO - Epoch [105][560/627] lr: 3.871e-01, eta: 1 day, 6:06:10, time: 1.136, data_time: 0.062, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5777, loss_cls: 3.0707, loss: 3.0707, grad_norm: 1.0876 2020-09-28 21:49:48,224 - mmaction - INFO - Epoch [105][580/627] lr: 3.871e-01, eta: 1 day, 6:05:47, time: 1.122, data_time: 0.142, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5897, loss_cls: 3.0255, loss: 3.0255, grad_norm: 1.0929 2020-09-28 21:50:10,648 - mmaction - INFO - Epoch [105][600/627] lr: 3.871e-01, eta: 1 day, 6:05:23, time: 1.122, data_time: 0.097, memory: 8472, top1_acc: 0.3432, top5_acc: 0.5973, loss_cls: 2.9774, loss: 2.9774, grad_norm: 1.1214 2020-09-28 21:50:31,208 - mmaction - INFO - Epoch [105][620/627] lr: 3.871e-01, eta: 1 day, 6:04:57, time: 1.027, data_time: 0.006, memory: 8472, top1_acc: 0.3448, top5_acc: 0.5928, loss_cls: 3.0225, loss: 3.0225, grad_norm: 1.1035 2020-09-28 21:51:59,967 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 21:52:00,640 - mmaction - INFO - top1_acc 0.3776 top5_acc 0.6483 2020-09-28 21:52:00,641 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 21:52:00,686 - mmaction - INFO - mean_acc 0.3776 2020-09-28 21:52:00,686 - mmaction - INFO - Now best checkpoint is epoch_105.pth 2020-09-28 21:52:00,700 - mmaction - INFO - Epoch(val) [105][627] top1_acc: 0.3776, top5_acc: 0.6483, mean_class_accuracy: 0.3776 2020-09-28 21:52:51,199 - mmaction - INFO - Epoch [106][20/627] lr: 3.836e-01, eta: 1 day, 6:04:54, time: 2.520, data_time: 1.334, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5861, loss_cls: 3.0453, loss: 3.0453, grad_norm: 1.1378 2020-09-28 21:53:14,817 - mmaction - INFO - Epoch [106][40/627] lr: 3.836e-01, eta: 1 day, 6:04:33, time: 1.182, data_time: 0.003, memory: 8472, top1_acc: 0.3294, top5_acc: 0.5857, loss_cls: 3.0463, loss: 3.0463, grad_norm: 1.1002 2020-09-28 21:53:36,300 - mmaction - INFO - Epoch [106][60/627] lr: 3.836e-01, eta: 1 day, 6:04:08, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3462, top5_acc: 0.5915, loss_cls: 3.0138, loss: 3.0138, grad_norm: 1.1011 2020-09-28 21:53:57,463 - mmaction - INFO - Epoch [106][80/627] lr: 3.836e-01, eta: 1 day, 6:03:42, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.3555, top5_acc: 0.5979, loss_cls: 2.9580, loss: 2.9580, grad_norm: 1.0921 2020-09-28 21:54:19,303 - mmaction - INFO - Epoch [106][100/627] lr: 3.836e-01, eta: 1 day, 6:03:18, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3484, top5_acc: 0.5936, loss_cls: 2.9991, loss: 2.9991, grad_norm: 1.1239 2020-09-28 21:54:41,359 - mmaction - INFO - Epoch [106][120/627] lr: 3.836e-01, eta: 1 day, 6:02:54, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3368, top5_acc: 0.5866, loss_cls: 3.0316, loss: 3.0316, grad_norm: 1.0914 2020-09-28 21:55:03,987 - mmaction - INFO - Epoch [106][140/627] lr: 3.836e-01, eta: 1 day, 6:02:31, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.3504, top5_acc: 0.5953, loss_cls: 2.9991, loss: 2.9991, grad_norm: 1.1059 2020-09-28 21:55:26,343 - mmaction - INFO - Epoch [106][160/627] lr: 3.836e-01, eta: 1 day, 6:02:07, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3454, top5_acc: 0.5928, loss_cls: 3.0067, loss: 3.0067, grad_norm: 1.1282 2020-09-28 21:55:48,315 - mmaction - INFO - Epoch [106][180/627] lr: 3.836e-01, eta: 1 day, 6:01:43, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5973, loss_cls: 3.0064, loss: 3.0064, grad_norm: 1.0978 2020-09-28 21:56:09,789 - mmaction - INFO - Epoch [106][200/627] lr: 3.836e-01, eta: 1 day, 6:01:18, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3418, top5_acc: 0.5936, loss_cls: 3.0024, loss: 3.0024, grad_norm: 1.1061 2020-09-28 21:56:32,087 - mmaction - INFO - Epoch [106][220/627] lr: 3.836e-01, eta: 1 day, 6:00:54, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5922, loss_cls: 2.9958, loss: 2.9958, grad_norm: 1.1021 2020-09-28 21:56:53,150 - mmaction - INFO - Epoch [106][240/627] lr: 3.836e-01, eta: 1 day, 6:00:29, time: 1.055, data_time: 0.005, memory: 8472, top1_acc: 0.3328, top5_acc: 0.5936, loss_cls: 3.0377, loss: 3.0377, grad_norm: 1.1023 2020-09-28 21:57:15,760 - mmaction - INFO - Epoch [106][260/627] lr: 3.836e-01, eta: 1 day, 6:00:05, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3336, top5_acc: 0.5812, loss_cls: 3.0457, loss: 3.0457, grad_norm: 1.0892 2020-09-28 21:57:38,004 - mmaction - INFO - Epoch [106][280/627] lr: 3.836e-01, eta: 1 day, 5:59:42, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.3471, top5_acc: 0.5980, loss_cls: 2.9947, loss: 2.9947, grad_norm: 1.1061 2020-09-28 21:57:59,283 - mmaction - INFO - Epoch [106][300/627] lr: 3.836e-01, eta: 1 day, 5:59:16, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5861, loss_cls: 3.0247, loss: 3.0247, grad_norm: 1.0953 2020-09-28 21:58:22,072 - mmaction - INFO - Epoch [106][320/627] lr: 3.836e-01, eta: 1 day, 5:58:54, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5900, loss_cls: 3.0349, loss: 3.0349, grad_norm: 1.0959 2020-09-28 21:58:43,010 - mmaction - INFO - Epoch [106][340/627] lr: 3.836e-01, eta: 1 day, 5:58:28, time: 1.042, data_time: 0.001, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5914, loss_cls: 3.0584, loss: 3.0584, grad_norm: 1.1000 2020-09-28 21:59:06,028 - mmaction - INFO - Epoch [106][360/627] lr: 3.836e-01, eta: 1 day, 5:58:05, time: 1.155, data_time: 0.007, memory: 8472, top1_acc: 0.3344, top5_acc: 0.5891, loss_cls: 3.0549, loss: 3.0549, grad_norm: 1.1077 2020-09-28 21:59:27,310 - mmaction - INFO - Epoch [106][380/627] lr: 3.836e-01, eta: 1 day, 5:57:40, time: 1.064, data_time: 0.001, memory: 8472, top1_acc: 0.3314, top5_acc: 0.5780, loss_cls: 3.1009, loss: 3.1009, grad_norm: 1.1014 2020-09-28 21:59:49,803 - mmaction - INFO - Epoch [106][400/627] lr: 3.836e-01, eta: 1 day, 5:57:17, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.3422, top5_acc: 0.5970, loss_cls: 3.0025, loss: 3.0025, grad_norm: 1.1011 2020-09-28 22:00:13,233 - mmaction - INFO - Epoch [106][420/627] lr: 3.836e-01, eta: 1 day, 5:56:55, time: 1.173, data_time: 0.051, memory: 8472, top1_acc: 0.3409, top5_acc: 0.5979, loss_cls: 2.9986, loss: 2.9986, grad_norm: 1.1057 2020-09-28 22:00:35,269 - mmaction - INFO - Epoch [106][440/627] lr: 3.836e-01, eta: 1 day, 5:56:30, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3427, top5_acc: 0.5973, loss_cls: 3.0033, loss: 3.0033, grad_norm: 1.1083 2020-09-28 22:00:56,532 - mmaction - INFO - Epoch [106][460/627] lr: 3.836e-01, eta: 1 day, 5:56:05, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5940, loss_cls: 3.0018, loss: 3.0018, grad_norm: 1.1163 2020-09-28 22:01:18,845 - mmaction - INFO - Epoch [106][480/627] lr: 3.836e-01, eta: 1 day, 5:55:42, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5953, loss_cls: 3.0091, loss: 3.0091, grad_norm: 1.1027 2020-09-28 22:01:40,968 - mmaction - INFO - Epoch [106][500/627] lr: 3.836e-01, eta: 1 day, 5:55:18, time: 1.106, data_time: 0.008, memory: 8472, top1_acc: 0.3329, top5_acc: 0.5819, loss_cls: 3.0763, loss: 3.0763, grad_norm: 1.1046 2020-09-28 22:02:03,100 - mmaction - INFO - Epoch [106][520/627] lr: 3.836e-01, eta: 1 day, 5:54:54, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.3409, top5_acc: 0.5866, loss_cls: 3.0656, loss: 3.0656, grad_norm: 1.1024 2020-09-28 22:02:25,543 - mmaction - INFO - Epoch [106][540/627] lr: 3.836e-01, eta: 1 day, 5:54:30, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5779, loss_cls: 3.0511, loss: 3.0511, grad_norm: 1.0846 2020-09-28 22:02:48,280 - mmaction - INFO - Epoch [106][560/627] lr: 3.836e-01, eta: 1 day, 5:54:07, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3500, top5_acc: 0.6065, loss_cls: 2.9694, loss: 2.9694, grad_norm: 1.1027 2020-09-28 22:03:10,051 - mmaction - INFO - Epoch [106][580/627] lr: 3.836e-01, eta: 1 day, 5:53:43, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3361, top5_acc: 0.5828, loss_cls: 3.0651, loss: 3.0651, grad_norm: 1.0840 2020-09-28 22:03:30,829 - mmaction - INFO - Epoch [106][600/627] lr: 3.836e-01, eta: 1 day, 5:53:17, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.3491, top5_acc: 0.5977, loss_cls: 2.9532, loss: 2.9532, grad_norm: 1.0934 2020-09-28 22:03:53,068 - mmaction - INFO - Epoch [106][620/627] lr: 3.836e-01, eta: 1 day, 5:52:53, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3384, top5_acc: 0.5934, loss_cls: 3.0213, loss: 3.0213, grad_norm: 1.1163 2020-09-28 22:04:56,728 - mmaction - INFO - Epoch [107][20/627] lr: 3.800e-01, eta: 1 day, 5:52:57, time: 2.764, data_time: 1.607, memory: 8472, top1_acc: 0.3404, top5_acc: 0.5922, loss_cls: 3.0189, loss: 3.0189, grad_norm: 1.1040 2020-09-28 22:05:18,634 - mmaction - INFO - Epoch [107][40/627] lr: 3.800e-01, eta: 1 day, 5:52:32, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3353, top5_acc: 0.5940, loss_cls: 3.0033, loss: 3.0033, grad_norm: 1.1116 2020-09-28 22:05:41,718 - mmaction - INFO - Epoch [107][60/627] lr: 3.800e-01, eta: 1 day, 5:52:10, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3496, top5_acc: 0.5996, loss_cls: 2.9813, loss: 2.9813, grad_norm: 1.1036 2020-09-28 22:06:03,210 - mmaction - INFO - Epoch [107][80/627] lr: 3.800e-01, eta: 1 day, 5:51:45, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3376, top5_acc: 0.5879, loss_cls: 3.0219, loss: 3.0219, grad_norm: 1.1235 2020-09-28 22:06:24,653 - mmaction - INFO - Epoch [107][100/627] lr: 3.800e-01, eta: 1 day, 5:51:20, time: 1.073, data_time: 0.013, memory: 8472, top1_acc: 0.3488, top5_acc: 0.5934, loss_cls: 2.9905, loss: 2.9905, grad_norm: 1.1110 2020-09-28 22:06:46,986 - mmaction - INFO - Epoch [107][120/627] lr: 3.800e-01, eta: 1 day, 5:50:56, time: 1.117, data_time: 0.072, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5939, loss_cls: 3.0021, loss: 3.0021, grad_norm: 1.1150 2020-09-28 22:07:09,288 - mmaction - INFO - Epoch [107][140/627] lr: 3.800e-01, eta: 1 day, 5:50:33, time: 1.114, data_time: 0.048, memory: 8472, top1_acc: 0.3418, top5_acc: 0.5927, loss_cls: 3.0112, loss: 3.0112, grad_norm: 1.0765 2020-09-28 22:07:32,298 - mmaction - INFO - Epoch [107][160/627] lr: 3.800e-01, eta: 1 day, 5:50:10, time: 1.150, data_time: 0.106, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5822, loss_cls: 3.0285, loss: 3.0285, grad_norm: 1.1112 2020-09-28 22:07:54,016 - mmaction - INFO - Epoch [107][180/627] lr: 3.800e-01, eta: 1 day, 5:49:46, time: 1.087, data_time: 0.073, memory: 8472, top1_acc: 0.3448, top5_acc: 0.5923, loss_cls: 3.0053, loss: 3.0053, grad_norm: 1.1006 2020-09-28 22:08:16,133 - mmaction - INFO - Epoch [107][200/627] lr: 3.800e-01, eta: 1 day, 5:49:22, time: 1.105, data_time: 0.077, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5980, loss_cls: 2.9956, loss: 2.9956, grad_norm: 1.0849 2020-09-28 22:08:38,382 - mmaction - INFO - Epoch [107][220/627] lr: 3.800e-01, eta: 1 day, 5:48:58, time: 1.114, data_time: 0.057, memory: 8472, top1_acc: 0.3512, top5_acc: 0.6056, loss_cls: 2.9387, loss: 2.9387, grad_norm: 1.1040 2020-09-28 22:09:00,594 - mmaction - INFO - Epoch [107][240/627] lr: 3.800e-01, eta: 1 day, 5:48:34, time: 1.112, data_time: 0.103, memory: 8472, top1_acc: 0.3469, top5_acc: 0.6079, loss_cls: 2.9446, loss: 2.9446, grad_norm: 1.1191 2020-09-28 22:09:22,715 - mmaction - INFO - Epoch [107][260/627] lr: 3.800e-01, eta: 1 day, 5:48:10, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.3503, top5_acc: 0.5996, loss_cls: 2.9758, loss: 2.9758, grad_norm: 1.0928 2020-09-28 22:09:44,565 - mmaction - INFO - Epoch [107][280/627] lr: 3.800e-01, eta: 1 day, 5:47:46, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3507, top5_acc: 0.6020, loss_cls: 2.9787, loss: 2.9787, grad_norm: 1.1035 2020-09-28 22:10:06,640 - mmaction - INFO - Epoch [107][300/627] lr: 3.800e-01, eta: 1 day, 5:47:22, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3411, top5_acc: 0.5919, loss_cls: 3.0302, loss: 3.0302, grad_norm: 1.1080 2020-09-28 22:10:28,563 - mmaction - INFO - Epoch [107][320/627] lr: 3.800e-01, eta: 1 day, 5:46:57, time: 1.097, data_time: 0.004, memory: 8472, top1_acc: 0.3352, top5_acc: 0.5892, loss_cls: 3.0368, loss: 3.0368, grad_norm: 1.0901 2020-09-28 22:10:51,793 - mmaction - INFO - Epoch [107][340/627] lr: 3.800e-01, eta: 1 day, 5:46:35, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.3488, top5_acc: 0.5844, loss_cls: 3.0145, loss: 3.0145, grad_norm: 1.1069 2020-09-28 22:11:13,353 - mmaction - INFO - Epoch [107][360/627] lr: 3.800e-01, eta: 1 day, 5:46:10, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3410, top5_acc: 0.5852, loss_cls: 3.0412, loss: 3.0412, grad_norm: 1.1105 2020-09-28 22:11:36,771 - mmaction - INFO - Epoch [107][380/627] lr: 3.800e-01, eta: 1 day, 5:45:48, time: 1.171, data_time: 0.002, memory: 8472, top1_acc: 0.3440, top5_acc: 0.5867, loss_cls: 3.0341, loss: 3.0341, grad_norm: 1.1081 2020-09-28 22:11:58,519 - mmaction - INFO - Epoch [107][400/627] lr: 3.800e-01, eta: 1 day, 5:45:24, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3406, top5_acc: 0.5880, loss_cls: 3.0211, loss: 3.0211, grad_norm: 1.1066 2020-09-28 22:12:20,071 - mmaction - INFO - Epoch [107][420/627] lr: 3.800e-01, eta: 1 day, 5:44:59, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5924, loss_cls: 3.0223, loss: 3.0223, grad_norm: 1.1340 2020-09-28 22:12:41,784 - mmaction - INFO - Epoch [107][440/627] lr: 3.800e-01, eta: 1 day, 5:44:35, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3310, top5_acc: 0.5870, loss_cls: 3.0288, loss: 3.0288, grad_norm: 1.1100 2020-09-28 22:13:04,592 - mmaction - INFO - Epoch [107][460/627] lr: 3.800e-01, eta: 1 day, 5:44:12, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3516, top5_acc: 0.5973, loss_cls: 2.9849, loss: 2.9849, grad_norm: 1.0959 2020-09-28 22:13:24,899 - mmaction - INFO - Epoch [107][480/627] lr: 3.800e-01, eta: 1 day, 5:43:45, time: 1.016, data_time: 0.003, memory: 8472, top1_acc: 0.3392, top5_acc: 0.5885, loss_cls: 3.0265, loss: 3.0265, grad_norm: 1.1130 2020-09-28 22:13:48,519 - mmaction - INFO - Epoch [107][500/627] lr: 3.800e-01, eta: 1 day, 5:43:23, time: 1.180, data_time: 0.002, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5962, loss_cls: 2.9990, loss: 2.9990, grad_norm: 1.0915 2020-09-28 22:14:11,581 - mmaction - INFO - Epoch [107][520/627] lr: 3.800e-01, eta: 1 day, 5:43:01, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.3480, top5_acc: 0.5883, loss_cls: 3.0280, loss: 3.0280, grad_norm: 1.1309 2020-09-28 22:14:33,253 - mmaction - INFO - Epoch [107][540/627] lr: 3.800e-01, eta: 1 day, 5:42:36, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3320, top5_acc: 0.5870, loss_cls: 3.0643, loss: 3.0643, grad_norm: 1.1174 2020-09-28 22:14:56,887 - mmaction - INFO - Epoch [107][560/627] lr: 3.800e-01, eta: 1 day, 5:42:14, time: 1.179, data_time: 0.001, memory: 8472, top1_acc: 0.3339, top5_acc: 0.5858, loss_cls: 3.0630, loss: 3.0630, grad_norm: 1.0958 2020-09-28 22:15:18,252 - mmaction - INFO - Epoch [107][580/627] lr: 3.800e-01, eta: 1 day, 5:41:49, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.3368, top5_acc: 0.5914, loss_cls: 3.0245, loss: 3.0245, grad_norm: 1.1131 2020-09-28 22:15:38,493 - mmaction - INFO - Epoch [107][600/627] lr: 3.800e-01, eta: 1 day, 5:41:23, time: 1.012, data_time: 0.002, memory: 8472, top1_acc: 0.3395, top5_acc: 0.5910, loss_cls: 3.0253, loss: 3.0253, grad_norm: 1.0933 2020-09-28 22:16:02,526 - mmaction - INFO - Epoch [107][620/627] lr: 3.800e-01, eta: 1 day, 5:41:01, time: 1.201, data_time: 0.028, memory: 8472, top1_acc: 0.3509, top5_acc: 0.5961, loss_cls: 3.0105, loss: 3.0105, grad_norm: 1.1091 2020-09-28 22:17:03,103 - mmaction - INFO - Epoch [108][20/627] lr: 3.765e-01, eta: 1 day, 5:41:03, time: 2.690, data_time: 1.417, memory: 8472, top1_acc: 0.3385, top5_acc: 0.5849, loss_cls: 3.0471, loss: 3.0471, grad_norm: 1.1084 2020-09-28 22:17:24,114 - mmaction - INFO - Epoch [108][40/627] lr: 3.765e-01, eta: 1 day, 5:40:37, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5909, loss_cls: 2.9996, loss: 2.9996, grad_norm: 1.1161 2020-09-28 22:17:47,674 - mmaction - INFO - Epoch [108][60/627] lr: 3.765e-01, eta: 1 day, 5:40:15, time: 1.177, data_time: 0.003, memory: 8472, top1_acc: 0.3462, top5_acc: 0.6004, loss_cls: 2.9897, loss: 2.9897, grad_norm: 1.1241 2020-09-28 22:18:09,453 - mmaction - INFO - Epoch [108][80/627] lr: 3.765e-01, eta: 1 day, 5:39:51, time: 1.090, data_time: 0.004, memory: 8472, top1_acc: 0.3435, top5_acc: 0.5862, loss_cls: 3.0297, loss: 3.0297, grad_norm: 1.1130 2020-09-28 22:18:31,016 - mmaction - INFO - Epoch [108][100/627] lr: 3.765e-01, eta: 1 day, 5:39:26, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3499, top5_acc: 0.6065, loss_cls: 2.9600, loss: 2.9600, grad_norm: 1.1211 2020-09-28 22:18:52,632 - mmaction - INFO - Epoch [108][120/627] lr: 3.765e-01, eta: 1 day, 5:39:01, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3443, top5_acc: 0.5934, loss_cls: 3.0046, loss: 3.0046, grad_norm: 1.1125 2020-09-28 22:19:14,662 - mmaction - INFO - Epoch [108][140/627] lr: 3.765e-01, eta: 1 day, 5:38:37, time: 1.103, data_time: 0.005, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5908, loss_cls: 3.0186, loss: 3.0186, grad_norm: 1.1086 2020-09-28 22:19:37,354 - mmaction - INFO - Epoch [108][160/627] lr: 3.765e-01, eta: 1 day, 5:38:14, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3504, top5_acc: 0.5999, loss_cls: 2.9895, loss: 2.9895, grad_norm: 1.1162 2020-09-28 22:19:59,722 - mmaction - INFO - Epoch [108][180/627] lr: 3.765e-01, eta: 1 day, 5:37:50, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3447, top5_acc: 0.5993, loss_cls: 2.9935, loss: 2.9935, grad_norm: 1.1052 2020-09-28 22:20:21,608 - mmaction - INFO - Epoch [108][200/627] lr: 3.765e-01, eta: 1 day, 5:37:26, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3501, top5_acc: 0.5961, loss_cls: 2.9979, loss: 2.9979, grad_norm: 1.1075 2020-09-28 22:20:44,824 - mmaction - INFO - Epoch [108][220/627] lr: 3.765e-01, eta: 1 day, 5:37:04, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.3411, top5_acc: 0.5880, loss_cls: 3.0407, loss: 3.0407, grad_norm: 1.1046 2020-09-28 22:21:08,077 - mmaction - INFO - Epoch [108][240/627] lr: 3.765e-01, eta: 1 day, 5:36:41, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.3462, top5_acc: 0.5947, loss_cls: 3.0212, loss: 3.0212, grad_norm: 1.1032 2020-09-28 22:21:28,994 - mmaction - INFO - Epoch [108][260/627] lr: 3.765e-01, eta: 1 day, 5:36:16, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.3440, top5_acc: 0.5941, loss_cls: 3.0052, loss: 3.0052, grad_norm: 1.0935 2020-09-28 22:21:50,849 - mmaction - INFO - Epoch [108][280/627] lr: 3.765e-01, eta: 1 day, 5:35:52, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5922, loss_cls: 3.0049, loss: 3.0049, grad_norm: 1.1023 2020-09-28 22:22:13,499 - mmaction - INFO - Epoch [108][300/627] lr: 3.765e-01, eta: 1 day, 5:35:28, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3428, top5_acc: 0.5940, loss_cls: 2.9876, loss: 2.9876, grad_norm: 1.1102 2020-09-28 22:22:33,993 - mmaction - INFO - Epoch [108][320/627] lr: 3.765e-01, eta: 1 day, 5:35:02, time: 1.023, data_time: 0.001, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5861, loss_cls: 3.0143, loss: 3.0143, grad_norm: 1.1303 2020-09-28 22:22:57,456 - mmaction - INFO - Epoch [108][340/627] lr: 3.765e-01, eta: 1 day, 5:34:40, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5849, loss_cls: 3.0300, loss: 3.0300, grad_norm: 1.1078 2020-09-28 22:23:19,307 - mmaction - INFO - Epoch [108][360/627] lr: 3.765e-01, eta: 1 day, 5:34:16, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3556, top5_acc: 0.5997, loss_cls: 2.9704, loss: 2.9704, grad_norm: 1.1155 2020-09-28 22:23:42,113 - mmaction - INFO - Epoch [108][380/627] lr: 3.765e-01, eta: 1 day, 5:33:53, time: 1.139, data_time: 0.001, memory: 8472, top1_acc: 0.3539, top5_acc: 0.5915, loss_cls: 2.9924, loss: 2.9924, grad_norm: 1.1281 2020-09-28 22:24:03,306 - mmaction - INFO - Epoch [108][400/627] lr: 3.765e-01, eta: 1 day, 5:33:28, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3371, top5_acc: 0.5824, loss_cls: 3.0421, loss: 3.0421, grad_norm: 1.1454 2020-09-28 22:24:25,689 - mmaction - INFO - Epoch [108][420/627] lr: 3.765e-01, eta: 1 day, 5:33:04, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3400, top5_acc: 0.5952, loss_cls: 3.0166, loss: 3.0166, grad_norm: 1.0967 2020-09-28 22:24:47,753 - mmaction - INFO - Epoch [108][440/627] lr: 3.765e-01, eta: 1 day, 5:32:40, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3469, top5_acc: 0.5844, loss_cls: 2.9913, loss: 2.9913, grad_norm: 1.0971 2020-09-28 22:25:09,011 - mmaction - INFO - Epoch [108][460/627] lr: 3.765e-01, eta: 1 day, 5:32:15, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3470, top5_acc: 0.5956, loss_cls: 2.9999, loss: 2.9999, grad_norm: 1.1186 2020-09-28 22:25:31,236 - mmaction - INFO - Epoch [108][480/627] lr: 3.765e-01, eta: 1 day, 5:31:51, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5896, loss_cls: 3.0507, loss: 3.0507, grad_norm: 1.1094 2020-09-28 22:25:52,698 - mmaction - INFO - Epoch [108][500/627] lr: 3.765e-01, eta: 1 day, 5:31:26, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3346, top5_acc: 0.5947, loss_cls: 3.0360, loss: 3.0360, grad_norm: 1.0993 2020-09-28 22:26:15,880 - mmaction - INFO - Epoch [108][520/627] lr: 3.765e-01, eta: 1 day, 5:31:04, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.3431, top5_acc: 0.5878, loss_cls: 3.0309, loss: 3.0309, grad_norm: 1.0846 2020-09-28 22:26:37,584 - mmaction - INFO - Epoch [108][540/627] lr: 3.765e-01, eta: 1 day, 5:30:39, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3375, top5_acc: 0.5870, loss_cls: 3.0514, loss: 3.0514, grad_norm: 1.1110 2020-09-28 22:26:59,316 - mmaction - INFO - Epoch [108][560/627] lr: 3.765e-01, eta: 1 day, 5:30:15, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3385, top5_acc: 0.5910, loss_cls: 3.0763, loss: 3.0763, grad_norm: 1.1249 2020-09-28 22:27:21,511 - mmaction - INFO - Epoch [108][580/627] lr: 3.765e-01, eta: 1 day, 5:29:51, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3496, top5_acc: 0.6023, loss_cls: 2.9779, loss: 2.9779, grad_norm: 1.0854 2020-09-28 22:27:43,821 - mmaction - INFO - Epoch [108][600/627] lr: 3.765e-01, eta: 1 day, 5:29:28, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3427, top5_acc: 0.5879, loss_cls: 2.9925, loss: 2.9925, grad_norm: 1.1139 2020-09-28 22:28:06,346 - mmaction - INFO - Epoch [108][620/627] lr: 3.765e-01, eta: 1 day, 5:29:04, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.3379, top5_acc: 0.5882, loss_cls: 3.0537, loss: 3.0537, grad_norm: 1.1080 2020-09-28 22:28:13,217 - mmaction - INFO - Saving checkpoint at 108 epochs 2020-09-28 22:29:05,202 - mmaction - INFO - Epoch [109][20/627] lr: 3.729e-01, eta: 1 day, 5:29:02, time: 2.578, data_time: 1.339, memory: 8472, top1_acc: 0.3409, top5_acc: 0.5943, loss_cls: 3.0018, loss: 3.0018, grad_norm: 1.1152 2020-09-28 22:29:27,161 - mmaction - INFO - Epoch [109][40/627] lr: 3.729e-01, eta: 1 day, 5:28:38, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3379, top5_acc: 0.5975, loss_cls: 2.9963, loss: 2.9963, grad_norm: 1.1272 2020-09-28 22:29:49,729 - mmaction - INFO - Epoch [109][60/627] lr: 3.729e-01, eta: 1 day, 5:28:14, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3465, top5_acc: 0.5878, loss_cls: 3.0206, loss: 3.0206, grad_norm: 1.1062 2020-09-28 22:30:12,542 - mmaction - INFO - Epoch [109][80/627] lr: 3.729e-01, eta: 1 day, 5:27:51, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3437, top5_acc: 0.5941, loss_cls: 2.9980, loss: 2.9980, grad_norm: 1.1200 2020-09-28 22:30:34,170 - mmaction - INFO - Epoch [109][100/627] lr: 3.729e-01, eta: 1 day, 5:27:27, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.3503, top5_acc: 0.6004, loss_cls: 2.9684, loss: 2.9684, grad_norm: 1.1128 2020-09-28 22:30:55,723 - mmaction - INFO - Epoch [109][120/627] lr: 3.729e-01, eta: 1 day, 5:27:02, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3434, top5_acc: 0.6043, loss_cls: 2.9970, loss: 2.9970, grad_norm: 1.1084 2020-09-28 22:31:18,208 - mmaction - INFO - Epoch [109][140/627] lr: 3.729e-01, eta: 1 day, 5:26:39, time: 1.126, data_time: 0.004, memory: 8472, top1_acc: 0.3475, top5_acc: 0.5928, loss_cls: 2.9791, loss: 2.9791, grad_norm: 1.1166 2020-09-28 22:31:40,700 - mmaction - INFO - Epoch [109][160/627] lr: 3.729e-01, eta: 1 day, 5:26:15, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3482, top5_acc: 0.6025, loss_cls: 2.9583, loss: 2.9583, grad_norm: 1.1109 2020-09-28 22:32:03,167 - mmaction - INFO - Epoch [109][180/627] lr: 3.729e-01, eta: 1 day, 5:25:52, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.3454, top5_acc: 0.5919, loss_cls: 3.0001, loss: 3.0001, grad_norm: 1.1187 2020-09-28 22:32:24,207 - mmaction - INFO - Epoch [109][200/627] lr: 3.729e-01, eta: 1 day, 5:25:26, time: 1.052, data_time: 0.001, memory: 8472, top1_acc: 0.3389, top5_acc: 0.5905, loss_cls: 3.0199, loss: 3.0199, grad_norm: 1.1226 2020-09-28 22:32:47,202 - mmaction - INFO - Epoch [109][220/627] lr: 3.729e-01, eta: 1 day, 5:25:04, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6007, loss_cls: 2.9497, loss: 2.9497, grad_norm: 1.1079 2020-09-28 22:33:09,009 - mmaction - INFO - Epoch [109][240/627] lr: 3.729e-01, eta: 1 day, 5:24:39, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.3458, top5_acc: 0.5904, loss_cls: 3.0107, loss: 3.0107, grad_norm: 1.1197 2020-09-28 22:33:31,565 - mmaction - INFO - Epoch [109][260/627] lr: 3.729e-01, eta: 1 day, 5:24:16, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3512, top5_acc: 0.5958, loss_cls: 2.9936, loss: 2.9936, grad_norm: 1.1342 2020-09-28 22:33:53,508 - mmaction - INFO - Epoch [109][280/627] lr: 3.729e-01, eta: 1 day, 5:23:52, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5918, loss_cls: 3.0386, loss: 3.0386, grad_norm: 1.1223 2020-09-28 22:34:14,285 - mmaction - INFO - Epoch [109][300/627] lr: 3.729e-01, eta: 1 day, 5:23:26, time: 1.042, data_time: 0.004, memory: 8472, top1_acc: 0.3408, top5_acc: 0.5939, loss_cls: 3.0203, loss: 3.0203, grad_norm: 1.1090 2020-09-28 22:34:35,990 - mmaction - INFO - Epoch [109][320/627] lr: 3.729e-01, eta: 1 day, 5:23:02, time: 1.085, data_time: 0.013, memory: 8472, top1_acc: 0.3428, top5_acc: 0.5958, loss_cls: 3.0071, loss: 3.0071, grad_norm: 1.1224 2020-09-28 22:34:58,558 - mmaction - INFO - Epoch [109][340/627] lr: 3.729e-01, eta: 1 day, 5:22:38, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3484, top5_acc: 0.5949, loss_cls: 3.0059, loss: 3.0059, grad_norm: 1.1088 2020-09-28 22:35:20,710 - mmaction - INFO - Epoch [109][360/627] lr: 3.729e-01, eta: 1 day, 5:22:14, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5888, loss_cls: 3.0083, loss: 3.0083, grad_norm: 1.1313 2020-09-28 22:35:42,737 - mmaction - INFO - Epoch [109][380/627] lr: 3.729e-01, eta: 1 day, 5:21:50, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5872, loss_cls: 3.0518, loss: 3.0518, grad_norm: 1.1163 2020-09-28 22:36:05,330 - mmaction - INFO - Epoch [109][400/627] lr: 3.729e-01, eta: 1 day, 5:21:27, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3431, top5_acc: 0.5990, loss_cls: 3.0054, loss: 3.0054, grad_norm: 1.1097 2020-09-28 22:36:27,276 - mmaction - INFO - Epoch [109][420/627] lr: 3.729e-01, eta: 1 day, 5:21:03, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5927, loss_cls: 3.0489, loss: 3.0489, grad_norm: 1.1016 2020-09-28 22:36:48,373 - mmaction - INFO - Epoch [109][440/627] lr: 3.729e-01, eta: 1 day, 5:20:38, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3539, top5_acc: 0.5977, loss_cls: 2.9889, loss: 2.9889, grad_norm: 1.0981 2020-09-28 22:37:10,492 - mmaction - INFO - Epoch [109][460/627] lr: 3.729e-01, eta: 1 day, 5:20:14, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3398, top5_acc: 0.5952, loss_cls: 3.0248, loss: 3.0248, grad_norm: 1.1408 2020-09-28 22:37:32,979 - mmaction - INFO - Epoch [109][480/627] lr: 3.729e-01, eta: 1 day, 5:19:50, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.3408, top5_acc: 0.5898, loss_cls: 3.0246, loss: 3.0246, grad_norm: 1.1129 2020-09-28 22:37:54,461 - mmaction - INFO - Epoch [109][500/627] lr: 3.729e-01, eta: 1 day, 5:19:26, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3451, top5_acc: 0.5865, loss_cls: 3.0367, loss: 3.0367, grad_norm: 1.1088 2020-09-28 22:38:16,129 - mmaction - INFO - Epoch [109][520/627] lr: 3.729e-01, eta: 1 day, 5:19:01, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5892, loss_cls: 3.0053, loss: 3.0053, grad_norm: 1.1045 2020-09-28 22:38:38,743 - mmaction - INFO - Epoch [109][540/627] lr: 3.729e-01, eta: 1 day, 5:18:38, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.3469, top5_acc: 0.5921, loss_cls: 3.0037, loss: 3.0037, grad_norm: 1.1216 2020-09-28 22:39:00,496 - mmaction - INFO - Epoch [109][560/627] lr: 3.729e-01, eta: 1 day, 5:18:13, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3432, top5_acc: 0.5919, loss_cls: 3.0090, loss: 3.0090, grad_norm: 1.1092 2020-09-28 22:39:22,583 - mmaction - INFO - Epoch [109][580/627] lr: 3.729e-01, eta: 1 day, 5:17:49, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3370, top5_acc: 0.5961, loss_cls: 3.0043, loss: 3.0043, grad_norm: 1.1171 2020-09-28 22:39:44,886 - mmaction - INFO - Epoch [109][600/627] lr: 3.729e-01, eta: 1 day, 5:17:26, time: 1.116, data_time: 0.004, memory: 8472, top1_acc: 0.3372, top5_acc: 0.5952, loss_cls: 3.0137, loss: 3.0137, grad_norm: 1.1008 2020-09-28 22:40:07,709 - mmaction - INFO - Epoch [109][620/627] lr: 3.729e-01, eta: 1 day, 5:17:03, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.3437, top5_acc: 0.5982, loss_cls: 2.9895, loss: 2.9895, grad_norm: 1.1173 2020-09-28 22:41:07,741 - mmaction - INFO - Epoch [110][20/627] lr: 3.693e-01, eta: 1 day, 5:17:02, time: 2.666, data_time: 1.600, memory: 8472, top1_acc: 0.3358, top5_acc: 0.5883, loss_cls: 3.0329, loss: 3.0329, grad_norm: 1.1385 2020-09-28 22:41:30,250 - mmaction - INFO - Epoch [110][40/627] lr: 3.693e-01, eta: 1 day, 5:16:39, time: 1.126, data_time: 0.049, memory: 8472, top1_acc: 0.3466, top5_acc: 0.5931, loss_cls: 3.0092, loss: 3.0092, grad_norm: 1.1102 2020-09-28 22:41:51,806 - mmaction - INFO - Epoch [110][60/627] lr: 3.693e-01, eta: 1 day, 5:16:14, time: 1.078, data_time: 0.059, memory: 8472, top1_acc: 0.3363, top5_acc: 0.6000, loss_cls: 2.9966, loss: 2.9966, grad_norm: 1.1188 2020-09-28 22:42:14,880 - mmaction - INFO - Epoch [110][80/627] lr: 3.693e-01, eta: 1 day, 5:15:52, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.3512, top5_acc: 0.5982, loss_cls: 2.9815, loss: 2.9815, grad_norm: 1.0944 2020-09-28 22:42:36,682 - mmaction - INFO - Epoch [110][100/627] lr: 3.693e-01, eta: 1 day, 5:15:27, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5953, loss_cls: 3.0172, loss: 3.0172, grad_norm: 1.1154 2020-09-28 22:42:58,426 - mmaction - INFO - Epoch [110][120/627] lr: 3.693e-01, eta: 1 day, 5:15:03, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3397, top5_acc: 0.5984, loss_cls: 2.9853, loss: 2.9853, grad_norm: 1.1144 2020-09-28 22:43:21,270 - mmaction - INFO - Epoch [110][140/627] lr: 3.693e-01, eta: 1 day, 5:14:40, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.3453, top5_acc: 0.5915, loss_cls: 2.9919, loss: 2.9919, grad_norm: 1.1143 2020-09-28 22:43:44,152 - mmaction - INFO - Epoch [110][160/627] lr: 3.693e-01, eta: 1 day, 5:14:17, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.3504, top5_acc: 0.6003, loss_cls: 2.9685, loss: 2.9685, grad_norm: 1.1201 2020-09-28 22:44:05,492 - mmaction - INFO - Epoch [110][180/627] lr: 3.693e-01, eta: 1 day, 5:13:52, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.3491, top5_acc: 0.5944, loss_cls: 2.9992, loss: 2.9992, grad_norm: 1.1393 2020-09-28 22:44:27,240 - mmaction - INFO - Epoch [110][200/627] lr: 3.693e-01, eta: 1 day, 5:13:28, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5935, loss_cls: 3.0258, loss: 3.0258, grad_norm: 1.1156 2020-09-28 22:44:49,993 - mmaction - INFO - Epoch [110][220/627] lr: 3.693e-01, eta: 1 day, 5:13:05, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.3492, top5_acc: 0.5945, loss_cls: 2.9901, loss: 2.9901, grad_norm: 1.1439 2020-09-28 22:45:12,701 - mmaction - INFO - Epoch [110][240/627] lr: 3.693e-01, eta: 1 day, 5:12:42, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.3432, top5_acc: 0.5898, loss_cls: 3.0521, loss: 3.0521, grad_norm: 1.1184 2020-09-28 22:45:35,237 - mmaction - INFO - Epoch [110][260/627] lr: 3.693e-01, eta: 1 day, 5:12:18, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5984, loss_cls: 3.0167, loss: 3.0167, grad_norm: 1.1231 2020-09-28 22:45:57,407 - mmaction - INFO - Epoch [110][280/627] lr: 3.693e-01, eta: 1 day, 5:11:54, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3430, top5_acc: 0.5917, loss_cls: 2.9960, loss: 2.9960, grad_norm: 1.1189 2020-09-28 22:46:18,252 - mmaction - INFO - Epoch [110][300/627] lr: 3.693e-01, eta: 1 day, 5:11:29, time: 1.040, data_time: 0.001, memory: 8472, top1_acc: 0.3460, top5_acc: 0.5980, loss_cls: 2.9795, loss: 2.9795, grad_norm: 1.1280 2020-09-28 22:46:40,706 - mmaction - INFO - Epoch [110][320/627] lr: 3.693e-01, eta: 1 day, 5:11:05, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5969, loss_cls: 3.0135, loss: 3.0135, grad_norm: 1.1254 2020-09-28 22:47:03,041 - mmaction - INFO - Epoch [110][340/627] lr: 3.693e-01, eta: 1 day, 5:10:42, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3512, top5_acc: 0.6014, loss_cls: 2.9726, loss: 2.9726, grad_norm: 1.1116 2020-09-28 22:47:24,092 - mmaction - INFO - Epoch [110][360/627] lr: 3.693e-01, eta: 1 day, 5:10:16, time: 1.051, data_time: 0.001, memory: 8472, top1_acc: 0.3456, top5_acc: 0.5928, loss_cls: 3.0038, loss: 3.0038, grad_norm: 1.1297 2020-09-28 22:47:48,236 - mmaction - INFO - Epoch [110][380/627] lr: 3.693e-01, eta: 1 day, 5:09:55, time: 1.207, data_time: 0.003, memory: 8472, top1_acc: 0.3441, top5_acc: 0.5941, loss_cls: 3.0085, loss: 3.0085, grad_norm: 1.1048 2020-09-28 22:48:10,542 - mmaction - INFO - Epoch [110][400/627] lr: 3.693e-01, eta: 1 day, 5:09:32, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3424, top5_acc: 0.5931, loss_cls: 3.0113, loss: 3.0113, grad_norm: 1.1112 2020-09-28 22:48:31,998 - mmaction - INFO - Epoch [110][420/627] lr: 3.693e-01, eta: 1 day, 5:09:07, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3483, top5_acc: 0.6039, loss_cls: 2.9650, loss: 2.9650, grad_norm: 1.1286 2020-09-28 22:48:53,415 - mmaction - INFO - Epoch [110][440/627] lr: 3.693e-01, eta: 1 day, 5:08:42, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3411, top5_acc: 0.5934, loss_cls: 3.0278, loss: 3.0278, grad_norm: 1.1181 2020-09-28 22:49:15,816 - mmaction - INFO - Epoch [110][460/627] lr: 3.693e-01, eta: 1 day, 5:08:18, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3514, top5_acc: 0.6025, loss_cls: 2.9590, loss: 2.9590, grad_norm: 1.1310 2020-09-28 22:49:37,906 - mmaction - INFO - Epoch [110][480/627] lr: 3.693e-01, eta: 1 day, 5:07:55, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3382, top5_acc: 0.5888, loss_cls: 3.0365, loss: 3.0365, grad_norm: 1.1207 2020-09-28 22:50:00,164 - mmaction - INFO - Epoch [110][500/627] lr: 3.693e-01, eta: 1 day, 5:07:31, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3456, top5_acc: 0.5952, loss_cls: 2.9989, loss: 2.9989, grad_norm: 1.1343 2020-09-28 22:50:21,824 - mmaction - INFO - Epoch [110][520/627] lr: 3.693e-01, eta: 1 day, 5:07:06, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3477, top5_acc: 0.6009, loss_cls: 3.0082, loss: 3.0082, grad_norm: 1.1217 2020-09-28 22:50:44,131 - mmaction - INFO - Epoch [110][540/627] lr: 3.693e-01, eta: 1 day, 5:06:43, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.3488, top5_acc: 0.5928, loss_cls: 3.0026, loss: 3.0026, grad_norm: 1.1036 2020-09-28 22:51:05,423 - mmaction - INFO - Epoch [110][560/627] lr: 3.693e-01, eta: 1 day, 5:06:18, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.3465, top5_acc: 0.5978, loss_cls: 3.0034, loss: 3.0034, grad_norm: 1.1125 2020-09-28 22:51:28,724 - mmaction - INFO - Epoch [110][580/627] lr: 3.693e-01, eta: 1 day, 5:05:55, time: 1.163, data_time: 0.003, memory: 8472, top1_acc: 0.3513, top5_acc: 0.5965, loss_cls: 3.0103, loss: 3.0103, grad_norm: 1.1245 2020-09-28 22:51:49,745 - mmaction - INFO - Epoch [110][600/627] lr: 3.693e-01, eta: 1 day, 5:05:30, time: 1.052, data_time: 0.004, memory: 8472, top1_acc: 0.3490, top5_acc: 0.5999, loss_cls: 2.9770, loss: 2.9770, grad_norm: 1.1230 2020-09-28 22:52:12,237 - mmaction - INFO - Epoch [110][620/627] lr: 3.693e-01, eta: 1 day, 5:05:07, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3378, top5_acc: 0.5970, loss_cls: 3.0209, loss: 3.0209, grad_norm: 1.1240 2020-09-28 22:53:39,479 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 22:53:40,161 - mmaction - INFO - top1_acc 0.3576 top5_acc 0.6201 2020-09-28 22:53:40,161 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 22:53:40,206 - mmaction - INFO - mean_acc 0.3575 2020-09-28 22:53:40,213 - mmaction - INFO - Epoch(val) [110][627] top1_acc: 0.3576, top5_acc: 0.6201, mean_class_accuracy: 0.3575 2020-09-28 22:54:30,419 - mmaction - INFO - Epoch [111][20/627] lr: 3.657e-01, eta: 1 day, 5:05:01, time: 2.509, data_time: 1.397, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5866, loss_cls: 3.0517, loss: 3.0517, grad_norm: 1.1335 2020-09-28 22:54:52,900 - mmaction - INFO - Epoch [111][40/627] lr: 3.657e-01, eta: 1 day, 5:04:38, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3470, top5_acc: 0.6052, loss_cls: 2.9822, loss: 2.9822, grad_norm: 1.1051 2020-09-28 22:55:13,358 - mmaction - INFO - Epoch [111][60/627] lr: 3.657e-01, eta: 1 day, 5:04:12, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.3460, top5_acc: 0.5966, loss_cls: 3.0031, loss: 3.0031, grad_norm: 1.1240 2020-09-28 22:55:36,221 - mmaction - INFO - Epoch [111][80/627] lr: 3.657e-01, eta: 1 day, 5:03:49, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3457, top5_acc: 0.5910, loss_cls: 2.9940, loss: 2.9940, grad_norm: 1.1210 2020-09-28 22:55:58,567 - mmaction - INFO - Epoch [111][100/627] lr: 3.657e-01, eta: 1 day, 5:03:25, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3453, top5_acc: 0.5970, loss_cls: 2.9757, loss: 2.9757, grad_norm: 1.1123 2020-09-28 22:56:20,895 - mmaction - INFO - Epoch [111][120/627] lr: 3.657e-01, eta: 1 day, 5:03:02, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.3415, top5_acc: 0.5918, loss_cls: 2.9983, loss: 2.9983, grad_norm: 1.1083 2020-09-28 22:56:42,259 - mmaction - INFO - Epoch [111][140/627] lr: 3.657e-01, eta: 1 day, 5:02:37, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.3493, top5_acc: 0.6013, loss_cls: 2.9601, loss: 2.9601, grad_norm: 1.1226 2020-09-28 22:57:04,472 - mmaction - INFO - Epoch [111][160/627] lr: 3.657e-01, eta: 1 day, 5:02:13, time: 1.113, data_time: 0.064, memory: 8472, top1_acc: 0.3422, top5_acc: 0.5940, loss_cls: 3.0083, loss: 3.0083, grad_norm: 1.1122 2020-09-28 22:57:27,172 - mmaction - INFO - Epoch [111][180/627] lr: 3.657e-01, eta: 1 day, 5:01:50, time: 1.134, data_time: 0.160, memory: 8472, top1_acc: 0.3432, top5_acc: 0.5896, loss_cls: 3.0017, loss: 3.0017, grad_norm: 1.1233 2020-09-28 22:57:49,482 - mmaction - INFO - Epoch [111][200/627] lr: 3.657e-01, eta: 1 day, 5:01:26, time: 1.115, data_time: 0.103, memory: 8472, top1_acc: 0.3445, top5_acc: 0.6008, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.1176 2020-09-28 22:58:10,752 - mmaction - INFO - Epoch [111][220/627] lr: 3.657e-01, eta: 1 day, 5:01:01, time: 1.064, data_time: 0.036, memory: 8472, top1_acc: 0.3557, top5_acc: 0.6017, loss_cls: 2.9348, loss: 2.9348, grad_norm: 1.1100 2020-09-28 22:58:32,304 - mmaction - INFO - Epoch [111][240/627] lr: 3.657e-01, eta: 1 day, 5:00:37, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3380, top5_acc: 0.5901, loss_cls: 3.0216, loss: 3.0216, grad_norm: 1.1428 2020-09-28 22:58:53,871 - mmaction - INFO - Epoch [111][260/627] lr: 3.657e-01, eta: 1 day, 5:00:12, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3534, top5_acc: 0.6030, loss_cls: 2.9614, loss: 2.9614, grad_norm: 1.1194 2020-09-28 22:59:17,067 - mmaction - INFO - Epoch [111][280/627] lr: 3.657e-01, eta: 1 day, 4:59:50, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.3423, top5_acc: 0.5923, loss_cls: 3.0298, loss: 3.0298, grad_norm: 1.1366 2020-09-28 22:59:38,375 - mmaction - INFO - Epoch [111][300/627] lr: 3.657e-01, eta: 1 day, 4:59:25, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3359, top5_acc: 0.5953, loss_cls: 3.0194, loss: 3.0194, grad_norm: 1.1205 2020-09-28 23:00:00,662 - mmaction - INFO - Epoch [111][320/627] lr: 3.657e-01, eta: 1 day, 4:59:01, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3526, top5_acc: 0.6004, loss_cls: 2.9661, loss: 2.9661, grad_norm: 1.1026 2020-09-28 23:00:23,097 - mmaction - INFO - Epoch [111][340/627] lr: 3.657e-01, eta: 1 day, 4:58:38, time: 1.123, data_time: 0.005, memory: 8472, top1_acc: 0.3525, top5_acc: 0.6003, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.1143 2020-09-28 23:00:45,019 - mmaction - INFO - Epoch [111][360/627] lr: 3.657e-01, eta: 1 day, 4:58:14, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3557, top5_acc: 0.6010, loss_cls: 2.9605, loss: 2.9605, grad_norm: 1.1458 2020-09-28 23:01:07,874 - mmaction - INFO - Epoch [111][380/627] lr: 3.657e-01, eta: 1 day, 4:57:51, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.3444, top5_acc: 0.5967, loss_cls: 2.9926, loss: 2.9926, grad_norm: 1.1170 2020-09-28 23:01:29,563 - mmaction - INFO - Epoch [111][400/627] lr: 3.657e-01, eta: 1 day, 4:57:26, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3475, top5_acc: 0.6030, loss_cls: 2.9683, loss: 2.9683, grad_norm: 1.1292 2020-09-28 23:01:51,727 - mmaction - INFO - Epoch [111][420/627] lr: 3.657e-01, eta: 1 day, 4:57:02, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5826, loss_cls: 3.0287, loss: 3.0287, grad_norm: 1.1166 2020-09-28 23:02:13,935 - mmaction - INFO - Epoch [111][440/627] lr: 3.657e-01, eta: 1 day, 4:56:39, time: 1.110, data_time: 0.054, memory: 8472, top1_acc: 0.3574, top5_acc: 0.6031, loss_cls: 2.9468, loss: 2.9468, grad_norm: 1.1159 2020-09-28 23:02:36,380 - mmaction - INFO - Epoch [111][460/627] lr: 3.657e-01, eta: 1 day, 4:56:15, time: 1.122, data_time: 0.121, memory: 8472, top1_acc: 0.3533, top5_acc: 0.5964, loss_cls: 2.9855, loss: 2.9855, grad_norm: 1.1215 2020-09-28 23:02:57,535 - mmaction - INFO - Epoch [111][480/627] lr: 3.657e-01, eta: 1 day, 4:55:50, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.3400, top5_acc: 0.5875, loss_cls: 3.0049, loss: 3.0049, grad_norm: 1.1201 2020-09-28 23:03:19,463 - mmaction - INFO - Epoch [111][500/627] lr: 3.657e-01, eta: 1 day, 4:55:26, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.3496, top5_acc: 0.5970, loss_cls: 2.9938, loss: 2.9938, grad_norm: 1.1235 2020-09-28 23:03:43,421 - mmaction - INFO - Epoch [111][520/627] lr: 3.657e-01, eta: 1 day, 4:55:04, time: 1.197, data_time: 0.001, memory: 8472, top1_acc: 0.3508, top5_acc: 0.5970, loss_cls: 2.9923, loss: 2.9923, grad_norm: 1.1409 2020-09-28 23:04:04,464 - mmaction - INFO - Epoch [111][540/627] lr: 3.657e-01, eta: 1 day, 4:54:39, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.3469, top5_acc: 0.6017, loss_cls: 2.9843, loss: 2.9843, grad_norm: 1.1147 2020-09-28 23:04:26,080 - mmaction - INFO - Epoch [111][560/627] lr: 3.657e-01, eta: 1 day, 4:54:15, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3458, top5_acc: 0.5922, loss_cls: 3.0098, loss: 3.0098, grad_norm: 1.1383 2020-09-28 23:04:47,649 - mmaction - INFO - Epoch [111][580/627] lr: 3.657e-01, eta: 1 day, 4:53:50, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.3452, top5_acc: 0.5930, loss_cls: 3.0067, loss: 3.0067, grad_norm: 1.1332 2020-09-28 23:05:10,178 - mmaction - INFO - Epoch [111][600/627] lr: 3.657e-01, eta: 1 day, 4:53:27, time: 1.125, data_time: 0.044, memory: 8472, top1_acc: 0.3414, top5_acc: 0.5866, loss_cls: 3.0219, loss: 3.0219, grad_norm: 1.1379 2020-09-28 23:05:32,164 - mmaction - INFO - Epoch [111][620/627] lr: 3.657e-01, eta: 1 day, 4:53:03, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5951, loss_cls: 2.9971, loss: 2.9971, grad_norm: 1.1209 2020-09-28 23:06:37,452 - mmaction - INFO - Epoch [112][20/627] lr: 3.621e-01, eta: 1 day, 4:53:06, time: 2.863, data_time: 1.607, memory: 8472, top1_acc: 0.3382, top5_acc: 0.5943, loss_cls: 3.0068, loss: 3.0068, grad_norm: 1.1227 2020-09-28 23:06:59,647 - mmaction - INFO - Epoch [112][40/627] lr: 3.621e-01, eta: 1 day, 4:52:43, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3460, top5_acc: 0.5941, loss_cls: 3.0043, loss: 3.0043, grad_norm: 1.1287 2020-09-28 23:07:22,806 - mmaction - INFO - Epoch [112][60/627] lr: 3.621e-01, eta: 1 day, 4:52:20, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6022, loss_cls: 2.9596, loss: 2.9596, grad_norm: 1.1385 2020-09-28 23:07:45,016 - mmaction - INFO - Epoch [112][80/627] lr: 3.621e-01, eta: 1 day, 4:51:56, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.3526, top5_acc: 0.6044, loss_cls: 2.9742, loss: 2.9742, grad_norm: 1.1393 2020-09-28 23:08:05,825 - mmaction - INFO - Epoch [112][100/627] lr: 3.621e-01, eta: 1 day, 4:51:31, time: 1.041, data_time: 0.002, memory: 8472, top1_acc: 0.3479, top5_acc: 0.5879, loss_cls: 3.0121, loss: 3.0121, grad_norm: 1.1539 2020-09-28 23:08:28,211 - mmaction - INFO - Epoch [112][120/627] lr: 3.621e-01, eta: 1 day, 4:51:07, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.3418, top5_acc: 0.5905, loss_cls: 3.0149, loss: 3.0149, grad_norm: 1.1315 2020-09-28 23:08:50,935 - mmaction - INFO - Epoch [112][140/627] lr: 3.621e-01, eta: 1 day, 4:50:44, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3458, top5_acc: 0.6048, loss_cls: 2.9659, loss: 2.9659, grad_norm: 1.1227 2020-09-28 23:09:12,270 - mmaction - INFO - Epoch [112][160/627] lr: 3.621e-01, eta: 1 day, 4:50:19, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3447, top5_acc: 0.5986, loss_cls: 2.9858, loss: 2.9858, grad_norm: 1.1242 2020-09-28 23:09:34,518 - mmaction - INFO - Epoch [112][180/627] lr: 3.621e-01, eta: 1 day, 4:49:55, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.3520, top5_acc: 0.6072, loss_cls: 2.9559, loss: 2.9559, grad_norm: 1.1184 2020-09-28 23:09:56,388 - mmaction - INFO - Epoch [112][200/627] lr: 3.621e-01, eta: 1 day, 4:49:31, time: 1.096, data_time: 0.048, memory: 8472, top1_acc: 0.3505, top5_acc: 0.6008, loss_cls: 2.9830, loss: 2.9830, grad_norm: 1.1344 2020-09-28 23:10:18,443 - mmaction - INFO - Epoch [112][220/627] lr: 3.621e-01, eta: 1 day, 4:49:07, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3378, top5_acc: 0.5914, loss_cls: 3.0055, loss: 3.0055, grad_norm: 1.1246 2020-09-28 23:10:41,845 - mmaction - INFO - Epoch [112][240/627] lr: 3.621e-01, eta: 1 day, 4:48:45, time: 1.169, data_time: 0.002, memory: 8472, top1_acc: 0.3497, top5_acc: 0.5982, loss_cls: 2.9613, loss: 2.9613, grad_norm: 1.1344 2020-09-28 23:11:02,807 - mmaction - INFO - Epoch [112][260/627] lr: 3.621e-01, eta: 1 day, 4:48:20, time: 1.050, data_time: 0.003, memory: 8472, top1_acc: 0.3324, top5_acc: 0.5900, loss_cls: 3.0311, loss: 3.0311, grad_norm: 1.1580 2020-09-28 23:11:24,665 - mmaction - INFO - Epoch [112][280/627] lr: 3.621e-01, eta: 1 day, 4:47:56, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.3536, top5_acc: 0.6021, loss_cls: 2.9576, loss: 2.9576, grad_norm: 1.1361 2020-09-28 23:11:46,500 - mmaction - INFO - Epoch [112][300/627] lr: 3.621e-01, eta: 1 day, 4:47:31, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.3507, top5_acc: 0.6014, loss_cls: 2.9901, loss: 2.9901, grad_norm: 1.1254 2020-09-28 23:12:09,332 - mmaction - INFO - Epoch [112][320/627] lr: 3.621e-01, eta: 1 day, 4:47:08, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.3430, top5_acc: 0.5876, loss_cls: 3.0181, loss: 3.0181, grad_norm: 1.1344 2020-09-28 23:12:31,877 - mmaction - INFO - Epoch [112][340/627] lr: 3.621e-01, eta: 1 day, 4:46:45, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.3583, top5_acc: 0.6057, loss_cls: 2.9400, loss: 2.9400, grad_norm: 1.1218 2020-09-28 23:12:54,779 - mmaction - INFO - Epoch [112][360/627] lr: 3.621e-01, eta: 1 day, 4:46:22, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3393, top5_acc: 0.5816, loss_cls: 3.0243, loss: 3.0243, grad_norm: 1.1207 2020-09-28 23:13:16,795 - mmaction - INFO - Epoch [112][380/627] lr: 3.621e-01, eta: 1 day, 4:45:58, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3539, top5_acc: 0.5957, loss_cls: 2.9689, loss: 2.9689, grad_norm: 1.1385 2020-09-28 23:13:38,011 - mmaction - INFO - Epoch [112][400/627] lr: 3.621e-01, eta: 1 day, 4:45:33, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3469, top5_acc: 0.6060, loss_cls: 2.9508, loss: 2.9508, grad_norm: 1.1222 2020-09-28 23:13:59,499 - mmaction - INFO - Epoch [112][420/627] lr: 3.621e-01, eta: 1 day, 4:45:09, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3413, top5_acc: 0.5891, loss_cls: 3.0222, loss: 3.0222, grad_norm: 1.1253 2020-09-28 23:14:21,356 - mmaction - INFO - Epoch [112][440/627] lr: 3.621e-01, eta: 1 day, 4:44:44, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.3505, top5_acc: 0.5958, loss_cls: 2.9856, loss: 2.9856, grad_norm: 1.1120 2020-09-28 23:14:42,624 - mmaction - INFO - Epoch [112][460/627] lr: 3.621e-01, eta: 1 day, 4:44:19, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3434, top5_acc: 0.5887, loss_cls: 3.0097, loss: 3.0097, grad_norm: 1.1442 2020-09-28 23:15:05,224 - mmaction - INFO - Epoch [112][480/627] lr: 3.621e-01, eta: 1 day, 4:43:56, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3495, top5_acc: 0.5921, loss_cls: 2.9925, loss: 2.9925, grad_norm: 1.1194 2020-09-28 23:15:28,270 - mmaction - INFO - Epoch [112][500/627] lr: 3.621e-01, eta: 1 day, 4:43:34, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.3499, top5_acc: 0.5986, loss_cls: 2.9598, loss: 2.9598, grad_norm: 1.1338 2020-09-28 23:15:50,703 - mmaction - INFO - Epoch [112][520/627] lr: 3.621e-01, eta: 1 day, 4:43:10, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3530, top5_acc: 0.5995, loss_cls: 2.9738, loss: 2.9738, grad_norm: 1.1188 2020-09-28 23:16:12,432 - mmaction - INFO - Epoch [112][540/627] lr: 3.621e-01, eta: 1 day, 4:42:46, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3520, top5_acc: 0.5987, loss_cls: 2.9549, loss: 2.9549, grad_norm: 1.1152 2020-09-28 23:16:34,756 - mmaction - INFO - Epoch [112][560/627] lr: 3.621e-01, eta: 1 day, 4:42:22, time: 1.116, data_time: 0.001, memory: 8472, top1_acc: 0.3435, top5_acc: 0.5898, loss_cls: 3.0128, loss: 3.0128, grad_norm: 1.1302 2020-09-28 23:16:56,509 - mmaction - INFO - Epoch [112][580/627] lr: 3.621e-01, eta: 1 day, 4:41:58, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3401, top5_acc: 0.5867, loss_cls: 3.0280, loss: 3.0280, grad_norm: 1.1303 2020-09-28 23:17:17,684 - mmaction - INFO - Epoch [112][600/627] lr: 3.621e-01, eta: 1 day, 4:41:33, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3586, top5_acc: 0.6082, loss_cls: 2.9498, loss: 2.9498, grad_norm: 1.1261 2020-09-28 23:17:40,167 - mmaction - INFO - Epoch [112][620/627] lr: 3.621e-01, eta: 1 day, 4:41:09, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3379, top5_acc: 0.5931, loss_cls: 3.0180, loss: 3.0180, grad_norm: 1.1325 2020-09-28 23:17:47,368 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-09-28 23:18:39,922 - mmaction - INFO - Epoch [113][20/627] lr: 3.585e-01, eta: 1 day, 4:41:06, time: 2.608, data_time: 1.439, memory: 8472, top1_acc: 0.3320, top5_acc: 0.5909, loss_cls: 3.0331, loss: 3.0331, grad_norm: 1.1217 2020-09-28 23:19:02,317 - mmaction - INFO - Epoch [113][40/627] lr: 3.585e-01, eta: 1 day, 4:40:42, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3509, top5_acc: 0.5991, loss_cls: 2.9620, loss: 2.9620, grad_norm: 1.1243 2020-09-28 23:19:24,395 - mmaction - INFO - Epoch [113][60/627] lr: 3.585e-01, eta: 1 day, 4:40:18, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6055, loss_cls: 2.9304, loss: 2.9304, grad_norm: 1.1335 2020-09-28 23:19:47,324 - mmaction - INFO - Epoch [113][80/627] lr: 3.585e-01, eta: 1 day, 4:39:56, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.3583, top5_acc: 0.6043, loss_cls: 2.9513, loss: 2.9513, grad_norm: 1.1395 2020-09-28 23:20:09,864 - mmaction - INFO - Epoch [113][100/627] lr: 3.585e-01, eta: 1 day, 4:39:32, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.3513, top5_acc: 0.6017, loss_cls: 2.9532, loss: 2.9532, grad_norm: 1.1349 2020-09-28 23:20:31,598 - mmaction - INFO - Epoch [113][120/627] lr: 3.585e-01, eta: 1 day, 4:39:08, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3491, top5_acc: 0.6060, loss_cls: 2.9675, loss: 2.9675, grad_norm: 1.1395 2020-09-28 23:20:54,092 - mmaction - INFO - Epoch [113][140/627] lr: 3.585e-01, eta: 1 day, 4:38:45, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3469, top5_acc: 0.6035, loss_cls: 2.9715, loss: 2.9715, grad_norm: 1.1393 2020-09-28 23:21:15,965 - mmaction - INFO - Epoch [113][160/627] lr: 3.585e-01, eta: 1 day, 4:38:20, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3469, top5_acc: 0.5908, loss_cls: 3.0128, loss: 3.0128, grad_norm: 1.1336 2020-09-28 23:21:37,726 - mmaction - INFO - Epoch [113][180/627] lr: 3.585e-01, eta: 1 day, 4:37:56, time: 1.088, data_time: 0.004, memory: 8472, top1_acc: 0.3510, top5_acc: 0.5995, loss_cls: 2.9736, loss: 2.9736, grad_norm: 1.1353 2020-09-28 23:21:59,874 - mmaction - INFO - Epoch [113][200/627] lr: 3.585e-01, eta: 1 day, 4:37:32, time: 1.110, data_time: 0.005, memory: 8472, top1_acc: 0.3477, top5_acc: 0.6047, loss_cls: 2.9871, loss: 2.9871, grad_norm: 1.1419 2020-09-28 23:22:23,056 - mmaction - INFO - Epoch [113][220/627] lr: 3.585e-01, eta: 1 day, 4:37:10, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.3534, top5_acc: 0.5992, loss_cls: 2.9711, loss: 2.9711, grad_norm: 1.1332 2020-09-28 23:22:45,065 - mmaction - INFO - Epoch [113][240/627] lr: 3.585e-01, eta: 1 day, 4:36:46, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3475, top5_acc: 0.5923, loss_cls: 2.9954, loss: 2.9954, grad_norm: 1.1449 2020-09-28 23:23:06,292 - mmaction - INFO - Epoch [113][260/627] lr: 3.585e-01, eta: 1 day, 4:36:21, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3415, top5_acc: 0.6005, loss_cls: 2.9901, loss: 2.9901, grad_norm: 1.1333 2020-09-28 23:23:28,498 - mmaction - INFO - Epoch [113][280/627] lr: 3.585e-01, eta: 1 day, 4:35:57, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3431, top5_acc: 0.5982, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.1394 2020-09-28 23:23:50,590 - mmaction - INFO - Epoch [113][300/627] lr: 3.585e-01, eta: 1 day, 4:35:33, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.3422, top5_acc: 0.5995, loss_cls: 2.9807, loss: 2.9807, grad_norm: 1.1427 2020-09-28 23:24:12,745 - mmaction - INFO - Epoch [113][320/627] lr: 3.585e-01, eta: 1 day, 4:35:09, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3465, top5_acc: 0.6007, loss_cls: 2.9869, loss: 2.9869, grad_norm: 1.1263 2020-09-28 23:24:35,454 - mmaction - INFO - Epoch [113][340/627] lr: 3.585e-01, eta: 1 day, 4:34:46, time: 1.136, data_time: 0.001, memory: 8472, top1_acc: 0.3482, top5_acc: 0.5988, loss_cls: 2.9828, loss: 2.9828, grad_norm: 1.1364 2020-09-28 23:24:56,557 - mmaction - INFO - Epoch [113][360/627] lr: 3.585e-01, eta: 1 day, 4:34:21, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.3497, top5_acc: 0.5941, loss_cls: 2.9651, loss: 2.9651, grad_norm: 1.1230 2020-09-28 23:25:19,679 - mmaction - INFO - Epoch [113][380/627] lr: 3.585e-01, eta: 1 day, 4:33:59, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5962, loss_cls: 2.9713, loss: 2.9713, grad_norm: 1.1373 2020-09-28 23:25:40,510 - mmaction - INFO - Epoch [113][400/627] lr: 3.585e-01, eta: 1 day, 4:33:33, time: 1.042, data_time: 0.003, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5882, loss_cls: 3.0103, loss: 3.0103, grad_norm: 1.1262 2020-09-28 23:26:03,388 - mmaction - INFO - Epoch [113][420/627] lr: 3.585e-01, eta: 1 day, 4:33:10, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3484, top5_acc: 0.5958, loss_cls: 2.9942, loss: 2.9942, grad_norm: 1.1261 2020-09-28 23:26:24,911 - mmaction - INFO - Epoch [113][440/627] lr: 3.585e-01, eta: 1 day, 4:32:46, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3454, top5_acc: 0.5988, loss_cls: 3.0016, loss: 3.0016, grad_norm: 1.1383 2020-09-28 23:26:47,506 - mmaction - INFO - Epoch [113][460/627] lr: 3.585e-01, eta: 1 day, 4:32:22, time: 1.128, data_time: 0.042, memory: 8472, top1_acc: 0.3512, top5_acc: 0.6046, loss_cls: 2.9622, loss: 2.9622, grad_norm: 1.1297 2020-09-28 23:27:10,080 - mmaction - INFO - Epoch [113][480/627] lr: 3.585e-01, eta: 1 day, 4:31:59, time: 1.131, data_time: 0.076, memory: 8472, top1_acc: 0.3514, top5_acc: 0.5977, loss_cls: 2.9929, loss: 2.9929, grad_norm: 1.1322 2020-09-28 23:27:32,019 - mmaction - INFO - Epoch [113][500/627] lr: 3.585e-01, eta: 1 day, 4:31:35, time: 1.097, data_time: 0.021, memory: 8472, top1_acc: 0.3421, top5_acc: 0.5996, loss_cls: 2.9985, loss: 2.9985, grad_norm: 1.1380 2020-09-28 23:27:54,182 - mmaction - INFO - Epoch [113][520/627] lr: 3.585e-01, eta: 1 day, 4:31:11, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5999, loss_cls: 2.9815, loss: 2.9815, grad_norm: 1.1252 2020-09-28 23:28:16,291 - mmaction - INFO - Epoch [113][540/627] lr: 3.585e-01, eta: 1 day, 4:30:48, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3467, top5_acc: 0.5966, loss_cls: 2.9729, loss: 2.9729, grad_norm: 1.1423 2020-09-28 23:28:39,664 - mmaction - INFO - Epoch [113][560/627] lr: 3.585e-01, eta: 1 day, 4:30:25, time: 1.168, data_time: 0.001, memory: 8472, top1_acc: 0.3427, top5_acc: 0.5961, loss_cls: 3.0276, loss: 3.0276, grad_norm: 1.1483 2020-09-28 23:29:01,010 - mmaction - INFO - Epoch [113][580/627] lr: 3.585e-01, eta: 1 day, 4:30:00, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3465, top5_acc: 0.5992, loss_cls: 2.9623, loss: 2.9623, grad_norm: 1.1385 2020-09-28 23:29:24,095 - mmaction - INFO - Epoch [113][600/627] lr: 3.585e-01, eta: 1 day, 4:29:38, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3512, top5_acc: 0.6012, loss_cls: 2.9636, loss: 2.9636, grad_norm: 1.1375 2020-09-28 23:29:45,655 - mmaction - INFO - Epoch [113][620/627] lr: 3.585e-01, eta: 1 day, 4:29:13, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3465, top5_acc: 0.5954, loss_cls: 3.0018, loss: 3.0018, grad_norm: 1.1232 2020-09-28 23:30:45,130 - mmaction - INFO - Epoch [114][20/627] lr: 3.549e-01, eta: 1 day, 4:29:09, time: 2.605, data_time: 1.538, memory: 8472, top1_acc: 0.3491, top5_acc: 0.5918, loss_cls: 3.0249, loss: 3.0249, grad_norm: 1.1434 2020-09-28 23:31:06,722 - mmaction - INFO - Epoch [114][40/627] lr: 3.549e-01, eta: 1 day, 4:28:45, time: 1.077, data_time: 0.027, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6107, loss_cls: 2.9260, loss: 2.9260, grad_norm: 1.1101 2020-09-28 23:31:29,321 - mmaction - INFO - Epoch [114][60/627] lr: 3.549e-01, eta: 1 day, 4:28:21, time: 1.131, data_time: 0.029, memory: 8472, top1_acc: 0.3531, top5_acc: 0.6039, loss_cls: 2.9648, loss: 2.9648, grad_norm: 1.1472 2020-09-28 23:31:51,412 - mmaction - INFO - Epoch [114][80/627] lr: 3.549e-01, eta: 1 day, 4:27:58, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3443, top5_acc: 0.6049, loss_cls: 2.9649, loss: 2.9649, grad_norm: 1.1362 2020-09-28 23:32:12,799 - mmaction - INFO - Epoch [114][100/627] lr: 3.549e-01, eta: 1 day, 4:27:33, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3487, top5_acc: 0.5956, loss_cls: 2.9701, loss: 2.9701, grad_norm: 1.1234 2020-09-28 23:32:34,476 - mmaction - INFO - Epoch [114][120/627] lr: 3.549e-01, eta: 1 day, 4:27:08, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3482, top5_acc: 0.6003, loss_cls: 2.9659, loss: 2.9659, grad_norm: 1.1546 2020-09-28 23:32:57,437 - mmaction - INFO - Epoch [114][140/627] lr: 3.549e-01, eta: 1 day, 4:26:46, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3500, top5_acc: 0.6018, loss_cls: 2.9498, loss: 2.9498, grad_norm: 1.1524 2020-09-28 23:33:19,578 - mmaction - INFO - Epoch [114][160/627] lr: 3.549e-01, eta: 1 day, 4:26:22, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5987, loss_cls: 2.9715, loss: 2.9715, grad_norm: 1.1479 2020-09-28 23:33:41,653 - mmaction - INFO - Epoch [114][180/627] lr: 3.549e-01, eta: 1 day, 4:25:58, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3562, top5_acc: 0.6035, loss_cls: 2.9358, loss: 2.9358, grad_norm: 1.1497 2020-09-28 23:34:03,337 - mmaction - INFO - Epoch [114][200/627] lr: 3.549e-01, eta: 1 day, 4:25:34, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5874, loss_cls: 3.0089, loss: 3.0089, grad_norm: 1.1293 2020-09-28 23:34:25,618 - mmaction - INFO - Epoch [114][220/627] lr: 3.549e-01, eta: 1 day, 4:25:10, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.3388, top5_acc: 0.5961, loss_cls: 2.9963, loss: 2.9963, grad_norm: 1.1180 2020-09-28 23:34:47,689 - mmaction - INFO - Epoch [114][240/627] lr: 3.549e-01, eta: 1 day, 4:24:46, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3451, top5_acc: 0.6044, loss_cls: 2.9837, loss: 2.9837, grad_norm: 1.1419 2020-09-28 23:35:09,385 - mmaction - INFO - Epoch [114][260/627] lr: 3.549e-01, eta: 1 day, 4:24:22, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3488, top5_acc: 0.6068, loss_cls: 2.9581, loss: 2.9581, grad_norm: 1.1307 2020-09-28 23:35:31,034 - mmaction - INFO - Epoch [114][280/627] lr: 3.549e-01, eta: 1 day, 4:23:57, time: 1.081, data_time: 0.001, memory: 8472, top1_acc: 0.3496, top5_acc: 0.6055, loss_cls: 2.9690, loss: 2.9690, grad_norm: 1.1448 2020-09-28 23:35:53,940 - mmaction - INFO - Epoch [114][300/627] lr: 3.549e-01, eta: 1 day, 4:23:34, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3526, top5_acc: 0.6046, loss_cls: 2.9661, loss: 2.9661, grad_norm: 1.1129 2020-09-28 23:36:15,063 - mmaction - INFO - Epoch [114][320/627] lr: 3.549e-01, eta: 1 day, 4:23:09, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.3458, top5_acc: 0.6009, loss_cls: 2.9843, loss: 2.9843, grad_norm: 1.1632 2020-09-28 23:36:38,581 - mmaction - INFO - Epoch [114][340/627] lr: 3.549e-01, eta: 1 day, 4:22:47, time: 1.176, data_time: 0.002, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5945, loss_cls: 2.9916, loss: 2.9916, grad_norm: 1.1396 2020-09-28 23:37:00,438 - mmaction - INFO - Epoch [114][360/627] lr: 3.549e-01, eta: 1 day, 4:22:23, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3430, top5_acc: 0.5887, loss_cls: 3.0264, loss: 3.0264, grad_norm: 1.1309 2020-09-28 23:37:23,070 - mmaction - INFO - Epoch [114][380/627] lr: 3.549e-01, eta: 1 day, 4:22:00, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3464, top5_acc: 0.6035, loss_cls: 2.9774, loss: 2.9774, grad_norm: 1.1386 2020-09-28 23:37:44,490 - mmaction - INFO - Epoch [114][400/627] lr: 3.549e-01, eta: 1 day, 4:21:35, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.3499, top5_acc: 0.6007, loss_cls: 2.9729, loss: 2.9729, grad_norm: 1.1548 2020-09-28 23:38:06,494 - mmaction - INFO - Epoch [114][420/627] lr: 3.549e-01, eta: 1 day, 4:21:11, time: 1.100, data_time: 0.122, memory: 8472, top1_acc: 0.3538, top5_acc: 0.6010, loss_cls: 2.9403, loss: 2.9403, grad_norm: 1.1248 2020-09-28 23:38:28,421 - mmaction - INFO - Epoch [114][440/627] lr: 3.549e-01, eta: 1 day, 4:20:47, time: 1.097, data_time: 0.123, memory: 8472, top1_acc: 0.3457, top5_acc: 0.5966, loss_cls: 3.0117, loss: 3.0117, grad_norm: 1.1736 2020-09-28 23:38:50,384 - mmaction - INFO - Epoch [114][460/627] lr: 3.549e-01, eta: 1 day, 4:20:23, time: 1.097, data_time: 0.148, memory: 8472, top1_acc: 0.3549, top5_acc: 0.5980, loss_cls: 2.9854, loss: 2.9854, grad_norm: 1.1282 2020-09-28 23:39:13,436 - mmaction - INFO - Epoch [114][480/627] lr: 3.549e-01, eta: 1 day, 4:20:01, time: 1.153, data_time: 0.008, memory: 8472, top1_acc: 0.3483, top5_acc: 0.5964, loss_cls: 2.9885, loss: 2.9885, grad_norm: 1.1347 2020-09-28 23:39:35,917 - mmaction - INFO - Epoch [114][500/627] lr: 3.549e-01, eta: 1 day, 4:19:37, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3362, top5_acc: 0.6001, loss_cls: 3.0000, loss: 3.0000, grad_norm: 1.1406 2020-09-28 23:39:58,330 - mmaction - INFO - Epoch [114][520/627] lr: 3.549e-01, eta: 1 day, 4:19:14, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3383, top5_acc: 0.5977, loss_cls: 3.0037, loss: 3.0037, grad_norm: 1.1438 2020-09-28 23:40:19,464 - mmaction - INFO - Epoch [114][540/627] lr: 3.549e-01, eta: 1 day, 4:18:49, time: 1.060, data_time: 0.004, memory: 8472, top1_acc: 0.3474, top5_acc: 0.5914, loss_cls: 2.9978, loss: 2.9978, grad_norm: 1.1287 2020-09-28 23:40:40,349 - mmaction - INFO - Epoch [114][560/627] lr: 3.549e-01, eta: 1 day, 4:18:23, time: 1.043, data_time: 0.001, memory: 8472, top1_acc: 0.3493, top5_acc: 0.5970, loss_cls: 2.9943, loss: 2.9943, grad_norm: 1.1311 2020-09-28 23:41:02,518 - mmaction - INFO - Epoch [114][580/627] lr: 3.549e-01, eta: 1 day, 4:18:00, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3444, top5_acc: 0.5977, loss_cls: 2.9900, loss: 2.9900, grad_norm: 1.1228 2020-09-28 23:41:25,510 - mmaction - INFO - Epoch [114][600/627] lr: 3.549e-01, eta: 1 day, 4:17:37, time: 1.151, data_time: 0.004, memory: 8472, top1_acc: 0.3534, top5_acc: 0.6017, loss_cls: 2.9781, loss: 2.9781, grad_norm: 1.1480 2020-09-28 23:41:45,370 - mmaction - INFO - Epoch [114][620/627] lr: 3.549e-01, eta: 1 day, 4:17:10, time: 0.993, data_time: 0.003, memory: 8472, top1_acc: 0.3477, top5_acc: 0.5999, loss_cls: 2.9668, loss: 2.9668, grad_norm: 1.1303 2020-09-28 23:42:45,620 - mmaction - INFO - Epoch [115][20/627] lr: 3.513e-01, eta: 1 day, 4:17:07, time: 2.649, data_time: 1.503, memory: 8472, top1_acc: 0.3419, top5_acc: 0.5921, loss_cls: 3.0316, loss: 3.0316, grad_norm: 1.1525 2020-09-28 23:43:07,521 - mmaction - INFO - Epoch [115][40/627] lr: 3.513e-01, eta: 1 day, 4:16:43, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6016, loss_cls: 2.9559, loss: 2.9559, grad_norm: 1.1100 2020-09-28 23:43:31,453 - mmaction - INFO - Epoch [115][60/627] lr: 3.513e-01, eta: 1 day, 4:16:21, time: 1.196, data_time: 0.001, memory: 8472, top1_acc: 0.3479, top5_acc: 0.6013, loss_cls: 2.9585, loss: 2.9585, grad_norm: 1.1417 2020-09-28 23:43:52,646 - mmaction - INFO - Epoch [115][80/627] lr: 3.513e-01, eta: 1 day, 4:15:56, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3591, top5_acc: 0.6117, loss_cls: 2.9063, loss: 2.9063, grad_norm: 1.1491 2020-09-28 23:44:14,481 - mmaction - INFO - Epoch [115][100/627] lr: 3.513e-01, eta: 1 day, 4:15:32, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3404, top5_acc: 0.5961, loss_cls: 2.9832, loss: 2.9832, grad_norm: 1.1512 2020-09-28 23:44:36,181 - mmaction - INFO - Epoch [115][120/627] lr: 3.513e-01, eta: 1 day, 4:15:08, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3495, top5_acc: 0.6025, loss_cls: 2.9494, loss: 2.9494, grad_norm: 1.1460 2020-09-28 23:44:59,693 - mmaction - INFO - Epoch [115][140/627] lr: 3.513e-01, eta: 1 day, 4:14:46, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.3505, top5_acc: 0.6014, loss_cls: 2.9946, loss: 2.9946, grad_norm: 1.1383 2020-09-28 23:45:21,676 - mmaction - INFO - Epoch [115][160/627] lr: 3.513e-01, eta: 1 day, 4:14:22, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6100, loss_cls: 2.9164, loss: 2.9164, grad_norm: 1.1393 2020-09-28 23:45:44,272 - mmaction - INFO - Epoch [115][180/627] lr: 3.513e-01, eta: 1 day, 4:13:58, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6048, loss_cls: 2.9410, loss: 2.9410, grad_norm: 1.1370 2020-09-28 23:46:05,602 - mmaction - INFO - Epoch [115][200/627] lr: 3.513e-01, eta: 1 day, 4:13:34, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3603, top5_acc: 0.6107, loss_cls: 2.8858, loss: 2.8858, grad_norm: 1.1364 2020-09-28 23:46:27,133 - mmaction - INFO - Epoch [115][220/627] lr: 3.513e-01, eta: 1 day, 4:13:09, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3439, top5_acc: 0.6022, loss_cls: 2.9762, loss: 2.9762, grad_norm: 1.1640 2020-09-28 23:46:49,932 - mmaction - INFO - Epoch [115][240/627] lr: 3.513e-01, eta: 1 day, 4:12:46, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3452, top5_acc: 0.5990, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.1339 2020-09-28 23:47:12,728 - mmaction - INFO - Epoch [115][260/627] lr: 3.513e-01, eta: 1 day, 4:12:23, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.3391, top5_acc: 0.5911, loss_cls: 3.0091, loss: 3.0091, grad_norm: 1.1714 2020-09-28 23:47:35,218 - mmaction - INFO - Epoch [115][280/627] lr: 3.513e-01, eta: 1 day, 4:12:00, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.3477, top5_acc: 0.5961, loss_cls: 2.9817, loss: 2.9817, grad_norm: 1.1297 2020-09-28 23:47:56,055 - mmaction - INFO - Epoch [115][300/627] lr: 3.513e-01, eta: 1 day, 4:11:34, time: 1.043, data_time: 0.004, memory: 8472, top1_acc: 0.3493, top5_acc: 0.6029, loss_cls: 2.9947, loss: 2.9947, grad_norm: 1.1352 2020-09-28 23:48:17,301 - mmaction - INFO - Epoch [115][320/627] lr: 3.513e-01, eta: 1 day, 4:11:09, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3449, top5_acc: 0.6038, loss_cls: 2.9717, loss: 2.9717, grad_norm: 1.1465 2020-09-28 23:48:41,028 - mmaction - INFO - Epoch [115][340/627] lr: 3.513e-01, eta: 1 day, 4:10:48, time: 1.189, data_time: 0.004, memory: 8472, top1_acc: 0.3464, top5_acc: 0.5952, loss_cls: 2.9787, loss: 2.9787, grad_norm: 1.1427 2020-09-28 23:49:01,098 - mmaction - INFO - Epoch [115][360/627] lr: 3.513e-01, eta: 1 day, 4:10:21, time: 1.004, data_time: 0.002, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6012, loss_cls: 2.9452, loss: 2.9452, grad_norm: 1.1318 2020-09-28 23:49:24,177 - mmaction - INFO - Epoch [115][380/627] lr: 3.513e-01, eta: 1 day, 4:09:59, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.3484, top5_acc: 0.5990, loss_cls: 2.9955, loss: 2.9955, grad_norm: 1.1538 2020-09-28 23:49:45,561 - mmaction - INFO - Epoch [115][400/627] lr: 3.513e-01, eta: 1 day, 4:09:34, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.3487, top5_acc: 0.6031, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.1449 2020-09-28 23:50:06,856 - mmaction - INFO - Epoch [115][420/627] lr: 3.513e-01, eta: 1 day, 4:09:09, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.3497, top5_acc: 0.5973, loss_cls: 2.9700, loss: 2.9700, grad_norm: 1.1468 2020-09-28 23:50:30,183 - mmaction - INFO - Epoch [115][440/627] lr: 3.513e-01, eta: 1 day, 4:08:47, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.3490, top5_acc: 0.5971, loss_cls: 2.9741, loss: 2.9741, grad_norm: 1.1384 2020-09-28 23:50:52,233 - mmaction - INFO - Epoch [115][460/627] lr: 3.513e-01, eta: 1 day, 4:08:23, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6092, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.1323 2020-09-28 23:51:14,521 - mmaction - INFO - Epoch [115][480/627] lr: 3.513e-01, eta: 1 day, 4:07:59, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3565, top5_acc: 0.6038, loss_cls: 2.9768, loss: 2.9768, grad_norm: 1.1545 2020-09-28 23:51:36,568 - mmaction - INFO - Epoch [115][500/627] lr: 3.513e-01, eta: 1 day, 4:07:35, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3445, top5_acc: 0.5927, loss_cls: 2.9888, loss: 2.9888, grad_norm: 1.1343 2020-09-28 23:51:57,985 - mmaction - INFO - Epoch [115][520/627] lr: 3.513e-01, eta: 1 day, 4:07:11, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3480, top5_acc: 0.6020, loss_cls: 2.9671, loss: 2.9671, grad_norm: 1.1300 2020-09-28 23:52:20,639 - mmaction - INFO - Epoch [115][540/627] lr: 3.513e-01, eta: 1 day, 4:06:48, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3479, top5_acc: 0.6053, loss_cls: 2.9624, loss: 2.9624, grad_norm: 1.1422 2020-09-28 23:52:43,024 - mmaction - INFO - Epoch [115][560/627] lr: 3.513e-01, eta: 1 day, 4:06:24, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3491, top5_acc: 0.6103, loss_cls: 2.9645, loss: 2.9645, grad_norm: 1.1565 2020-09-28 23:53:05,113 - mmaction - INFO - Epoch [115][580/627] lr: 3.513e-01, eta: 1 day, 4:06:00, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3482, top5_acc: 0.5982, loss_cls: 2.9836, loss: 2.9836, grad_norm: 1.1455 2020-09-28 23:53:28,405 - mmaction - INFO - Epoch [115][600/627] lr: 3.513e-01, eta: 1 day, 4:05:38, time: 1.168, data_time: 0.004, memory: 8472, top1_acc: 0.3398, top5_acc: 0.5858, loss_cls: 3.0261, loss: 3.0261, grad_norm: 1.1394 2020-09-28 23:53:50,580 - mmaction - INFO - Epoch [115][620/627] lr: 3.513e-01, eta: 1 day, 4:05:14, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3447, top5_acc: 0.5954, loss_cls: 2.9965, loss: 2.9965, grad_norm: 1.1601 2020-09-28 23:55:17,568 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-28 23:55:18,292 - mmaction - INFO - top1_acc 0.3633 top5_acc 0.6329 2020-09-28 23:55:18,293 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-28 23:55:18,337 - mmaction - INFO - mean_acc 0.3632 2020-09-28 23:55:18,344 - mmaction - INFO - Epoch(val) [115][627] top1_acc: 0.3633, top5_acc: 0.6329, mean_class_accuracy: 0.3632 2020-09-28 23:56:10,610 - mmaction - INFO - Epoch [116][20/627] lr: 3.477e-01, eta: 1 day, 4:05:10, time: 2.611, data_time: 1.285, memory: 8472, top1_acc: 0.3437, top5_acc: 0.5918, loss_cls: 3.0074, loss: 3.0074, grad_norm: 1.1543 2020-09-28 23:56:32,269 - mmaction - INFO - Epoch [116][40/627] lr: 3.477e-01, eta: 1 day, 4:04:45, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6065, loss_cls: 2.9335, loss: 2.9335, grad_norm: 1.1356 2020-09-28 23:56:52,903 - mmaction - INFO - Epoch [116][60/627] lr: 3.477e-01, eta: 1 day, 4:04:20, time: 1.033, data_time: 0.002, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6030, loss_cls: 2.9538, loss: 2.9538, grad_norm: 1.1365 2020-09-28 23:57:14,825 - mmaction - INFO - Epoch [116][80/627] lr: 3.477e-01, eta: 1 day, 4:03:55, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.3518, top5_acc: 0.6079, loss_cls: 2.9366, loss: 2.9366, grad_norm: 1.1436 2020-09-28 23:57:36,966 - mmaction - INFO - Epoch [116][100/627] lr: 3.477e-01, eta: 1 day, 4:03:32, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5991, loss_cls: 2.9780, loss: 2.9780, grad_norm: 1.1514 2020-09-28 23:57:59,704 - mmaction - INFO - Epoch [116][120/627] lr: 3.477e-01, eta: 1 day, 4:03:09, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.3451, top5_acc: 0.6048, loss_cls: 2.9711, loss: 2.9711, grad_norm: 1.1433 2020-09-28 23:58:21,976 - mmaction - INFO - Epoch [116][140/627] lr: 3.477e-01, eta: 1 day, 4:02:45, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3456, top5_acc: 0.5974, loss_cls: 2.9881, loss: 2.9881, grad_norm: 1.1265 2020-09-28 23:58:43,836 - mmaction - INFO - Epoch [116][160/627] lr: 3.477e-01, eta: 1 day, 4:02:21, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3553, top5_acc: 0.6129, loss_cls: 2.9080, loss: 2.9080, grad_norm: 1.1304 2020-09-28 23:59:05,565 - mmaction - INFO - Epoch [116][180/627] lr: 3.477e-01, eta: 1 day, 4:01:57, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.3527, top5_acc: 0.6078, loss_cls: 2.9329, loss: 2.9329, grad_norm: 1.1616 2020-09-28 23:59:28,175 - mmaction - INFO - Epoch [116][200/627] lr: 3.477e-01, eta: 1 day, 4:01:33, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3517, top5_acc: 0.6091, loss_cls: 2.9303, loss: 2.9303, grad_norm: 1.1613 2020-09-28 23:59:50,686 - mmaction - INFO - Epoch [116][220/627] lr: 3.477e-01, eta: 1 day, 4:01:10, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.3529, top5_acc: 0.6065, loss_cls: 2.9419, loss: 2.9419, grad_norm: 1.1317 2020-09-29 00:00:14,322 - mmaction - INFO - Epoch [116][240/627] lr: 3.477e-01, eta: 1 day, 4:00:48, time: 1.182, data_time: 0.002, memory: 8472, top1_acc: 0.3486, top5_acc: 0.6087, loss_cls: 2.9461, loss: 2.9461, grad_norm: 1.1517 2020-09-29 00:00:36,043 - mmaction - INFO - Epoch [116][260/627] lr: 3.477e-01, eta: 1 day, 4:00:24, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3430, top5_acc: 0.6016, loss_cls: 2.9730, loss: 2.9730, grad_norm: 1.1589 2020-09-29 00:00:58,981 - mmaction - INFO - Epoch [116][280/627] lr: 3.477e-01, eta: 1 day, 4:00:01, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3534, top5_acc: 0.6000, loss_cls: 2.9537, loss: 2.9537, grad_norm: 1.1516 2020-09-29 00:01:19,850 - mmaction - INFO - Epoch [116][300/627] lr: 3.477e-01, eta: 1 day, 3:59:36, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.3522, top5_acc: 0.6061, loss_cls: 2.9487, loss: 2.9487, grad_norm: 1.1485 2020-09-29 00:01:41,411 - mmaction - INFO - Epoch [116][320/627] lr: 3.477e-01, eta: 1 day, 3:59:11, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.3495, top5_acc: 0.6003, loss_cls: 2.9695, loss: 2.9695, grad_norm: 1.1547 2020-09-29 00:02:03,821 - mmaction - INFO - Epoch [116][340/627] lr: 3.477e-01, eta: 1 day, 3:58:48, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3504, top5_acc: 0.5983, loss_cls: 2.9914, loss: 2.9914, grad_norm: 1.1567 2020-09-29 00:02:25,938 - mmaction - INFO - Epoch [116][360/627] lr: 3.477e-01, eta: 1 day, 3:58:24, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.3496, top5_acc: 0.6042, loss_cls: 2.9532, loss: 2.9532, grad_norm: 1.1425 2020-09-29 00:02:47,950 - mmaction - INFO - Epoch [116][380/627] lr: 3.477e-01, eta: 1 day, 3:58:00, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3540, top5_acc: 0.6092, loss_cls: 2.9608, loss: 2.9608, grad_norm: 1.1325 2020-09-29 00:03:10,159 - mmaction - INFO - Epoch [116][400/627] lr: 3.477e-01, eta: 1 day, 3:57:36, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3570, top5_acc: 0.6049, loss_cls: 2.9305, loss: 2.9305, grad_norm: 1.1432 2020-09-29 00:03:32,659 - mmaction - INFO - Epoch [116][420/627] lr: 3.477e-01, eta: 1 day, 3:57:13, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.3458, top5_acc: 0.5975, loss_cls: 2.9885, loss: 2.9885, grad_norm: 1.1476 2020-09-29 00:03:53,744 - mmaction - INFO - Epoch [116][440/627] lr: 3.477e-01, eta: 1 day, 3:56:48, time: 1.056, data_time: 0.004, memory: 8472, top1_acc: 0.3460, top5_acc: 0.6000, loss_cls: 2.9551, loss: 2.9551, grad_norm: 1.1481 2020-09-29 00:04:15,741 - mmaction - INFO - Epoch [116][460/627] lr: 3.477e-01, eta: 1 day, 3:56:24, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.3509, top5_acc: 0.6046, loss_cls: 2.9594, loss: 2.9594, grad_norm: 1.1490 2020-09-29 00:04:37,330 - mmaction - INFO - Epoch [116][480/627] lr: 3.477e-01, eta: 1 day, 3:56:00, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.3445, top5_acc: 0.6078, loss_cls: 2.9519, loss: 2.9519, grad_norm: 1.1519 2020-09-29 00:04:59,438 - mmaction - INFO - Epoch [116][500/627] lr: 3.477e-01, eta: 1 day, 3:55:36, time: 1.104, data_time: 0.001, memory: 8472, top1_acc: 0.3471, top5_acc: 0.6040, loss_cls: 2.9560, loss: 2.9560, grad_norm: 1.1563 2020-09-29 00:05:22,006 - mmaction - INFO - Epoch [116][520/627] lr: 3.477e-01, eta: 1 day, 3:55:13, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3518, top5_acc: 0.6057, loss_cls: 2.9665, loss: 2.9665, grad_norm: 1.1494 2020-09-29 00:05:44,323 - mmaction - INFO - Epoch [116][540/627] lr: 3.477e-01, eta: 1 day, 3:54:49, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.3477, top5_acc: 0.5945, loss_cls: 2.9888, loss: 2.9888, grad_norm: 1.1636 2020-09-29 00:06:06,311 - mmaction - INFO - Epoch [116][560/627] lr: 3.477e-01, eta: 1 day, 3:54:25, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3426, top5_acc: 0.5928, loss_cls: 2.9858, loss: 2.9858, grad_norm: 1.1387 2020-09-29 00:06:28,648 - mmaction - INFO - Epoch [116][580/627] lr: 3.477e-01, eta: 1 day, 3:54:02, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.3518, top5_acc: 0.6060, loss_cls: 2.9415, loss: 2.9415, grad_norm: 1.1670 2020-09-29 00:06:49,765 - mmaction - INFO - Epoch [116][600/627] lr: 3.477e-01, eta: 1 day, 3:53:37, time: 1.058, data_time: 0.004, memory: 8472, top1_acc: 0.3443, top5_acc: 0.5938, loss_cls: 2.9893, loss: 2.9893, grad_norm: 1.1575 2020-09-29 00:07:12,295 - mmaction - INFO - Epoch [116][620/627] lr: 3.477e-01, eta: 1 day, 3:53:13, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3536, top5_acc: 0.6021, loss_cls: 2.9695, loss: 2.9695, grad_norm: 1.1487 2020-09-29 00:07:20,609 - mmaction - INFO - Saving checkpoint at 116 epochs 2020-09-29 00:08:16,724 - mmaction - INFO - Epoch [117][20/627] lr: 3.440e-01, eta: 1 day, 3:53:12, time: 2.785, data_time: 1.488, memory: 8472, top1_acc: 0.3520, top5_acc: 0.5990, loss_cls: 2.9531, loss: 2.9531, grad_norm: 1.1556 2020-09-29 00:08:39,518 - mmaction - INFO - Epoch [117][40/627] lr: 3.440e-01, eta: 1 day, 3:52:49, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.3527, top5_acc: 0.6051, loss_cls: 2.9434, loss: 2.9434, grad_norm: 1.1598 2020-09-29 00:09:01,921 - mmaction - INFO - Epoch [117][60/627] lr: 3.440e-01, eta: 1 day, 3:52:26, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3534, top5_acc: 0.6120, loss_cls: 2.9474, loss: 2.9474, grad_norm: 1.1590 2020-09-29 00:09:22,873 - mmaction - INFO - Epoch [117][80/627] lr: 3.440e-01, eta: 1 day, 3:52:01, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6060, loss_cls: 2.9170, loss: 2.9170, grad_norm: 1.1580 2020-09-29 00:09:45,630 - mmaction - INFO - Epoch [117][100/627] lr: 3.440e-01, eta: 1 day, 3:51:38, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.3474, top5_acc: 0.5949, loss_cls: 2.9891, loss: 2.9891, grad_norm: 1.1470 2020-09-29 00:10:08,250 - mmaction - INFO - Epoch [117][120/627] lr: 3.440e-01, eta: 1 day, 3:51:15, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3490, top5_acc: 0.6043, loss_cls: 2.9519, loss: 2.9519, grad_norm: 1.1479 2020-09-29 00:10:29,231 - mmaction - INFO - Epoch [117][140/627] lr: 3.440e-01, eta: 1 day, 3:50:49, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.3612, top5_acc: 0.6163, loss_cls: 2.9134, loss: 2.9134, grad_norm: 1.1423 2020-09-29 00:10:51,450 - mmaction - INFO - Epoch [117][160/627] lr: 3.440e-01, eta: 1 day, 3:50:26, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6055, loss_cls: 2.9541, loss: 2.9541, grad_norm: 1.1356 2020-09-29 00:11:13,398 - mmaction - INFO - Epoch [117][180/627] lr: 3.440e-01, eta: 1 day, 3:50:02, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.3572, top5_acc: 0.6026, loss_cls: 2.9482, loss: 2.9482, grad_norm: 1.1559 2020-09-29 00:11:35,245 - mmaction - INFO - Epoch [117][200/627] lr: 3.440e-01, eta: 1 day, 3:49:38, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3525, top5_acc: 0.6008, loss_cls: 2.9576, loss: 2.9576, grad_norm: 1.1564 2020-09-29 00:11:57,957 - mmaction - INFO - Epoch [117][220/627] lr: 3.440e-01, eta: 1 day, 3:49:15, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6023, loss_cls: 2.9549, loss: 2.9549, grad_norm: 1.1624 2020-09-29 00:12:19,992 - mmaction - INFO - Epoch [117][240/627] lr: 3.440e-01, eta: 1 day, 3:48:51, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3473, top5_acc: 0.6026, loss_cls: 2.9638, loss: 2.9638, grad_norm: 1.1634 2020-09-29 00:12:41,784 - mmaction - INFO - Epoch [117][260/627] lr: 3.440e-01, eta: 1 day, 3:48:27, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6021, loss_cls: 2.9450, loss: 2.9450, grad_norm: 1.1463 2020-09-29 00:13:04,802 - mmaction - INFO - Epoch [117][280/627] lr: 3.440e-01, eta: 1 day, 3:48:04, time: 1.150, data_time: 0.001, memory: 8472, top1_acc: 0.3510, top5_acc: 0.6023, loss_cls: 2.9750, loss: 2.9750, grad_norm: 1.1548 2020-09-29 00:13:26,453 - mmaction - INFO - Epoch [117][300/627] lr: 3.440e-01, eta: 1 day, 3:47:39, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3512, top5_acc: 0.5986, loss_cls: 2.9645, loss: 2.9645, grad_norm: 1.1604 2020-09-29 00:13:48,230 - mmaction - INFO - Epoch [117][320/627] lr: 3.440e-01, eta: 1 day, 3:47:15, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.3527, top5_acc: 0.5997, loss_cls: 2.9639, loss: 2.9639, grad_norm: 1.1454 2020-09-29 00:14:09,550 - mmaction - INFO - Epoch [117][340/627] lr: 3.440e-01, eta: 1 day, 3:46:50, time: 1.065, data_time: 0.001, memory: 8472, top1_acc: 0.3585, top5_acc: 0.6074, loss_cls: 2.9505, loss: 2.9505, grad_norm: 1.1402 2020-09-29 00:14:31,226 - mmaction - INFO - Epoch [117][360/627] lr: 3.440e-01, eta: 1 day, 3:46:26, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3535, top5_acc: 0.5975, loss_cls: 2.9858, loss: 2.9858, grad_norm: 1.1600 2020-09-29 00:14:53,533 - mmaction - INFO - Epoch [117][380/627] lr: 3.440e-01, eta: 1 day, 3:46:03, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3632, top5_acc: 0.6018, loss_cls: 2.9320, loss: 2.9320, grad_norm: 1.1505 2020-09-29 00:15:15,549 - mmaction - INFO - Epoch [117][400/627] lr: 3.440e-01, eta: 1 day, 3:45:39, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.3509, top5_acc: 0.6001, loss_cls: 2.9687, loss: 2.9687, grad_norm: 1.1527 2020-09-29 00:15:36,939 - mmaction - INFO - Epoch [117][420/627] lr: 3.440e-01, eta: 1 day, 3:45:14, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3592, top5_acc: 0.5990, loss_cls: 2.9648, loss: 2.9648, grad_norm: 1.1369 2020-09-29 00:15:59,231 - mmaction - INFO - Epoch [117][440/627] lr: 3.440e-01, eta: 1 day, 3:44:50, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3475, top5_acc: 0.5986, loss_cls: 2.9742, loss: 2.9742, grad_norm: 1.1602 2020-09-29 00:16:21,274 - mmaction - INFO - Epoch [117][460/627] lr: 3.440e-01, eta: 1 day, 3:44:27, time: 1.103, data_time: 0.038, memory: 8472, top1_acc: 0.3439, top5_acc: 0.5988, loss_cls: 2.9963, loss: 2.9963, grad_norm: 1.1586 2020-09-29 00:16:43,255 - mmaction - INFO - Epoch [117][480/627] lr: 3.440e-01, eta: 1 day, 3:44:03, time: 1.100, data_time: 0.029, memory: 8472, top1_acc: 0.3530, top5_acc: 0.5980, loss_cls: 2.9857, loss: 2.9857, grad_norm: 1.1341 2020-09-29 00:17:05,352 - mmaction - INFO - Epoch [117][500/627] lr: 3.440e-01, eta: 1 day, 3:43:39, time: 1.103, data_time: 0.068, memory: 8472, top1_acc: 0.3526, top5_acc: 0.6020, loss_cls: 2.9570, loss: 2.9570, grad_norm: 1.1435 2020-09-29 00:17:27,986 - mmaction - INFO - Epoch [117][520/627] lr: 3.440e-01, eta: 1 day, 3:43:16, time: 1.133, data_time: 0.064, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6077, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.1463 2020-09-29 00:17:50,474 - mmaction - INFO - Epoch [117][540/627] lr: 3.440e-01, eta: 1 day, 3:42:52, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3539, top5_acc: 0.5965, loss_cls: 2.9867, loss: 2.9867, grad_norm: 1.1565 2020-09-29 00:18:11,759 - mmaction - INFO - Epoch [117][560/627] lr: 3.440e-01, eta: 1 day, 3:42:28, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.3538, top5_acc: 0.6099, loss_cls: 2.9516, loss: 2.9516, grad_norm: 1.1454 2020-09-29 00:18:33,666 - mmaction - INFO - Epoch [117][580/627] lr: 3.440e-01, eta: 1 day, 3:42:04, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3611, top5_acc: 0.6042, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.1424 2020-09-29 00:18:56,434 - mmaction - INFO - Epoch [117][600/627] lr: 3.440e-01, eta: 1 day, 3:41:41, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3422, top5_acc: 0.5913, loss_cls: 3.0085, loss: 3.0085, grad_norm: 1.1618 2020-09-29 00:19:18,789 - mmaction - INFO - Epoch [117][620/627] lr: 3.440e-01, eta: 1 day, 3:41:17, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3572, top5_acc: 0.6000, loss_cls: 2.9477, loss: 2.9477, grad_norm: 1.1338 2020-09-29 00:20:20,255 - mmaction - INFO - Epoch [118][20/627] lr: 3.404e-01, eta: 1 day, 3:41:14, time: 2.730, data_time: 1.365, memory: 8472, top1_acc: 0.3496, top5_acc: 0.5999, loss_cls: 2.9730, loss: 2.9730, grad_norm: 1.1727 2020-09-29 00:20:43,006 - mmaction - INFO - Epoch [118][40/627] lr: 3.404e-01, eta: 1 day, 3:40:51, time: 1.140, data_time: 0.005, memory: 8472, top1_acc: 0.3548, top5_acc: 0.6022, loss_cls: 2.9493, loss: 2.9493, grad_norm: 1.1701 2020-09-29 00:21:04,843 - mmaction - INFO - Epoch [118][60/627] lr: 3.404e-01, eta: 1 day, 3:40:27, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3621, top5_acc: 0.6195, loss_cls: 2.8773, loss: 2.8773, grad_norm: 1.1598 2020-09-29 00:21:27,361 - mmaction - INFO - Epoch [118][80/627] lr: 3.404e-01, eta: 1 day, 3:40:04, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6102, loss_cls: 2.9255, loss: 2.9255, grad_norm: 1.1481 2020-09-29 00:21:48,846 - mmaction - INFO - Epoch [118][100/627] lr: 3.404e-01, eta: 1 day, 3:39:39, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3518, top5_acc: 0.6040, loss_cls: 2.9426, loss: 2.9426, grad_norm: 1.1408 2020-09-29 00:22:11,628 - mmaction - INFO - Epoch [118][120/627] lr: 3.404e-01, eta: 1 day, 3:39:17, time: 1.141, data_time: 0.005, memory: 8472, top1_acc: 0.3641, top5_acc: 0.6141, loss_cls: 2.8985, loss: 2.8985, grad_norm: 1.1415 2020-09-29 00:22:33,586 - mmaction - INFO - Epoch [118][140/627] lr: 3.404e-01, eta: 1 day, 3:38:53, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6134, loss_cls: 2.9210, loss: 2.9210, grad_norm: 1.1745 2020-09-29 00:22:55,246 - mmaction - INFO - Epoch [118][160/627] lr: 3.404e-01, eta: 1 day, 3:38:28, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6076, loss_cls: 2.9197, loss: 2.9197, grad_norm: 1.1501 2020-09-29 00:23:17,788 - mmaction - INFO - Epoch [118][180/627] lr: 3.404e-01, eta: 1 day, 3:38:05, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3536, top5_acc: 0.6008, loss_cls: 2.9570, loss: 2.9570, grad_norm: 1.1749 2020-09-29 00:23:39,825 - mmaction - INFO - Epoch [118][200/627] lr: 3.404e-01, eta: 1 day, 3:37:41, time: 1.102, data_time: 0.027, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6163, loss_cls: 2.8924, loss: 2.8924, grad_norm: 1.1764 2020-09-29 00:24:04,076 - mmaction - INFO - Epoch [118][220/627] lr: 3.404e-01, eta: 1 day, 3:37:20, time: 1.213, data_time: 0.057, memory: 8472, top1_acc: 0.3505, top5_acc: 0.5997, loss_cls: 2.9641, loss: 2.9641, grad_norm: 1.1770 2020-09-29 00:24:24,438 - mmaction - INFO - Epoch [118][240/627] lr: 3.404e-01, eta: 1 day, 3:36:54, time: 1.019, data_time: 0.001, memory: 8472, top1_acc: 0.3533, top5_acc: 0.6135, loss_cls: 2.9201, loss: 2.9201, grad_norm: 1.1546 2020-09-29 00:24:47,049 - mmaction - INFO - Epoch [118][260/627] lr: 3.404e-01, eta: 1 day, 3:36:31, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.3444, top5_acc: 0.5975, loss_cls: 2.9791, loss: 2.9791, grad_norm: 1.1682 2020-09-29 00:25:08,815 - mmaction - INFO - Epoch [118][280/627] lr: 3.404e-01, eta: 1 day, 3:36:07, time: 1.090, data_time: 0.006, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6001, loss_cls: 2.9561, loss: 2.9561, grad_norm: 1.1498 2020-09-29 00:25:29,839 - mmaction - INFO - Epoch [118][300/627] lr: 3.404e-01, eta: 1 day, 3:35:42, time: 1.052, data_time: 0.003, memory: 8472, top1_acc: 0.3513, top5_acc: 0.6009, loss_cls: 2.9725, loss: 2.9725, grad_norm: 1.1783 2020-09-29 00:25:53,399 - mmaction - INFO - Epoch [118][320/627] lr: 3.404e-01, eta: 1 day, 3:35:20, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.3536, top5_acc: 0.6066, loss_cls: 2.9422, loss: 2.9422, grad_norm: 1.1466 2020-09-29 00:26:14,944 - mmaction - INFO - Epoch [118][340/627] lr: 3.404e-01, eta: 1 day, 3:34:55, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3647, top5_acc: 0.6108, loss_cls: 2.8951, loss: 2.8951, grad_norm: 1.1503 2020-09-29 00:26:36,496 - mmaction - INFO - Epoch [118][360/627] lr: 3.404e-01, eta: 1 day, 3:34:31, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.3458, top5_acc: 0.5931, loss_cls: 2.9846, loss: 2.9846, grad_norm: 1.1522 2020-09-29 00:26:59,193 - mmaction - INFO - Epoch [118][380/627] lr: 3.404e-01, eta: 1 day, 3:34:07, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3531, top5_acc: 0.5964, loss_cls: 2.9821, loss: 2.9821, grad_norm: 1.1575 2020-09-29 00:27:20,920 - mmaction - INFO - Epoch [118][400/627] lr: 3.404e-01, eta: 1 day, 3:33:43, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3600, top5_acc: 0.6100, loss_cls: 2.9187, loss: 2.9187, grad_norm: 1.1471 2020-09-29 00:27:43,871 - mmaction - INFO - Epoch [118][420/627] lr: 3.404e-01, eta: 1 day, 3:33:20, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3530, top5_acc: 0.6064, loss_cls: 2.9380, loss: 2.9380, grad_norm: 1.1379 2020-09-29 00:28:04,292 - mmaction - INFO - Epoch [118][440/627] lr: 3.404e-01, eta: 1 day, 3:32:55, time: 1.022, data_time: 0.004, memory: 8472, top1_acc: 0.3466, top5_acc: 0.6023, loss_cls: 2.9674, loss: 2.9674, grad_norm: 1.1527 2020-09-29 00:28:26,560 - mmaction - INFO - Epoch [118][460/627] lr: 3.404e-01, eta: 1 day, 3:32:31, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6081, loss_cls: 2.9179, loss: 2.9179, grad_norm: 1.1431 2020-09-29 00:28:48,080 - mmaction - INFO - Epoch [118][480/627] lr: 3.404e-01, eta: 1 day, 3:32:07, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3495, top5_acc: 0.5983, loss_cls: 2.9886, loss: 2.9886, grad_norm: 1.1642 2020-09-29 00:29:11,434 - mmaction - INFO - Epoch [118][500/627] lr: 3.404e-01, eta: 1 day, 3:31:44, time: 1.170, data_time: 0.005, memory: 8472, top1_acc: 0.3535, top5_acc: 0.5984, loss_cls: 2.9746, loss: 2.9746, grad_norm: 1.1539 2020-09-29 00:29:33,057 - mmaction - INFO - Epoch [118][520/627] lr: 3.404e-01, eta: 1 day, 3:31:20, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.3531, top5_acc: 0.5962, loss_cls: 2.9734, loss: 2.9734, grad_norm: 1.1463 2020-09-29 00:29:55,044 - mmaction - INFO - Epoch [118][540/627] lr: 3.404e-01, eta: 1 day, 3:30:56, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3509, top5_acc: 0.6013, loss_cls: 2.9391, loss: 2.9391, grad_norm: 1.1726 2020-09-29 00:30:17,935 - mmaction - INFO - Epoch [118][560/627] lr: 3.404e-01, eta: 1 day, 3:30:33, time: 1.143, data_time: 0.001, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6083, loss_cls: 2.9417, loss: 2.9417, grad_norm: 1.1512 2020-09-29 00:30:39,044 - mmaction - INFO - Epoch [118][580/627] lr: 3.404e-01, eta: 1 day, 3:30:08, time: 1.056, data_time: 0.004, memory: 8472, top1_acc: 0.3516, top5_acc: 0.5889, loss_cls: 3.0019, loss: 3.0019, grad_norm: 1.1495 2020-09-29 00:31:01,596 - mmaction - INFO - Epoch [118][600/627] lr: 3.404e-01, eta: 1 day, 3:29:45, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.3440, top5_acc: 0.5978, loss_cls: 2.9997, loss: 2.9997, grad_norm: 1.1439 2020-09-29 00:31:25,012 - mmaction - INFO - Epoch [118][620/627] lr: 3.404e-01, eta: 1 day, 3:29:23, time: 1.170, data_time: 0.001, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6038, loss_cls: 2.9686, loss: 2.9686, grad_norm: 1.1413 2020-09-29 00:32:23,768 - mmaction - INFO - Epoch [119][20/627] lr: 3.367e-01, eta: 1 day, 3:29:17, time: 2.596, data_time: 1.363, memory: 8472, top1_acc: 0.3607, top5_acc: 0.5966, loss_cls: 2.9642, loss: 2.9642, grad_norm: 1.1551 2020-09-29 00:32:46,739 - mmaction - INFO - Epoch [119][40/627] lr: 3.367e-01, eta: 1 day, 3:28:54, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3479, top5_acc: 0.6042, loss_cls: 2.9292, loss: 2.9292, grad_norm: 1.1653 2020-09-29 00:33:09,359 - mmaction - INFO - Epoch [119][60/627] lr: 3.367e-01, eta: 1 day, 3:28:31, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3577, top5_acc: 0.6104, loss_cls: 2.9198, loss: 2.9198, grad_norm: 1.1556 2020-09-29 00:33:31,703 - mmaction - INFO - Epoch [119][80/627] lr: 3.367e-01, eta: 1 day, 3:28:07, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3555, top5_acc: 0.6155, loss_cls: 2.9162, loss: 2.9162, grad_norm: 1.1831 2020-09-29 00:33:52,720 - mmaction - INFO - Epoch [119][100/627] lr: 3.367e-01, eta: 1 day, 3:27:42, time: 1.050, data_time: 0.001, memory: 8472, top1_acc: 0.3557, top5_acc: 0.6138, loss_cls: 2.9300, loss: 2.9300, grad_norm: 1.1546 2020-09-29 00:34:14,691 - mmaction - INFO - Epoch [119][120/627] lr: 3.367e-01, eta: 1 day, 3:27:18, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3525, top5_acc: 0.6046, loss_cls: 2.9440, loss: 2.9440, grad_norm: 1.1765 2020-09-29 00:34:36,417 - mmaction - INFO - Epoch [119][140/627] lr: 3.367e-01, eta: 1 day, 3:26:54, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3572, top5_acc: 0.6061, loss_cls: 2.9356, loss: 2.9356, grad_norm: 1.1588 2020-09-29 00:34:59,352 - mmaction - INFO - Epoch [119][160/627] lr: 3.367e-01, eta: 1 day, 3:26:31, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6077, loss_cls: 2.9352, loss: 2.9352, grad_norm: 1.1636 2020-09-29 00:35:21,317 - mmaction - INFO - Epoch [119][180/627] lr: 3.367e-01, eta: 1 day, 3:26:07, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3488, top5_acc: 0.6043, loss_cls: 2.9509, loss: 2.9509, grad_norm: 1.1564 2020-09-29 00:35:42,822 - mmaction - INFO - Epoch [119][200/627] lr: 3.367e-01, eta: 1 day, 3:25:43, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3555, top5_acc: 0.5986, loss_cls: 2.9558, loss: 2.9558, grad_norm: 1.1314 2020-09-29 00:36:04,397 - mmaction - INFO - Epoch [119][220/627] lr: 3.367e-01, eta: 1 day, 3:25:18, time: 1.081, data_time: 0.004, memory: 8472, top1_acc: 0.3591, top5_acc: 0.6107, loss_cls: 2.9173, loss: 2.9173, grad_norm: 1.1523 2020-09-29 00:36:27,952 - mmaction - INFO - Epoch [119][240/627] lr: 3.367e-01, eta: 1 day, 3:24:56, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.3488, top5_acc: 0.5944, loss_cls: 2.9774, loss: 2.9774, grad_norm: 1.1493 2020-09-29 00:36:49,680 - mmaction - INFO - Epoch [119][260/627] lr: 3.367e-01, eta: 1 day, 3:24:32, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6069, loss_cls: 2.9439, loss: 2.9439, grad_norm: 1.1409 2020-09-29 00:37:12,215 - mmaction - INFO - Epoch [119][280/627] lr: 3.367e-01, eta: 1 day, 3:24:09, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3591, top5_acc: 0.6068, loss_cls: 2.9373, loss: 2.9373, grad_norm: 1.1658 2020-09-29 00:37:33,846 - mmaction - INFO - Epoch [119][300/627] lr: 3.367e-01, eta: 1 day, 3:23:44, time: 1.081, data_time: 0.082, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6154, loss_cls: 2.9125, loss: 2.9125, grad_norm: 1.1736 2020-09-29 00:37:55,848 - mmaction - INFO - Epoch [119][320/627] lr: 3.367e-01, eta: 1 day, 3:23:21, time: 1.101, data_time: 0.143, memory: 8472, top1_acc: 0.3591, top5_acc: 0.6070, loss_cls: 2.9318, loss: 2.9318, grad_norm: 1.1842 2020-09-29 00:38:16,938 - mmaction - INFO - Epoch [119][340/627] lr: 3.367e-01, eta: 1 day, 3:22:56, time: 1.053, data_time: 0.080, memory: 8472, top1_acc: 0.3523, top5_acc: 0.6047, loss_cls: 2.9845, loss: 2.9845, grad_norm: 1.1661 2020-09-29 00:38:39,744 - mmaction - INFO - Epoch [119][360/627] lr: 3.367e-01, eta: 1 day, 3:22:33, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3544, top5_acc: 0.5975, loss_cls: 2.9565, loss: 2.9565, grad_norm: 1.1572 2020-09-29 00:39:01,306 - mmaction - INFO - Epoch [119][380/627] lr: 3.367e-01, eta: 1 day, 3:22:08, time: 1.077, data_time: 0.014, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6085, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.1470 2020-09-29 00:39:24,048 - mmaction - INFO - Epoch [119][400/627] lr: 3.367e-01, eta: 1 day, 3:21:45, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6081, loss_cls: 2.9348, loss: 2.9348, grad_norm: 1.1552 2020-09-29 00:39:46,691 - mmaction - INFO - Epoch [119][420/627] lr: 3.367e-01, eta: 1 day, 3:21:22, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.3604, top5_acc: 0.5993, loss_cls: 2.9461, loss: 2.9461, grad_norm: 1.1492 2020-09-29 00:40:07,650 - mmaction - INFO - Epoch [119][440/627] lr: 3.367e-01, eta: 1 day, 3:20:57, time: 1.047, data_time: 0.003, memory: 8472, top1_acc: 0.3605, top5_acc: 0.6122, loss_cls: 2.9501, loss: 2.9501, grad_norm: 1.1635 2020-09-29 00:40:30,220 - mmaction - INFO - Epoch [119][460/627] lr: 3.367e-01, eta: 1 day, 3:20:34, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3521, top5_acc: 0.6043, loss_cls: 2.9468, loss: 2.9468, grad_norm: 1.1432 2020-09-29 00:40:52,684 - mmaction - INFO - Epoch [119][480/627] lr: 3.367e-01, eta: 1 day, 3:20:10, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3599, top5_acc: 0.6082, loss_cls: 2.9231, loss: 2.9231, grad_norm: 1.1682 2020-09-29 00:41:14,436 - mmaction - INFO - Epoch [119][500/627] lr: 3.367e-01, eta: 1 day, 3:19:46, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3547, top5_acc: 0.6007, loss_cls: 2.9646, loss: 2.9646, grad_norm: 1.1646 2020-09-29 00:41:36,290 - mmaction - INFO - Epoch [119][520/627] lr: 3.367e-01, eta: 1 day, 3:19:22, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3404, top5_acc: 0.5923, loss_cls: 2.9936, loss: 2.9936, grad_norm: 1.1652 2020-09-29 00:41:58,156 - mmaction - INFO - Epoch [119][540/627] lr: 3.367e-01, eta: 1 day, 3:18:58, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3605, top5_acc: 0.6090, loss_cls: 2.9247, loss: 2.9247, grad_norm: 1.1485 2020-09-29 00:42:20,897 - mmaction - INFO - Epoch [119][560/627] lr: 3.367e-01, eta: 1 day, 3:18:35, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.3508, top5_acc: 0.6078, loss_cls: 2.9520, loss: 2.9520, grad_norm: 1.1718 2020-09-29 00:42:43,304 - mmaction - INFO - Epoch [119][580/627] lr: 3.367e-01, eta: 1 day, 3:18:12, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.3566, top5_acc: 0.6056, loss_cls: 2.9372, loss: 2.9372, grad_norm: 1.1651 2020-09-29 00:43:06,089 - mmaction - INFO - Epoch [119][600/627] lr: 3.367e-01, eta: 1 day, 3:17:49, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3685, top5_acc: 0.6168, loss_cls: 2.8965, loss: 2.8965, grad_norm: 1.1615 2020-09-29 00:43:27,986 - mmaction - INFO - Epoch [119][620/627] lr: 3.367e-01, eta: 1 day, 3:17:25, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.3477, top5_acc: 0.5995, loss_cls: 2.9817, loss: 2.9817, grad_norm: 1.1623 2020-09-29 00:44:28,723 - mmaction - INFO - Epoch [120][20/627] lr: 3.331e-01, eta: 1 day, 3:17:20, time: 2.699, data_time: 1.248, memory: 8472, top1_acc: 0.3443, top5_acc: 0.5970, loss_cls: 2.9720, loss: 2.9720, grad_norm: 1.1667 2020-09-29 00:44:50,977 - mmaction - INFO - Epoch [120][40/627] lr: 3.331e-01, eta: 1 day, 3:16:57, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3607, top5_acc: 0.6164, loss_cls: 2.9043, loss: 2.9043, grad_norm: 1.1564 2020-09-29 00:45:12,668 - mmaction - INFO - Epoch [120][60/627] lr: 3.331e-01, eta: 1 day, 3:16:32, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3691, top5_acc: 0.6150, loss_cls: 2.8778, loss: 2.8778, grad_norm: 1.1678 2020-09-29 00:45:35,173 - mmaction - INFO - Epoch [120][80/627] lr: 3.331e-01, eta: 1 day, 3:16:09, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.3620, top5_acc: 0.6066, loss_cls: 2.9165, loss: 2.9165, grad_norm: 1.1744 2020-09-29 00:45:57,410 - mmaction - INFO - Epoch [120][100/627] lr: 3.331e-01, eta: 1 day, 3:15:46, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6031, loss_cls: 2.9446, loss: 2.9446, grad_norm: 1.1617 2020-09-29 00:46:18,911 - mmaction - INFO - Epoch [120][120/627] lr: 3.331e-01, eta: 1 day, 3:15:21, time: 1.075, data_time: 0.005, memory: 8472, top1_acc: 0.3605, top5_acc: 0.6116, loss_cls: 2.9219, loss: 2.9219, grad_norm: 1.1571 2020-09-29 00:46:41,521 - mmaction - INFO - Epoch [120][140/627] lr: 3.331e-01, eta: 1 day, 3:14:58, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.3612, top5_acc: 0.6141, loss_cls: 2.8927, loss: 2.8927, grad_norm: 1.1605 2020-09-29 00:47:02,889 - mmaction - INFO - Epoch [120][160/627] lr: 3.331e-01, eta: 1 day, 3:14:33, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.3637, top5_acc: 0.6098, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.1807 2020-09-29 00:47:25,118 - mmaction - INFO - Epoch [120][180/627] lr: 3.331e-01, eta: 1 day, 3:14:10, time: 1.115, data_time: 0.005, memory: 8472, top1_acc: 0.3562, top5_acc: 0.6030, loss_cls: 2.9472, loss: 2.9472, grad_norm: 1.1587 2020-09-29 00:47:48,649 - mmaction - INFO - Epoch [120][200/627] lr: 3.331e-01, eta: 1 day, 3:13:48, time: 1.175, data_time: 0.001, memory: 8472, top1_acc: 0.3526, top5_acc: 0.6091, loss_cls: 2.9402, loss: 2.9402, grad_norm: 1.1597 2020-09-29 00:48:09,783 - mmaction - INFO - Epoch [120][220/627] lr: 3.331e-01, eta: 1 day, 3:13:23, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.3615, top5_acc: 0.6151, loss_cls: 2.8881, loss: 2.8881, grad_norm: 1.1866 2020-09-29 00:48:31,495 - mmaction - INFO - Epoch [120][240/627] lr: 3.331e-01, eta: 1 day, 3:12:59, time: 1.087, data_time: 0.004, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6121, loss_cls: 2.9405, loss: 2.9405, grad_norm: 1.1687 2020-09-29 00:48:53,151 - mmaction - INFO - Epoch [120][260/627] lr: 3.331e-01, eta: 1 day, 3:12:34, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3483, top5_acc: 0.6035, loss_cls: 2.9510, loss: 2.9510, grad_norm: 1.1884 2020-09-29 00:49:16,011 - mmaction - INFO - Epoch [120][280/627] lr: 3.331e-01, eta: 1 day, 3:12:11, time: 1.142, data_time: 0.076, memory: 8472, top1_acc: 0.3555, top5_acc: 0.6132, loss_cls: 2.9144, loss: 2.9144, grad_norm: 1.1565 2020-09-29 00:49:38,106 - mmaction - INFO - Epoch [120][300/627] lr: 3.331e-01, eta: 1 day, 3:11:48, time: 1.106, data_time: 0.150, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6112, loss_cls: 2.8952, loss: 2.8952, grad_norm: 1.1676 2020-09-29 00:49:59,270 - mmaction - INFO - Epoch [120][320/627] lr: 3.331e-01, eta: 1 day, 3:11:23, time: 1.056, data_time: 0.039, memory: 8472, top1_acc: 0.3448, top5_acc: 0.5996, loss_cls: 2.9655, loss: 2.9655, grad_norm: 1.1681 2020-09-29 00:50:21,921 - mmaction - INFO - Epoch [120][340/627] lr: 3.331e-01, eta: 1 day, 3:11:00, time: 1.135, data_time: 0.019, memory: 8472, top1_acc: 0.3479, top5_acc: 0.6047, loss_cls: 2.9534, loss: 2.9534, grad_norm: 1.1672 2020-09-29 00:50:44,638 - mmaction - INFO - Epoch [120][360/627] lr: 3.331e-01, eta: 1 day, 3:10:37, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3572, top5_acc: 0.6171, loss_cls: 2.8740, loss: 2.8740, grad_norm: 1.1543 2020-09-29 00:51:06,810 - mmaction - INFO - Epoch [120][380/627] lr: 3.331e-01, eta: 1 day, 3:10:13, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.3548, top5_acc: 0.6042, loss_cls: 2.9558, loss: 2.9558, grad_norm: 1.1790 2020-09-29 00:51:29,261 - mmaction - INFO - Epoch [120][400/627] lr: 3.331e-01, eta: 1 day, 3:09:50, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3543, top5_acc: 0.6007, loss_cls: 2.9764, loss: 2.9764, grad_norm: 1.1845 2020-09-29 00:51:50,247 - mmaction - INFO - Epoch [120][420/627] lr: 3.331e-01, eta: 1 day, 3:09:25, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.3461, top5_acc: 0.6009, loss_cls: 2.9891, loss: 2.9891, grad_norm: 1.1761 2020-09-29 00:52:12,013 - mmaction - INFO - Epoch [120][440/627] lr: 3.331e-01, eta: 1 day, 3:09:00, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.3449, top5_acc: 0.5949, loss_cls: 3.0162, loss: 3.0162, grad_norm: 1.1441 2020-09-29 00:52:34,768 - mmaction - INFO - Epoch [120][460/627] lr: 3.331e-01, eta: 1 day, 3:08:37, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.3500, top5_acc: 0.6038, loss_cls: 2.9521, loss: 2.9521, grad_norm: 1.1588 2020-09-29 00:52:56,903 - mmaction - INFO - Epoch [120][480/627] lr: 3.331e-01, eta: 1 day, 3:08:14, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3602, top5_acc: 0.6034, loss_cls: 2.9421, loss: 2.9421, grad_norm: 1.1564 2020-09-29 00:53:18,379 - mmaction - INFO - Epoch [120][500/627] lr: 3.331e-01, eta: 1 day, 3:07:49, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.3605, top5_acc: 0.6089, loss_cls: 2.9128, loss: 2.9128, grad_norm: 1.1493 2020-09-29 00:53:40,222 - mmaction - INFO - Epoch [120][520/627] lr: 3.331e-01, eta: 1 day, 3:07:25, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3608, top5_acc: 0.6077, loss_cls: 2.9158, loss: 2.9158, grad_norm: 1.1769 2020-09-29 00:54:02,597 - mmaction - INFO - Epoch [120][540/627] lr: 3.331e-01, eta: 1 day, 3:07:02, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3509, top5_acc: 0.6026, loss_cls: 2.9557, loss: 2.9557, grad_norm: 1.1705 2020-09-29 00:54:26,209 - mmaction - INFO - Epoch [120][560/627] lr: 3.331e-01, eta: 1 day, 3:06:40, time: 1.180, data_time: 0.002, memory: 8472, top1_acc: 0.3475, top5_acc: 0.5931, loss_cls: 2.9769, loss: 2.9769, grad_norm: 1.1588 2020-09-29 00:54:47,953 - mmaction - INFO - Epoch [120][580/627] lr: 3.331e-01, eta: 1 day, 3:06:15, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3596, top5_acc: 0.6092, loss_cls: 2.9367, loss: 2.9367, grad_norm: 1.1750 2020-09-29 00:55:08,663 - mmaction - INFO - Epoch [120][600/627] lr: 3.331e-01, eta: 1 day, 3:05:50, time: 1.037, data_time: 0.002, memory: 8472, top1_acc: 0.3548, top5_acc: 0.5984, loss_cls: 2.9705, loss: 2.9705, grad_norm: 1.2086 2020-09-29 00:55:31,388 - mmaction - INFO - Epoch [120][620/627] lr: 3.331e-01, eta: 1 day, 3:05:27, time: 1.135, data_time: 0.001, memory: 8472, top1_acc: 0.3513, top5_acc: 0.6018, loss_cls: 2.9496, loss: 2.9496, grad_norm: 1.1601 2020-09-29 00:55:38,160 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-09-29 00:56:58,939 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 00:56:59,614 - mmaction - INFO - top1_acc 0.3920 top5_acc 0.6683 2020-09-29 00:56:59,615 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 00:56:59,662 - mmaction - INFO - mean_acc 0.3918 2020-09-29 00:56:59,662 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-09-29 00:56:59,676 - mmaction - INFO - Epoch(val) [120][627] top1_acc: 0.3920, top5_acc: 0.6683, mean_class_accuracy: 0.3918 2020-09-29 00:57:49,815 - mmaction - INFO - Epoch [121][20/627] lr: 3.294e-01, eta: 1 day, 3:05:18, time: 2.506, data_time: 1.366, memory: 8472, top1_acc: 0.3398, top5_acc: 0.6008, loss_cls: 2.9773, loss: 2.9773, grad_norm: 1.1814 2020-09-29 00:58:11,863 - mmaction - INFO - Epoch [121][40/627] lr: 3.294e-01, eta: 1 day, 3:04:54, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6159, loss_cls: 2.9107, loss: 2.9107, grad_norm: 1.1617 2020-09-29 00:58:33,955 - mmaction - INFO - Epoch [121][60/627] lr: 3.294e-01, eta: 1 day, 3:04:30, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6107, loss_cls: 2.9210, loss: 2.9210, grad_norm: 1.1660 2020-09-29 00:58:54,369 - mmaction - INFO - Epoch [121][80/627] lr: 3.294e-01, eta: 1 day, 3:04:05, time: 1.020, data_time: 0.003, memory: 8472, top1_acc: 0.3682, top5_acc: 0.6215, loss_cls: 2.8634, loss: 2.8634, grad_norm: 1.1567 2020-09-29 00:59:17,216 - mmaction - INFO - Epoch [121][100/627] lr: 3.294e-01, eta: 1 day, 3:03:42, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.3547, top5_acc: 0.6111, loss_cls: 2.9089, loss: 2.9089, grad_norm: 1.1771 2020-09-29 00:59:39,473 - mmaction - INFO - Epoch [121][120/627] lr: 3.294e-01, eta: 1 day, 3:03:18, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3583, top5_acc: 0.6099, loss_cls: 2.9106, loss: 2.9106, grad_norm: 1.1546 2020-09-29 01:00:01,381 - mmaction - INFO - Epoch [121][140/627] lr: 3.294e-01, eta: 1 day, 3:02:54, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3563, top5_acc: 0.6022, loss_cls: 2.9414, loss: 2.9414, grad_norm: 1.1681 2020-09-29 01:00:24,468 - mmaction - INFO - Epoch [121][160/627] lr: 3.294e-01, eta: 1 day, 3:02:32, time: 1.156, data_time: 0.004, memory: 8472, top1_acc: 0.3578, top5_acc: 0.6022, loss_cls: 2.9406, loss: 2.9406, grad_norm: 1.1556 2020-09-29 01:00:46,892 - mmaction - INFO - Epoch [121][180/627] lr: 3.294e-01, eta: 1 day, 3:02:08, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3635, top5_acc: 0.6148, loss_cls: 2.8975, loss: 2.8975, grad_norm: 1.1783 2020-09-29 01:01:08,405 - mmaction - INFO - Epoch [121][200/627] lr: 3.294e-01, eta: 1 day, 3:01:44, time: 1.076, data_time: 0.004, memory: 8472, top1_acc: 0.3650, top5_acc: 0.6146, loss_cls: 2.8982, loss: 2.8982, grad_norm: 1.1923 2020-09-29 01:01:30,527 - mmaction - INFO - Epoch [121][220/627] lr: 3.294e-01, eta: 1 day, 3:01:20, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6021, loss_cls: 2.9440, loss: 2.9440, grad_norm: 1.1606 2020-09-29 01:01:52,828 - mmaction - INFO - Epoch [121][240/627] lr: 3.294e-01, eta: 1 day, 3:00:57, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3586, top5_acc: 0.6044, loss_cls: 2.9250, loss: 2.9250, grad_norm: 1.1670 2020-09-29 01:02:15,170 - mmaction - INFO - Epoch [121][260/627] lr: 3.294e-01, eta: 1 day, 3:00:33, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3535, top5_acc: 0.6107, loss_cls: 2.9118, loss: 2.9118, grad_norm: 1.1676 2020-09-29 01:02:36,941 - mmaction - INFO - Epoch [121][280/627] lr: 3.294e-01, eta: 1 day, 3:00:09, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.3583, top5_acc: 0.6104, loss_cls: 2.9345, loss: 2.9345, grad_norm: 1.1956 2020-09-29 01:02:59,338 - mmaction - INFO - Epoch [121][300/627] lr: 3.294e-01, eta: 1 day, 2:59:46, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3548, top5_acc: 0.6094, loss_cls: 2.9235, loss: 2.9235, grad_norm: 1.1724 2020-09-29 01:03:20,215 - mmaction - INFO - Epoch [121][320/627] lr: 3.294e-01, eta: 1 day, 2:59:20, time: 1.044, data_time: 0.003, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6117, loss_cls: 2.9008, loss: 2.9008, grad_norm: 1.1632 2020-09-29 01:03:43,452 - mmaction - INFO - Epoch [121][340/627] lr: 3.294e-01, eta: 1 day, 2:58:58, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3611, top5_acc: 0.6132, loss_cls: 2.9322, loss: 2.9322, grad_norm: 1.1728 2020-09-29 01:04:05,166 - mmaction - INFO - Epoch [121][360/627] lr: 3.294e-01, eta: 1 day, 2:58:34, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3508, top5_acc: 0.6038, loss_cls: 2.9594, loss: 2.9594, grad_norm: 1.1928 2020-09-29 01:04:28,373 - mmaction - INFO - Epoch [121][380/627] lr: 3.294e-01, eta: 1 day, 2:58:11, time: 1.159, data_time: 0.001, memory: 8472, top1_acc: 0.3492, top5_acc: 0.5930, loss_cls: 2.9553, loss: 2.9553, grad_norm: 1.1697 2020-09-29 01:04:49,256 - mmaction - INFO - Epoch [121][400/627] lr: 3.294e-01, eta: 1 day, 2:57:46, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.3548, top5_acc: 0.6108, loss_cls: 2.9334, loss: 2.9334, grad_norm: 1.1645 2020-09-29 01:05:11,715 - mmaction - INFO - Epoch [121][420/627] lr: 3.294e-01, eta: 1 day, 2:57:23, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.3643, top5_acc: 0.6086, loss_cls: 2.9116, loss: 2.9116, grad_norm: 1.1678 2020-09-29 01:05:33,425 - mmaction - INFO - Epoch [121][440/627] lr: 3.294e-01, eta: 1 day, 2:56:59, time: 1.086, data_time: 0.063, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6059, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.1808 2020-09-29 01:05:55,296 - mmaction - INFO - Epoch [121][460/627] lr: 3.294e-01, eta: 1 day, 2:56:35, time: 1.093, data_time: 0.005, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6121, loss_cls: 2.8950, loss: 2.8950, grad_norm: 1.1609 2020-09-29 01:06:18,128 - mmaction - INFO - Epoch [121][480/627] lr: 3.294e-01, eta: 1 day, 2:56:12, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3517, top5_acc: 0.5975, loss_cls: 2.9830, loss: 2.9830, grad_norm: 1.1951 2020-09-29 01:06:39,501 - mmaction - INFO - Epoch [121][500/627] lr: 3.294e-01, eta: 1 day, 2:55:47, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3534, top5_acc: 0.6040, loss_cls: 2.9432, loss: 2.9432, grad_norm: 1.1654 2020-09-29 01:07:01,406 - mmaction - INFO - Epoch [121][520/627] lr: 3.294e-01, eta: 1 day, 2:55:23, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3557, top5_acc: 0.6079, loss_cls: 2.9294, loss: 2.9294, grad_norm: 1.1775 2020-09-29 01:07:24,237 - mmaction - INFO - Epoch [121][540/627] lr: 3.294e-01, eta: 1 day, 2:55:00, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3546, top5_acc: 0.6022, loss_cls: 2.9526, loss: 2.9526, grad_norm: 1.1654 2020-09-29 01:07:46,059 - mmaction - INFO - Epoch [121][560/627] lr: 3.294e-01, eta: 1 day, 2:54:36, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3581, top5_acc: 0.6099, loss_cls: 2.9202, loss: 2.9202, grad_norm: 1.1742 2020-09-29 01:08:08,706 - mmaction - INFO - Epoch [121][580/627] lr: 3.294e-01, eta: 1 day, 2:54:13, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.3500, top5_acc: 0.6003, loss_cls: 2.9682, loss: 2.9682, grad_norm: 1.1770 2020-09-29 01:08:30,324 - mmaction - INFO - Epoch [121][600/627] lr: 3.294e-01, eta: 1 day, 2:53:49, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.3598, top5_acc: 0.6124, loss_cls: 2.9122, loss: 2.9122, grad_norm: 1.1879 2020-09-29 01:08:51,978 - mmaction - INFO - Epoch [121][620/627] lr: 3.294e-01, eta: 1 day, 2:53:25, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3462, top5_acc: 0.6023, loss_cls: 2.9965, loss: 2.9965, grad_norm: 1.1877 2020-09-29 01:09:55,672 - mmaction - INFO - Epoch [122][20/627] lr: 3.257e-01, eta: 1 day, 2:53:21, time: 2.780, data_time: 1.634, memory: 8472, top1_acc: 0.3598, top5_acc: 0.6152, loss_cls: 2.9066, loss: 2.9066, grad_norm: 1.1601 2020-09-29 01:10:17,747 - mmaction - INFO - Epoch [122][40/627] lr: 3.257e-01, eta: 1 day, 2:52:58, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.3592, top5_acc: 0.6052, loss_cls: 2.9496, loss: 2.9496, grad_norm: 1.1535 2020-09-29 01:10:39,385 - mmaction - INFO - Epoch [122][60/627] lr: 3.257e-01, eta: 1 day, 2:52:33, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3505, top5_acc: 0.6055, loss_cls: 2.9226, loss: 2.9226, grad_norm: 1.1781 2020-09-29 01:11:03,036 - mmaction - INFO - Epoch [122][80/627] lr: 3.257e-01, eta: 1 day, 2:52:11, time: 1.180, data_time: 0.001, memory: 8472, top1_acc: 0.3738, top5_acc: 0.6234, loss_cls: 2.8497, loss: 2.8497, grad_norm: 1.1859 2020-09-29 01:11:24,364 - mmaction - INFO - Epoch [122][100/627] lr: 3.257e-01, eta: 1 day, 2:51:47, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3517, top5_acc: 0.6042, loss_cls: 2.9394, loss: 2.9394, grad_norm: 1.1701 2020-09-29 01:11:47,427 - mmaction - INFO - Epoch [122][120/627] lr: 3.257e-01, eta: 1 day, 2:51:24, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.3684, top5_acc: 0.6111, loss_cls: 2.8885, loss: 2.8885, grad_norm: 1.1669 2020-09-29 01:12:09,739 - mmaction - INFO - Epoch [122][140/627] lr: 3.257e-01, eta: 1 day, 2:51:01, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3652, top5_acc: 0.6130, loss_cls: 2.9023, loss: 2.9023, grad_norm: 1.1700 2020-09-29 01:12:31,297 - mmaction - INFO - Epoch [122][160/627] lr: 3.257e-01, eta: 1 day, 2:50:36, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3598, top5_acc: 0.6143, loss_cls: 2.9118, loss: 2.9118, grad_norm: 1.1777 2020-09-29 01:12:53,583 - mmaction - INFO - Epoch [122][180/627] lr: 3.257e-01, eta: 1 day, 2:50:13, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3516, top5_acc: 0.6079, loss_cls: 2.9401, loss: 2.9401, grad_norm: 1.1812 2020-09-29 01:13:15,468 - mmaction - INFO - Epoch [122][200/627] lr: 3.257e-01, eta: 1 day, 2:49:49, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3624, top5_acc: 0.6214, loss_cls: 2.8795, loss: 2.8795, grad_norm: 1.1856 2020-09-29 01:13:37,004 - mmaction - INFO - Epoch [122][220/627] lr: 3.257e-01, eta: 1 day, 2:49:24, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3621, top5_acc: 0.6100, loss_cls: 2.8966, loss: 2.8966, grad_norm: 1.1899 2020-09-29 01:13:59,287 - mmaction - INFO - Epoch [122][240/627] lr: 3.257e-01, eta: 1 day, 2:49:01, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6025, loss_cls: 2.9477, loss: 2.9477, grad_norm: 1.1878 2020-09-29 01:14:21,563 - mmaction - INFO - Epoch [122][260/627] lr: 3.257e-01, eta: 1 day, 2:48:37, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3658, top5_acc: 0.6100, loss_cls: 2.8829, loss: 2.8829, grad_norm: 1.1684 2020-09-29 01:14:43,901 - mmaction - INFO - Epoch [122][280/627] lr: 3.257e-01, eta: 1 day, 2:48:14, time: 1.117, data_time: 0.024, memory: 8472, top1_acc: 0.3655, top5_acc: 0.6092, loss_cls: 2.9173, loss: 2.9173, grad_norm: 1.1774 2020-09-29 01:15:04,929 - mmaction - INFO - Epoch [122][300/627] lr: 3.257e-01, eta: 1 day, 2:47:49, time: 1.051, data_time: 0.066, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6089, loss_cls: 2.9471, loss: 2.9471, grad_norm: 1.1737 2020-09-29 01:15:27,511 - mmaction - INFO - Epoch [122][320/627] lr: 3.257e-01, eta: 1 day, 2:47:26, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3529, top5_acc: 0.6068, loss_cls: 2.9412, loss: 2.9412, grad_norm: 1.1611 2020-09-29 01:15:49,888 - mmaction - INFO - Epoch [122][340/627] lr: 3.257e-01, eta: 1 day, 2:47:02, time: 1.120, data_time: 0.078, memory: 8472, top1_acc: 0.3590, top5_acc: 0.6078, loss_cls: 2.9445, loss: 2.9445, grad_norm: 1.1576 2020-09-29 01:16:11,094 - mmaction - INFO - Epoch [122][360/627] lr: 3.257e-01, eta: 1 day, 2:46:38, time: 1.061, data_time: 0.004, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6216, loss_cls: 2.8601, loss: 2.8601, grad_norm: 1.1703 2020-09-29 01:16:32,682 - mmaction - INFO - Epoch [122][380/627] lr: 3.257e-01, eta: 1 day, 2:46:13, time: 1.079, data_time: 0.043, memory: 8472, top1_acc: 0.3565, top5_acc: 0.6092, loss_cls: 2.9371, loss: 2.9371, grad_norm: 1.1900 2020-09-29 01:16:55,380 - mmaction - INFO - Epoch [122][400/627] lr: 3.257e-01, eta: 1 day, 2:45:50, time: 1.134, data_time: 0.098, memory: 8472, top1_acc: 0.3671, top5_acc: 0.6232, loss_cls: 2.9021, loss: 2.9021, grad_norm: 1.1683 2020-09-29 01:17:16,831 - mmaction - INFO - Epoch [122][420/627] lr: 3.257e-01, eta: 1 day, 2:45:26, time: 1.074, data_time: 0.005, memory: 8472, top1_acc: 0.3608, top5_acc: 0.6143, loss_cls: 2.9046, loss: 2.9046, grad_norm: 1.1694 2020-09-29 01:17:40,077 - mmaction - INFO - Epoch [122][440/627] lr: 3.257e-01, eta: 1 day, 2:45:03, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.3622, top5_acc: 0.6124, loss_cls: 2.9315, loss: 2.9315, grad_norm: 1.1771 2020-09-29 01:18:01,529 - mmaction - INFO - Epoch [122][460/627] lr: 3.257e-01, eta: 1 day, 2:44:39, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6046, loss_cls: 2.9569, loss: 2.9569, grad_norm: 1.1839 2020-09-29 01:18:22,605 - mmaction - INFO - Epoch [122][480/627] lr: 3.257e-01, eta: 1 day, 2:44:14, time: 1.054, data_time: 0.001, memory: 8472, top1_acc: 0.3535, top5_acc: 0.6029, loss_cls: 2.9365, loss: 2.9365, grad_norm: 1.1651 2020-09-29 01:18:44,517 - mmaction - INFO - Epoch [122][500/627] lr: 3.257e-01, eta: 1 day, 2:43:50, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.3599, top5_acc: 0.6079, loss_cls: 2.9467, loss: 2.9467, grad_norm: 1.1721 2020-09-29 01:19:07,104 - mmaction - INFO - Epoch [122][520/627] lr: 3.257e-01, eta: 1 day, 2:43:27, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.3504, top5_acc: 0.6091, loss_cls: 2.9491, loss: 2.9491, grad_norm: 1.1847 2020-09-29 01:19:28,435 - mmaction - INFO - Epoch [122][540/627] lr: 3.257e-01, eta: 1 day, 2:43:02, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3543, top5_acc: 0.6068, loss_cls: 2.9374, loss: 2.9374, grad_norm: 1.1810 2020-09-29 01:19:52,445 - mmaction - INFO - Epoch [122][560/627] lr: 3.257e-01, eta: 1 day, 2:42:41, time: 1.201, data_time: 0.002, memory: 8472, top1_acc: 0.3604, top5_acc: 0.6096, loss_cls: 2.9080, loss: 2.9080, grad_norm: 1.1841 2020-09-29 01:20:14,466 - mmaction - INFO - Epoch [122][580/627] lr: 3.257e-01, eta: 1 day, 2:42:17, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3620, top5_acc: 0.6190, loss_cls: 2.8918, loss: 2.8918, grad_norm: 1.1836 2020-09-29 01:20:35,068 - mmaction - INFO - Epoch [122][600/627] lr: 3.257e-01, eta: 1 day, 2:41:51, time: 1.030, data_time: 0.002, memory: 8472, top1_acc: 0.3630, top5_acc: 0.6070, loss_cls: 2.9397, loss: 2.9397, grad_norm: 1.1738 2020-09-29 01:20:57,427 - mmaction - INFO - Epoch [122][620/627] lr: 3.257e-01, eta: 1 day, 2:41:28, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.3689, top5_acc: 0.6173, loss_cls: 2.8742, loss: 2.8742, grad_norm: 1.1567 2020-09-29 01:21:57,597 - mmaction - INFO - Epoch [123][20/627] lr: 3.221e-01, eta: 1 day, 2:41:21, time: 2.631, data_time: 1.488, memory: 8472, top1_acc: 0.3530, top5_acc: 0.6014, loss_cls: 2.9419, loss: 2.9419, grad_norm: 1.1998 2020-09-29 01:22:19,769 - mmaction - INFO - Epoch [123][40/627] lr: 3.221e-01, eta: 1 day, 2:40:57, time: 1.108, data_time: 0.026, memory: 8472, top1_acc: 0.3620, top5_acc: 0.6083, loss_cls: 2.9214, loss: 2.9214, grad_norm: 1.1657 2020-09-29 01:22:41,966 - mmaction - INFO - Epoch [123][60/627] lr: 3.221e-01, eta: 1 day, 2:40:34, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3612, top5_acc: 0.6125, loss_cls: 2.9028, loss: 2.9028, grad_norm: 1.1746 2020-09-29 01:23:02,772 - mmaction - INFO - Epoch [123][80/627] lr: 3.221e-01, eta: 1 day, 2:40:09, time: 1.041, data_time: 0.004, memory: 8472, top1_acc: 0.3655, top5_acc: 0.6085, loss_cls: 2.9045, loss: 2.9045, grad_norm: 1.1821 2020-09-29 01:23:24,785 - mmaction - INFO - Epoch [123][100/627] lr: 3.221e-01, eta: 1 day, 2:39:45, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3652, top5_acc: 0.6216, loss_cls: 2.8833, loss: 2.8833, grad_norm: 1.1780 2020-09-29 01:23:47,184 - mmaction - INFO - Epoch [123][120/627] lr: 3.221e-01, eta: 1 day, 2:39:21, time: 1.123, data_time: 0.066, memory: 8472, top1_acc: 0.3630, top5_acc: 0.6152, loss_cls: 2.9015, loss: 2.9015, grad_norm: 1.1760 2020-09-29 01:24:09,802 - mmaction - INFO - Epoch [123][140/627] lr: 3.221e-01, eta: 1 day, 2:38:58, time: 1.130, data_time: 0.022, memory: 8472, top1_acc: 0.3613, top5_acc: 0.6113, loss_cls: 2.9272, loss: 2.9272, grad_norm: 1.1734 2020-09-29 01:24:32,388 - mmaction - INFO - Epoch [123][160/627] lr: 3.221e-01, eta: 1 day, 2:38:35, time: 1.130, data_time: 0.160, memory: 8472, top1_acc: 0.3586, top5_acc: 0.6017, loss_cls: 2.9447, loss: 2.9447, grad_norm: 1.1900 2020-09-29 01:24:53,872 - mmaction - INFO - Epoch [123][180/627] lr: 3.221e-01, eta: 1 day, 2:38:11, time: 1.074, data_time: 0.036, memory: 8472, top1_acc: 0.3630, top5_acc: 0.6132, loss_cls: 2.9100, loss: 2.9100, grad_norm: 1.1770 2020-09-29 01:25:16,363 - mmaction - INFO - Epoch [123][200/627] lr: 3.221e-01, eta: 1 day, 2:37:47, time: 1.125, data_time: 0.133, memory: 8472, top1_acc: 0.3591, top5_acc: 0.6034, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.1691 2020-09-29 01:25:37,706 - mmaction - INFO - Epoch [123][220/627] lr: 3.221e-01, eta: 1 day, 2:37:23, time: 1.067, data_time: 0.037, memory: 8472, top1_acc: 0.3659, top5_acc: 0.6118, loss_cls: 2.9108, loss: 2.9108, grad_norm: 1.1749 2020-09-29 01:25:59,706 - mmaction - INFO - Epoch [123][240/627] lr: 3.221e-01, eta: 1 day, 2:36:59, time: 1.097, data_time: 0.119, memory: 8472, top1_acc: 0.3548, top5_acc: 0.5986, loss_cls: 2.9489, loss: 2.9489, grad_norm: 1.1948 2020-09-29 01:26:22,648 - mmaction - INFO - Epoch [123][260/627] lr: 3.221e-01, eta: 1 day, 2:36:36, time: 1.150, data_time: 0.136, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6083, loss_cls: 2.9228, loss: 2.9228, grad_norm: 1.1769 2020-09-29 01:26:45,610 - mmaction - INFO - Epoch [123][280/627] lr: 3.221e-01, eta: 1 day, 2:36:13, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6125, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.1792 2020-09-29 01:27:08,774 - mmaction - INFO - Epoch [123][300/627] lr: 3.221e-01, eta: 1 day, 2:35:51, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.3638, top5_acc: 0.6132, loss_cls: 2.8987, loss: 2.8987, grad_norm: 1.1749 2020-09-29 01:27:29,076 - mmaction - INFO - Epoch [123][320/627] lr: 3.221e-01, eta: 1 day, 2:35:25, time: 1.015, data_time: 0.002, memory: 8472, top1_acc: 0.3673, top5_acc: 0.6177, loss_cls: 2.8741, loss: 2.8741, grad_norm: 1.1831 2020-09-29 01:27:50,822 - mmaction - INFO - Epoch [123][340/627] lr: 3.221e-01, eta: 1 day, 2:35:01, time: 1.087, data_time: 0.010, memory: 8472, top1_acc: 0.3655, top5_acc: 0.6063, loss_cls: 2.9458, loss: 2.9458, grad_norm: 1.1870 2020-09-29 01:28:13,121 - mmaction - INFO - Epoch [123][360/627] lr: 3.221e-01, eta: 1 day, 2:34:38, time: 1.113, data_time: 0.030, memory: 8472, top1_acc: 0.3650, top5_acc: 0.6126, loss_cls: 2.9337, loss: 2.9337, grad_norm: 1.1949 2020-09-29 01:28:35,965 - mmaction - INFO - Epoch [123][380/627] lr: 3.221e-01, eta: 1 day, 2:34:15, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6030, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.1812 2020-09-29 01:28:57,572 - mmaction - INFO - Epoch [123][400/627] lr: 3.221e-01, eta: 1 day, 2:33:50, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6053, loss_cls: 2.9201, loss: 2.9201, grad_norm: 1.1728 2020-09-29 01:29:20,234 - mmaction - INFO - Epoch [123][420/627] lr: 3.221e-01, eta: 1 day, 2:33:27, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3460, top5_acc: 0.6005, loss_cls: 2.9750, loss: 2.9750, grad_norm: 1.1906 2020-09-29 01:29:41,666 - mmaction - INFO - Epoch [123][440/627] lr: 3.221e-01, eta: 1 day, 2:33:03, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3566, top5_acc: 0.6086, loss_cls: 2.9011, loss: 2.9011, grad_norm: 1.1576 2020-09-29 01:30:03,862 - mmaction - INFO - Epoch [123][460/627] lr: 3.221e-01, eta: 1 day, 2:32:39, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3638, top5_acc: 0.6120, loss_cls: 2.9046, loss: 2.9046, grad_norm: 1.1717 2020-09-29 01:30:25,784 - mmaction - INFO - Epoch [123][480/627] lr: 3.221e-01, eta: 1 day, 2:32:15, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3589, top5_acc: 0.6079, loss_cls: 2.9389, loss: 2.9389, grad_norm: 1.1878 2020-09-29 01:30:48,876 - mmaction - INFO - Epoch [123][500/627] lr: 3.221e-01, eta: 1 day, 2:31:53, time: 1.153, data_time: 0.001, memory: 8472, top1_acc: 0.3504, top5_acc: 0.6124, loss_cls: 2.9519, loss: 2.9519, grad_norm: 1.1832 2020-09-29 01:31:10,068 - mmaction - INFO - Epoch [123][520/627] lr: 3.221e-01, eta: 1 day, 2:31:28, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.3566, top5_acc: 0.6116, loss_cls: 2.9181, loss: 2.9181, grad_norm: 1.1736 2020-09-29 01:31:32,302 - mmaction - INFO - Epoch [123][540/627] lr: 3.221e-01, eta: 1 day, 2:31:04, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6158, loss_cls: 2.8968, loss: 2.8968, grad_norm: 1.1860 2020-09-29 01:31:55,885 - mmaction - INFO - Epoch [123][560/627] lr: 3.221e-01, eta: 1 day, 2:30:42, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.3626, top5_acc: 0.6070, loss_cls: 2.9117, loss: 2.9117, grad_norm: 1.1708 2020-09-29 01:32:15,981 - mmaction - INFO - Epoch [123][580/627] lr: 3.221e-01, eta: 1 day, 2:30:16, time: 1.002, data_time: 0.001, memory: 8472, top1_acc: 0.3637, top5_acc: 0.6057, loss_cls: 2.9107, loss: 2.9107, grad_norm: 1.1746 2020-09-29 01:32:38,928 - mmaction - INFO - Epoch [123][600/627] lr: 3.221e-01, eta: 1 day, 2:29:54, time: 1.149, data_time: 0.004, memory: 8472, top1_acc: 0.3523, top5_acc: 0.6035, loss_cls: 2.9471, loss: 2.9471, grad_norm: 1.1908 2020-09-29 01:33:01,145 - mmaction - INFO - Epoch [123][620/627] lr: 3.221e-01, eta: 1 day, 2:29:30, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3504, top5_acc: 0.6116, loss_cls: 2.9239, loss: 2.9239, grad_norm: 1.1870 2020-09-29 01:34:01,265 - mmaction - INFO - Epoch [124][20/627] lr: 3.184e-01, eta: 1 day, 2:29:23, time: 2.648, data_time: 1.508, memory: 8472, top1_acc: 0.3522, top5_acc: 0.6107, loss_cls: 2.9488, loss: 2.9488, grad_norm: 1.1840 2020-09-29 01:34:23,820 - mmaction - INFO - Epoch [124][40/627] lr: 3.184e-01, eta: 1 day, 2:29:00, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6158, loss_cls: 2.8896, loss: 2.8896, grad_norm: 1.1691 2020-09-29 01:34:45,414 - mmaction - INFO - Epoch [124][60/627] lr: 3.184e-01, eta: 1 day, 2:28:36, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.3559, top5_acc: 0.6091, loss_cls: 2.9208, loss: 2.9208, grad_norm: 1.1814 2020-09-29 01:35:07,830 - mmaction - INFO - Epoch [124][80/627] lr: 3.184e-01, eta: 1 day, 2:28:12, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3637, top5_acc: 0.6169, loss_cls: 2.9009, loss: 2.9009, grad_norm: 1.1789 2020-09-29 01:35:29,048 - mmaction - INFO - Epoch [124][100/627] lr: 3.184e-01, eta: 1 day, 2:27:48, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3655, top5_acc: 0.6188, loss_cls: 2.8933, loss: 2.8933, grad_norm: 1.1843 2020-09-29 01:35:51,662 - mmaction - INFO - Epoch [124][120/627] lr: 3.184e-01, eta: 1 day, 2:27:24, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3673, top5_acc: 0.6172, loss_cls: 2.8654, loss: 2.8654, grad_norm: 1.1928 2020-09-29 01:36:14,254 - mmaction - INFO - Epoch [124][140/627] lr: 3.184e-01, eta: 1 day, 2:27:01, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3639, top5_acc: 0.6230, loss_cls: 2.8668, loss: 2.8668, grad_norm: 1.2214 2020-09-29 01:36:36,180 - mmaction - INFO - Epoch [124][160/627] lr: 3.184e-01, eta: 1 day, 2:26:37, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6098, loss_cls: 2.9011, loss: 2.9011, grad_norm: 1.1985 2020-09-29 01:36:58,433 - mmaction - INFO - Epoch [124][180/627] lr: 3.184e-01, eta: 1 day, 2:26:14, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3624, top5_acc: 0.6105, loss_cls: 2.8896, loss: 2.8896, grad_norm: 1.2087 2020-09-29 01:37:20,025 - mmaction - INFO - Epoch [124][200/627] lr: 3.184e-01, eta: 1 day, 2:25:50, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3634, top5_acc: 0.6194, loss_cls: 2.8967, loss: 2.8967, grad_norm: 1.2153 2020-09-29 01:37:43,256 - mmaction - INFO - Epoch [124][220/627] lr: 3.184e-01, eta: 1 day, 2:25:27, time: 1.163, data_time: 0.003, memory: 8472, top1_acc: 0.3684, top5_acc: 0.6243, loss_cls: 2.8554, loss: 2.8554, grad_norm: 1.1893 2020-09-29 01:38:05,069 - mmaction - INFO - Epoch [124][240/627] lr: 3.184e-01, eta: 1 day, 2:25:03, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.3581, top5_acc: 0.6033, loss_cls: 2.9382, loss: 2.9382, grad_norm: 1.1813 2020-09-29 01:38:28,007 - mmaction - INFO - Epoch [124][260/627] lr: 3.184e-01, eta: 1 day, 2:24:40, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6103, loss_cls: 2.9049, loss: 2.9049, grad_norm: 1.1780 2020-09-29 01:38:48,743 - mmaction - INFO - Epoch [124][280/627] lr: 3.184e-01, eta: 1 day, 2:24:15, time: 1.037, data_time: 0.003, memory: 8472, top1_acc: 0.3555, top5_acc: 0.6031, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.1833 2020-09-29 01:39:10,541 - mmaction - INFO - Epoch [124][300/627] lr: 3.184e-01, eta: 1 day, 2:23:51, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3521, top5_acc: 0.6036, loss_cls: 2.9499, loss: 2.9499, grad_norm: 1.1920 2020-09-29 01:39:33,346 - mmaction - INFO - Epoch [124][320/627] lr: 3.184e-01, eta: 1 day, 2:23:28, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3600, top5_acc: 0.6116, loss_cls: 2.9074, loss: 2.9074, grad_norm: 1.1891 2020-09-29 01:39:55,123 - mmaction - INFO - Epoch [124][340/627] lr: 3.184e-01, eta: 1 day, 2:23:04, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3645, top5_acc: 0.6111, loss_cls: 2.9177, loss: 2.9177, grad_norm: 1.1862 2020-09-29 01:40:17,195 - mmaction - INFO - Epoch [124][360/627] lr: 3.184e-01, eta: 1 day, 2:22:40, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6176, loss_cls: 2.8601, loss: 2.8601, grad_norm: 1.1789 2020-09-29 01:40:38,728 - mmaction - INFO - Epoch [124][380/627] lr: 3.184e-01, eta: 1 day, 2:22:16, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3671, top5_acc: 0.6180, loss_cls: 2.8843, loss: 2.8843, grad_norm: 1.1867 2020-09-29 01:41:00,694 - mmaction - INFO - Epoch [124][400/627] lr: 3.184e-01, eta: 1 day, 2:21:52, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3566, top5_acc: 0.6066, loss_cls: 2.9446, loss: 2.9446, grad_norm: 1.2043 2020-09-29 01:41:22,948 - mmaction - INFO - Epoch [124][420/627] lr: 3.184e-01, eta: 1 day, 2:21:29, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6074, loss_cls: 2.9202, loss: 2.9202, grad_norm: 1.1920 2020-09-29 01:41:46,798 - mmaction - INFO - Epoch [124][440/627] lr: 3.184e-01, eta: 1 day, 2:21:07, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.3533, top5_acc: 0.6146, loss_cls: 2.9289, loss: 2.9289, grad_norm: 1.2019 2020-09-29 01:42:09,917 - mmaction - INFO - Epoch [124][460/627] lr: 3.184e-01, eta: 1 day, 2:20:44, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.3543, top5_acc: 0.6095, loss_cls: 2.9258, loss: 2.9258, grad_norm: 1.1674 2020-09-29 01:42:31,303 - mmaction - INFO - Epoch [124][480/627] lr: 3.184e-01, eta: 1 day, 2:20:20, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.3549, top5_acc: 0.6156, loss_cls: 2.8836, loss: 2.8836, grad_norm: 1.1988 2020-09-29 01:42:54,005 - mmaction - INFO - Epoch [124][500/627] lr: 3.184e-01, eta: 1 day, 2:19:57, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3527, top5_acc: 0.6044, loss_cls: 2.9569, loss: 2.9569, grad_norm: 1.1943 2020-09-29 01:43:15,678 - mmaction - INFO - Epoch [124][520/627] lr: 3.184e-01, eta: 1 day, 2:19:32, time: 1.084, data_time: 0.018, memory: 8472, top1_acc: 0.3599, top5_acc: 0.6070, loss_cls: 2.9368, loss: 2.9368, grad_norm: 1.1853 2020-09-29 01:43:37,971 - mmaction - INFO - Epoch [124][540/627] lr: 3.184e-01, eta: 1 day, 2:19:09, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3559, top5_acc: 0.6072, loss_cls: 2.9459, loss: 2.9459, grad_norm: 1.1878 2020-09-29 01:43:59,750 - mmaction - INFO - Epoch [124][560/627] lr: 3.184e-01, eta: 1 day, 2:18:45, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.3707, top5_acc: 0.6177, loss_cls: 2.8850, loss: 2.8850, grad_norm: 1.1732 2020-09-29 01:44:21,899 - mmaction - INFO - Epoch [124][580/627] lr: 3.184e-01, eta: 1 day, 2:18:21, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3693, top5_acc: 0.6240, loss_cls: 2.8476, loss: 2.8476, grad_norm: 1.1812 2020-09-29 01:44:43,736 - mmaction - INFO - Epoch [124][600/627] lr: 3.184e-01, eta: 1 day, 2:17:57, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6128, loss_cls: 2.8916, loss: 2.8916, grad_norm: 1.1905 2020-09-29 01:45:05,545 - mmaction - INFO - Epoch [124][620/627] lr: 3.184e-01, eta: 1 day, 2:17:33, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.3574, top5_acc: 0.6087, loss_cls: 2.9064, loss: 2.9064, grad_norm: 1.1863 2020-09-29 01:45:12,471 - mmaction - INFO - Saving checkpoint at 124 epochs 2020-09-29 01:46:05,158 - mmaction - INFO - Epoch [125][20/627] lr: 3.147e-01, eta: 1 day, 2:17:25, time: 2.612, data_time: 1.515, memory: 8472, top1_acc: 0.3621, top5_acc: 0.6124, loss_cls: 2.8857, loss: 2.8857, grad_norm: 1.1663 2020-09-29 01:46:27,002 - mmaction - INFO - Epoch [125][40/627] lr: 3.147e-01, eta: 1 day, 2:17:01, time: 1.095, data_time: 0.005, memory: 8472, top1_acc: 0.3721, top5_acc: 0.6234, loss_cls: 2.8567, loss: 2.8567, grad_norm: 1.1667 2020-09-29 01:46:49,743 - mmaction - INFO - Epoch [125][60/627] lr: 3.147e-01, eta: 1 day, 2:16:38, time: 1.137, data_time: 0.101, memory: 8472, top1_acc: 0.3665, top5_acc: 0.6168, loss_cls: 2.8782, loss: 2.8782, grad_norm: 1.2120 2020-09-29 01:47:12,089 - mmaction - INFO - Epoch [125][80/627] lr: 3.147e-01, eta: 1 day, 2:16:15, time: 1.116, data_time: 0.001, memory: 8472, top1_acc: 0.3681, top5_acc: 0.6176, loss_cls: 2.8607, loss: 2.8607, grad_norm: 1.2038 2020-09-29 01:47:33,847 - mmaction - INFO - Epoch [125][100/627] lr: 3.147e-01, eta: 1 day, 2:15:51, time: 1.089, data_time: 0.075, memory: 8472, top1_acc: 0.3581, top5_acc: 0.6124, loss_cls: 2.8971, loss: 2.8971, grad_norm: 1.1955 2020-09-29 01:47:55,915 - mmaction - INFO - Epoch [125][120/627] lr: 3.147e-01, eta: 1 day, 2:15:27, time: 1.102, data_time: 0.147, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6129, loss_cls: 2.9205, loss: 2.9205, grad_norm: 1.1903 2020-09-29 01:48:17,825 - mmaction - INFO - Epoch [125][140/627] lr: 3.147e-01, eta: 1 day, 2:15:03, time: 1.095, data_time: 0.090, memory: 8472, top1_acc: 0.3604, top5_acc: 0.6203, loss_cls: 2.8725, loss: 2.8725, grad_norm: 1.1750 2020-09-29 01:48:38,887 - mmaction - INFO - Epoch [125][160/627] lr: 3.147e-01, eta: 1 day, 2:14:38, time: 1.053, data_time: 0.067, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6164, loss_cls: 2.8889, loss: 2.8889, grad_norm: 1.1981 2020-09-29 01:49:00,441 - mmaction - INFO - Epoch [125][180/627] lr: 3.147e-01, eta: 1 day, 2:14:14, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.3678, top5_acc: 0.6193, loss_cls: 2.8868, loss: 2.8868, grad_norm: 1.1890 2020-09-29 01:49:23,530 - mmaction - INFO - Epoch [125][200/627] lr: 3.147e-01, eta: 1 day, 2:13:51, time: 1.156, data_time: 0.093, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6100, loss_cls: 2.8950, loss: 2.8950, grad_norm: 1.1918 2020-09-29 01:49:45,053 - mmaction - INFO - Epoch [125][220/627] lr: 3.147e-01, eta: 1 day, 2:13:27, time: 1.075, data_time: 0.056, memory: 8472, top1_acc: 0.3651, top5_acc: 0.6148, loss_cls: 2.8960, loss: 2.8960, grad_norm: 1.2075 2020-09-29 01:50:07,458 - mmaction - INFO - Epoch [125][240/627] lr: 3.147e-01, eta: 1 day, 2:13:04, time: 1.121, data_time: 0.123, memory: 8472, top1_acc: 0.3723, top5_acc: 0.6180, loss_cls: 2.8867, loss: 2.8867, grad_norm: 1.1874 2020-09-29 01:50:28,614 - mmaction - INFO - Epoch [125][260/627] lr: 3.147e-01, eta: 1 day, 2:12:39, time: 1.058, data_time: 0.096, memory: 8472, top1_acc: 0.3678, top5_acc: 0.6233, loss_cls: 2.8747, loss: 2.8747, grad_norm: 1.1933 2020-09-29 01:50:51,108 - mmaction - INFO - Epoch [125][280/627] lr: 3.147e-01, eta: 1 day, 2:12:16, time: 1.125, data_time: 0.044, memory: 8472, top1_acc: 0.3651, top5_acc: 0.6168, loss_cls: 2.9130, loss: 2.9130, grad_norm: 1.2109 2020-09-29 01:51:12,562 - mmaction - INFO - Epoch [125][300/627] lr: 3.147e-01, eta: 1 day, 2:11:51, time: 1.073, data_time: 0.056, memory: 8472, top1_acc: 0.3587, top5_acc: 0.6099, loss_cls: 2.9159, loss: 2.9159, grad_norm: 1.1988 2020-09-29 01:51:35,572 - mmaction - INFO - Epoch [125][320/627] lr: 3.147e-01, eta: 1 day, 2:11:29, time: 1.151, data_time: 0.103, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6100, loss_cls: 2.9502, loss: 2.9502, grad_norm: 1.2039 2020-09-29 01:51:57,223 - mmaction - INFO - Epoch [125][340/627] lr: 3.147e-01, eta: 1 day, 2:11:04, time: 1.083, data_time: 0.120, memory: 8472, top1_acc: 0.3549, top5_acc: 0.6112, loss_cls: 2.9343, loss: 2.9343, grad_norm: 1.2083 2020-09-29 01:52:18,611 - mmaction - INFO - Epoch [125][360/627] lr: 3.147e-01, eta: 1 day, 2:10:40, time: 1.068, data_time: 0.074, memory: 8472, top1_acc: 0.3638, top5_acc: 0.6161, loss_cls: 2.8895, loss: 2.8895, grad_norm: 1.1823 2020-09-29 01:52:41,283 - mmaction - INFO - Epoch [125][380/627] lr: 3.147e-01, eta: 1 day, 2:10:17, time: 1.133, data_time: 0.087, memory: 8472, top1_acc: 0.3599, top5_acc: 0.6090, loss_cls: 2.9191, loss: 2.9191, grad_norm: 1.2112 2020-09-29 01:53:02,932 - mmaction - INFO - Epoch [125][400/627] lr: 3.147e-01, eta: 1 day, 2:09:53, time: 1.083, data_time: 0.022, memory: 8472, top1_acc: 0.3520, top5_acc: 0.5969, loss_cls: 2.9510, loss: 2.9510, grad_norm: 1.1820 2020-09-29 01:53:23,883 - mmaction - INFO - Epoch [125][420/627] lr: 3.147e-01, eta: 1 day, 2:09:28, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.3578, top5_acc: 0.6065, loss_cls: 2.9311, loss: 2.9311, grad_norm: 1.1932 2020-09-29 01:53:46,386 - mmaction - INFO - Epoch [125][440/627] lr: 3.147e-01, eta: 1 day, 2:09:05, time: 1.124, data_time: 0.024, memory: 8472, top1_acc: 0.3582, top5_acc: 0.6035, loss_cls: 2.9207, loss: 2.9207, grad_norm: 1.2081 2020-09-29 01:54:09,078 - mmaction - INFO - Epoch [125][460/627] lr: 3.147e-01, eta: 1 day, 2:08:42, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3555, top5_acc: 0.6195, loss_cls: 2.9122, loss: 2.9122, grad_norm: 1.2217 2020-09-29 01:54:31,739 - mmaction - INFO - Epoch [125][480/627] lr: 3.147e-01, eta: 1 day, 2:08:18, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.3668, top5_acc: 0.6051, loss_cls: 2.9247, loss: 2.9247, grad_norm: 1.1749 2020-09-29 01:54:53,134 - mmaction - INFO - Epoch [125][500/627] lr: 3.147e-01, eta: 1 day, 2:07:54, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3536, top5_acc: 0.6057, loss_cls: 2.9273, loss: 2.9273, grad_norm: 1.1890 2020-09-29 01:55:14,674 - mmaction - INFO - Epoch [125][520/627] lr: 3.147e-01, eta: 1 day, 2:07:30, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.3543, top5_acc: 0.6129, loss_cls: 2.9367, loss: 2.9367, grad_norm: 1.2119 2020-09-29 01:55:36,077 - mmaction - INFO - Epoch [125][540/627] lr: 3.147e-01, eta: 1 day, 2:07:05, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.3465, top5_acc: 0.6048, loss_cls: 2.9522, loss: 2.9522, grad_norm: 1.1825 2020-09-29 01:55:59,051 - mmaction - INFO - Epoch [125][560/627] lr: 3.147e-01, eta: 1 day, 2:06:43, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.3639, top5_acc: 0.6137, loss_cls: 2.9033, loss: 2.9033, grad_norm: 1.1868 2020-09-29 01:56:20,982 - mmaction - INFO - Epoch [125][580/627] lr: 3.147e-01, eta: 1 day, 2:06:19, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.3486, top5_acc: 0.6082, loss_cls: 2.9509, loss: 2.9509, grad_norm: 1.2061 2020-09-29 01:56:42,520 - mmaction - INFO - Epoch [125][600/627] lr: 3.147e-01, eta: 1 day, 2:05:54, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.3633, top5_acc: 0.6129, loss_cls: 2.9116, loss: 2.9116, grad_norm: 1.1833 2020-09-29 01:57:04,604 - mmaction - INFO - Epoch [125][620/627] lr: 3.147e-01, eta: 1 day, 2:05:31, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3615, top5_acc: 0.6124, loss_cls: 2.8915, loss: 2.8915, grad_norm: 1.2061 2020-09-29 01:58:31,232 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 01:58:31,898 - mmaction - INFO - top1_acc 0.3878 top5_acc 0.6608 2020-09-29 01:58:31,898 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 01:58:31,943 - mmaction - INFO - mean_acc 0.3877 2020-09-29 01:58:31,951 - mmaction - INFO - Epoch(val) [125][627] top1_acc: 0.3878, top5_acc: 0.6608, mean_class_accuracy: 0.3877 2020-09-29 01:59:21,921 - mmaction - INFO - Epoch [126][20/627] lr: 3.110e-01, eta: 1 day, 2:05:20, time: 2.497, data_time: 1.243, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6177, loss_cls: 2.8781, loss: 2.8781, grad_norm: 1.2155 2020-09-29 01:59:44,741 - mmaction - INFO - Epoch [126][40/627] lr: 3.110e-01, eta: 1 day, 2:04:57, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.3617, top5_acc: 0.6164, loss_cls: 2.8927, loss: 2.8927, grad_norm: 1.2086 2020-09-29 02:00:07,868 - mmaction - INFO - Epoch [126][60/627] lr: 3.110e-01, eta: 1 day, 2:04:34, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6095, loss_cls: 2.9142, loss: 2.9142, grad_norm: 1.2099 2020-09-29 02:00:28,770 - mmaction - INFO - Epoch [126][80/627] lr: 3.110e-01, eta: 1 day, 2:04:09, time: 1.046, data_time: 0.004, memory: 8472, top1_acc: 0.3574, top5_acc: 0.5997, loss_cls: 2.9144, loss: 2.9144, grad_norm: 1.2086 2020-09-29 02:00:51,278 - mmaction - INFO - Epoch [126][100/627] lr: 3.110e-01, eta: 1 day, 2:03:46, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3642, top5_acc: 0.6232, loss_cls: 2.8785, loss: 2.8785, grad_norm: 1.2041 2020-09-29 02:01:13,421 - mmaction - INFO - Epoch [126][120/627] lr: 3.110e-01, eta: 1 day, 2:03:22, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6063, loss_cls: 2.9244, loss: 2.9244, grad_norm: 1.2114 2020-09-29 02:01:35,556 - mmaction - INFO - Epoch [126][140/627] lr: 3.110e-01, eta: 1 day, 2:02:59, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3560, top5_acc: 0.6087, loss_cls: 2.9149, loss: 2.9149, grad_norm: 1.2039 2020-09-29 02:01:58,116 - mmaction - INFO - Epoch [126][160/627] lr: 3.110e-01, eta: 1 day, 2:02:36, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.3634, top5_acc: 0.6165, loss_cls: 2.8748, loss: 2.8748, grad_norm: 1.1806 2020-09-29 02:02:21,056 - mmaction - INFO - Epoch [126][180/627] lr: 3.110e-01, eta: 1 day, 2:02:13, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3656, top5_acc: 0.6107, loss_cls: 2.8955, loss: 2.8955, grad_norm: 1.1849 2020-09-29 02:02:43,404 - mmaction - INFO - Epoch [126][200/627] lr: 3.110e-01, eta: 1 day, 2:01:49, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3647, top5_acc: 0.6142, loss_cls: 2.8875, loss: 2.8875, grad_norm: 1.1962 2020-09-29 02:03:05,000 - mmaction - INFO - Epoch [126][220/627] lr: 3.110e-01, eta: 1 day, 2:01:25, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.3632, top5_acc: 0.6118, loss_cls: 2.9038, loss: 2.9038, grad_norm: 1.2059 2020-09-29 02:03:27,033 - mmaction - INFO - Epoch [126][240/627] lr: 3.110e-01, eta: 1 day, 2:01:01, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.3565, top5_acc: 0.6208, loss_cls: 2.8824, loss: 2.8824, grad_norm: 1.2159 2020-09-29 02:03:48,276 - mmaction - INFO - Epoch [126][260/627] lr: 3.110e-01, eta: 1 day, 2:00:37, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6098, loss_cls: 2.9226, loss: 2.9226, grad_norm: 1.1753 2020-09-29 02:04:10,147 - mmaction - INFO - Epoch [126][280/627] lr: 3.110e-01, eta: 1 day, 2:00:13, time: 1.094, data_time: 0.052, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6210, loss_cls: 2.8839, loss: 2.8839, grad_norm: 1.1974 2020-09-29 02:04:32,214 - mmaction - INFO - Epoch [126][300/627] lr: 3.110e-01, eta: 1 day, 1:59:49, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3599, top5_acc: 0.6229, loss_cls: 2.8854, loss: 2.8854, grad_norm: 1.2089 2020-09-29 02:04:54,630 - mmaction - INFO - Epoch [126][320/627] lr: 3.110e-01, eta: 1 day, 1:59:26, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3868, top5_acc: 0.6270, loss_cls: 2.8253, loss: 2.8253, grad_norm: 1.1844 2020-09-29 02:05:16,760 - mmaction - INFO - Epoch [126][340/627] lr: 3.110e-01, eta: 1 day, 1:59:02, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.3621, top5_acc: 0.6089, loss_cls: 2.9204, loss: 2.9204, grad_norm: 1.1976 2020-09-29 02:05:38,584 - mmaction - INFO - Epoch [126][360/627] lr: 3.110e-01, eta: 1 day, 1:58:38, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3570, top5_acc: 0.6117, loss_cls: 2.8863, loss: 2.8863, grad_norm: 1.1832 2020-09-29 02:06:01,354 - mmaction - INFO - Epoch [126][380/627] lr: 3.110e-01, eta: 1 day, 1:58:15, time: 1.138, data_time: 0.008, memory: 8472, top1_acc: 0.3646, top5_acc: 0.6126, loss_cls: 2.9136, loss: 2.9136, grad_norm: 1.2071 2020-09-29 02:06:22,521 - mmaction - INFO - Epoch [126][400/627] lr: 3.110e-01, eta: 1 day, 1:57:51, time: 1.060, data_time: 0.010, memory: 8472, top1_acc: 0.3677, top5_acc: 0.6130, loss_cls: 2.8732, loss: 2.8732, grad_norm: 1.1865 2020-09-29 02:06:43,692 - mmaction - INFO - Epoch [126][420/627] lr: 3.110e-01, eta: 1 day, 1:57:26, time: 1.058, data_time: 0.018, memory: 8472, top1_acc: 0.3643, top5_acc: 0.6107, loss_cls: 2.9080, loss: 2.9080, grad_norm: 1.2002 2020-09-29 02:07:06,819 - mmaction - INFO - Epoch [126][440/627] lr: 3.110e-01, eta: 1 day, 1:57:03, time: 1.155, data_time: 0.202, memory: 8472, top1_acc: 0.3544, top5_acc: 0.6104, loss_cls: 2.9460, loss: 2.9460, grad_norm: 1.2004 2020-09-29 02:07:29,750 - mmaction - INFO - Epoch [126][460/627] lr: 3.110e-01, eta: 1 day, 1:56:41, time: 1.146, data_time: 0.010, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6134, loss_cls: 2.9101, loss: 2.9101, grad_norm: 1.1968 2020-09-29 02:07:49,923 - mmaction - INFO - Epoch [126][480/627] lr: 3.110e-01, eta: 1 day, 1:56:15, time: 1.011, data_time: 0.004, memory: 8472, top1_acc: 0.3615, top5_acc: 0.6139, loss_cls: 2.9049, loss: 2.9049, grad_norm: 1.1923 2020-09-29 02:08:12,216 - mmaction - INFO - Epoch [126][500/627] lr: 3.110e-01, eta: 1 day, 1:55:51, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6228, loss_cls: 2.8773, loss: 2.8773, grad_norm: 1.2009 2020-09-29 02:08:34,339 - mmaction - INFO - Epoch [126][520/627] lr: 3.110e-01, eta: 1 day, 1:55:28, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3617, top5_acc: 0.6122, loss_cls: 2.9264, loss: 2.9264, grad_norm: 1.1957 2020-09-29 02:08:57,172 - mmaction - INFO - Epoch [126][540/627] lr: 3.110e-01, eta: 1 day, 1:55:05, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6064, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.2105 2020-09-29 02:09:18,913 - mmaction - INFO - Epoch [126][560/627] lr: 3.110e-01, eta: 1 day, 1:54:41, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3546, top5_acc: 0.6000, loss_cls: 2.9651, loss: 2.9651, grad_norm: 1.2006 2020-09-29 02:09:40,170 - mmaction - INFO - Epoch [126][580/627] lr: 3.110e-01, eta: 1 day, 1:54:16, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.3625, top5_acc: 0.6126, loss_cls: 2.9113, loss: 2.9113, grad_norm: 1.1878 2020-09-29 02:10:02,078 - mmaction - INFO - Epoch [126][600/627] lr: 3.110e-01, eta: 1 day, 1:53:52, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.3504, top5_acc: 0.6017, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.2000 2020-09-29 02:10:23,853 - mmaction - INFO - Epoch [126][620/627] lr: 3.110e-01, eta: 1 day, 1:53:28, time: 1.089, data_time: 0.005, memory: 8472, top1_acc: 0.3561, top5_acc: 0.6124, loss_cls: 2.9091, loss: 2.9091, grad_norm: 1.1941 2020-09-29 02:11:27,795 - mmaction - INFO - Epoch [127][20/627] lr: 3.074e-01, eta: 1 day, 1:53:23, time: 2.774, data_time: 1.649, memory: 8472, top1_acc: 0.3542, top5_acc: 0.6082, loss_cls: 2.9498, loss: 2.9498, grad_norm: 1.2006 2020-09-29 02:11:49,875 - mmaction - INFO - Epoch [127][40/627] lr: 3.074e-01, eta: 1 day, 1:52:59, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3608, top5_acc: 0.6216, loss_cls: 2.8728, loss: 2.8728, grad_norm: 1.2093 2020-09-29 02:12:12,465 - mmaction - INFO - Epoch [127][60/627] lr: 3.074e-01, eta: 1 day, 1:52:36, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3665, top5_acc: 0.6146, loss_cls: 2.8902, loss: 2.8902, grad_norm: 1.1713 2020-09-29 02:12:35,028 - mmaction - INFO - Epoch [127][80/627] lr: 3.074e-01, eta: 1 day, 1:52:13, time: 1.130, data_time: 0.004, memory: 8472, top1_acc: 0.3682, top5_acc: 0.6286, loss_cls: 2.8567, loss: 2.8567, grad_norm: 1.1899 2020-09-29 02:12:56,042 - mmaction - INFO - Epoch [127][100/627] lr: 3.074e-01, eta: 1 day, 1:51:48, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.3743, top5_acc: 0.6255, loss_cls: 2.8402, loss: 2.8402, grad_norm: 1.1936 2020-09-29 02:13:17,439 - mmaction - INFO - Epoch [127][120/627] lr: 3.074e-01, eta: 1 day, 1:51:24, time: 1.068, data_time: 0.034, memory: 8472, top1_acc: 0.3578, top5_acc: 0.6125, loss_cls: 2.9155, loss: 2.9155, grad_norm: 1.2061 2020-09-29 02:13:40,748 - mmaction - INFO - Epoch [127][140/627] lr: 3.074e-01, eta: 1 day, 1:51:01, time: 1.169, data_time: 0.004, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6130, loss_cls: 2.9040, loss: 2.9040, grad_norm: 1.2184 2020-09-29 02:14:01,840 - mmaction - INFO - Epoch [127][160/627] lr: 3.074e-01, eta: 1 day, 1:50:37, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.3724, top5_acc: 0.6217, loss_cls: 2.8832, loss: 2.8832, grad_norm: 1.1951 2020-09-29 02:14:24,183 - mmaction - INFO - Epoch [127][180/627] lr: 3.074e-01, eta: 1 day, 1:50:13, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3740, top5_acc: 0.6246, loss_cls: 2.8442, loss: 2.8442, grad_norm: 1.2007 2020-09-29 02:14:45,360 - mmaction - INFO - Epoch [127][200/627] lr: 3.074e-01, eta: 1 day, 1:49:49, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.3651, top5_acc: 0.6128, loss_cls: 2.8827, loss: 2.8827, grad_norm: 1.2123 2020-09-29 02:15:08,286 - mmaction - INFO - Epoch [127][220/627] lr: 3.074e-01, eta: 1 day, 1:49:26, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6190, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.2122 2020-09-29 02:15:30,458 - mmaction - INFO - Epoch [127][240/627] lr: 3.074e-01, eta: 1 day, 1:49:02, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3594, top5_acc: 0.6052, loss_cls: 2.9225, loss: 2.9225, grad_norm: 1.2223 2020-09-29 02:15:51,916 - mmaction - INFO - Epoch [127][260/627] lr: 3.074e-01, eta: 1 day, 1:48:38, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3638, top5_acc: 0.6225, loss_cls: 2.8546, loss: 2.8546, grad_norm: 1.2077 2020-09-29 02:16:14,424 - mmaction - INFO - Epoch [127][280/627] lr: 3.074e-01, eta: 1 day, 1:48:15, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3576, top5_acc: 0.6029, loss_cls: 2.9340, loss: 2.9340, grad_norm: 1.2098 2020-09-29 02:16:36,468 - mmaction - INFO - Epoch [127][300/627] lr: 3.074e-01, eta: 1 day, 1:47:51, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3733, top5_acc: 0.6185, loss_cls: 2.8512, loss: 2.8512, grad_norm: 1.1957 2020-09-29 02:16:57,697 - mmaction - INFO - Epoch [127][320/627] lr: 3.074e-01, eta: 1 day, 1:47:26, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.3574, top5_acc: 0.6250, loss_cls: 2.8707, loss: 2.8707, grad_norm: 1.2149 2020-09-29 02:17:20,176 - mmaction - INFO - Epoch [127][340/627] lr: 3.074e-01, eta: 1 day, 1:47:03, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3682, top5_acc: 0.6195, loss_cls: 2.8659, loss: 2.8659, grad_norm: 1.2039 2020-09-29 02:17:42,358 - mmaction - INFO - Epoch [127][360/627] lr: 3.074e-01, eta: 1 day, 1:46:39, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6207, loss_cls: 2.8900, loss: 2.8900, grad_norm: 1.1987 2020-09-29 02:18:04,163 - mmaction - INFO - Epoch [127][380/627] lr: 3.074e-01, eta: 1 day, 1:46:16, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6163, loss_cls: 2.8728, loss: 2.8728, grad_norm: 1.2035 2020-09-29 02:18:27,527 - mmaction - INFO - Epoch [127][400/627] lr: 3.074e-01, eta: 1 day, 1:45:53, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.3656, top5_acc: 0.6087, loss_cls: 2.9074, loss: 2.9074, grad_norm: 1.1933 2020-09-29 02:18:48,813 - mmaction - INFO - Epoch [127][420/627] lr: 3.074e-01, eta: 1 day, 1:45:29, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.3650, top5_acc: 0.6190, loss_cls: 2.8848, loss: 2.8848, grad_norm: 1.1946 2020-09-29 02:19:09,576 - mmaction - INFO - Epoch [127][440/627] lr: 3.074e-01, eta: 1 day, 1:45:04, time: 1.038, data_time: 0.002, memory: 8472, top1_acc: 0.3723, top5_acc: 0.6273, loss_cls: 2.8516, loss: 2.8516, grad_norm: 1.1904 2020-09-29 02:19:32,721 - mmaction - INFO - Epoch [127][460/627] lr: 3.074e-01, eta: 1 day, 1:44:41, time: 1.157, data_time: 0.001, memory: 8472, top1_acc: 0.3685, top5_acc: 0.6189, loss_cls: 2.8791, loss: 2.8791, grad_norm: 1.2031 2020-09-29 02:19:54,683 - mmaction - INFO - Epoch [127][480/627] lr: 3.074e-01, eta: 1 day, 1:44:17, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6103, loss_cls: 2.8982, loss: 2.8982, grad_norm: 1.2110 2020-09-29 02:20:16,957 - mmaction - INFO - Epoch [127][500/627] lr: 3.074e-01, eta: 1 day, 1:43:54, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3634, top5_acc: 0.6051, loss_cls: 2.9398, loss: 2.9398, grad_norm: 1.2016 2020-09-29 02:20:38,380 - mmaction - INFO - Epoch [127][520/627] lr: 3.074e-01, eta: 1 day, 1:43:29, time: 1.073, data_time: 0.004, memory: 8472, top1_acc: 0.3624, top5_acc: 0.6167, loss_cls: 2.8858, loss: 2.8858, grad_norm: 1.1882 2020-09-29 02:20:59,925 - mmaction - INFO - Epoch [127][540/627] lr: 3.074e-01, eta: 1 day, 1:43:05, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3668, top5_acc: 0.6169, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.1992 2020-09-29 02:21:22,839 - mmaction - INFO - Epoch [127][560/627] lr: 3.074e-01, eta: 1 day, 1:42:42, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3716, top5_acc: 0.6151, loss_cls: 2.8774, loss: 2.8774, grad_norm: 1.2076 2020-09-29 02:21:44,353 - mmaction - INFO - Epoch [127][580/627] lr: 3.074e-01, eta: 1 day, 1:42:18, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3626, top5_acc: 0.6128, loss_cls: 2.8910, loss: 2.8910, grad_norm: 1.2078 2020-09-29 02:22:06,368 - mmaction - INFO - Epoch [127][600/627] lr: 3.074e-01, eta: 1 day, 1:41:54, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6096, loss_cls: 2.9027, loss: 2.9027, grad_norm: 1.1856 2020-09-29 02:22:28,650 - mmaction - INFO - Epoch [127][620/627] lr: 3.074e-01, eta: 1 day, 1:41:31, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.3646, top5_acc: 0.6212, loss_cls: 2.8712, loss: 2.8712, grad_norm: 1.2306 2020-09-29 02:23:29,127 - mmaction - INFO - Epoch [128][20/627] lr: 3.037e-01, eta: 1 day, 1:41:23, time: 2.659, data_time: 1.505, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6069, loss_cls: 2.9385, loss: 2.9385, grad_norm: 1.2165 2020-09-29 02:23:53,061 - mmaction - INFO - Epoch [128][40/627] lr: 3.037e-01, eta: 1 day, 1:41:01, time: 1.197, data_time: 0.003, memory: 8472, top1_acc: 0.3630, top5_acc: 0.6133, loss_cls: 2.8885, loss: 2.8885, grad_norm: 1.1940 2020-09-29 02:24:13,313 - mmaction - INFO - Epoch [128][60/627] lr: 3.037e-01, eta: 1 day, 1:40:35, time: 1.011, data_time: 0.002, memory: 8472, top1_acc: 0.3661, top5_acc: 0.6147, loss_cls: 2.8823, loss: 2.8823, grad_norm: 1.2282 2020-09-29 02:24:35,334 - mmaction - INFO - Epoch [128][80/627] lr: 3.037e-01, eta: 1 day, 1:40:12, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6129, loss_cls: 2.8694, loss: 2.8694, grad_norm: 1.2149 2020-09-29 02:24:57,620 - mmaction - INFO - Epoch [128][100/627] lr: 3.037e-01, eta: 1 day, 1:39:48, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6146, loss_cls: 2.8914, loss: 2.8914, grad_norm: 1.2121 2020-09-29 02:25:20,153 - mmaction - INFO - Epoch [128][120/627] lr: 3.037e-01, eta: 1 day, 1:39:25, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.3661, top5_acc: 0.6122, loss_cls: 2.8767, loss: 2.8767, grad_norm: 1.2131 2020-09-29 02:25:41,457 - mmaction - INFO - Epoch [128][140/627] lr: 3.037e-01, eta: 1 day, 1:39:01, time: 1.065, data_time: 0.001, memory: 8472, top1_acc: 0.3508, top5_acc: 0.6118, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.1925 2020-09-29 02:26:03,004 - mmaction - INFO - Epoch [128][160/627] lr: 3.037e-01, eta: 1 day, 1:38:36, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3650, top5_acc: 0.6174, loss_cls: 2.8710, loss: 2.8710, grad_norm: 1.2018 2020-09-29 02:26:25,744 - mmaction - INFO - Epoch [128][180/627] lr: 3.037e-01, eta: 1 day, 1:38:13, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6206, loss_cls: 2.8801, loss: 2.8801, grad_norm: 1.2302 2020-09-29 02:26:47,480 - mmaction - INFO - Epoch [128][200/627] lr: 3.037e-01, eta: 1 day, 1:37:49, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.3680, top5_acc: 0.6118, loss_cls: 2.8588, loss: 2.8588, grad_norm: 1.2096 2020-09-29 02:27:11,312 - mmaction - INFO - Epoch [128][220/627] lr: 3.037e-01, eta: 1 day, 1:37:27, time: 1.192, data_time: 0.003, memory: 8472, top1_acc: 0.3602, top5_acc: 0.6128, loss_cls: 2.8941, loss: 2.8941, grad_norm: 1.2212 2020-09-29 02:27:31,892 - mmaction - INFO - Epoch [128][240/627] lr: 3.037e-01, eta: 1 day, 1:37:02, time: 1.028, data_time: 0.002, memory: 8472, top1_acc: 0.3583, top5_acc: 0.6141, loss_cls: 2.8991, loss: 2.8991, grad_norm: 1.2108 2020-09-29 02:27:54,445 - mmaction - INFO - Epoch [128][260/627] lr: 3.037e-01, eta: 1 day, 1:36:39, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.3568, top5_acc: 0.6065, loss_cls: 2.9213, loss: 2.9213, grad_norm: 1.2142 2020-09-29 02:28:15,931 - mmaction - INFO - Epoch [128][280/627] lr: 3.037e-01, eta: 1 day, 1:36:15, time: 1.075, data_time: 0.004, memory: 8472, top1_acc: 0.3710, top5_acc: 0.6277, loss_cls: 2.8451, loss: 2.8451, grad_norm: 1.2121 2020-09-29 02:28:37,955 - mmaction - INFO - Epoch [128][300/627] lr: 3.037e-01, eta: 1 day, 1:35:51, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6120, loss_cls: 2.8761, loss: 2.8761, grad_norm: 1.2038 2020-09-29 02:29:00,727 - mmaction - INFO - Epoch [128][320/627] lr: 3.037e-01, eta: 1 day, 1:35:28, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3728, top5_acc: 0.6268, loss_cls: 2.8382, loss: 2.8382, grad_norm: 1.1994 2020-09-29 02:29:23,612 - mmaction - INFO - Epoch [128][340/627] lr: 3.037e-01, eta: 1 day, 1:35:05, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3667, top5_acc: 0.6169, loss_cls: 2.8909, loss: 2.8909, grad_norm: 1.2141 2020-09-29 02:29:45,164 - mmaction - INFO - Epoch [128][360/627] lr: 3.037e-01, eta: 1 day, 1:34:41, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3594, top5_acc: 0.6111, loss_cls: 2.8794, loss: 2.8794, grad_norm: 1.2067 2020-09-29 02:30:07,273 - mmaction - INFO - Epoch [128][380/627] lr: 3.037e-01, eta: 1 day, 1:34:17, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.3612, top5_acc: 0.6085, loss_cls: 2.9406, loss: 2.9406, grad_norm: 1.2241 2020-09-29 02:30:29,098 - mmaction - INFO - Epoch [128][400/627] lr: 3.037e-01, eta: 1 day, 1:33:53, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.3667, top5_acc: 0.6100, loss_cls: 2.8759, loss: 2.8759, grad_norm: 1.2062 2020-09-29 02:30:51,683 - mmaction - INFO - Epoch [128][420/627] lr: 3.037e-01, eta: 1 day, 1:33:30, time: 1.127, data_time: 0.018, memory: 8472, top1_acc: 0.3555, top5_acc: 0.6078, loss_cls: 2.9288, loss: 2.9288, grad_norm: 1.2153 2020-09-29 02:31:13,732 - mmaction - INFO - Epoch [128][440/627] lr: 3.037e-01, eta: 1 day, 1:33:07, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3641, top5_acc: 0.6068, loss_cls: 2.9155, loss: 2.9155, grad_norm: 1.2062 2020-09-29 02:31:36,204 - mmaction - INFO - Epoch [128][460/627] lr: 3.037e-01, eta: 1 day, 1:32:43, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6247, loss_cls: 2.8528, loss: 2.8528, grad_norm: 1.2199 2020-09-29 02:31:58,206 - mmaction - INFO - Epoch [128][480/627] lr: 3.037e-01, eta: 1 day, 1:32:20, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6134, loss_cls: 2.8712, loss: 2.8712, grad_norm: 1.2094 2020-09-29 02:32:19,820 - mmaction - INFO - Epoch [128][500/627] lr: 3.037e-01, eta: 1 day, 1:31:55, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3569, top5_acc: 0.6234, loss_cls: 2.8804, loss: 2.8804, grad_norm: 1.2479 2020-09-29 02:32:41,073 - mmaction - INFO - Epoch [128][520/627] lr: 3.037e-01, eta: 1 day, 1:31:31, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6169, loss_cls: 2.8825, loss: 2.8825, grad_norm: 1.2162 2020-09-29 02:33:03,828 - mmaction - INFO - Epoch [128][540/627] lr: 3.037e-01, eta: 1 day, 1:31:08, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.3661, top5_acc: 0.6167, loss_cls: 2.8891, loss: 2.8891, grad_norm: 1.2084 2020-09-29 02:33:25,340 - mmaction - INFO - Epoch [128][560/627] lr: 3.037e-01, eta: 1 day, 1:30:44, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3617, top5_acc: 0.6077, loss_cls: 2.9199, loss: 2.9199, grad_norm: 1.2086 2020-09-29 02:33:49,000 - mmaction - INFO - Epoch [128][580/627] lr: 3.037e-01, eta: 1 day, 1:30:22, time: 1.181, data_time: 0.002, memory: 8472, top1_acc: 0.3685, top5_acc: 0.6203, loss_cls: 2.8766, loss: 2.8766, grad_norm: 1.2059 2020-09-29 02:34:09,722 - mmaction - INFO - Epoch [128][600/627] lr: 3.037e-01, eta: 1 day, 1:29:57, time: 1.037, data_time: 0.004, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6094, loss_cls: 2.9183, loss: 2.9183, grad_norm: 1.2147 2020-09-29 02:34:32,255 - mmaction - INFO - Epoch [128][620/627] lr: 3.037e-01, eta: 1 day, 1:29:33, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3592, top5_acc: 0.6099, loss_cls: 2.9322, loss: 2.9322, grad_norm: 1.2014 2020-09-29 02:34:39,751 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-09-29 02:35:33,024 - mmaction - INFO - Epoch [129][20/627] lr: 3.000e-01, eta: 1 day, 1:29:24, time: 2.644, data_time: 1.379, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6146, loss_cls: 2.9169, loss: 2.9169, grad_norm: 1.2097 2020-09-29 02:35:55,147 - mmaction - INFO - Epoch [129][40/627] lr: 3.000e-01, eta: 1 day, 1:29:01, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3721, top5_acc: 0.6227, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.1900 2020-09-29 02:36:15,317 - mmaction - INFO - Epoch [129][60/627] lr: 3.000e-01, eta: 1 day, 1:28:35, time: 1.009, data_time: 0.004, memory: 8472, top1_acc: 0.3724, top5_acc: 0.6258, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.2110 2020-09-29 02:36:37,662 - mmaction - INFO - Epoch [129][80/627] lr: 3.000e-01, eta: 1 day, 1:28:12, time: 1.117, data_time: 0.006, memory: 8472, top1_acc: 0.3695, top5_acc: 0.6195, loss_cls: 2.8668, loss: 2.8668, grad_norm: 1.2282 2020-09-29 02:37:00,507 - mmaction - INFO - Epoch [129][100/627] lr: 3.000e-01, eta: 1 day, 1:27:49, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6275, loss_cls: 2.8293, loss: 2.8293, grad_norm: 1.2182 2020-09-29 02:37:22,781 - mmaction - INFO - Epoch [129][120/627] lr: 3.000e-01, eta: 1 day, 1:27:26, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3691, top5_acc: 0.6113, loss_cls: 2.8660, loss: 2.8660, grad_norm: 1.2067 2020-09-29 02:37:44,251 - mmaction - INFO - Epoch [129][140/627] lr: 3.000e-01, eta: 1 day, 1:27:01, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3618, top5_acc: 0.6129, loss_cls: 2.8986, loss: 2.8986, grad_norm: 1.2246 2020-09-29 02:38:07,927 - mmaction - INFO - Epoch [129][160/627] lr: 3.000e-01, eta: 1 day, 1:26:39, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6207, loss_cls: 2.8592, loss: 2.8592, grad_norm: 1.2187 2020-09-29 02:38:29,663 - mmaction - INFO - Epoch [129][180/627] lr: 3.000e-01, eta: 1 day, 1:26:15, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3751, top5_acc: 0.6186, loss_cls: 2.8712, loss: 2.8712, grad_norm: 1.2242 2020-09-29 02:38:51,079 - mmaction - INFO - Epoch [129][200/627] lr: 3.000e-01, eta: 1 day, 1:25:51, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.3609, top5_acc: 0.6018, loss_cls: 2.9040, loss: 2.9040, grad_norm: 1.2156 2020-09-29 02:39:13,809 - mmaction - INFO - Epoch [129][220/627] lr: 3.000e-01, eta: 1 day, 1:25:28, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6254, loss_cls: 2.8467, loss: 2.8467, grad_norm: 1.1955 2020-09-29 02:39:35,015 - mmaction - INFO - Epoch [129][240/627] lr: 3.000e-01, eta: 1 day, 1:25:03, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.3772, top5_acc: 0.6251, loss_cls: 2.8289, loss: 2.8289, grad_norm: 1.2114 2020-09-29 02:39:56,500 - mmaction - INFO - Epoch [129][260/627] lr: 3.000e-01, eta: 1 day, 1:24:39, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6107, loss_cls: 2.8947, loss: 2.8947, grad_norm: 1.2250 2020-09-29 02:40:18,960 - mmaction - INFO - Epoch [129][280/627] lr: 3.000e-01, eta: 1 day, 1:24:16, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3629, top5_acc: 0.6146, loss_cls: 2.8994, loss: 2.8994, grad_norm: 1.2161 2020-09-29 02:40:40,731 - mmaction - INFO - Epoch [129][300/627] lr: 3.000e-01, eta: 1 day, 1:23:52, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3691, top5_acc: 0.6174, loss_cls: 2.8637, loss: 2.8637, grad_norm: 1.2110 2020-09-29 02:41:02,621 - mmaction - INFO - Epoch [129][320/627] lr: 3.000e-01, eta: 1 day, 1:23:28, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.3540, top5_acc: 0.6069, loss_cls: 2.9344, loss: 2.9344, grad_norm: 1.2312 2020-09-29 02:41:25,537 - mmaction - INFO - Epoch [129][340/627] lr: 3.000e-01, eta: 1 day, 1:23:05, time: 1.145, data_time: 0.001, memory: 8472, top1_acc: 0.3641, top5_acc: 0.6111, loss_cls: 2.8978, loss: 2.8978, grad_norm: 1.2001 2020-09-29 02:41:48,979 - mmaction - INFO - Epoch [129][360/627] lr: 3.000e-01, eta: 1 day, 1:22:43, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.3672, top5_acc: 0.6128, loss_cls: 2.8770, loss: 2.8770, grad_norm: 1.1961 2020-09-29 02:42:11,145 - mmaction - INFO - Epoch [129][380/627] lr: 3.000e-01, eta: 1 day, 1:22:19, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3715, top5_acc: 0.6137, loss_cls: 2.9008, loss: 2.9008, grad_norm: 1.2040 2020-09-29 02:42:31,263 - mmaction - INFO - Epoch [129][400/627] lr: 3.000e-01, eta: 1 day, 1:21:54, time: 1.004, data_time: 0.019, memory: 8472, top1_acc: 0.3727, top5_acc: 0.6237, loss_cls: 2.8528, loss: 2.8528, grad_norm: 1.2072 2020-09-29 02:42:54,194 - mmaction - INFO - Epoch [129][420/627] lr: 3.000e-01, eta: 1 day, 1:21:31, time: 1.149, data_time: 0.013, memory: 8472, top1_acc: 0.3652, top5_acc: 0.6151, loss_cls: 2.8899, loss: 2.8899, grad_norm: 1.2097 2020-09-29 02:43:16,240 - mmaction - INFO - Epoch [129][440/627] lr: 3.000e-01, eta: 1 day, 1:21:07, time: 1.100, data_time: 0.034, memory: 8472, top1_acc: 0.3691, top5_acc: 0.6156, loss_cls: 2.8751, loss: 2.8751, grad_norm: 1.2265 2020-09-29 02:43:38,317 - mmaction - INFO - Epoch [129][460/627] lr: 3.000e-01, eta: 1 day, 1:20:44, time: 1.106, data_time: 0.029, memory: 8472, top1_acc: 0.3613, top5_acc: 0.6142, loss_cls: 2.8997, loss: 2.8997, grad_norm: 1.2222 2020-09-29 02:44:00,811 - mmaction - INFO - Epoch [129][480/627] lr: 3.000e-01, eta: 1 day, 1:20:20, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.3673, top5_acc: 0.6188, loss_cls: 2.8801, loss: 2.8801, grad_norm: 1.2062 2020-09-29 02:44:23,499 - mmaction - INFO - Epoch [129][500/627] lr: 3.000e-01, eta: 1 day, 1:19:57, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3759, top5_acc: 0.6193, loss_cls: 2.8439, loss: 2.8439, grad_norm: 1.2138 2020-09-29 02:44:44,810 - mmaction - INFO - Epoch [129][520/627] lr: 3.000e-01, eta: 1 day, 1:19:33, time: 1.063, data_time: 0.001, memory: 8472, top1_acc: 0.3664, top5_acc: 0.6180, loss_cls: 2.8843, loss: 2.8843, grad_norm: 1.2272 2020-09-29 02:45:07,251 - mmaction - INFO - Epoch [129][540/627] lr: 3.000e-01, eta: 1 day, 1:19:10, time: 1.124, data_time: 0.004, memory: 8472, top1_acc: 0.3706, top5_acc: 0.6147, loss_cls: 2.8863, loss: 2.8863, grad_norm: 1.2155 2020-09-29 02:45:30,194 - mmaction - INFO - Epoch [129][560/627] lr: 3.000e-01, eta: 1 day, 1:18:47, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3621, top5_acc: 0.6091, loss_cls: 2.8957, loss: 2.8957, grad_norm: 1.1916 2020-09-29 02:45:52,008 - mmaction - INFO - Epoch [129][580/627] lr: 3.000e-01, eta: 1 day, 1:18:23, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.3652, top5_acc: 0.6176, loss_cls: 2.8628, loss: 2.8628, grad_norm: 1.2150 2020-09-29 02:46:13,985 - mmaction - INFO - Epoch [129][600/627] lr: 3.000e-01, eta: 1 day, 1:17:59, time: 1.098, data_time: 0.001, memory: 8472, top1_acc: 0.3639, top5_acc: 0.6180, loss_cls: 2.8859, loss: 2.8859, grad_norm: 1.2236 2020-09-29 02:46:35,011 - mmaction - INFO - Epoch [129][620/627] lr: 3.000e-01, eta: 1 day, 1:17:34, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6296, loss_cls: 2.8419, loss: 2.8419, grad_norm: 1.2011 2020-09-29 02:47:34,416 - mmaction - INFO - Epoch [130][20/627] lr: 2.963e-01, eta: 1 day, 1:17:25, time: 2.620, data_time: 1.503, memory: 8472, top1_acc: 0.3659, top5_acc: 0.6177, loss_cls: 2.8803, loss: 2.8803, grad_norm: 1.2122 2020-09-29 02:47:56,920 - mmaction - INFO - Epoch [130][40/627] lr: 2.963e-01, eta: 1 day, 1:17:02, time: 1.129, data_time: 0.006, memory: 8472, top1_acc: 0.3734, top5_acc: 0.6251, loss_cls: 2.8575, loss: 2.8575, grad_norm: 1.2239 2020-09-29 02:48:20,441 - mmaction - INFO - Epoch [130][60/627] lr: 2.963e-01, eta: 1 day, 1:16:39, time: 1.176, data_time: 0.002, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6199, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.2188 2020-09-29 02:48:41,088 - mmaction - INFO - Epoch [130][80/627] lr: 2.963e-01, eta: 1 day, 1:16:14, time: 1.032, data_time: 0.002, memory: 8472, top1_acc: 0.3564, top5_acc: 0.6161, loss_cls: 2.8907, loss: 2.8907, grad_norm: 1.2589 2020-09-29 02:49:05,043 - mmaction - INFO - Epoch [130][100/627] lr: 2.963e-01, eta: 1 day, 1:15:52, time: 1.198, data_time: 0.003, memory: 8472, top1_acc: 0.3745, top5_acc: 0.6221, loss_cls: 2.8438, loss: 2.8438, grad_norm: 1.2069 2020-09-29 02:49:25,252 - mmaction - INFO - Epoch [130][120/627] lr: 2.963e-01, eta: 1 day, 1:15:27, time: 1.010, data_time: 0.002, memory: 8472, top1_acc: 0.3645, top5_acc: 0.6124, loss_cls: 2.8812, loss: 2.8812, grad_norm: 1.2191 2020-09-29 02:49:47,389 - mmaction - INFO - Epoch [130][140/627] lr: 2.963e-01, eta: 1 day, 1:15:03, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3729, top5_acc: 0.6296, loss_cls: 2.8285, loss: 2.8285, grad_norm: 1.2188 2020-09-29 02:50:10,047 - mmaction - INFO - Epoch [130][160/627] lr: 2.963e-01, eta: 1 day, 1:14:40, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.3689, top5_acc: 0.6121, loss_cls: 2.8887, loss: 2.8887, grad_norm: 1.2443 2020-09-29 02:50:32,290 - mmaction - INFO - Epoch [130][180/627] lr: 2.963e-01, eta: 1 day, 1:14:17, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6288, loss_cls: 2.8359, loss: 2.8359, grad_norm: 1.2105 2020-09-29 02:50:54,467 - mmaction - INFO - Epoch [130][200/627] lr: 2.963e-01, eta: 1 day, 1:13:53, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6148, loss_cls: 2.8664, loss: 2.8664, grad_norm: 1.2201 2020-09-29 02:51:17,261 - mmaction - INFO - Epoch [130][220/627] lr: 2.963e-01, eta: 1 day, 1:13:30, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6139, loss_cls: 2.8918, loss: 2.8918, grad_norm: 1.2286 2020-09-29 02:51:39,611 - mmaction - INFO - Epoch [130][240/627] lr: 2.963e-01, eta: 1 day, 1:13:07, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3704, top5_acc: 0.6268, loss_cls: 2.8171, loss: 2.8171, grad_norm: 1.1947 2020-09-29 02:52:01,483 - mmaction - INFO - Epoch [130][260/627] lr: 2.963e-01, eta: 1 day, 1:12:43, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3811, top5_acc: 0.6280, loss_cls: 2.8031, loss: 2.8031, grad_norm: 1.2375 2020-09-29 02:52:23,332 - mmaction - INFO - Epoch [130][280/627] lr: 2.963e-01, eta: 1 day, 1:12:19, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.3695, top5_acc: 0.6206, loss_cls: 2.8542, loss: 2.8542, grad_norm: 1.2300 2020-09-29 02:52:44,601 - mmaction - INFO - Epoch [130][300/627] lr: 2.963e-01, eta: 1 day, 1:11:55, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.3650, top5_acc: 0.6122, loss_cls: 2.9106, loss: 2.9106, grad_norm: 1.2376 2020-09-29 02:53:06,754 - mmaction - INFO - Epoch [130][320/627] lr: 2.963e-01, eta: 1 day, 1:11:31, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3552, top5_acc: 0.6102, loss_cls: 2.9097, loss: 2.9097, grad_norm: 1.2194 2020-09-29 02:53:29,706 - mmaction - INFO - Epoch [130][340/627] lr: 2.963e-01, eta: 1 day, 1:11:08, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3733, top5_acc: 0.6178, loss_cls: 2.8545, loss: 2.8545, grad_norm: 1.2128 2020-09-29 02:53:52,472 - mmaction - INFO - Epoch [130][360/627] lr: 2.963e-01, eta: 1 day, 1:10:45, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3819, top5_acc: 0.6189, loss_cls: 2.8503, loss: 2.8503, grad_norm: 1.2210 2020-09-29 02:54:14,681 - mmaction - INFO - Epoch [130][380/627] lr: 2.963e-01, eta: 1 day, 1:10:22, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6168, loss_cls: 2.8899, loss: 2.8899, grad_norm: 1.2171 2020-09-29 02:54:36,765 - mmaction - INFO - Epoch [130][400/627] lr: 2.963e-01, eta: 1 day, 1:09:58, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3630, top5_acc: 0.6154, loss_cls: 2.8797, loss: 2.8797, grad_norm: 1.2150 2020-09-29 02:54:58,367 - mmaction - INFO - Epoch [130][420/627] lr: 2.963e-01, eta: 1 day, 1:09:34, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.3724, top5_acc: 0.6189, loss_cls: 2.8754, loss: 2.8754, grad_norm: 1.2219 2020-09-29 02:55:20,275 - mmaction - INFO - Epoch [130][440/627] lr: 2.963e-01, eta: 1 day, 1:09:10, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3539, top5_acc: 0.6082, loss_cls: 2.9227, loss: 2.9227, grad_norm: 1.2445 2020-09-29 02:55:42,327 - mmaction - INFO - Epoch [130][460/627] lr: 2.963e-01, eta: 1 day, 1:08:47, time: 1.102, data_time: 0.001, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6208, loss_cls: 2.8732, loss: 2.8732, grad_norm: 1.1925 2020-09-29 02:56:04,198 - mmaction - INFO - Epoch [130][480/627] lr: 2.963e-01, eta: 1 day, 1:08:23, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3729, top5_acc: 0.6281, loss_cls: 2.8343, loss: 2.8343, grad_norm: 1.2122 2020-09-29 02:56:25,574 - mmaction - INFO - Epoch [130][500/627] lr: 2.963e-01, eta: 1 day, 1:07:59, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3647, top5_acc: 0.6077, loss_cls: 2.9072, loss: 2.9072, grad_norm: 1.2263 2020-09-29 02:56:47,288 - mmaction - INFO - Epoch [130][520/627] lr: 2.963e-01, eta: 1 day, 1:07:35, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6137, loss_cls: 2.8949, loss: 2.8949, grad_norm: 1.2258 2020-09-29 02:57:09,854 - mmaction - INFO - Epoch [130][540/627] lr: 2.963e-01, eta: 1 day, 1:07:11, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3578, top5_acc: 0.6104, loss_cls: 2.9153, loss: 2.9153, grad_norm: 1.2326 2020-09-29 02:57:31,541 - mmaction - INFO - Epoch [130][560/627] lr: 2.963e-01, eta: 1 day, 1:06:47, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.3624, top5_acc: 0.6100, loss_cls: 2.9168, loss: 2.9168, grad_norm: 1.2036 2020-09-29 02:57:53,869 - mmaction - INFO - Epoch [130][580/627] lr: 2.963e-01, eta: 1 day, 1:06:24, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3553, top5_acc: 0.6096, loss_cls: 2.9125, loss: 2.9125, grad_norm: 1.2162 2020-09-29 02:58:16,647 - mmaction - INFO - Epoch [130][600/627] lr: 2.963e-01, eta: 1 day, 1:06:01, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.3602, top5_acc: 0.6189, loss_cls: 2.8721, loss: 2.8721, grad_norm: 1.2237 2020-09-29 02:58:37,276 - mmaction - INFO - Epoch [130][620/627] lr: 2.963e-01, eta: 1 day, 1:05:36, time: 1.032, data_time: 0.003, memory: 8472, top1_acc: 0.3738, top5_acc: 0.6255, loss_cls: 2.8310, loss: 2.8310, grad_norm: 1.2160 2020-09-29 03:00:04,906 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 03:00:05,611 - mmaction - INFO - top1_acc 0.4089 top5_acc 0.6739 2020-09-29 03:00:05,611 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 03:00:05,663 - mmaction - INFO - mean_acc 0.4089 2020-09-29 03:00:05,664 - mmaction - INFO - Now best checkpoint is epoch_130.pth 2020-09-29 03:00:05,677 - mmaction - INFO - Epoch(val) [130][627] top1_acc: 0.4089, top5_acc: 0.6739, mean_class_accuracy: 0.4089 2020-09-29 03:00:59,056 - mmaction - INFO - Epoch [131][20/627] lr: 2.926e-01, eta: 1 day, 1:05:27, time: 2.666, data_time: 1.449, memory: 8472, top1_acc: 0.3702, top5_acc: 0.6155, loss_cls: 2.8643, loss: 2.8643, grad_norm: 1.2415 2020-09-29 03:01:22,939 - mmaction - INFO - Epoch [131][40/627] lr: 2.926e-01, eta: 1 day, 1:05:05, time: 1.195, data_time: 0.003, memory: 8472, top1_acc: 0.3775, top5_acc: 0.6198, loss_cls: 2.8499, loss: 2.8499, grad_norm: 1.2321 2020-09-29 03:01:43,414 - mmaction - INFO - Epoch [131][60/627] lr: 2.926e-01, eta: 1 day, 1:04:40, time: 1.023, data_time: 0.002, memory: 8472, top1_acc: 0.3661, top5_acc: 0.6208, loss_cls: 2.8678, loss: 2.8678, grad_norm: 1.2381 2020-09-29 03:02:05,574 - mmaction - INFO - Epoch [131][80/627] lr: 2.926e-01, eta: 1 day, 1:04:16, time: 1.108, data_time: 0.007, memory: 8472, top1_acc: 0.3711, top5_acc: 0.6243, loss_cls: 2.8492, loss: 2.8492, grad_norm: 1.2361 2020-09-29 03:02:27,979 - mmaction - INFO - Epoch [131][100/627] lr: 2.926e-01, eta: 1 day, 1:03:53, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.3669, top5_acc: 0.6094, loss_cls: 2.8969, loss: 2.8969, grad_norm: 1.2425 2020-09-29 03:02:50,411 - mmaction - INFO - Epoch [131][120/627] lr: 2.926e-01, eta: 1 day, 1:03:30, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6184, loss_cls: 2.8701, loss: 2.8701, grad_norm: 1.1995 2020-09-29 03:03:13,817 - mmaction - INFO - Epoch [131][140/627] lr: 2.926e-01, eta: 1 day, 1:03:07, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.3805, top5_acc: 0.6320, loss_cls: 2.8016, loss: 2.8016, grad_norm: 1.2291 2020-09-29 03:03:34,910 - mmaction - INFO - Epoch [131][160/627] lr: 2.926e-01, eta: 1 day, 1:02:43, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.3634, top5_acc: 0.6076, loss_cls: 2.9079, loss: 2.9079, grad_norm: 1.2156 2020-09-29 03:03:57,217 - mmaction - INFO - Epoch [131][180/627] lr: 2.926e-01, eta: 1 day, 1:02:19, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3707, top5_acc: 0.6242, loss_cls: 2.8577, loss: 2.8577, grad_norm: 1.2172 2020-09-29 03:04:18,249 - mmaction - INFO - Epoch [131][200/627] lr: 2.926e-01, eta: 1 day, 1:01:55, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.3695, top5_acc: 0.6204, loss_cls: 2.8576, loss: 2.8576, grad_norm: 1.2332 2020-09-29 03:04:40,449 - mmaction - INFO - Epoch [131][220/627] lr: 2.926e-01, eta: 1 day, 1:01:31, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3699, top5_acc: 0.6232, loss_cls: 2.8582, loss: 2.8582, grad_norm: 1.2270 2020-09-29 03:05:03,073 - mmaction - INFO - Epoch [131][240/627] lr: 2.926e-01, eta: 1 day, 1:01:08, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.3665, top5_acc: 0.6249, loss_cls: 2.8248, loss: 2.8248, grad_norm: 1.2240 2020-09-29 03:05:25,071 - mmaction - INFO - Epoch [131][260/627] lr: 2.926e-01, eta: 1 day, 1:00:44, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3676, top5_acc: 0.6204, loss_cls: 2.8647, loss: 2.8647, grad_norm: 1.2413 2020-09-29 03:05:47,298 - mmaction - INFO - Epoch [131][280/627] lr: 2.926e-01, eta: 1 day, 1:00:21, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3661, top5_acc: 0.6150, loss_cls: 2.8887, loss: 2.8887, grad_norm: 1.2306 2020-09-29 03:06:09,881 - mmaction - INFO - Epoch [131][300/627] lr: 2.926e-01, eta: 1 day, 0:59:58, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3706, top5_acc: 0.6159, loss_cls: 2.8589, loss: 2.8589, grad_norm: 1.2226 2020-09-29 03:06:31,547 - mmaction - INFO - Epoch [131][320/627] lr: 2.926e-01, eta: 1 day, 0:59:34, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6142, loss_cls: 2.9037, loss: 2.9037, grad_norm: 1.2418 2020-09-29 03:06:54,859 - mmaction - INFO - Epoch [131][340/627] lr: 2.926e-01, eta: 1 day, 0:59:11, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.3720, top5_acc: 0.6246, loss_cls: 2.8387, loss: 2.8387, grad_norm: 1.2175 2020-09-29 03:07:16,096 - mmaction - INFO - Epoch [131][360/627] lr: 2.926e-01, eta: 1 day, 0:58:47, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6243, loss_cls: 2.8698, loss: 2.8698, grad_norm: 1.2408 2020-09-29 03:07:38,518 - mmaction - INFO - Epoch [131][380/627] lr: 2.926e-01, eta: 1 day, 0:58:23, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3639, top5_acc: 0.6158, loss_cls: 2.8652, loss: 2.8652, grad_norm: 1.2475 2020-09-29 03:07:59,432 - mmaction - INFO - Epoch [131][400/627] lr: 2.926e-01, eta: 1 day, 0:57:59, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6241, loss_cls: 2.8268, loss: 2.8268, grad_norm: 1.2397 2020-09-29 03:08:22,205 - mmaction - INFO - Epoch [131][420/627] lr: 2.926e-01, eta: 1 day, 0:57:36, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.3586, top5_acc: 0.6164, loss_cls: 2.8883, loss: 2.8883, grad_norm: 1.2346 2020-09-29 03:08:43,185 - mmaction - INFO - Epoch [131][440/627] lr: 2.926e-01, eta: 1 day, 0:57:11, time: 1.049, data_time: 0.001, memory: 8472, top1_acc: 0.3654, top5_acc: 0.6158, loss_cls: 2.8791, loss: 2.8791, grad_norm: 1.2077 2020-09-29 03:09:04,936 - mmaction - INFO - Epoch [131][460/627] lr: 2.926e-01, eta: 1 day, 0:56:47, time: 1.087, data_time: 0.010, memory: 8472, top1_acc: 0.3572, top5_acc: 0.6098, loss_cls: 2.9228, loss: 2.9228, grad_norm: 1.2437 2020-09-29 03:09:26,556 - mmaction - INFO - Epoch [131][480/627] lr: 2.926e-01, eta: 1 day, 0:56:23, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3665, top5_acc: 0.6191, loss_cls: 2.8876, loss: 2.8876, grad_norm: 1.2370 2020-09-29 03:09:49,634 - mmaction - INFO - Epoch [131][500/627] lr: 2.926e-01, eta: 1 day, 0:56:00, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3738, top5_acc: 0.6145, loss_cls: 2.8568, loss: 2.8568, grad_norm: 1.2100 2020-09-29 03:10:12,330 - mmaction - INFO - Epoch [131][520/627] lr: 2.926e-01, eta: 1 day, 0:55:37, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.3768, top5_acc: 0.6202, loss_cls: 2.8426, loss: 2.8426, grad_norm: 1.2201 2020-09-29 03:10:33,199 - mmaction - INFO - Epoch [131][540/627] lr: 2.926e-01, eta: 1 day, 0:55:13, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.3743, top5_acc: 0.6193, loss_cls: 2.8520, loss: 2.8520, grad_norm: 1.2326 2020-09-29 03:10:54,566 - mmaction - INFO - Epoch [131][560/627] lr: 2.926e-01, eta: 1 day, 0:54:48, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3702, top5_acc: 0.6217, loss_cls: 2.8495, loss: 2.8495, grad_norm: 1.2242 2020-09-29 03:11:17,964 - mmaction - INFO - Epoch [131][580/627] lr: 2.926e-01, eta: 1 day, 0:54:26, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.3689, top5_acc: 0.6133, loss_cls: 2.8825, loss: 2.8825, grad_norm: 1.2227 2020-09-29 03:11:39,526 - mmaction - INFO - Epoch [131][600/627] lr: 2.926e-01, eta: 1 day, 0:54:02, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3663, top5_acc: 0.6139, loss_cls: 2.8862, loss: 2.8862, grad_norm: 1.2500 2020-09-29 03:12:01,730 - mmaction - INFO - Epoch [131][620/627] lr: 2.926e-01, eta: 1 day, 0:53:38, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.3669, top5_acc: 0.6240, loss_cls: 2.8602, loss: 2.8602, grad_norm: 1.2213 2020-09-29 03:13:02,093 - mmaction - INFO - Epoch [132][20/627] lr: 2.890e-01, eta: 1 day, 0:53:29, time: 2.653, data_time: 1.466, memory: 8472, top1_acc: 0.3685, top5_acc: 0.6219, loss_cls: 2.8483, loss: 2.8483, grad_norm: 1.2242 2020-09-29 03:13:25,713 - mmaction - INFO - Epoch [132][40/627] lr: 2.890e-01, eta: 1 day, 0:53:06, time: 1.182, data_time: 0.003, memory: 8472, top1_acc: 0.3754, top5_acc: 0.6324, loss_cls: 2.7939, loss: 2.7939, grad_norm: 1.2318 2020-09-29 03:13:46,147 - mmaction - INFO - Epoch [132][60/627] lr: 2.890e-01, eta: 1 day, 0:52:41, time: 1.020, data_time: 0.001, memory: 8472, top1_acc: 0.3729, top5_acc: 0.6194, loss_cls: 2.8477, loss: 2.8477, grad_norm: 1.2375 2020-09-29 03:14:08,870 - mmaction - INFO - Epoch [132][80/627] lr: 2.890e-01, eta: 1 day, 0:52:18, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3691, top5_acc: 0.6240, loss_cls: 2.8549, loss: 2.8549, grad_norm: 1.2061 2020-09-29 03:14:31,218 - mmaction - INFO - Epoch [132][100/627] lr: 2.890e-01, eta: 1 day, 0:51:55, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6217, loss_cls: 2.8332, loss: 2.8332, grad_norm: 1.2351 2020-09-29 03:14:53,675 - mmaction - INFO - Epoch [132][120/627] lr: 2.890e-01, eta: 1 day, 0:51:32, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.3725, top5_acc: 0.6215, loss_cls: 2.8560, loss: 2.8560, grad_norm: 1.2372 2020-09-29 03:15:14,575 - mmaction - INFO - Epoch [132][140/627] lr: 2.890e-01, eta: 1 day, 0:51:07, time: 1.044, data_time: 0.001, memory: 8472, top1_acc: 0.3798, top5_acc: 0.6249, loss_cls: 2.8293, loss: 2.8293, grad_norm: 1.2352 2020-09-29 03:15:36,387 - mmaction - INFO - Epoch [132][160/627] lr: 2.890e-01, eta: 1 day, 0:50:43, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.3659, top5_acc: 0.6198, loss_cls: 2.8648, loss: 2.8648, grad_norm: 1.2423 2020-09-29 03:15:59,057 - mmaction - INFO - Epoch [132][180/627] lr: 2.890e-01, eta: 1 day, 0:50:20, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3736, top5_acc: 0.6167, loss_cls: 2.8425, loss: 2.8425, grad_norm: 1.2218 2020-09-29 03:16:20,914 - mmaction - INFO - Epoch [132][200/627] lr: 2.890e-01, eta: 1 day, 0:49:56, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.3732, top5_acc: 0.6210, loss_cls: 2.8515, loss: 2.8515, grad_norm: 1.2633 2020-09-29 03:16:43,040 - mmaction - INFO - Epoch [132][220/627] lr: 2.890e-01, eta: 1 day, 0:49:32, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.3723, top5_acc: 0.6190, loss_cls: 2.8755, loss: 2.8755, grad_norm: 1.2379 2020-09-29 03:17:05,492 - mmaction - INFO - Epoch [132][240/627] lr: 2.890e-01, eta: 1 day, 0:49:09, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.3754, top5_acc: 0.6216, loss_cls: 2.8114, loss: 2.8114, grad_norm: 1.2141 2020-09-29 03:17:27,268 - mmaction - INFO - Epoch [132][260/627] lr: 2.890e-01, eta: 1 day, 0:48:45, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6277, loss_cls: 2.8199, loss: 2.8199, grad_norm: 1.2490 2020-09-29 03:17:49,667 - mmaction - INFO - Epoch [132][280/627] lr: 2.890e-01, eta: 1 day, 0:48:22, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3729, top5_acc: 0.6267, loss_cls: 2.8259, loss: 2.8259, grad_norm: 1.2213 2020-09-29 03:18:10,497 - mmaction - INFO - Epoch [132][300/627] lr: 2.890e-01, eta: 1 day, 0:47:57, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.3767, top5_acc: 0.6229, loss_cls: 2.8411, loss: 2.8411, grad_norm: 1.2462 2020-09-29 03:18:33,176 - mmaction - INFO - Epoch [132][320/627] lr: 2.890e-01, eta: 1 day, 0:47:34, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3727, top5_acc: 0.6176, loss_cls: 2.8510, loss: 2.8510, grad_norm: 1.2443 2020-09-29 03:18:54,842 - mmaction - INFO - Epoch [132][340/627] lr: 2.890e-01, eta: 1 day, 0:47:10, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3686, top5_acc: 0.6225, loss_cls: 2.8443, loss: 2.8443, grad_norm: 1.2323 2020-09-29 03:19:16,866 - mmaction - INFO - Epoch [132][360/627] lr: 2.890e-01, eta: 1 day, 0:46:46, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.3652, top5_acc: 0.6283, loss_cls: 2.8469, loss: 2.8469, grad_norm: 1.2363 2020-09-29 03:19:39,964 - mmaction - INFO - Epoch [132][380/627] lr: 2.890e-01, eta: 1 day, 0:46:24, time: 1.157, data_time: 0.067, memory: 8472, top1_acc: 0.3719, top5_acc: 0.6221, loss_cls: 2.8646, loss: 2.8646, grad_norm: 1.2534 2020-09-29 03:20:00,904 - mmaction - INFO - Epoch [132][400/627] lr: 2.890e-01, eta: 1 day, 0:45:59, time: 1.046, data_time: 0.090, memory: 8472, top1_acc: 0.3689, top5_acc: 0.6185, loss_cls: 2.8591, loss: 2.8591, grad_norm: 1.2061 2020-09-29 03:20:23,356 - mmaction - INFO - Epoch [132][420/627] lr: 2.890e-01, eta: 1 day, 0:45:36, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.3595, top5_acc: 0.6070, loss_cls: 2.9553, loss: 2.9553, grad_norm: 1.2317 2020-09-29 03:20:45,127 - mmaction - INFO - Epoch [132][440/627] lr: 2.890e-01, eta: 1 day, 0:45:12, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3695, top5_acc: 0.6203, loss_cls: 2.8451, loss: 2.8451, grad_norm: 1.1948 2020-09-29 03:21:07,490 - mmaction - INFO - Epoch [132][460/627] lr: 2.890e-01, eta: 1 day, 0:44:49, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3725, top5_acc: 0.6186, loss_cls: 2.8505, loss: 2.8505, grad_norm: 1.2406 2020-09-29 03:21:29,128 - mmaction - INFO - Epoch [132][480/627] lr: 2.890e-01, eta: 1 day, 0:44:24, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3779, top5_acc: 0.6198, loss_cls: 2.8328, loss: 2.8328, grad_norm: 1.2252 2020-09-29 03:21:50,875 - mmaction - INFO - Epoch [132][500/627] lr: 2.890e-01, eta: 1 day, 0:44:01, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3753, top5_acc: 0.6198, loss_cls: 2.8267, loss: 2.8267, grad_norm: 1.2351 2020-09-29 03:22:12,712 - mmaction - INFO - Epoch [132][520/627] lr: 2.890e-01, eta: 1 day, 0:43:37, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3743, top5_acc: 0.6208, loss_cls: 2.8683, loss: 2.8683, grad_norm: 1.2495 2020-09-29 03:22:34,403 - mmaction - INFO - Epoch [132][540/627] lr: 2.890e-01, eta: 1 day, 0:43:13, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3643, top5_acc: 0.6151, loss_cls: 2.8892, loss: 2.8892, grad_norm: 1.2354 2020-09-29 03:22:56,204 - mmaction - INFO - Epoch [132][560/627] lr: 2.890e-01, eta: 1 day, 0:42:49, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.3611, top5_acc: 0.6076, loss_cls: 2.9360, loss: 2.9360, grad_norm: 1.2502 2020-09-29 03:23:18,788 - mmaction - INFO - Epoch [132][580/627] lr: 2.890e-01, eta: 1 day, 0:42:26, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.3710, top5_acc: 0.6159, loss_cls: 2.8833, loss: 2.8833, grad_norm: 1.1974 2020-09-29 03:23:40,668 - mmaction - INFO - Epoch [132][600/627] lr: 2.890e-01, eta: 1 day, 0:42:02, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6223, loss_cls: 2.8598, loss: 2.8598, grad_norm: 1.2310 2020-09-29 03:24:02,472 - mmaction - INFO - Epoch [132][620/627] lr: 2.890e-01, eta: 1 day, 0:41:38, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3736, top5_acc: 0.6216, loss_cls: 2.8579, loss: 2.8579, grad_norm: 1.2231 2020-09-29 03:24:09,493 - mmaction - INFO - Saving checkpoint at 132 epochs 2020-09-29 03:25:02,734 - mmaction - INFO - Epoch [133][20/627] lr: 2.853e-01, eta: 1 day, 0:41:28, time: 2.642, data_time: 1.535, memory: 8472, top1_acc: 0.3740, top5_acc: 0.6258, loss_cls: 2.8347, loss: 2.8347, grad_norm: 1.2347 2020-09-29 03:25:25,242 - mmaction - INFO - Epoch [133][40/627] lr: 2.853e-01, eta: 1 day, 0:41:05, time: 1.126, data_time: 0.045, memory: 8472, top1_acc: 0.3776, top5_acc: 0.6227, loss_cls: 2.8401, loss: 2.8401, grad_norm: 1.2377 2020-09-29 03:25:48,173 - mmaction - INFO - Epoch [133][60/627] lr: 2.853e-01, eta: 1 day, 0:40:42, time: 1.147, data_time: 0.198, memory: 8472, top1_acc: 0.3865, top5_acc: 0.6344, loss_cls: 2.7919, loss: 2.7919, grad_norm: 1.2257 2020-09-29 03:26:09,612 - mmaction - INFO - Epoch [133][80/627] lr: 2.853e-01, eta: 1 day, 0:40:18, time: 1.070, data_time: 0.116, memory: 8472, top1_acc: 0.3785, top5_acc: 0.6290, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.2518 2020-09-29 03:26:32,090 - mmaction - INFO - Epoch [133][100/627] lr: 2.853e-01, eta: 1 day, 0:39:54, time: 1.124, data_time: 0.174, memory: 8472, top1_acc: 0.3772, top5_acc: 0.6323, loss_cls: 2.8227, loss: 2.8227, grad_norm: 1.2421 2020-09-29 03:26:53,557 - mmaction - INFO - Epoch [133][120/627] lr: 2.853e-01, eta: 1 day, 0:39:30, time: 1.075, data_time: 0.121, memory: 8472, top1_acc: 0.3719, top5_acc: 0.6299, loss_cls: 2.8186, loss: 2.8186, grad_norm: 1.2457 2020-09-29 03:27:16,465 - mmaction - INFO - Epoch [133][140/627] lr: 2.853e-01, eta: 1 day, 0:39:07, time: 1.144, data_time: 0.067, memory: 8472, top1_acc: 0.3624, top5_acc: 0.6188, loss_cls: 2.8660, loss: 2.8660, grad_norm: 1.2379 2020-09-29 03:27:38,661 - mmaction - INFO - Epoch [133][160/627] lr: 2.853e-01, eta: 1 day, 0:38:44, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3716, top5_acc: 0.6190, loss_cls: 2.8593, loss: 2.8593, grad_norm: 1.2277 2020-09-29 03:28:00,270 - mmaction - INFO - Epoch [133][180/627] lr: 2.853e-01, eta: 1 day, 0:38:20, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.3776, top5_acc: 0.6227, loss_cls: 2.8237, loss: 2.8237, grad_norm: 1.2185 2020-09-29 03:28:22,400 - mmaction - INFO - Epoch [133][200/627] lr: 2.853e-01, eta: 1 day, 0:37:56, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.3747, top5_acc: 0.6331, loss_cls: 2.8262, loss: 2.8262, grad_norm: 1.2448 2020-09-29 03:28:44,552 - mmaction - INFO - Epoch [133][220/627] lr: 2.853e-01, eta: 1 day, 0:37:33, time: 1.108, data_time: 0.007, memory: 8472, top1_acc: 0.3766, top5_acc: 0.6224, loss_cls: 2.8671, loss: 2.8671, grad_norm: 1.2383 2020-09-29 03:29:05,991 - mmaction - INFO - Epoch [133][240/627] lr: 2.853e-01, eta: 1 day, 0:37:08, time: 1.070, data_time: 0.032, memory: 8472, top1_acc: 0.3776, top5_acc: 0.6208, loss_cls: 2.8435, loss: 2.8435, grad_norm: 1.2351 2020-09-29 03:29:28,050 - mmaction - INFO - Epoch [133][260/627] lr: 2.853e-01, eta: 1 day, 0:36:45, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3717, top5_acc: 0.6225, loss_cls: 2.8474, loss: 2.8474, grad_norm: 1.2270 2020-09-29 03:29:51,340 - mmaction - INFO - Epoch [133][280/627] lr: 2.853e-01, eta: 1 day, 0:36:22, time: 1.165, data_time: 0.001, memory: 8472, top1_acc: 0.3622, top5_acc: 0.6085, loss_cls: 2.9126, loss: 2.9126, grad_norm: 1.2521 2020-09-29 03:30:12,321 - mmaction - INFO - Epoch [133][300/627] lr: 2.853e-01, eta: 1 day, 0:35:58, time: 1.047, data_time: 0.048, memory: 8472, top1_acc: 0.3634, top5_acc: 0.6150, loss_cls: 2.8809, loss: 2.8809, grad_norm: 1.2392 2020-09-29 03:30:34,056 - mmaction - INFO - Epoch [133][320/627] lr: 2.853e-01, eta: 1 day, 0:35:34, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3760, top5_acc: 0.6210, loss_cls: 2.8415, loss: 2.8415, grad_norm: 1.2291 2020-09-29 03:30:56,968 - mmaction - INFO - Epoch [133][340/627] lr: 2.853e-01, eta: 1 day, 0:35:11, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.3688, top5_acc: 0.6225, loss_cls: 2.8536, loss: 2.8536, grad_norm: 1.2408 2020-09-29 03:31:19,187 - mmaction - INFO - Epoch [133][360/627] lr: 2.853e-01, eta: 1 day, 0:34:48, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6191, loss_cls: 2.8478, loss: 2.8478, grad_norm: 1.2320 2020-09-29 03:31:41,945 - mmaction - INFO - Epoch [133][380/627] lr: 2.853e-01, eta: 1 day, 0:34:25, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6206, loss_cls: 2.8536, loss: 2.8536, grad_norm: 1.2292 2020-09-29 03:32:03,989 - mmaction - INFO - Epoch [133][400/627] lr: 2.853e-01, eta: 1 day, 0:34:01, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.3747, top5_acc: 0.6258, loss_cls: 2.8048, loss: 2.8048, grad_norm: 1.2369 2020-09-29 03:32:26,185 - mmaction - INFO - Epoch [133][420/627] lr: 2.853e-01, eta: 1 day, 0:33:37, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3672, top5_acc: 0.6154, loss_cls: 2.9168, loss: 2.9168, grad_norm: 1.2448 2020-09-29 03:32:47,104 - mmaction - INFO - Epoch [133][440/627] lr: 2.853e-01, eta: 1 day, 0:33:13, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6264, loss_cls: 2.8335, loss: 2.8335, grad_norm: 1.2414 2020-09-29 03:33:10,227 - mmaction - INFO - Epoch [133][460/627] lr: 2.853e-01, eta: 1 day, 0:32:50, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.3759, top5_acc: 0.6280, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.2464 2020-09-29 03:33:32,168 - mmaction - INFO - Epoch [133][480/627] lr: 2.853e-01, eta: 1 day, 0:32:26, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.3740, top5_acc: 0.6257, loss_cls: 2.8483, loss: 2.8483, grad_norm: 1.2476 2020-09-29 03:33:54,445 - mmaction - INFO - Epoch [133][500/627] lr: 2.853e-01, eta: 1 day, 0:32:03, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.3708, top5_acc: 0.6199, loss_cls: 2.8545, loss: 2.8545, grad_norm: 1.2311 2020-09-29 03:34:15,995 - mmaction - INFO - Epoch [133][520/627] lr: 2.853e-01, eta: 1 day, 0:31:39, time: 1.076, data_time: 0.001, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6224, loss_cls: 2.8708, loss: 2.8708, grad_norm: 1.2422 2020-09-29 03:34:38,741 - mmaction - INFO - Epoch [133][540/627] lr: 2.853e-01, eta: 1 day, 0:31:16, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6185, loss_cls: 2.8572, loss: 2.8572, grad_norm: 1.2580 2020-09-29 03:35:00,132 - mmaction - INFO - Epoch [133][560/627] lr: 2.853e-01, eta: 1 day, 0:30:52, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.3604, top5_acc: 0.6109, loss_cls: 2.8825, loss: 2.8825, grad_norm: 1.2367 2020-09-29 03:35:21,420 - mmaction - INFO - Epoch [133][580/627] lr: 2.853e-01, eta: 1 day, 0:30:27, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.3681, top5_acc: 0.6180, loss_cls: 2.8775, loss: 2.8775, grad_norm: 1.2341 2020-09-29 03:35:44,010 - mmaction - INFO - Epoch [133][600/627] lr: 2.853e-01, eta: 1 day, 0:30:04, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.3803, top5_acc: 0.6236, loss_cls: 2.8429, loss: 2.8429, grad_norm: 1.2398 2020-09-29 03:36:06,279 - mmaction - INFO - Epoch [133][620/627] lr: 2.853e-01, eta: 1 day, 0:29:41, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.3802, top5_acc: 0.6281, loss_cls: 2.8261, loss: 2.8261, grad_norm: 1.2385 2020-09-29 03:37:07,812 - mmaction - INFO - Epoch [134][20/627] lr: 2.816e-01, eta: 1 day, 0:29:32, time: 2.736, data_time: 1.670, memory: 8472, top1_acc: 0.3733, top5_acc: 0.6262, loss_cls: 2.8542, loss: 2.8542, grad_norm: 1.2721 2020-09-29 03:37:29,646 - mmaction - INFO - Epoch [134][40/627] lr: 2.816e-01, eta: 1 day, 0:29:08, time: 1.090, data_time: 0.134, memory: 8472, top1_acc: 0.3794, top5_acc: 0.6264, loss_cls: 2.8313, loss: 2.8313, grad_norm: 1.2442 2020-09-29 03:37:51,761 - mmaction - INFO - Epoch [134][60/627] lr: 2.816e-01, eta: 1 day, 0:28:45, time: 1.107, data_time: 0.154, memory: 8472, top1_acc: 0.3775, top5_acc: 0.6262, loss_cls: 2.8358, loss: 2.8358, grad_norm: 1.2360 2020-09-29 03:38:13,353 - mmaction - INFO - Epoch [134][80/627] lr: 2.816e-01, eta: 1 day, 0:28:20, time: 1.077, data_time: 0.127, memory: 8472, top1_acc: 0.3721, top5_acc: 0.6318, loss_cls: 2.8046, loss: 2.8046, grad_norm: 1.2449 2020-09-29 03:38:36,904 - mmaction - INFO - Epoch [134][100/627] lr: 2.816e-01, eta: 1 day, 0:27:58, time: 1.180, data_time: 0.224, memory: 8472, top1_acc: 0.3781, top5_acc: 0.6283, loss_cls: 2.8037, loss: 2.8037, grad_norm: 1.2305 2020-09-29 03:38:57,664 - mmaction - INFO - Epoch [134][120/627] lr: 2.816e-01, eta: 1 day, 0:27:33, time: 1.038, data_time: 0.085, memory: 8472, top1_acc: 0.3780, top5_acc: 0.6301, loss_cls: 2.8129, loss: 2.8129, grad_norm: 1.2516 2020-09-29 03:39:19,925 - mmaction - INFO - Epoch [134][140/627] lr: 2.816e-01, eta: 1 day, 0:27:10, time: 1.112, data_time: 0.143, memory: 8472, top1_acc: 0.3671, top5_acc: 0.6158, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.2449 2020-09-29 03:39:41,287 - mmaction - INFO - Epoch [134][160/627] lr: 2.816e-01, eta: 1 day, 0:26:46, time: 1.068, data_time: 0.051, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6211, loss_cls: 2.8520, loss: 2.8520, grad_norm: 1.2419 2020-09-29 03:40:03,885 - mmaction - INFO - Epoch [134][180/627] lr: 2.816e-01, eta: 1 day, 0:26:23, time: 1.131, data_time: 0.013, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6318, loss_cls: 2.8332, loss: 2.8332, grad_norm: 1.2349 2020-09-29 03:40:24,976 - mmaction - INFO - Epoch [134][200/627] lr: 2.816e-01, eta: 1 day, 0:25:58, time: 1.053, data_time: 0.005, memory: 8472, top1_acc: 0.3665, top5_acc: 0.6178, loss_cls: 2.8605, loss: 2.8605, grad_norm: 1.2441 2020-09-29 03:40:47,284 - mmaction - INFO - Epoch [134][220/627] lr: 2.816e-01, eta: 1 day, 0:25:35, time: 1.116, data_time: 0.053, memory: 8472, top1_acc: 0.3711, top5_acc: 0.6228, loss_cls: 2.8700, loss: 2.8700, grad_norm: 1.2358 2020-09-29 03:41:09,177 - mmaction - INFO - Epoch [134][240/627] lr: 2.816e-01, eta: 1 day, 0:25:11, time: 1.095, data_time: 0.005, memory: 8472, top1_acc: 0.3833, top5_acc: 0.6253, loss_cls: 2.8044, loss: 2.8044, grad_norm: 1.2370 2020-09-29 03:41:31,314 - mmaction - INFO - Epoch [134][260/627] lr: 2.816e-01, eta: 1 day, 0:24:47, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.3818, top5_acc: 0.6272, loss_cls: 2.8195, loss: 2.8195, grad_norm: 1.2536 2020-09-29 03:41:53,457 - mmaction - INFO - Epoch [134][280/627] lr: 2.816e-01, eta: 1 day, 0:24:24, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3751, top5_acc: 0.6211, loss_cls: 2.8353, loss: 2.8353, grad_norm: 1.2415 2020-09-29 03:42:14,786 - mmaction - INFO - Epoch [134][300/627] lr: 2.816e-01, eta: 1 day, 0:24:00, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.3730, top5_acc: 0.6198, loss_cls: 2.8468, loss: 2.8468, grad_norm: 1.2515 2020-09-29 03:42:37,446 - mmaction - INFO - Epoch [134][320/627] lr: 2.816e-01, eta: 1 day, 0:23:36, time: 1.132, data_time: 0.004, memory: 8472, top1_acc: 0.3766, top5_acc: 0.6241, loss_cls: 2.8436, loss: 2.8436, grad_norm: 1.2611 2020-09-29 03:42:58,485 - mmaction - INFO - Epoch [134][340/627] lr: 2.816e-01, eta: 1 day, 0:23:12, time: 1.054, data_time: 0.004, memory: 8472, top1_acc: 0.3646, top5_acc: 0.6201, loss_cls: 2.8715, loss: 2.8715, grad_norm: 1.2422 2020-09-29 03:43:19,614 - mmaction - INFO - Epoch [134][360/627] lr: 2.816e-01, eta: 1 day, 0:22:47, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.3783, top5_acc: 0.6255, loss_cls: 2.8419, loss: 2.8419, grad_norm: 1.2354 2020-09-29 03:43:42,861 - mmaction - INFO - Epoch [134][380/627] lr: 2.816e-01, eta: 1 day, 0:22:25, time: 1.163, data_time: 0.004, memory: 8472, top1_acc: 0.3734, top5_acc: 0.6249, loss_cls: 2.8182, loss: 2.8182, grad_norm: 1.2610 2020-09-29 03:44:04,789 - mmaction - INFO - Epoch [134][400/627] lr: 2.816e-01, eta: 1 day, 0:22:01, time: 1.098, data_time: 0.004, memory: 8472, top1_acc: 0.3764, top5_acc: 0.6266, loss_cls: 2.8290, loss: 2.8290, grad_norm: 1.2413 2020-09-29 03:44:27,167 - mmaction - INFO - Epoch [134][420/627] lr: 2.816e-01, eta: 1 day, 0:21:38, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.3663, top5_acc: 0.6176, loss_cls: 2.8885, loss: 2.8885, grad_norm: 1.2449 2020-09-29 03:44:51,469 - mmaction - INFO - Epoch [134][440/627] lr: 2.816e-01, eta: 1 day, 0:21:16, time: 1.214, data_time: 0.002, memory: 8472, top1_acc: 0.3655, top5_acc: 0.6173, loss_cls: 2.8818, loss: 2.8818, grad_norm: 1.2466 2020-09-29 03:45:13,302 - mmaction - INFO - Epoch [134][460/627] lr: 2.816e-01, eta: 1 day, 0:20:53, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.3802, top5_acc: 0.6245, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.2223 2020-09-29 03:45:35,651 - mmaction - INFO - Epoch [134][480/627] lr: 2.816e-01, eta: 1 day, 0:20:29, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3699, top5_acc: 0.6203, loss_cls: 2.8555, loss: 2.8555, grad_norm: 1.2618 2020-09-29 03:45:57,156 - mmaction - INFO - Epoch [134][500/627] lr: 2.816e-01, eta: 1 day, 0:20:05, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3684, top5_acc: 0.6232, loss_cls: 2.8532, loss: 2.8532, grad_norm: 1.2489 2020-09-29 03:46:18,224 - mmaction - INFO - Epoch [134][520/627] lr: 2.816e-01, eta: 1 day, 0:19:41, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.3690, top5_acc: 0.6174, loss_cls: 2.8837, loss: 2.8837, grad_norm: 1.2666 2020-09-29 03:46:40,853 - mmaction - INFO - Epoch [134][540/627] lr: 2.816e-01, eta: 1 day, 0:19:18, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3656, top5_acc: 0.6236, loss_cls: 2.8449, loss: 2.8449, grad_norm: 1.2316 2020-09-29 03:47:03,071 - mmaction - INFO - Epoch [134][560/627] lr: 2.816e-01, eta: 1 day, 0:18:54, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3725, top5_acc: 0.6250, loss_cls: 2.8325, loss: 2.8325, grad_norm: 1.2463 2020-09-29 03:47:24,792 - mmaction - INFO - Epoch [134][580/627] lr: 2.816e-01, eta: 1 day, 0:18:30, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.3725, top5_acc: 0.6221, loss_cls: 2.8397, loss: 2.8397, grad_norm: 1.2593 2020-09-29 03:47:46,805 - mmaction - INFO - Epoch [134][600/627] lr: 2.816e-01, eta: 1 day, 0:18:07, time: 1.101, data_time: 0.006, memory: 8472, top1_acc: 0.3716, top5_acc: 0.6151, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2214 2020-09-29 03:48:08,655 - mmaction - INFO - Epoch [134][620/627] lr: 2.816e-01, eta: 1 day, 0:17:43, time: 1.093, data_time: 0.057, memory: 8472, top1_acc: 0.3677, top5_acc: 0.6254, loss_cls: 2.8299, loss: 2.8299, grad_norm: 1.2307 2020-09-29 03:49:08,059 - mmaction - INFO - Epoch [135][20/627] lr: 2.779e-01, eta: 1 day, 0:17:31, time: 2.605, data_time: 1.505, memory: 8472, top1_acc: 0.3719, top5_acc: 0.6121, loss_cls: 2.8709, loss: 2.8709, grad_norm: 1.2592 2020-09-29 03:49:30,131 - mmaction - INFO - Epoch [135][40/627] lr: 2.779e-01, eta: 1 day, 0:17:08, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3810, top5_acc: 0.6292, loss_cls: 2.8119, loss: 2.8119, grad_norm: 1.2296 2020-09-29 03:49:52,568 - mmaction - INFO - Epoch [135][60/627] lr: 2.779e-01, eta: 1 day, 0:16:44, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3878, top5_acc: 0.6380, loss_cls: 2.7524, loss: 2.7524, grad_norm: 1.2335 2020-09-29 03:50:14,692 - mmaction - INFO - Epoch [135][80/627] lr: 2.779e-01, eta: 1 day, 0:16:21, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3855, top5_acc: 0.6329, loss_cls: 2.7648, loss: 2.7648, grad_norm: 1.2329 2020-09-29 03:50:36,857 - mmaction - INFO - Epoch [135][100/627] lr: 2.779e-01, eta: 1 day, 0:15:57, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.3803, top5_acc: 0.6375, loss_cls: 2.7793, loss: 2.7793, grad_norm: 1.2546 2020-09-29 03:50:58,968 - mmaction - INFO - Epoch [135][120/627] lr: 2.779e-01, eta: 1 day, 0:15:34, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3797, top5_acc: 0.6310, loss_cls: 2.7981, loss: 2.7981, grad_norm: 1.2612 2020-09-29 03:51:20,430 - mmaction - INFO - Epoch [135][140/627] lr: 2.779e-01, eta: 1 day, 0:15:10, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3807, top5_acc: 0.6411, loss_cls: 2.7846, loss: 2.7846, grad_norm: 1.2605 2020-09-29 03:51:42,699 - mmaction - INFO - Epoch [135][160/627] lr: 2.779e-01, eta: 1 day, 0:14:46, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.3831, top5_acc: 0.6333, loss_cls: 2.8039, loss: 2.8039, grad_norm: 1.2614 2020-09-29 03:52:05,220 - mmaction - INFO - Epoch [135][180/627] lr: 2.779e-01, eta: 1 day, 0:14:23, time: 1.127, data_time: 0.006, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6211, loss_cls: 2.8533, loss: 2.8533, grad_norm: 1.2472 2020-09-29 03:52:26,639 - mmaction - INFO - Epoch [135][200/627] lr: 2.779e-01, eta: 1 day, 0:13:59, time: 1.072, data_time: 0.005, memory: 8472, top1_acc: 0.3803, top5_acc: 0.6188, loss_cls: 2.8422, loss: 2.8422, grad_norm: 1.2460 2020-09-29 03:52:49,231 - mmaction - INFO - Epoch [135][220/627] lr: 2.779e-01, eta: 1 day, 0:13:36, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.3757, top5_acc: 0.6249, loss_cls: 2.8381, loss: 2.8381, grad_norm: 1.2544 2020-09-29 03:53:11,547 - mmaction - INFO - Epoch [135][240/627] lr: 2.779e-01, eta: 1 day, 0:13:12, time: 1.116, data_time: 0.006, memory: 8472, top1_acc: 0.3780, top5_acc: 0.6227, loss_cls: 2.8444, loss: 2.8444, grad_norm: 1.2529 2020-09-29 03:53:32,431 - mmaction - INFO - Epoch [135][260/627] lr: 2.779e-01, eta: 1 day, 0:12:48, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.3719, top5_acc: 0.6234, loss_cls: 2.8328, loss: 2.8328, grad_norm: 1.2516 2020-09-29 03:53:55,137 - mmaction - INFO - Epoch [135][280/627] lr: 2.779e-01, eta: 1 day, 0:12:25, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.3813, top5_acc: 0.6303, loss_cls: 2.7920, loss: 2.7920, grad_norm: 1.2459 2020-09-29 03:54:16,352 - mmaction - INFO - Epoch [135][300/627] lr: 2.779e-01, eta: 1 day, 0:12:00, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.3669, top5_acc: 0.6074, loss_cls: 2.8838, loss: 2.8838, grad_norm: 1.2390 2020-09-29 03:54:37,887 - mmaction - INFO - Epoch [135][320/627] lr: 2.779e-01, eta: 1 day, 0:11:36, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6249, loss_cls: 2.8349, loss: 2.8349, grad_norm: 1.2453 2020-09-29 03:54:58,993 - mmaction - INFO - Epoch [135][340/627] lr: 2.779e-01, eta: 1 day, 0:11:12, time: 1.055, data_time: 0.005, memory: 8472, top1_acc: 0.3770, top5_acc: 0.6216, loss_cls: 2.8366, loss: 2.8366, grad_norm: 1.2549 2020-09-29 03:55:20,734 - mmaction - INFO - Epoch [135][360/627] lr: 2.779e-01, eta: 1 day, 0:10:48, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6302, loss_cls: 2.8212, loss: 2.8212, grad_norm: 1.2298 2020-09-29 03:55:42,861 - mmaction - INFO - Epoch [135][380/627] lr: 2.779e-01, eta: 1 day, 0:10:24, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6115, loss_cls: 2.8806, loss: 2.8806, grad_norm: 1.2601 2020-09-29 03:56:05,569 - mmaction - INFO - Epoch [135][400/627] lr: 2.779e-01, eta: 1 day, 0:10:01, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6241, loss_cls: 2.8450, loss: 2.8450, grad_norm: 1.2640 2020-09-29 03:56:27,134 - mmaction - INFO - Epoch [135][420/627] lr: 2.779e-01, eta: 1 day, 0:09:37, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3647, top5_acc: 0.6240, loss_cls: 2.8431, loss: 2.8431, grad_norm: 1.2421 2020-09-29 03:56:51,003 - mmaction - INFO - Epoch [135][440/627] lr: 2.779e-01, eta: 1 day, 0:09:15, time: 1.195, data_time: 0.003, memory: 8472, top1_acc: 0.3684, top5_acc: 0.6212, loss_cls: 2.8780, loss: 2.8780, grad_norm: 1.2755 2020-09-29 03:57:11,996 - mmaction - INFO - Epoch [135][460/627] lr: 2.779e-01, eta: 1 day, 0:08:51, time: 1.049, data_time: 0.001, memory: 8472, top1_acc: 0.3793, top5_acc: 0.6250, loss_cls: 2.8285, loss: 2.8285, grad_norm: 1.2576 2020-09-29 03:57:33,539 - mmaction - INFO - Epoch [135][480/627] lr: 2.779e-01, eta: 1 day, 0:08:27, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3741, top5_acc: 0.6206, loss_cls: 2.8444, loss: 2.8444, grad_norm: 1.2487 2020-09-29 03:57:55,627 - mmaction - INFO - Epoch [135][500/627] lr: 2.779e-01, eta: 1 day, 0:08:03, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.3710, top5_acc: 0.6263, loss_cls: 2.8190, loss: 2.8190, grad_norm: 1.2426 2020-09-29 03:58:18,010 - mmaction - INFO - Epoch [135][520/627] lr: 2.779e-01, eta: 1 day, 0:07:40, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.3753, top5_acc: 0.6202, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2504 2020-09-29 03:58:40,675 - mmaction - INFO - Epoch [135][540/627] lr: 2.779e-01, eta: 1 day, 0:07:17, time: 1.136, data_time: 0.004, memory: 8472, top1_acc: 0.3723, top5_acc: 0.6193, loss_cls: 2.8587, loss: 2.8587, grad_norm: 1.2475 2020-09-29 03:59:01,563 - mmaction - INFO - Epoch [135][560/627] lr: 2.779e-01, eta: 1 day, 0:06:52, time: 1.044, data_time: 0.002, memory: 8472, top1_acc: 0.3659, top5_acc: 0.6240, loss_cls: 2.8536, loss: 2.8536, grad_norm: 1.2539 2020-09-29 03:59:24,927 - mmaction - INFO - Epoch [135][580/627] lr: 2.779e-01, eta: 1 day, 0:06:30, time: 1.168, data_time: 0.001, memory: 8472, top1_acc: 0.3759, top5_acc: 0.6318, loss_cls: 2.8080, loss: 2.8080, grad_norm: 1.2437 2020-09-29 03:59:46,477 - mmaction - INFO - Epoch [135][600/627] lr: 2.779e-01, eta: 1 day, 0:06:06, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3797, top5_acc: 0.6243, loss_cls: 2.8148, loss: 2.8148, grad_norm: 1.2236 2020-09-29 04:00:09,289 - mmaction - INFO - Epoch [135][620/627] lr: 2.779e-01, eta: 1 day, 0:05:43, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3948, top5_acc: 0.6324, loss_cls: 2.7733, loss: 2.7733, grad_norm: 1.2498 2020-09-29 04:01:39,720 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 04:01:40,409 - mmaction - INFO - top1_acc 0.3654 top5_acc 0.6333 2020-09-29 04:01:40,409 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 04:01:40,456 - mmaction - INFO - mean_acc 0.3653 2020-09-29 04:01:40,464 - mmaction - INFO - Epoch(val) [135][627] top1_acc: 0.3654, top5_acc: 0.6333, mean_class_accuracy: 0.3653 2020-09-29 04:02:29,795 - mmaction - INFO - Epoch [136][20/627] lr: 2.743e-01, eta: 1 day, 0:05:28, time: 2.462, data_time: 1.420, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6238, loss_cls: 2.8469, loss: 2.8469, grad_norm: 1.2808 2020-09-29 04:02:51,559 - mmaction - INFO - Epoch [136][40/627] lr: 2.743e-01, eta: 1 day, 0:05:04, time: 1.091, data_time: 0.032, memory: 8472, top1_acc: 0.3848, top5_acc: 0.6279, loss_cls: 2.8021, loss: 2.8021, grad_norm: 1.2375 2020-09-29 04:03:14,904 - mmaction - INFO - Epoch [136][60/627] lr: 2.743e-01, eta: 1 day, 0:04:42, time: 1.167, data_time: 0.071, memory: 8472, top1_acc: 0.3846, top5_acc: 0.6350, loss_cls: 2.8089, loss: 2.8089, grad_norm: 1.2728 2020-09-29 04:03:35,844 - mmaction - INFO - Epoch [136][80/627] lr: 2.743e-01, eta: 1 day, 0:04:17, time: 1.049, data_time: 0.057, memory: 8472, top1_acc: 0.3755, top5_acc: 0.6208, loss_cls: 2.8128, loss: 2.8128, grad_norm: 1.2676 2020-09-29 04:03:58,662 - mmaction - INFO - Epoch [136][100/627] lr: 2.743e-01, eta: 1 day, 0:03:55, time: 1.141, data_time: 0.080, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6354, loss_cls: 2.7914, loss: 2.7914, grad_norm: 1.2591 2020-09-29 04:04:20,671 - mmaction - INFO - Epoch [136][120/627] lr: 2.743e-01, eta: 1 day, 0:03:31, time: 1.100, data_time: 0.072, memory: 8472, top1_acc: 0.3777, top5_acc: 0.6262, loss_cls: 2.8196, loss: 2.8196, grad_norm: 1.2682 2020-09-29 04:04:42,233 - mmaction - INFO - Epoch [136][140/627] lr: 2.743e-01, eta: 1 day, 0:03:07, time: 1.078, data_time: 0.130, memory: 8472, top1_acc: 0.3786, top5_acc: 0.6332, loss_cls: 2.8186, loss: 2.8186, grad_norm: 1.2599 2020-09-29 04:05:04,798 - mmaction - INFO - Epoch [136][160/627] lr: 2.743e-01, eta: 1 day, 0:02:44, time: 1.130, data_time: 0.073, memory: 8472, top1_acc: 0.3771, top5_acc: 0.6229, loss_cls: 2.8210, loss: 2.8210, grad_norm: 1.2418 2020-09-29 04:05:26,896 - mmaction - INFO - Epoch [136][180/627] lr: 2.743e-01, eta: 1 day, 0:02:20, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3760, top5_acc: 0.6234, loss_cls: 2.8255, loss: 2.8255, grad_norm: 1.2590 2020-09-29 04:05:48,824 - mmaction - INFO - Epoch [136][200/627] lr: 2.743e-01, eta: 1 day, 0:01:56, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3928, top5_acc: 0.6367, loss_cls: 2.7930, loss: 2.7930, grad_norm: 1.2485 2020-09-29 04:06:10,357 - mmaction - INFO - Epoch [136][220/627] lr: 2.743e-01, eta: 1 day, 0:01:32, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3875, top5_acc: 0.6319, loss_cls: 2.7810, loss: 2.7810, grad_norm: 1.2535 2020-09-29 04:06:32,326 - mmaction - INFO - Epoch [136][240/627] lr: 2.743e-01, eta: 1 day, 0:01:09, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3734, top5_acc: 0.6234, loss_cls: 2.8293, loss: 2.8293, grad_norm: 1.2672 2020-09-29 04:06:54,297 - mmaction - INFO - Epoch [136][260/627] lr: 2.743e-01, eta: 1 day, 0:00:45, time: 1.099, data_time: 0.049, memory: 8472, top1_acc: 0.3766, top5_acc: 0.6207, loss_cls: 2.8211, loss: 2.8211, grad_norm: 1.2377 2020-09-29 04:07:16,157 - mmaction - INFO - Epoch [136][280/627] lr: 2.743e-01, eta: 1 day, 0:00:21, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3799, top5_acc: 0.6276, loss_cls: 2.8182, loss: 2.8182, grad_norm: 1.2501 2020-09-29 04:07:38,948 - mmaction - INFO - Epoch [136][300/627] lr: 2.743e-01, eta: 23:59:58, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3853, top5_acc: 0.6382, loss_cls: 2.7846, loss: 2.7846, grad_norm: 1.2509 2020-09-29 04:08:00,791 - mmaction - INFO - Epoch [136][320/627] lr: 2.743e-01, eta: 23:59:35, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.3733, top5_acc: 0.6202, loss_cls: 2.8734, loss: 2.8734, grad_norm: 1.2688 2020-09-29 04:08:23,524 - mmaction - INFO - Epoch [136][340/627] lr: 2.743e-01, eta: 23:59:12, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.3737, top5_acc: 0.6225, loss_cls: 2.8404, loss: 2.8404, grad_norm: 1.2701 2020-09-29 04:08:45,502 - mmaction - INFO - Epoch [136][360/627] lr: 2.743e-01, eta: 23:58:48, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3658, top5_acc: 0.6178, loss_cls: 2.8774, loss: 2.8774, grad_norm: 1.2713 2020-09-29 04:09:07,716 - mmaction - INFO - Epoch [136][380/627] lr: 2.743e-01, eta: 23:58:25, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3777, top5_acc: 0.6187, loss_cls: 2.8359, loss: 2.8359, grad_norm: 1.2414 2020-09-29 04:09:30,225 - mmaction - INFO - Epoch [136][400/627] lr: 2.743e-01, eta: 23:58:01, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3716, top5_acc: 0.6229, loss_cls: 2.8589, loss: 2.8589, grad_norm: 1.2666 2020-09-29 04:09:51,764 - mmaction - INFO - Epoch [136][420/627] lr: 2.743e-01, eta: 23:57:37, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3660, top5_acc: 0.6151, loss_cls: 2.8636, loss: 2.8636, grad_norm: 1.2590 2020-09-29 04:10:13,239 - mmaction - INFO - Epoch [136][440/627] lr: 2.743e-01, eta: 23:57:13, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3832, top5_acc: 0.6296, loss_cls: 2.8126, loss: 2.8126, grad_norm: 1.2525 2020-09-29 04:10:35,715 - mmaction - INFO - Epoch [136][460/627] lr: 2.743e-01, eta: 23:56:50, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3772, top5_acc: 0.6309, loss_cls: 2.8141, loss: 2.8141, grad_norm: 1.2590 2020-09-29 04:10:57,263 - mmaction - INFO - Epoch [136][480/627] lr: 2.743e-01, eta: 23:56:26, time: 1.076, data_time: 0.001, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6241, loss_cls: 2.8379, loss: 2.8379, grad_norm: 1.2675 2020-09-29 04:11:19,313 - mmaction - INFO - Epoch [136][500/627] lr: 2.743e-01, eta: 23:56:02, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.3789, top5_acc: 0.6246, loss_cls: 2.8480, loss: 2.8480, grad_norm: 1.2526 2020-09-29 04:11:41,979 - mmaction - INFO - Epoch [136][520/627] lr: 2.743e-01, eta: 23:55:39, time: 1.137, data_time: 0.005, memory: 8472, top1_acc: 0.3720, top5_acc: 0.6243, loss_cls: 2.8066, loss: 2.8066, grad_norm: 1.2600 2020-09-29 04:12:03,718 - mmaction - INFO - Epoch [136][540/627] lr: 2.743e-01, eta: 23:55:15, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.3768, top5_acc: 0.6203, loss_cls: 2.8348, loss: 2.8348, grad_norm: 1.2414 2020-09-29 04:12:25,882 - mmaction - INFO - Epoch [136][560/627] lr: 2.743e-01, eta: 23:54:52, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3697, top5_acc: 0.6165, loss_cls: 2.8687, loss: 2.8687, grad_norm: 1.2878 2020-09-29 04:12:47,178 - mmaction - INFO - Epoch [136][580/627] lr: 2.743e-01, eta: 23:54:28, time: 1.065, data_time: 0.004, memory: 8472, top1_acc: 0.3751, top5_acc: 0.6242, loss_cls: 2.8436, loss: 2.8436, grad_norm: 1.2533 2020-09-29 04:13:09,235 - mmaction - INFO - Epoch [136][600/627] lr: 2.743e-01, eta: 23:54:04, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.3648, top5_acc: 0.6197, loss_cls: 2.8785, loss: 2.8785, grad_norm: 1.2519 2020-09-29 04:13:29,843 - mmaction - INFO - Epoch [136][620/627] lr: 2.743e-01, eta: 23:53:39, time: 1.030, data_time: 0.063, memory: 8472, top1_acc: 0.3813, top5_acc: 0.6302, loss_cls: 2.8026, loss: 2.8026, grad_norm: 1.2576 2020-09-29 04:13:37,052 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-09-29 04:14:30,969 - mmaction - INFO - Epoch [137][20/627] lr: 2.706e-01, eta: 23:53:28, time: 2.675, data_time: 1.454, memory: 8472, top1_acc: 0.3730, top5_acc: 0.6298, loss_cls: 2.8271, loss: 2.8271, grad_norm: 1.2900 2020-09-29 04:14:52,857 - mmaction - INFO - Epoch [137][40/627] lr: 2.706e-01, eta: 23:53:05, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3840, top5_acc: 0.6380, loss_cls: 2.7534, loss: 2.7534, grad_norm: 1.2282 2020-09-29 04:15:15,041 - mmaction - INFO - Epoch [137][60/627] lr: 2.706e-01, eta: 23:52:41, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.3802, top5_acc: 0.6307, loss_cls: 2.7818, loss: 2.7818, grad_norm: 1.2821 2020-09-29 04:15:38,859 - mmaction - INFO - Epoch [137][80/627] lr: 2.706e-01, eta: 23:52:19, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.3866, top5_acc: 0.6396, loss_cls: 2.7587, loss: 2.7587, grad_norm: 1.2743 2020-09-29 04:16:00,173 - mmaction - INFO - Epoch [137][100/627] lr: 2.706e-01, eta: 23:51:55, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3695, top5_acc: 0.6266, loss_cls: 2.8235, loss: 2.8235, grad_norm: 1.2759 2020-09-29 04:16:22,553 - mmaction - INFO - Epoch [137][120/627] lr: 2.706e-01, eta: 23:51:32, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6314, loss_cls: 2.8026, loss: 2.8026, grad_norm: 1.2667 2020-09-29 04:16:43,116 - mmaction - INFO - Epoch [137][140/627] lr: 2.706e-01, eta: 23:51:07, time: 1.028, data_time: 0.003, memory: 8472, top1_acc: 0.3809, top5_acc: 0.6288, loss_cls: 2.8134, loss: 2.8134, grad_norm: 1.2720 2020-09-29 04:17:06,033 - mmaction - INFO - Epoch [137][160/627] lr: 2.706e-01, eta: 23:50:44, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.3714, top5_acc: 0.6207, loss_cls: 2.8525, loss: 2.8525, grad_norm: 1.2613 2020-09-29 04:17:29,000 - mmaction - INFO - Epoch [137][180/627] lr: 2.706e-01, eta: 23:50:21, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.3728, top5_acc: 0.6319, loss_cls: 2.8389, loss: 2.8389, grad_norm: 1.2676 2020-09-29 04:17:50,114 - mmaction - INFO - Epoch [137][200/627] lr: 2.706e-01, eta: 23:49:57, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.3680, top5_acc: 0.6188, loss_cls: 2.8601, loss: 2.8601, grad_norm: 1.2468 2020-09-29 04:18:13,143 - mmaction - INFO - Epoch [137][220/627] lr: 2.706e-01, eta: 23:49:34, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.3796, top5_acc: 0.6342, loss_cls: 2.7890, loss: 2.7890, grad_norm: 1.2633 2020-09-29 04:18:33,612 - mmaction - INFO - Epoch [137][240/627] lr: 2.706e-01, eta: 23:49:09, time: 1.024, data_time: 0.003, memory: 8472, top1_acc: 0.3819, top5_acc: 0.6247, loss_cls: 2.8198, loss: 2.8198, grad_norm: 1.2846 2020-09-29 04:18:55,908 - mmaction - INFO - Epoch [137][260/627] lr: 2.706e-01, eta: 23:48:46, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3767, top5_acc: 0.6270, loss_cls: 2.8261, loss: 2.8261, grad_norm: 1.2664 2020-09-29 04:19:18,946 - mmaction - INFO - Epoch [137][280/627] lr: 2.706e-01, eta: 23:48:23, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3766, top5_acc: 0.6276, loss_cls: 2.8049, loss: 2.8049, grad_norm: 1.2597 2020-09-29 04:19:41,658 - mmaction - INFO - Epoch [137][300/627] lr: 2.706e-01, eta: 23:48:00, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.3682, top5_acc: 0.6188, loss_cls: 2.8684, loss: 2.8684, grad_norm: 1.2916 2020-09-29 04:20:02,315 - mmaction - INFO - Epoch [137][320/627] lr: 2.706e-01, eta: 23:47:35, time: 1.034, data_time: 0.005, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6363, loss_cls: 2.7862, loss: 2.7862, grad_norm: 1.2424 2020-09-29 04:20:26,139 - mmaction - INFO - Epoch [137][340/627] lr: 2.706e-01, eta: 23:47:13, time: 1.191, data_time: 0.003, memory: 8472, top1_acc: 0.3822, top5_acc: 0.6303, loss_cls: 2.8050, loss: 2.8050, grad_norm: 1.2752 2020-09-29 04:20:47,812 - mmaction - INFO - Epoch [137][360/627] lr: 2.706e-01, eta: 23:46:49, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3762, top5_acc: 0.6245, loss_cls: 2.8342, loss: 2.8342, grad_norm: 1.2846 2020-09-29 04:21:09,491 - mmaction - INFO - Epoch [137][380/627] lr: 2.706e-01, eta: 23:46:25, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3796, top5_acc: 0.6314, loss_cls: 2.8001, loss: 2.8001, grad_norm: 1.2562 2020-09-29 04:21:31,938 - mmaction - INFO - Epoch [137][400/627] lr: 2.706e-01, eta: 23:46:02, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3806, top5_acc: 0.6328, loss_cls: 2.8030, loss: 2.8030, grad_norm: 1.2676 2020-09-29 04:21:53,607 - mmaction - INFO - Epoch [137][420/627] lr: 2.706e-01, eta: 23:45:38, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3772, top5_acc: 0.6267, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.2624 2020-09-29 04:22:14,726 - mmaction - INFO - Epoch [137][440/627] lr: 2.706e-01, eta: 23:45:14, time: 1.057, data_time: 0.005, memory: 8472, top1_acc: 0.3796, top5_acc: 0.6254, loss_cls: 2.7937, loss: 2.7937, grad_norm: 1.2446 2020-09-29 04:22:37,292 - mmaction - INFO - Epoch [137][460/627] lr: 2.706e-01, eta: 23:44:51, time: 1.130, data_time: 0.004, memory: 8472, top1_acc: 0.3730, top5_acc: 0.6236, loss_cls: 2.8306, loss: 2.8306, grad_norm: 1.2789 2020-09-29 04:22:59,730 - mmaction - INFO - Epoch [137][480/627] lr: 2.706e-01, eta: 23:44:27, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3693, top5_acc: 0.6253, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.2524 2020-09-29 04:23:22,398 - mmaction - INFO - Epoch [137][500/627] lr: 2.706e-01, eta: 23:44:04, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3702, top5_acc: 0.6174, loss_cls: 2.8721, loss: 2.8721, grad_norm: 1.2475 2020-09-29 04:23:43,466 - mmaction - INFO - Epoch [137][520/627] lr: 2.706e-01, eta: 23:43:40, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.3747, top5_acc: 0.6258, loss_cls: 2.8252, loss: 2.8252, grad_norm: 1.2480 2020-09-29 04:24:05,796 - mmaction - INFO - Epoch [137][540/627] lr: 2.706e-01, eta: 23:43:17, time: 1.118, data_time: 0.008, memory: 8472, top1_acc: 0.3888, top5_acc: 0.6345, loss_cls: 2.7740, loss: 2.7740, grad_norm: 1.2656 2020-09-29 04:24:28,496 - mmaction - INFO - Epoch [137][560/627] lr: 2.706e-01, eta: 23:42:54, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3712, top5_acc: 0.6176, loss_cls: 2.8738, loss: 2.8738, grad_norm: 1.2749 2020-09-29 04:24:49,137 - mmaction - INFO - Epoch [137][580/627] lr: 2.706e-01, eta: 23:42:29, time: 1.032, data_time: 0.003, memory: 8472, top1_acc: 0.3783, top5_acc: 0.6201, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2448 2020-09-29 04:25:11,541 - mmaction - INFO - Epoch [137][600/627] lr: 2.706e-01, eta: 23:42:06, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3757, top5_acc: 0.6238, loss_cls: 2.8392, loss: 2.8392, grad_norm: 1.2730 2020-09-29 04:25:33,267 - mmaction - INFO - Epoch [137][620/627] lr: 2.706e-01, eta: 23:41:42, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.3754, top5_acc: 0.6173, loss_cls: 2.8687, loss: 2.8687, grad_norm: 1.2680 2020-09-29 04:26:32,617 - mmaction - INFO - Epoch [138][20/627] lr: 2.669e-01, eta: 23:41:30, time: 2.623, data_time: 1.511, memory: 8472, top1_acc: 0.3861, top5_acc: 0.6272, loss_cls: 2.7834, loss: 2.7834, grad_norm: 1.2522 2020-09-29 04:26:54,693 - mmaction - INFO - Epoch [138][40/627] lr: 2.669e-01, eta: 23:41:06, time: 1.102, data_time: 0.050, memory: 8472, top1_acc: 0.3768, top5_acc: 0.6292, loss_cls: 2.8111, loss: 2.8111, grad_norm: 1.2680 2020-09-29 04:27:16,705 - mmaction - INFO - Epoch [138][60/627] lr: 2.669e-01, eta: 23:40:42, time: 1.103, data_time: 0.094, memory: 8472, top1_acc: 0.3857, top5_acc: 0.6306, loss_cls: 2.7944, loss: 2.7944, grad_norm: 1.2730 2020-09-29 04:27:38,757 - mmaction - INFO - Epoch [138][80/627] lr: 2.669e-01, eta: 23:40:19, time: 1.102, data_time: 0.142, memory: 8472, top1_acc: 0.3828, top5_acc: 0.6353, loss_cls: 2.7839, loss: 2.7839, grad_norm: 1.2607 2020-09-29 04:28:00,579 - mmaction - INFO - Epoch [138][100/627] lr: 2.669e-01, eta: 23:39:55, time: 1.092, data_time: 0.105, memory: 8472, top1_acc: 0.3876, top5_acc: 0.6339, loss_cls: 2.7969, loss: 2.7969, grad_norm: 1.2710 2020-09-29 04:28:22,014 - mmaction - INFO - Epoch [138][120/627] lr: 2.669e-01, eta: 23:39:31, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.3841, top5_acc: 0.6290, loss_cls: 2.7923, loss: 2.7923, grad_norm: 1.2707 2020-09-29 04:28:44,059 - mmaction - INFO - Epoch [138][140/627] lr: 2.669e-01, eta: 23:39:07, time: 1.102, data_time: 0.006, memory: 8472, top1_acc: 0.3732, top5_acc: 0.6215, loss_cls: 2.8405, loss: 2.8405, grad_norm: 1.2797 2020-09-29 04:29:06,245 - mmaction - INFO - Epoch [138][160/627] lr: 2.669e-01, eta: 23:38:44, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.3815, top5_acc: 0.6318, loss_cls: 2.7989, loss: 2.7989, grad_norm: 1.2787 2020-09-29 04:29:27,985 - mmaction - INFO - Epoch [138][180/627] lr: 2.669e-01, eta: 23:38:20, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.3758, top5_acc: 0.6357, loss_cls: 2.8136, loss: 2.8136, grad_norm: 1.2873 2020-09-29 04:29:51,178 - mmaction - INFO - Epoch [138][200/627] lr: 2.669e-01, eta: 23:37:57, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.3750, top5_acc: 0.6227, loss_cls: 2.8397, loss: 2.8397, grad_norm: 1.2812 2020-09-29 04:30:12,532 - mmaction - INFO - Epoch [138][220/627] lr: 2.669e-01, eta: 23:37:33, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3802, top5_acc: 0.6203, loss_cls: 2.8401, loss: 2.8401, grad_norm: 1.3030 2020-09-29 04:30:34,452 - mmaction - INFO - Epoch [138][240/627] lr: 2.669e-01, eta: 23:37:10, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3729, top5_acc: 0.6251, loss_cls: 2.8285, loss: 2.8285, grad_norm: 1.2700 2020-09-29 04:30:57,282 - mmaction - INFO - Epoch [138][260/627] lr: 2.669e-01, eta: 23:36:47, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.3786, top5_acc: 0.6262, loss_cls: 2.8174, loss: 2.8174, grad_norm: 1.2771 2020-09-29 04:31:18,746 - mmaction - INFO - Epoch [138][280/627] lr: 2.669e-01, eta: 23:36:23, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3779, top5_acc: 0.6301, loss_cls: 2.8128, loss: 2.8128, grad_norm: 1.2754 2020-09-29 04:31:41,408 - mmaction - INFO - Epoch [138][300/627] lr: 2.669e-01, eta: 23:36:00, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.3781, top5_acc: 0.6285, loss_cls: 2.7876, loss: 2.7876, grad_norm: 1.2363 2020-09-29 04:32:03,374 - mmaction - INFO - Epoch [138][320/627] lr: 2.669e-01, eta: 23:35:36, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.3785, top5_acc: 0.6276, loss_cls: 2.8162, loss: 2.8162, grad_norm: 1.2832 2020-09-29 04:32:25,266 - mmaction - INFO - Epoch [138][340/627] lr: 2.669e-01, eta: 23:35:12, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6216, loss_cls: 2.8325, loss: 2.8325, grad_norm: 1.2904 2020-09-29 04:32:47,184 - mmaction - INFO - Epoch [138][360/627] lr: 2.669e-01, eta: 23:34:49, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3764, top5_acc: 0.6312, loss_cls: 2.8133, loss: 2.8133, grad_norm: 1.2728 2020-09-29 04:33:09,450 - mmaction - INFO - Epoch [138][380/627] lr: 2.669e-01, eta: 23:34:25, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.3786, top5_acc: 0.6342, loss_cls: 2.8087, loss: 2.8087, grad_norm: 1.2669 2020-09-29 04:33:31,903 - mmaction - INFO - Epoch [138][400/627] lr: 2.669e-01, eta: 23:34:02, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3740, top5_acc: 0.6255, loss_cls: 2.8271, loss: 2.8271, grad_norm: 1.2624 2020-09-29 04:33:52,052 - mmaction - INFO - Epoch [138][420/627] lr: 2.669e-01, eta: 23:33:37, time: 1.007, data_time: 0.002, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6270, loss_cls: 2.7898, loss: 2.7898, grad_norm: 1.2716 2020-09-29 04:34:13,653 - mmaction - INFO - Epoch [138][440/627] lr: 2.669e-01, eta: 23:33:13, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3853, top5_acc: 0.6306, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2924 2020-09-29 04:34:36,303 - mmaction - INFO - Epoch [138][460/627] lr: 2.669e-01, eta: 23:32:50, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.3746, top5_acc: 0.6273, loss_cls: 2.8223, loss: 2.8223, grad_norm: 1.2715 2020-09-29 04:34:57,992 - mmaction - INFO - Epoch [138][480/627] lr: 2.669e-01, eta: 23:32:26, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.3681, top5_acc: 0.6253, loss_cls: 2.8625, loss: 2.8625, grad_norm: 1.2887 2020-09-29 04:35:20,843 - mmaction - INFO - Epoch [138][500/627] lr: 2.669e-01, eta: 23:32:03, time: 1.146, data_time: 0.004, memory: 8472, top1_acc: 0.3693, top5_acc: 0.6233, loss_cls: 2.8324, loss: 2.8324, grad_norm: 1.2732 2020-09-29 04:35:42,784 - mmaction - INFO - Epoch [138][520/627] lr: 2.669e-01, eta: 23:31:39, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.3867, top5_acc: 0.6215, loss_cls: 2.8076, loss: 2.8076, grad_norm: 1.2474 2020-09-29 04:36:04,580 - mmaction - INFO - Epoch [138][540/627] lr: 2.669e-01, eta: 23:31:16, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.3760, top5_acc: 0.6249, loss_cls: 2.8420, loss: 2.8420, grad_norm: 1.2842 2020-09-29 04:36:26,649 - mmaction - INFO - Epoch [138][560/627] lr: 2.669e-01, eta: 23:30:52, time: 1.103, data_time: 0.012, memory: 8472, top1_acc: 0.3758, top5_acc: 0.6284, loss_cls: 2.8176, loss: 2.8176, grad_norm: 1.2518 2020-09-29 04:36:49,028 - mmaction - INFO - Epoch [138][580/627] lr: 2.669e-01, eta: 23:30:29, time: 1.119, data_time: 0.006, memory: 8472, top1_acc: 0.3704, top5_acc: 0.6168, loss_cls: 2.8809, loss: 2.8809, grad_norm: 1.2773 2020-09-29 04:37:10,094 - mmaction - INFO - Epoch [138][600/627] lr: 2.669e-01, eta: 23:30:04, time: 1.052, data_time: 0.001, memory: 8472, top1_acc: 0.3677, top5_acc: 0.6236, loss_cls: 2.8407, loss: 2.8407, grad_norm: 1.2776 2020-09-29 04:37:32,780 - mmaction - INFO - Epoch [138][620/627] lr: 2.669e-01, eta: 23:29:41, time: 1.134, data_time: 0.005, memory: 8472, top1_acc: 0.3697, top5_acc: 0.6260, loss_cls: 2.8420, loss: 2.8420, grad_norm: 1.2870 2020-09-29 04:38:32,630 - mmaction - INFO - Epoch [139][20/627] lr: 2.633e-01, eta: 23:29:29, time: 2.639, data_time: 1.502, memory: 8472, top1_acc: 0.3698, top5_acc: 0.6154, loss_cls: 2.8770, loss: 2.8770, grad_norm: 1.2893 2020-09-29 04:38:55,089 - mmaction - INFO - Epoch [139][40/627] lr: 2.633e-01, eta: 23:29:06, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.3884, top5_acc: 0.6322, loss_cls: 2.7819, loss: 2.7819, grad_norm: 1.2597 2020-09-29 04:39:17,922 - mmaction - INFO - Epoch [139][60/627] lr: 2.633e-01, eta: 23:28:43, time: 1.141, data_time: 0.014, memory: 8472, top1_acc: 0.3809, top5_acc: 0.6267, loss_cls: 2.8058, loss: 2.8058, grad_norm: 1.2682 2020-09-29 04:39:38,844 - mmaction - INFO - Epoch [139][80/627] lr: 2.633e-01, eta: 23:28:19, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.3879, top5_acc: 0.6286, loss_cls: 2.7974, loss: 2.7974, grad_norm: 1.2752 2020-09-29 04:40:01,326 - mmaction - INFO - Epoch [139][100/627] lr: 2.633e-01, eta: 23:27:55, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.3854, top5_acc: 0.6306, loss_cls: 2.7833, loss: 2.7833, grad_norm: 1.2661 2020-09-29 04:40:23,772 - mmaction - INFO - Epoch [139][120/627] lr: 2.633e-01, eta: 23:27:32, time: 1.123, data_time: 0.014, memory: 8472, top1_acc: 0.3905, top5_acc: 0.6366, loss_cls: 2.7606, loss: 2.7606, grad_norm: 1.2779 2020-09-29 04:40:47,221 - mmaction - INFO - Epoch [139][140/627] lr: 2.633e-01, eta: 23:27:10, time: 1.171, data_time: 0.001, memory: 8472, top1_acc: 0.3876, top5_acc: 0.6401, loss_cls: 2.7734, loss: 2.7734, grad_norm: 1.2856 2020-09-29 04:41:09,005 - mmaction - INFO - Epoch [139][160/627] lr: 2.633e-01, eta: 23:26:46, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3882, top5_acc: 0.6335, loss_cls: 2.7705, loss: 2.7705, grad_norm: 1.2985 2020-09-29 04:41:30,496 - mmaction - INFO - Epoch [139][180/627] lr: 2.633e-01, eta: 23:26:22, time: 1.074, data_time: 0.001, memory: 8472, top1_acc: 0.3930, top5_acc: 0.6359, loss_cls: 2.7726, loss: 2.7726, grad_norm: 1.2902 2020-09-29 04:41:51,884 - mmaction - INFO - Epoch [139][200/627] lr: 2.633e-01, eta: 23:25:58, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.3824, top5_acc: 0.6288, loss_cls: 2.8113, loss: 2.8113, grad_norm: 1.2822 2020-09-29 04:42:13,922 - mmaction - INFO - Epoch [139][220/627] lr: 2.633e-01, eta: 23:25:34, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.3760, top5_acc: 0.6240, loss_cls: 2.8118, loss: 2.8118, grad_norm: 1.2723 2020-09-29 04:42:35,725 - mmaction - INFO - Epoch [139][240/627] lr: 2.633e-01, eta: 23:25:10, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.3852, top5_acc: 0.6349, loss_cls: 2.7864, loss: 2.7864, grad_norm: 1.2662 2020-09-29 04:42:58,294 - mmaction - INFO - Epoch [139][260/627] lr: 2.633e-01, eta: 23:24:47, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6276, loss_cls: 2.8323, loss: 2.8323, grad_norm: 1.2998 2020-09-29 04:43:20,370 - mmaction - INFO - Epoch [139][280/627] lr: 2.633e-01, eta: 23:24:24, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3781, top5_acc: 0.6224, loss_cls: 2.8336, loss: 2.8336, grad_norm: 1.2567 2020-09-29 04:43:42,293 - mmaction - INFO - Epoch [139][300/627] lr: 2.633e-01, eta: 23:24:00, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3833, top5_acc: 0.6312, loss_cls: 2.7641, loss: 2.7641, grad_norm: 1.2621 2020-09-29 04:44:04,097 - mmaction - INFO - Epoch [139][320/627] lr: 2.633e-01, eta: 23:23:36, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.3855, top5_acc: 0.6280, loss_cls: 2.7948, loss: 2.7948, grad_norm: 1.2722 2020-09-29 04:44:26,677 - mmaction - INFO - Epoch [139][340/627] lr: 2.633e-01, eta: 23:23:13, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.3766, top5_acc: 0.6257, loss_cls: 2.8284, loss: 2.8284, grad_norm: 1.3001 2020-09-29 04:44:47,288 - mmaction - INFO - Epoch [139][360/627] lr: 2.633e-01, eta: 23:22:49, time: 1.031, data_time: 0.002, memory: 8472, top1_acc: 0.3764, top5_acc: 0.6289, loss_cls: 2.8319, loss: 2.8319, grad_norm: 1.2921 2020-09-29 04:45:09,989 - mmaction - INFO - Epoch [139][380/627] lr: 2.633e-01, eta: 23:22:26, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3823, top5_acc: 0.6296, loss_cls: 2.7939, loss: 2.7939, grad_norm: 1.2969 2020-09-29 04:45:31,183 - mmaction - INFO - Epoch [139][400/627] lr: 2.633e-01, eta: 23:22:01, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3799, top5_acc: 0.6284, loss_cls: 2.7992, loss: 2.7992, grad_norm: 1.2835 2020-09-29 04:45:52,841 - mmaction - INFO - Epoch [139][420/627] lr: 2.633e-01, eta: 23:21:37, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3842, top5_acc: 0.6242, loss_cls: 2.7905, loss: 2.7905, grad_norm: 1.2704 2020-09-29 04:46:15,168 - mmaction - INFO - Epoch [139][440/627] lr: 2.633e-01, eta: 23:21:14, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3693, top5_acc: 0.6270, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.3037 2020-09-29 04:46:39,726 - mmaction - INFO - Epoch [139][460/627] lr: 2.633e-01, eta: 23:20:53, time: 1.228, data_time: 0.003, memory: 8472, top1_acc: 0.3859, top5_acc: 0.6372, loss_cls: 2.7801, loss: 2.7801, grad_norm: 1.2743 2020-09-29 04:46:59,350 - mmaction - INFO - Epoch [139][480/627] lr: 2.633e-01, eta: 23:20:27, time: 0.981, data_time: 0.003, memory: 8472, top1_acc: 0.3842, top5_acc: 0.6156, loss_cls: 2.8232, loss: 2.8232, grad_norm: 1.2907 2020-09-29 04:47:22,159 - mmaction - INFO - Epoch [139][500/627] lr: 2.633e-01, eta: 23:20:04, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3775, top5_acc: 0.6277, loss_cls: 2.8013, loss: 2.8013, grad_norm: 1.2751 2020-09-29 04:47:44,915 - mmaction - INFO - Epoch [139][520/627] lr: 2.633e-01, eta: 23:19:41, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.3906, top5_acc: 0.6341, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.2814 2020-09-29 04:48:05,456 - mmaction - INFO - Epoch [139][540/627] lr: 2.633e-01, eta: 23:19:16, time: 1.028, data_time: 0.005, memory: 8472, top1_acc: 0.3829, top5_acc: 0.6270, loss_cls: 2.8034, loss: 2.8034, grad_norm: 1.2838 2020-09-29 04:48:28,168 - mmaction - INFO - Epoch [139][560/627] lr: 2.633e-01, eta: 23:18:53, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.3831, top5_acc: 0.6262, loss_cls: 2.8055, loss: 2.8055, grad_norm: 1.2794 2020-09-29 04:48:50,740 - mmaction - INFO - Epoch [139][580/627] lr: 2.633e-01, eta: 23:18:30, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.3779, top5_acc: 0.6310, loss_cls: 2.8091, loss: 2.8091, grad_norm: 1.2823 2020-09-29 04:49:12,217 - mmaction - INFO - Epoch [139][600/627] lr: 2.633e-01, eta: 23:18:06, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3775, top5_acc: 0.6318, loss_cls: 2.7877, loss: 2.7877, grad_norm: 1.2788 2020-09-29 04:49:35,401 - mmaction - INFO - Epoch [139][620/627] lr: 2.633e-01, eta: 23:17:44, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.3737, top5_acc: 0.6216, loss_cls: 2.8363, loss: 2.8363, grad_norm: 1.2827 2020-09-29 04:50:35,394 - mmaction - INFO - Epoch [140][20/627] lr: 2.596e-01, eta: 23:17:32, time: 2.663, data_time: 1.396, memory: 8472, top1_acc: 0.3813, top5_acc: 0.6294, loss_cls: 2.8026, loss: 2.8026, grad_norm: 1.2862 2020-09-29 04:50:58,121 - mmaction - INFO - Epoch [140][40/627] lr: 2.596e-01, eta: 23:17:09, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.3757, top5_acc: 0.6358, loss_cls: 2.8010, loss: 2.8010, grad_norm: 1.2683 2020-09-29 04:51:19,046 - mmaction - INFO - Epoch [140][60/627] lr: 2.596e-01, eta: 23:16:44, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.3880, top5_acc: 0.6328, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2780 2020-09-29 04:51:40,672 - mmaction - INFO - Epoch [140][80/627] lr: 2.596e-01, eta: 23:16:20, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.3858, top5_acc: 0.6296, loss_cls: 2.7769, loss: 2.7769, grad_norm: 1.2956 2020-09-29 04:52:03,756 - mmaction - INFO - Epoch [140][100/627] lr: 2.596e-01, eta: 23:15:58, time: 1.155, data_time: 0.059, memory: 8472, top1_acc: 0.3893, top5_acc: 0.6365, loss_cls: 2.7348, loss: 2.7348, grad_norm: 1.2811 2020-09-29 04:52:24,570 - mmaction - INFO - Epoch [140][120/627] lr: 2.596e-01, eta: 23:15:33, time: 1.042, data_time: 0.013, memory: 8472, top1_acc: 0.3738, top5_acc: 0.6350, loss_cls: 2.7996, loss: 2.7996, grad_norm: 1.2997 2020-09-29 04:52:46,931 - mmaction - INFO - Epoch [140][140/627] lr: 2.596e-01, eta: 23:15:10, time: 1.116, data_time: 0.001, memory: 8472, top1_acc: 0.3792, top5_acc: 0.6350, loss_cls: 2.7715, loss: 2.7715, grad_norm: 1.2866 2020-09-29 04:53:09,833 - mmaction - INFO - Epoch [140][160/627] lr: 2.596e-01, eta: 23:14:47, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.3701, top5_acc: 0.6224, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.2843 2020-09-29 04:53:31,858 - mmaction - INFO - Epoch [140][180/627] lr: 2.596e-01, eta: 23:14:23, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.3883, top5_acc: 0.6378, loss_cls: 2.7531, loss: 2.7531, grad_norm: 1.2850 2020-09-29 04:53:52,492 - mmaction - INFO - Epoch [140][200/627] lr: 2.596e-01, eta: 23:13:59, time: 1.034, data_time: 0.003, memory: 8472, top1_acc: 0.3939, top5_acc: 0.6436, loss_cls: 2.7390, loss: 2.7390, grad_norm: 1.2844 2020-09-29 04:54:14,671 - mmaction - INFO - Epoch [140][220/627] lr: 2.596e-01, eta: 23:13:35, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.3801, top5_acc: 0.6401, loss_cls: 2.7705, loss: 2.7705, grad_norm: 1.2752 2020-09-29 04:54:36,956 - mmaction - INFO - Epoch [140][240/627] lr: 2.596e-01, eta: 23:13:12, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3836, top5_acc: 0.6284, loss_cls: 2.8194, loss: 2.8194, grad_norm: 1.2572 2020-09-29 04:54:59,555 - mmaction - INFO - Epoch [140][260/627] lr: 2.596e-01, eta: 23:12:49, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6359, loss_cls: 2.7725, loss: 2.7725, grad_norm: 1.2987 2020-09-29 04:55:20,553 - mmaction - INFO - Epoch [140][280/627] lr: 2.596e-01, eta: 23:12:24, time: 1.051, data_time: 0.050, memory: 8472, top1_acc: 0.3879, top5_acc: 0.6271, loss_cls: 2.8161, loss: 2.8161, grad_norm: 1.2529 2020-09-29 04:55:42,746 - mmaction - INFO - Epoch [140][300/627] lr: 2.596e-01, eta: 23:12:01, time: 1.107, data_time: 0.019, memory: 8472, top1_acc: 0.3822, top5_acc: 0.6263, loss_cls: 2.7935, loss: 2.7935, grad_norm: 1.3031 2020-09-29 04:56:04,594 - mmaction - INFO - Epoch [140][320/627] lr: 2.596e-01, eta: 23:11:37, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.3805, top5_acc: 0.6355, loss_cls: 2.7830, loss: 2.7830, grad_norm: 1.2858 2020-09-29 04:56:26,103 - mmaction - INFO - Epoch [140][340/627] lr: 2.596e-01, eta: 23:11:13, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3801, top5_acc: 0.6361, loss_cls: 2.7996, loss: 2.7996, grad_norm: 1.2889 2020-09-29 04:56:48,834 - mmaction - INFO - Epoch [140][360/627] lr: 2.596e-01, eta: 23:10:50, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.3882, top5_acc: 0.6359, loss_cls: 2.7876, loss: 2.7876, grad_norm: 1.3018 2020-09-29 04:57:11,225 - mmaction - INFO - Epoch [140][380/627] lr: 2.596e-01, eta: 23:10:27, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3835, top5_acc: 0.6266, loss_cls: 2.8112, loss: 2.8112, grad_norm: 1.2701 2020-09-29 04:57:33,055 - mmaction - INFO - Epoch [140][400/627] lr: 2.596e-01, eta: 23:10:03, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3861, top5_acc: 0.6367, loss_cls: 2.7628, loss: 2.7628, grad_norm: 1.2840 2020-09-29 04:57:56,496 - mmaction - INFO - Epoch [140][420/627] lr: 2.596e-01, eta: 23:09:41, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.3828, top5_acc: 0.6348, loss_cls: 2.7865, loss: 2.7865, grad_norm: 1.2833 2020-09-29 04:58:17,912 - mmaction - INFO - Epoch [140][440/627] lr: 2.596e-01, eta: 23:09:17, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.3773, top5_acc: 0.6320, loss_cls: 2.7986, loss: 2.7986, grad_norm: 1.3021 2020-09-29 04:58:41,236 - mmaction - INFO - Epoch [140][460/627] lr: 2.596e-01, eta: 23:08:54, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.3687, top5_acc: 0.6245, loss_cls: 2.8363, loss: 2.8363, grad_norm: 1.2964 2020-09-29 04:59:01,589 - mmaction - INFO - Epoch [140][480/627] lr: 2.596e-01, eta: 23:08:29, time: 1.018, data_time: 0.003, memory: 8472, top1_acc: 0.3815, top5_acc: 0.6380, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2760 2020-09-29 04:59:24,211 - mmaction - INFO - Epoch [140][500/627] lr: 2.596e-01, eta: 23:08:06, time: 1.131, data_time: 0.001, memory: 8472, top1_acc: 0.3740, top5_acc: 0.6221, loss_cls: 2.8371, loss: 2.8371, grad_norm: 1.3091 2020-09-29 04:59:46,645 - mmaction - INFO - Epoch [140][520/627] lr: 2.596e-01, eta: 23:07:43, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3742, top5_acc: 0.6315, loss_cls: 2.8147, loss: 2.8147, grad_norm: 1.2946 2020-09-29 05:00:09,738 - mmaction - INFO - Epoch [140][540/627] lr: 2.596e-01, eta: 23:07:20, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.3898, top5_acc: 0.6350, loss_cls: 2.7808, loss: 2.7808, grad_norm: 1.2895 2020-09-29 05:00:30,811 - mmaction - INFO - Epoch [140][560/627] lr: 2.596e-01, eta: 23:06:56, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.3822, top5_acc: 0.6225, loss_cls: 2.8454, loss: 2.8454, grad_norm: 1.2893 2020-09-29 05:00:52,841 - mmaction - INFO - Epoch [140][580/627] lr: 2.596e-01, eta: 23:06:32, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.3887, top5_acc: 0.6349, loss_cls: 2.7731, loss: 2.7731, grad_norm: 1.2741 2020-09-29 05:01:15,594 - mmaction - INFO - Epoch [140][600/627] lr: 2.596e-01, eta: 23:06:09, time: 1.138, data_time: 0.042, memory: 8472, top1_acc: 0.3820, top5_acc: 0.6340, loss_cls: 2.7983, loss: 2.7983, grad_norm: 1.3069 2020-09-29 05:01:38,419 - mmaction - INFO - Epoch [140][620/627] lr: 2.596e-01, eta: 23:05:47, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.3725, top5_acc: 0.6245, loss_cls: 2.8195, loss: 2.8195, grad_norm: 1.3020 2020-09-29 05:01:46,466 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-09-29 05:03:08,931 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 05:03:09,601 - mmaction - INFO - top1_acc 0.4170 top5_acc 0.6768 2020-09-29 05:03:09,601 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 05:03:09,647 - mmaction - INFO - mean_acc 0.4168 2020-09-29 05:03:09,647 - mmaction - INFO - Now best checkpoint is epoch_140.pth 2020-09-29 05:03:09,661 - mmaction - INFO - Epoch(val) [140][627] top1_acc: 0.4170, top5_acc: 0.6768, mean_class_accuracy: 0.4168 2020-09-29 05:04:00,358 - mmaction - INFO - Epoch [141][20/627] lr: 2.560e-01, eta: 23:05:32, time: 2.533, data_time: 1.355, memory: 8472, top1_acc: 0.3776, top5_acc: 0.6251, loss_cls: 2.8038, loss: 2.8038, grad_norm: 1.2696 2020-09-29 05:04:23,797 - mmaction - INFO - Epoch [141][40/627] lr: 2.560e-01, eta: 23:05:10, time: 1.172, data_time: 0.002, memory: 8472, top1_acc: 0.3837, top5_acc: 0.6422, loss_cls: 2.7466, loss: 2.7466, grad_norm: 1.2868 2020-09-29 05:04:45,847 - mmaction - INFO - Epoch [141][60/627] lr: 2.560e-01, eta: 23:04:46, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.3882, top5_acc: 0.6362, loss_cls: 2.7626, loss: 2.7626, grad_norm: 1.2861 2020-09-29 05:05:07,387 - mmaction - INFO - Epoch [141][80/627] lr: 2.560e-01, eta: 23:04:22, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.3908, top5_acc: 0.6380, loss_cls: 2.7589, loss: 2.7589, grad_norm: 1.2712 2020-09-29 05:05:30,628 - mmaction - INFO - Epoch [141][100/627] lr: 2.560e-01, eta: 23:04:00, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.3762, top5_acc: 0.6290, loss_cls: 2.8045, loss: 2.8045, grad_norm: 1.2959 2020-09-29 05:05:51,040 - mmaction - INFO - Epoch [141][120/627] lr: 2.560e-01, eta: 23:03:35, time: 1.022, data_time: 0.002, memory: 8472, top1_acc: 0.3757, top5_acc: 0.6326, loss_cls: 2.8001, loss: 2.8001, grad_norm: 1.2709 2020-09-29 05:06:13,356 - mmaction - INFO - Epoch [141][140/627] lr: 2.560e-01, eta: 23:03:11, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.3871, top5_acc: 0.6380, loss_cls: 2.7441, loss: 2.7441, grad_norm: 1.2975 2020-09-29 05:06:34,867 - mmaction - INFO - Epoch [141][160/627] lr: 2.560e-01, eta: 23:02:47, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.3745, top5_acc: 0.6217, loss_cls: 2.8408, loss: 2.8408, grad_norm: 1.3168 2020-09-29 05:06:58,228 - mmaction - INFO - Epoch [141][180/627] lr: 2.560e-01, eta: 23:02:25, time: 1.168, data_time: 0.002, memory: 8472, top1_acc: 0.3872, top5_acc: 0.6305, loss_cls: 2.7961, loss: 2.7961, grad_norm: 1.2807 2020-09-29 05:07:19,772 - mmaction - INFO - Epoch [141][200/627] lr: 2.560e-01, eta: 23:02:01, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3914, top5_acc: 0.6387, loss_cls: 2.7823, loss: 2.7823, grad_norm: 1.3071 2020-09-29 05:07:41,682 - mmaction - INFO - Epoch [141][220/627] lr: 2.560e-01, eta: 23:01:37, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.3767, top5_acc: 0.6296, loss_cls: 2.7895, loss: 2.7895, grad_norm: 1.3159 2020-09-29 05:08:04,472 - mmaction - INFO - Epoch [141][240/627] lr: 2.560e-01, eta: 23:01:14, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3811, top5_acc: 0.6234, loss_cls: 2.8152, loss: 2.8152, grad_norm: 1.2841 2020-09-29 05:08:26,635 - mmaction - INFO - Epoch [141][260/627] lr: 2.560e-01, eta: 23:00:51, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3768, top5_acc: 0.6255, loss_cls: 2.8165, loss: 2.8165, grad_norm: 1.2911 2020-09-29 05:08:49,029 - mmaction - INFO - Epoch [141][280/627] lr: 2.560e-01, eta: 23:00:28, time: 1.120, data_time: 0.004, memory: 8472, top1_acc: 0.3868, top5_acc: 0.6342, loss_cls: 2.7915, loss: 2.7915, grad_norm: 1.2943 2020-09-29 05:09:10,421 - mmaction - INFO - Epoch [141][300/627] lr: 2.560e-01, eta: 23:00:04, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6475, loss_cls: 2.7542, loss: 2.7542, grad_norm: 1.2830 2020-09-29 05:09:32,776 - mmaction - INFO - Epoch [141][320/627] lr: 2.560e-01, eta: 22:59:40, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.3837, top5_acc: 0.6324, loss_cls: 2.7952, loss: 2.7952, grad_norm: 1.3041 2020-09-29 05:09:55,321 - mmaction - INFO - Epoch [141][340/627] lr: 2.560e-01, eta: 22:59:17, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3852, top5_acc: 0.6408, loss_cls: 2.7747, loss: 2.7747, grad_norm: 1.3080 2020-09-29 05:10:17,263 - mmaction - INFO - Epoch [141][360/627] lr: 2.560e-01, eta: 22:58:54, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.3818, top5_acc: 0.6315, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.2926 2020-09-29 05:10:38,329 - mmaction - INFO - Epoch [141][380/627] lr: 2.560e-01, eta: 22:58:29, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.3750, top5_acc: 0.6293, loss_cls: 2.8069, loss: 2.8069, grad_norm: 1.2948 2020-09-29 05:11:00,018 - mmaction - INFO - Epoch [141][400/627] lr: 2.560e-01, eta: 22:58:05, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.3759, top5_acc: 0.6307, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.3094 2020-09-29 05:11:21,745 - mmaction - INFO - Epoch [141][420/627] lr: 2.560e-01, eta: 22:57:42, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3704, top5_acc: 0.6237, loss_cls: 2.8324, loss: 2.8324, grad_norm: 1.3055 2020-09-29 05:11:44,562 - mmaction - INFO - Epoch [141][440/627] lr: 2.560e-01, eta: 22:57:19, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3900, top5_acc: 0.6279, loss_cls: 2.7826, loss: 2.7826, grad_norm: 1.2792 2020-09-29 05:12:06,920 - mmaction - INFO - Epoch [141][460/627] lr: 2.560e-01, eta: 22:56:55, time: 1.121, data_time: 0.005, memory: 8472, top1_acc: 0.3777, top5_acc: 0.6309, loss_cls: 2.8292, loss: 2.8292, grad_norm: 1.3080 2020-09-29 05:12:29,344 - mmaction - INFO - Epoch [141][480/627] lr: 2.560e-01, eta: 22:56:32, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.3734, top5_acc: 0.6204, loss_cls: 2.8506, loss: 2.8506, grad_norm: 1.3125 2020-09-29 05:12:51,223 - mmaction - INFO - Epoch [141][500/627] lr: 2.560e-01, eta: 22:56:09, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.3677, top5_acc: 0.6262, loss_cls: 2.8421, loss: 2.8421, grad_norm: 1.2961 2020-09-29 05:13:13,218 - mmaction - INFO - Epoch [141][520/627] lr: 2.560e-01, eta: 22:55:45, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.3884, top5_acc: 0.6350, loss_cls: 2.7697, loss: 2.7697, grad_norm: 1.3016 2020-09-29 05:13:34,720 - mmaction - INFO - Epoch [141][540/627] lr: 2.560e-01, eta: 22:55:21, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.3846, top5_acc: 0.6290, loss_cls: 2.7930, loss: 2.7930, grad_norm: 1.3030 2020-09-29 05:13:56,174 - mmaction - INFO - Epoch [141][560/627] lr: 2.560e-01, eta: 22:54:57, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3853, top5_acc: 0.6341, loss_cls: 2.7718, loss: 2.7718, grad_norm: 1.2809 2020-09-29 05:14:18,340 - mmaction - INFO - Epoch [141][580/627] lr: 2.560e-01, eta: 22:54:34, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.3852, top5_acc: 0.6355, loss_cls: 2.7756, loss: 2.7756, grad_norm: 1.2855 2020-09-29 05:14:41,983 - mmaction - INFO - Epoch [141][600/627] lr: 2.560e-01, eta: 22:54:11, time: 1.182, data_time: 0.002, memory: 8472, top1_acc: 0.3937, top5_acc: 0.6396, loss_cls: 2.7693, loss: 2.7693, grad_norm: 1.2860 2020-09-29 05:15:03,468 - mmaction - INFO - Epoch [141][620/627] lr: 2.560e-01, eta: 22:53:47, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.3845, top5_acc: 0.6284, loss_cls: 2.7873, loss: 2.7873, grad_norm: 1.3067 2020-09-29 05:16:04,330 - mmaction - INFO - Epoch [142][20/627] lr: 2.523e-01, eta: 22:53:36, time: 2.708, data_time: 1.477, memory: 8472, top1_acc: 0.3784, top5_acc: 0.6336, loss_cls: 2.7899, loss: 2.7899, grad_norm: 1.2735 2020-09-29 05:16:28,283 - mmaction - INFO - Epoch [142][40/627] lr: 2.523e-01, eta: 22:53:14, time: 1.197, data_time: 0.001, memory: 8472, top1_acc: 0.3866, top5_acc: 0.6289, loss_cls: 2.8066, loss: 2.8066, grad_norm: 1.2920 2020-09-29 05:16:49,381 - mmaction - INFO - Epoch [142][60/627] lr: 2.523e-01, eta: 22:52:49, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.3826, top5_acc: 0.6331, loss_cls: 2.7858, loss: 2.7858, grad_norm: 1.3098 2020-09-29 05:17:11,568 - mmaction - INFO - Epoch [142][80/627] lr: 2.523e-01, eta: 22:52:26, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3799, top5_acc: 0.6281, loss_cls: 2.7912, loss: 2.7912, grad_norm: 1.2954 2020-09-29 05:17:33,509 - mmaction - INFO - Epoch [142][100/627] lr: 2.523e-01, eta: 22:52:02, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.3918, top5_acc: 0.6331, loss_cls: 2.7593, loss: 2.7593, grad_norm: 1.3029 2020-09-29 05:17:56,376 - mmaction - INFO - Epoch [142][120/627] lr: 2.523e-01, eta: 22:51:39, time: 1.141, data_time: 0.001, memory: 8472, top1_acc: 0.3755, top5_acc: 0.6268, loss_cls: 2.8098, loss: 2.8098, grad_norm: 1.3097 2020-09-29 05:18:17,817 - mmaction - INFO - Epoch [142][140/627] lr: 2.523e-01, eta: 22:51:15, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3809, top5_acc: 0.6329, loss_cls: 2.7980, loss: 2.7980, grad_norm: 1.3167 2020-09-29 05:18:39,553 - mmaction - INFO - Epoch [142][160/627] lr: 2.523e-01, eta: 22:50:52, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3850, top5_acc: 0.6333, loss_cls: 2.7606, loss: 2.7606, grad_norm: 1.2915 2020-09-29 05:19:02,709 - mmaction - INFO - Epoch [142][180/627] lr: 2.523e-01, eta: 22:50:29, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.3983, top5_acc: 0.6444, loss_cls: 2.7257, loss: 2.7257, grad_norm: 1.2849 2020-09-29 05:19:24,539 - mmaction - INFO - Epoch [142][200/627] lr: 2.523e-01, eta: 22:50:05, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.4018, top5_acc: 0.6423, loss_cls: 2.7471, loss: 2.7471, grad_norm: 1.2870 2020-09-29 05:19:46,263 - mmaction - INFO - Epoch [142][220/627] lr: 2.523e-01, eta: 22:49:41, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3855, top5_acc: 0.6337, loss_cls: 2.7614, loss: 2.7614, grad_norm: 1.3126 2020-09-29 05:20:09,147 - mmaction - INFO - Epoch [142][240/627] lr: 2.523e-01, eta: 22:49:19, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3826, top5_acc: 0.6264, loss_cls: 2.8200, loss: 2.8200, grad_norm: 1.3024 2020-09-29 05:20:30,625 - mmaction - INFO - Epoch [142][260/627] lr: 2.523e-01, eta: 22:48:55, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.3793, top5_acc: 0.6302, loss_cls: 2.8046, loss: 2.8046, grad_norm: 1.2929 2020-09-29 05:20:52,796 - mmaction - INFO - Epoch [142][280/627] lr: 2.523e-01, eta: 22:48:31, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3796, top5_acc: 0.6309, loss_cls: 2.8036, loss: 2.8036, grad_norm: 1.2769 2020-09-29 05:21:15,124 - mmaction - INFO - Epoch [142][300/627] lr: 2.523e-01, eta: 22:48:08, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.3762, top5_acc: 0.6281, loss_cls: 2.8208, loss: 2.8208, grad_norm: 1.3064 2020-09-29 05:21:36,505 - mmaction - INFO - Epoch [142][320/627] lr: 2.523e-01, eta: 22:47:44, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.3785, top5_acc: 0.6318, loss_cls: 2.7908, loss: 2.7908, grad_norm: 1.2782 2020-09-29 05:21:59,759 - mmaction - INFO - Epoch [142][340/627] lr: 2.523e-01, eta: 22:47:21, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.3892, top5_acc: 0.6303, loss_cls: 2.7821, loss: 2.7821, grad_norm: 1.2760 2020-09-29 05:22:21,229 - mmaction - INFO - Epoch [142][360/627] lr: 2.523e-01, eta: 22:46:57, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3840, top5_acc: 0.6363, loss_cls: 2.7680, loss: 2.7680, grad_norm: 1.2940 2020-09-29 05:22:44,866 - mmaction - INFO - Epoch [142][380/627] lr: 2.523e-01, eta: 22:46:35, time: 1.183, data_time: 0.004, memory: 8472, top1_acc: 0.3822, top5_acc: 0.6272, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.2871 2020-09-29 05:23:05,164 - mmaction - INFO - Epoch [142][400/627] lr: 2.523e-01, eta: 22:46:10, time: 1.016, data_time: 0.002, memory: 8472, top1_acc: 0.3818, top5_acc: 0.6380, loss_cls: 2.7710, loss: 2.7710, grad_norm: 1.2962 2020-09-29 05:23:28,496 - mmaction - INFO - Epoch [142][420/627] lr: 2.523e-01, eta: 22:45:48, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.3875, top5_acc: 0.6307, loss_cls: 2.7831, loss: 2.7831, grad_norm: 1.2991 2020-09-29 05:23:51,159 - mmaction - INFO - Epoch [142][440/627] lr: 2.523e-01, eta: 22:45:25, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.3841, top5_acc: 0.6331, loss_cls: 2.7799, loss: 2.7799, grad_norm: 1.3011 2020-09-29 05:24:12,812 - mmaction - INFO - Epoch [142][460/627] lr: 2.523e-01, eta: 22:45:01, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3951, top5_acc: 0.6453, loss_cls: 2.7258, loss: 2.7258, grad_norm: 1.2852 2020-09-29 05:24:35,328 - mmaction - INFO - Epoch [142][480/627] lr: 2.523e-01, eta: 22:44:38, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3773, top5_acc: 0.6263, loss_cls: 2.8225, loss: 2.8225, grad_norm: 1.3055 2020-09-29 05:24:56,918 - mmaction - INFO - Epoch [142][500/627] lr: 2.523e-01, eta: 22:44:14, time: 1.081, data_time: 0.004, memory: 8472, top1_acc: 0.3706, top5_acc: 0.6266, loss_cls: 2.8135, loss: 2.8135, grad_norm: 1.2983 2020-09-29 05:25:18,843 - mmaction - INFO - Epoch [142][520/627] lr: 2.523e-01, eta: 22:43:50, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3850, top5_acc: 0.6302, loss_cls: 2.7981, loss: 2.7981, grad_norm: 1.3054 2020-09-29 05:25:41,275 - mmaction - INFO - Epoch [142][540/627] lr: 2.523e-01, eta: 22:43:27, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.3793, top5_acc: 0.6266, loss_cls: 2.8101, loss: 2.8101, grad_norm: 1.3110 2020-09-29 05:26:03,280 - mmaction - INFO - Epoch [142][560/627] lr: 2.523e-01, eta: 22:43:03, time: 1.100, data_time: 0.033, memory: 8472, top1_acc: 0.3921, top5_acc: 0.6328, loss_cls: 2.7859, loss: 2.7859, grad_norm: 1.3123 2020-09-29 05:26:24,926 - mmaction - INFO - Epoch [142][580/627] lr: 2.523e-01, eta: 22:42:39, time: 1.084, data_time: 0.038, memory: 8472, top1_acc: 0.3905, top5_acc: 0.6335, loss_cls: 2.7709, loss: 2.7709, grad_norm: 1.2778 2020-09-29 05:26:46,987 - mmaction - INFO - Epoch [142][600/627] lr: 2.523e-01, eta: 22:42:16, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3831, top5_acc: 0.6387, loss_cls: 2.7744, loss: 2.7744, grad_norm: 1.2970 2020-09-29 05:27:08,770 - mmaction - INFO - Epoch [142][620/627] lr: 2.523e-01, eta: 22:41:52, time: 1.088, data_time: 0.036, memory: 8472, top1_acc: 0.3797, top5_acc: 0.6328, loss_cls: 2.7911, loss: 2.7911, grad_norm: 1.2965 2020-09-29 05:28:08,468 - mmaction - INFO - Epoch [143][20/627] lr: 2.487e-01, eta: 22:41:39, time: 2.618, data_time: 1.516, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6431, loss_cls: 2.7452, loss: 2.7452, grad_norm: 1.3089 2020-09-29 05:28:30,051 - mmaction - INFO - Epoch [143][40/627] lr: 2.487e-01, eta: 22:41:15, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3807, top5_acc: 0.6400, loss_cls: 2.7578, loss: 2.7578, grad_norm: 1.2987 2020-09-29 05:28:53,424 - mmaction - INFO - Epoch [143][60/627] lr: 2.487e-01, eta: 22:40:52, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.3911, top5_acc: 0.6400, loss_cls: 2.7341, loss: 2.7341, grad_norm: 1.2973 2020-09-29 05:29:16,316 - mmaction - INFO - Epoch [143][80/627] lr: 2.487e-01, eta: 22:40:29, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3848, top5_acc: 0.6311, loss_cls: 2.7938, loss: 2.7938, grad_norm: 1.2994 2020-09-29 05:29:37,195 - mmaction - INFO - Epoch [143][100/627] lr: 2.487e-01, eta: 22:40:05, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.3922, top5_acc: 0.6354, loss_cls: 2.7612, loss: 2.7612, grad_norm: 1.2949 2020-09-29 05:29:58,630 - mmaction - INFO - Epoch [143][120/627] lr: 2.487e-01, eta: 22:39:41, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3868, top5_acc: 0.6410, loss_cls: 2.7478, loss: 2.7478, grad_norm: 1.3197 2020-09-29 05:30:21,137 - mmaction - INFO - Epoch [143][140/627] lr: 2.487e-01, eta: 22:39:18, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.3951, top5_acc: 0.6379, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.3070 2020-09-29 05:30:44,314 - mmaction - INFO - Epoch [143][160/627] lr: 2.487e-01, eta: 22:38:55, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.3913, top5_acc: 0.6355, loss_cls: 2.7658, loss: 2.7658, grad_norm: 1.3098 2020-09-29 05:31:05,658 - mmaction - INFO - Epoch [143][180/627] lr: 2.487e-01, eta: 22:38:31, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6328, loss_cls: 2.7514, loss: 2.7514, grad_norm: 1.3048 2020-09-29 05:31:27,197 - mmaction - INFO - Epoch [143][200/627] lr: 2.487e-01, eta: 22:38:07, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.3790, top5_acc: 0.6326, loss_cls: 2.7874, loss: 2.7874, grad_norm: 1.3119 2020-09-29 05:31:49,339 - mmaction - INFO - Epoch [143][220/627] lr: 2.487e-01, eta: 22:37:44, time: 1.110, data_time: 0.005, memory: 8472, top1_acc: 0.3921, top5_acc: 0.6427, loss_cls: 2.7528, loss: 2.7528, grad_norm: 1.3009 2020-09-29 05:32:11,412 - mmaction - INFO - Epoch [143][240/627] lr: 2.487e-01, eta: 22:37:20, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3921, top5_acc: 0.6352, loss_cls: 2.7506, loss: 2.7506, grad_norm: 1.3028 2020-09-29 05:32:33,391 - mmaction - INFO - Epoch [143][260/627] lr: 2.487e-01, eta: 22:36:57, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.3840, top5_acc: 0.6314, loss_cls: 2.8045, loss: 2.8045, grad_norm: 1.2957 2020-09-29 05:32:55,148 - mmaction - INFO - Epoch [143][280/627] lr: 2.487e-01, eta: 22:36:33, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.3743, top5_acc: 0.6293, loss_cls: 2.8035, loss: 2.8035, grad_norm: 1.3035 2020-09-29 05:33:17,693 - mmaction - INFO - Epoch [143][300/627] lr: 2.487e-01, eta: 22:36:10, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.3773, top5_acc: 0.6240, loss_cls: 2.8151, loss: 2.8151, grad_norm: 1.2923 2020-09-29 05:33:41,622 - mmaction - INFO - Epoch [143][320/627] lr: 2.487e-01, eta: 22:35:48, time: 1.196, data_time: 0.002, memory: 8472, top1_acc: 0.3964, top5_acc: 0.6452, loss_cls: 2.7293, loss: 2.7293, grad_norm: 1.2924 2020-09-29 05:34:02,816 - mmaction - INFO - Epoch [143][340/627] lr: 2.487e-01, eta: 22:35:24, time: 1.060, data_time: 0.004, memory: 8472, top1_acc: 0.3922, top5_acc: 0.6454, loss_cls: 2.7136, loss: 2.7136, grad_norm: 1.3031 2020-09-29 05:34:24,625 - mmaction - INFO - Epoch [143][360/627] lr: 2.487e-01, eta: 22:35:00, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3895, top5_acc: 0.6376, loss_cls: 2.7659, loss: 2.7659, grad_norm: 1.3123 2020-09-29 05:34:46,784 - mmaction - INFO - Epoch [143][380/627] lr: 2.487e-01, eta: 22:34:36, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3910, top5_acc: 0.6362, loss_cls: 2.7731, loss: 2.7731, grad_norm: 1.3179 2020-09-29 05:35:09,705 - mmaction - INFO - Epoch [143][400/627] lr: 2.487e-01, eta: 22:34:14, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3780, top5_acc: 0.6275, loss_cls: 2.8251, loss: 2.8251, grad_norm: 1.3078 2020-09-29 05:35:30,515 - mmaction - INFO - Epoch [143][420/627] lr: 2.487e-01, eta: 22:33:49, time: 1.041, data_time: 0.013, memory: 8472, top1_acc: 0.3839, top5_acc: 0.6389, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.3002 2020-09-29 05:35:53,132 - mmaction - INFO - Epoch [143][440/627] lr: 2.487e-01, eta: 22:33:26, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.3773, top5_acc: 0.6298, loss_cls: 2.8081, loss: 2.8081, grad_norm: 1.3294 2020-09-29 05:36:14,451 - mmaction - INFO - Epoch [143][460/627] lr: 2.487e-01, eta: 22:33:02, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3940, top5_acc: 0.6363, loss_cls: 2.7595, loss: 2.7595, grad_norm: 1.3107 2020-09-29 05:36:37,637 - mmaction - INFO - Epoch [143][480/627] lr: 2.487e-01, eta: 22:32:39, time: 1.159, data_time: 0.131, memory: 8472, top1_acc: 0.3811, top5_acc: 0.6371, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.3239 2020-09-29 05:36:59,991 - mmaction - INFO - Epoch [143][500/627] lr: 2.487e-01, eta: 22:32:16, time: 1.118, data_time: 0.154, memory: 8472, top1_acc: 0.3737, top5_acc: 0.6296, loss_cls: 2.8372, loss: 2.8372, grad_norm: 1.3158 2020-09-29 05:37:21,996 - mmaction - INFO - Epoch [143][520/627] lr: 2.487e-01, eta: 22:31:53, time: 1.101, data_time: 0.118, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6368, loss_cls: 2.7831, loss: 2.7831, grad_norm: 1.2907 2020-09-29 05:37:44,098 - mmaction - INFO - Epoch [143][540/627] lr: 2.487e-01, eta: 22:31:29, time: 1.102, data_time: 0.001, memory: 8472, top1_acc: 0.3854, top5_acc: 0.6323, loss_cls: 2.7922, loss: 2.7922, grad_norm: 1.2999 2020-09-29 05:38:06,363 - mmaction - INFO - Epoch [143][560/627] lr: 2.487e-01, eta: 22:31:06, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.3814, top5_acc: 0.6293, loss_cls: 2.8332, loss: 2.8332, grad_norm: 1.3166 2020-09-29 05:38:28,551 - mmaction - INFO - Epoch [143][580/627] lr: 2.487e-01, eta: 22:30:42, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.3876, top5_acc: 0.6311, loss_cls: 2.8022, loss: 2.8022, grad_norm: 1.3213 2020-09-29 05:38:50,996 - mmaction - INFO - Epoch [143][600/627] lr: 2.487e-01, eta: 22:30:19, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3887, top5_acc: 0.6328, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.2950 2020-09-29 05:39:11,740 - mmaction - INFO - Epoch [143][620/627] lr: 2.487e-01, eta: 22:29:55, time: 1.037, data_time: 0.002, memory: 8472, top1_acc: 0.3897, top5_acc: 0.6372, loss_cls: 2.7644, loss: 2.7644, grad_norm: 1.2976 2020-09-29 05:40:12,151 - mmaction - INFO - Epoch [144][20/627] lr: 2.451e-01, eta: 22:29:42, time: 2.678, data_time: 1.399, memory: 8472, top1_acc: 0.3806, top5_acc: 0.6359, loss_cls: 2.7842, loss: 2.7842, grad_norm: 1.3165 2020-09-29 05:40:35,042 - mmaction - INFO - Epoch [144][40/627] lr: 2.451e-01, eta: 22:29:19, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3921, top5_acc: 0.6417, loss_cls: 2.7411, loss: 2.7411, grad_norm: 1.2934 2020-09-29 05:40:57,917 - mmaction - INFO - Epoch [144][60/627] lr: 2.451e-01, eta: 22:28:56, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.3854, top5_acc: 0.6362, loss_cls: 2.7819, loss: 2.7819, grad_norm: 1.3251 2020-09-29 05:41:20,742 - mmaction - INFO - Epoch [144][80/627] lr: 2.451e-01, eta: 22:28:33, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.3927, top5_acc: 0.6384, loss_cls: 2.7538, loss: 2.7538, grad_norm: 1.3097 2020-09-29 05:41:43,590 - mmaction - INFO - Epoch [144][100/627] lr: 2.451e-01, eta: 22:28:10, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.3940, top5_acc: 0.6495, loss_cls: 2.7374, loss: 2.7374, grad_norm: 1.3074 2020-09-29 05:42:06,447 - mmaction - INFO - Epoch [144][120/627] lr: 2.451e-01, eta: 22:27:47, time: 1.143, data_time: 0.001, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6385, loss_cls: 2.7356, loss: 2.7356, grad_norm: 1.3049 2020-09-29 05:42:29,287 - mmaction - INFO - Epoch [144][140/627] lr: 2.451e-01, eta: 22:27:24, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6357, loss_cls: 2.7739, loss: 2.7739, grad_norm: 1.3030 2020-09-29 05:42:52,337 - mmaction - INFO - Epoch [144][160/627] lr: 2.451e-01, eta: 22:27:02, time: 1.154, data_time: 0.004, memory: 8472, top1_acc: 0.3930, top5_acc: 0.6379, loss_cls: 2.7599, loss: 2.7599, grad_norm: 1.3130 2020-09-29 05:43:15,326 - mmaction - INFO - Epoch [144][180/627] lr: 2.451e-01, eta: 22:26:39, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.3900, top5_acc: 0.6342, loss_cls: 2.7884, loss: 2.7884, grad_norm: 1.3152 2020-09-29 05:43:38,370 - mmaction - INFO - Epoch [144][200/627] lr: 2.451e-01, eta: 22:26:16, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.3986, top5_acc: 0.6423, loss_cls: 2.7676, loss: 2.7676, grad_norm: 1.3180 2020-09-29 05:44:01,437 - mmaction - INFO - Epoch [144][220/627] lr: 2.451e-01, eta: 22:25:53, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.3875, top5_acc: 0.6344, loss_cls: 2.7517, loss: 2.7517, grad_norm: 1.3051 2020-09-29 05:44:24,450 - mmaction - INFO - Epoch [144][240/627] lr: 2.451e-01, eta: 22:25:31, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.3777, top5_acc: 0.6346, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.3308 2020-09-29 05:44:47,216 - mmaction - INFO - Epoch [144][260/627] lr: 2.451e-01, eta: 22:25:08, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.3870, top5_acc: 0.6350, loss_cls: 2.7705, loss: 2.7705, grad_norm: 1.3042 2020-09-29 05:45:10,079 - mmaction - INFO - Epoch [144][280/627] lr: 2.451e-01, eta: 22:24:45, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3850, top5_acc: 0.6378, loss_cls: 2.7865, loss: 2.7865, grad_norm: 1.3560 2020-09-29 05:45:32,964 - mmaction - INFO - Epoch [144][300/627] lr: 2.451e-01, eta: 22:24:22, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3809, top5_acc: 0.6349, loss_cls: 2.7875, loss: 2.7875, grad_norm: 1.3268 2020-09-29 05:45:56,031 - mmaction - INFO - Epoch [144][320/627] lr: 2.451e-01, eta: 22:23:59, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.3822, top5_acc: 0.6228, loss_cls: 2.8182, loss: 2.8182, grad_norm: 1.2998 2020-09-29 05:46:18,858 - mmaction - INFO - Epoch [144][340/627] lr: 2.451e-01, eta: 22:23:36, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3798, top5_acc: 0.6410, loss_cls: 2.7614, loss: 2.7614, grad_norm: 1.3021 2020-09-29 05:46:41,852 - mmaction - INFO - Epoch [144][360/627] lr: 2.451e-01, eta: 22:23:14, time: 1.149, data_time: 0.001, memory: 8472, top1_acc: 0.3924, top5_acc: 0.6367, loss_cls: 2.7533, loss: 2.7533, grad_norm: 1.3191 2020-09-29 05:47:04,709 - mmaction - INFO - Epoch [144][380/627] lr: 2.451e-01, eta: 22:22:51, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3905, top5_acc: 0.6341, loss_cls: 2.7661, loss: 2.7661, grad_norm: 1.3019 2020-09-29 05:47:27,572 - mmaction - INFO - Epoch [144][400/627] lr: 2.451e-01, eta: 22:22:28, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.3841, top5_acc: 0.6370, loss_cls: 2.7744, loss: 2.7744, grad_norm: 1.3292 2020-09-29 05:47:50,629 - mmaction - INFO - Epoch [144][420/627] lr: 2.451e-01, eta: 22:22:05, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3835, top5_acc: 0.6379, loss_cls: 2.7622, loss: 2.7622, grad_norm: 1.3316 2020-09-29 05:48:13,657 - mmaction - INFO - Epoch [144][440/627] lr: 2.451e-01, eta: 22:21:43, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.3882, top5_acc: 0.6427, loss_cls: 2.7490, loss: 2.7490, grad_norm: 1.3070 2020-09-29 05:48:36,435 - mmaction - INFO - Epoch [144][460/627] lr: 2.451e-01, eta: 22:21:20, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.3827, top5_acc: 0.6323, loss_cls: 2.8017, loss: 2.8017, grad_norm: 1.3221 2020-09-29 05:48:59,480 - mmaction - INFO - Epoch [144][480/627] lr: 2.451e-01, eta: 22:20:57, time: 1.150, data_time: 0.001, memory: 8472, top1_acc: 0.3902, top5_acc: 0.6348, loss_cls: 2.7639, loss: 2.7639, grad_norm: 1.3048 2020-09-29 05:49:22,434 - mmaction - INFO - Epoch [144][500/627] lr: 2.451e-01, eta: 22:20:34, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6397, loss_cls: 2.7353, loss: 2.7353, grad_norm: 1.3011 2020-09-29 05:49:45,498 - mmaction - INFO - Epoch [144][520/627] lr: 2.451e-01, eta: 22:20:11, time: 1.155, data_time: 0.004, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6362, loss_cls: 2.7582, loss: 2.7582, grad_norm: 1.3126 2020-09-29 05:50:08,358 - mmaction - INFO - Epoch [144][540/627] lr: 2.451e-01, eta: 22:19:48, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.3836, top5_acc: 0.6327, loss_cls: 2.7843, loss: 2.7843, grad_norm: 1.3099 2020-09-29 05:50:31,191 - mmaction - INFO - Epoch [144][560/627] lr: 2.451e-01, eta: 22:19:26, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.3776, top5_acc: 0.6297, loss_cls: 2.7933, loss: 2.7933, grad_norm: 1.3141 2020-09-29 05:50:54,206 - mmaction - INFO - Epoch [144][580/627] lr: 2.451e-01, eta: 22:19:03, time: 1.149, data_time: 0.001, memory: 8472, top1_acc: 0.3863, top5_acc: 0.6310, loss_cls: 2.7810, loss: 2.7810, grad_norm: 1.2901 2020-09-29 05:51:17,160 - mmaction - INFO - Epoch [144][600/627] lr: 2.451e-01, eta: 22:18:40, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.3943, top5_acc: 0.6400, loss_cls: 2.7362, loss: 2.7362, grad_norm: 1.2980 2020-09-29 05:51:40,111 - mmaction - INFO - Epoch [144][620/627] lr: 2.451e-01, eta: 22:18:17, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.3852, top5_acc: 0.6266, loss_cls: 2.8007, loss: 2.8007, grad_norm: 1.2889 2020-09-29 05:51:48,084 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-09-29 05:52:42,268 - mmaction - INFO - Epoch [145][20/627] lr: 2.415e-01, eta: 22:18:04, time: 2.688, data_time: 1.538, memory: 8472, top1_acc: 0.3842, top5_acc: 0.6284, loss_cls: 2.7934, loss: 2.7934, grad_norm: 1.3373 2020-09-29 05:53:04,165 - mmaction - INFO - Epoch [145][40/627] lr: 2.415e-01, eta: 22:17:41, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3868, top5_acc: 0.6392, loss_cls: 2.7644, loss: 2.7644, grad_norm: 1.3144 2020-09-29 05:53:27,117 - mmaction - INFO - Epoch [145][60/627] lr: 2.415e-01, eta: 22:17:18, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.3883, top5_acc: 0.6400, loss_cls: 2.7394, loss: 2.7394, grad_norm: 1.3139 2020-09-29 05:53:48,586 - mmaction - INFO - Epoch [145][80/627] lr: 2.415e-01, eta: 22:16:54, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3935, top5_acc: 0.6366, loss_cls: 2.7359, loss: 2.7359, grad_norm: 1.3054 2020-09-29 05:54:10,969 - mmaction - INFO - Epoch [145][100/627] lr: 2.415e-01, eta: 22:16:30, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.3895, top5_acc: 0.6417, loss_cls: 2.7226, loss: 2.7226, grad_norm: 1.2938 2020-09-29 05:54:32,309 - mmaction - INFO - Epoch [145][120/627] lr: 2.415e-01, eta: 22:16:06, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3840, top5_acc: 0.6396, loss_cls: 2.7714, loss: 2.7714, grad_norm: 1.3167 2020-09-29 05:54:53,591 - mmaction - INFO - Epoch [145][140/627] lr: 2.415e-01, eta: 22:15:42, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.3921, top5_acc: 0.6408, loss_cls: 2.7490, loss: 2.7490, grad_norm: 1.3277 2020-09-29 05:55:15,901 - mmaction - INFO - Epoch [145][160/627] lr: 2.415e-01, eta: 22:15:19, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.3811, top5_acc: 0.6340, loss_cls: 2.7850, loss: 2.7850, grad_norm: 1.3336 2020-09-29 05:55:39,528 - mmaction - INFO - Epoch [145][180/627] lr: 2.415e-01, eta: 22:14:57, time: 1.182, data_time: 0.002, memory: 8472, top1_acc: 0.3958, top5_acc: 0.6430, loss_cls: 2.7407, loss: 2.7407, grad_norm: 1.3295 2020-09-29 05:56:01,706 - mmaction - INFO - Epoch [145][200/627] lr: 2.415e-01, eta: 22:14:33, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6441, loss_cls: 2.7210, loss: 2.7210, grad_norm: 1.3130 2020-09-29 05:56:23,894 - mmaction - INFO - Epoch [145][220/627] lr: 2.415e-01, eta: 22:14:10, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.3888, top5_acc: 0.6406, loss_cls: 2.7459, loss: 2.7459, grad_norm: 1.3101 2020-09-29 05:56:44,838 - mmaction - INFO - Epoch [145][240/627] lr: 2.415e-01, eta: 22:13:46, time: 1.048, data_time: 0.002, memory: 8472, top1_acc: 0.3917, top5_acc: 0.6478, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.3286 2020-09-29 05:57:08,887 - mmaction - INFO - Epoch [145][260/627] lr: 2.415e-01, eta: 22:13:24, time: 1.202, data_time: 0.003, memory: 8472, top1_acc: 0.3892, top5_acc: 0.6359, loss_cls: 2.7506, loss: 2.7506, grad_norm: 1.3196 2020-09-29 05:57:28,932 - mmaction - INFO - Epoch [145][280/627] lr: 2.415e-01, eta: 22:12:59, time: 1.003, data_time: 0.003, memory: 8472, top1_acc: 0.3866, top5_acc: 0.6418, loss_cls: 2.7516, loss: 2.7516, grad_norm: 1.3243 2020-09-29 05:57:51,042 - mmaction - INFO - Epoch [145][300/627] lr: 2.415e-01, eta: 22:12:35, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6441, loss_cls: 2.7255, loss: 2.7255, grad_norm: 1.3145 2020-09-29 05:58:13,504 - mmaction - INFO - Epoch [145][320/627] lr: 2.415e-01, eta: 22:12:12, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.3892, top5_acc: 0.6424, loss_cls: 2.7539, loss: 2.7539, grad_norm: 1.3262 2020-09-29 05:58:34,890 - mmaction - INFO - Epoch [145][340/627] lr: 2.415e-01, eta: 22:11:48, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6397, loss_cls: 2.7374, loss: 2.7374, grad_norm: 1.3247 2020-09-29 05:58:57,842 - mmaction - INFO - Epoch [145][360/627] lr: 2.415e-01, eta: 22:11:25, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.3789, top5_acc: 0.6323, loss_cls: 2.7945, loss: 2.7945, grad_norm: 1.3162 2020-09-29 05:59:19,126 - mmaction - INFO - Epoch [145][380/627] lr: 2.415e-01, eta: 22:11:01, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.3939, top5_acc: 0.6421, loss_cls: 2.7223, loss: 2.7223, grad_norm: 1.3168 2020-09-29 05:59:41,800 - mmaction - INFO - Epoch [145][400/627] lr: 2.415e-01, eta: 22:10:38, time: 1.132, data_time: 0.066, memory: 8472, top1_acc: 0.3944, top5_acc: 0.6337, loss_cls: 2.7764, loss: 2.7764, grad_norm: 1.3142 2020-09-29 06:00:03,831 - mmaction - INFO - Epoch [145][420/627] lr: 2.415e-01, eta: 22:10:14, time: 1.101, data_time: 0.077, memory: 8472, top1_acc: 0.3910, top5_acc: 0.6462, loss_cls: 2.7423, loss: 2.7423, grad_norm: 1.3307 2020-09-29 06:00:27,749 - mmaction - INFO - Epoch [145][440/627] lr: 2.415e-01, eta: 22:09:52, time: 1.198, data_time: 0.045, memory: 8472, top1_acc: 0.3854, top5_acc: 0.6367, loss_cls: 2.7812, loss: 2.7812, grad_norm: 1.3110 2020-09-29 06:00:49,954 - mmaction - INFO - Epoch [145][460/627] lr: 2.415e-01, eta: 22:09:29, time: 1.111, data_time: 0.087, memory: 8472, top1_acc: 0.3818, top5_acc: 0.6341, loss_cls: 2.7753, loss: 2.7753, grad_norm: 1.3470 2020-09-29 06:01:11,189 - mmaction - INFO - Epoch [145][480/627] lr: 2.415e-01, eta: 22:09:05, time: 1.061, data_time: 0.081, memory: 8472, top1_acc: 0.3908, top5_acc: 0.6350, loss_cls: 2.7825, loss: 2.7825, grad_norm: 1.3289 2020-09-29 06:01:33,722 - mmaction - INFO - Epoch [145][500/627] lr: 2.415e-01, eta: 22:08:42, time: 1.126, data_time: 0.126, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6361, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.3038 2020-09-29 06:01:55,667 - mmaction - INFO - Epoch [145][520/627] lr: 2.415e-01, eta: 22:08:18, time: 1.098, data_time: 0.005, memory: 8472, top1_acc: 0.3936, top5_acc: 0.6307, loss_cls: 2.7779, loss: 2.7779, grad_norm: 1.3000 2020-09-29 06:02:18,215 - mmaction - INFO - Epoch [145][540/627] lr: 2.415e-01, eta: 22:07:55, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6421, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.3204 2020-09-29 06:02:39,019 - mmaction - INFO - Epoch [145][560/627] lr: 2.415e-01, eta: 22:07:31, time: 1.039, data_time: 0.002, memory: 8472, top1_acc: 0.3904, top5_acc: 0.6344, loss_cls: 2.7773, loss: 2.7773, grad_norm: 1.3163 2020-09-29 06:03:01,579 - mmaction - INFO - Epoch [145][580/627] lr: 2.415e-01, eta: 22:07:08, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3895, top5_acc: 0.6465, loss_cls: 2.7510, loss: 2.7510, grad_norm: 1.3220 2020-09-29 06:03:23,883 - mmaction - INFO - Epoch [145][600/627] lr: 2.415e-01, eta: 22:06:44, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.3757, top5_acc: 0.6288, loss_cls: 2.7921, loss: 2.7921, grad_norm: 1.3476 2020-09-29 06:03:44,356 - mmaction - INFO - Epoch [145][620/627] lr: 2.415e-01, eta: 22:06:20, time: 1.024, data_time: 0.003, memory: 8472, top1_acc: 0.3811, top5_acc: 0.6267, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.3153 2020-09-29 06:05:16,548 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 06:05:17,215 - mmaction - INFO - top1_acc 0.4345 top5_acc 0.7006 2020-09-29 06:05:17,215 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 06:05:17,260 - mmaction - INFO - mean_acc 0.4342 2020-09-29 06:05:17,260 - mmaction - INFO - Now best checkpoint is epoch_145.pth 2020-09-29 06:05:17,274 - mmaction - INFO - Epoch(val) [145][627] top1_acc: 0.4345, top5_acc: 0.7006, mean_class_accuracy: 0.4342 2020-09-29 06:06:08,474 - mmaction - INFO - Epoch [146][20/627] lr: 2.379e-01, eta: 22:06:04, time: 2.558, data_time: 1.439, memory: 8472, top1_acc: 0.3848, top5_acc: 0.6392, loss_cls: 2.7659, loss: 2.7659, grad_norm: 1.3232 2020-09-29 06:06:30,621 - mmaction - INFO - Epoch [146][40/627] lr: 2.379e-01, eta: 22:05:41, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3956, top5_acc: 0.6404, loss_cls: 2.7282, loss: 2.7282, grad_norm: 1.2961 2020-09-29 06:06:53,590 - mmaction - INFO - Epoch [146][60/627] lr: 2.379e-01, eta: 22:05:18, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.3938, top5_acc: 0.6400, loss_cls: 2.7486, loss: 2.7486, grad_norm: 1.3146 2020-09-29 06:07:14,867 - mmaction - INFO - Epoch [146][80/627] lr: 2.379e-01, eta: 22:04:54, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.3966, top5_acc: 0.6467, loss_cls: 2.7057, loss: 2.7057, grad_norm: 1.3281 2020-09-29 06:07:38,211 - mmaction - INFO - Epoch [146][100/627] lr: 2.379e-01, eta: 22:04:31, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.3975, top5_acc: 0.6435, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.3000 2020-09-29 06:07:58,983 - mmaction - INFO - Epoch [146][120/627] lr: 2.379e-01, eta: 22:04:07, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.4031, top5_acc: 0.6431, loss_cls: 2.6981, loss: 2.6981, grad_norm: 1.3302 2020-09-29 06:08:21,122 - mmaction - INFO - Epoch [146][140/627] lr: 2.379e-01, eta: 22:03:44, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3883, top5_acc: 0.6404, loss_cls: 2.7551, loss: 2.7551, grad_norm: 1.3414 2020-09-29 06:08:43,051 - mmaction - INFO - Epoch [146][160/627] lr: 2.379e-01, eta: 22:03:20, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.3915, top5_acc: 0.6362, loss_cls: 2.7718, loss: 2.7718, grad_norm: 1.3399 2020-09-29 06:09:06,404 - mmaction - INFO - Epoch [146][180/627] lr: 2.379e-01, eta: 22:02:57, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.3974, top5_acc: 0.6479, loss_cls: 2.7172, loss: 2.7172, grad_norm: 1.3351 2020-09-29 06:09:28,248 - mmaction - INFO - Epoch [146][200/627] lr: 2.379e-01, eta: 22:02:34, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.4056, top5_acc: 0.6461, loss_cls: 2.6977, loss: 2.6977, grad_norm: 1.3120 2020-09-29 06:09:49,323 - mmaction - INFO - Epoch [146][220/627] lr: 2.379e-01, eta: 22:02:10, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.3904, top5_acc: 0.6365, loss_cls: 2.7575, loss: 2.7575, grad_norm: 1.3403 2020-09-29 06:10:12,012 - mmaction - INFO - Epoch [146][240/627] lr: 2.379e-01, eta: 22:01:47, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.3905, top5_acc: 0.6365, loss_cls: 2.7537, loss: 2.7537, grad_norm: 1.3167 2020-09-29 06:10:34,242 - mmaction - INFO - Epoch [146][260/627] lr: 2.379e-01, eta: 22:01:23, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.3958, top5_acc: 0.6449, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.3280 2020-09-29 06:10:55,449 - mmaction - INFO - Epoch [146][280/627] lr: 2.379e-01, eta: 22:00:59, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3904, top5_acc: 0.6359, loss_cls: 2.7568, loss: 2.7568, grad_norm: 1.3299 2020-09-29 06:11:17,340 - mmaction - INFO - Epoch [146][300/627] lr: 2.379e-01, eta: 22:00:35, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6423, loss_cls: 2.7541, loss: 2.7541, grad_norm: 1.3357 2020-09-29 06:11:39,118 - mmaction - INFO - Epoch [146][320/627] lr: 2.379e-01, eta: 22:00:12, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6367, loss_cls: 2.7539, loss: 2.7539, grad_norm: 1.3340 2020-09-29 06:12:02,063 - mmaction - INFO - Epoch [146][340/627] lr: 2.379e-01, eta: 21:59:49, time: 1.151, data_time: 0.005, memory: 8472, top1_acc: 0.3900, top5_acc: 0.6432, loss_cls: 2.7401, loss: 2.7401, grad_norm: 1.3236 2020-09-29 06:12:24,064 - mmaction - INFO - Epoch [146][360/627] lr: 2.379e-01, eta: 21:59:25, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.3870, top5_acc: 0.6431, loss_cls: 2.7408, loss: 2.7408, grad_norm: 1.3264 2020-09-29 06:12:47,346 - mmaction - INFO - Epoch [146][380/627] lr: 2.379e-01, eta: 21:59:03, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.3951, top5_acc: 0.6434, loss_cls: 2.7352, loss: 2.7352, grad_norm: 1.3428 2020-09-29 06:13:08,839 - mmaction - INFO - Epoch [146][400/627] lr: 2.379e-01, eta: 21:58:39, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3861, top5_acc: 0.6363, loss_cls: 2.7703, loss: 2.7703, grad_norm: 1.3544 2020-09-29 06:13:31,522 - mmaction - INFO - Epoch [146][420/627] lr: 2.379e-01, eta: 21:58:16, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.3941, top5_acc: 0.6349, loss_cls: 2.7536, loss: 2.7536, grad_norm: 1.3263 2020-09-29 06:13:52,363 - mmaction - INFO - Epoch [146][440/627] lr: 2.379e-01, eta: 21:57:52, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.3922, top5_acc: 0.6395, loss_cls: 2.7088, loss: 2.7088, grad_norm: 1.3356 2020-09-29 06:14:15,958 - mmaction - INFO - Epoch [146][460/627] lr: 2.379e-01, eta: 21:57:29, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6387, loss_cls: 2.7429, loss: 2.7429, grad_norm: 1.3218 2020-09-29 06:14:38,089 - mmaction - INFO - Epoch [146][480/627] lr: 2.379e-01, eta: 21:57:06, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.3832, top5_acc: 0.6405, loss_cls: 2.7649, loss: 2.7649, grad_norm: 1.3428 2020-09-29 06:14:59,421 - mmaction - INFO - Epoch [146][500/627] lr: 2.379e-01, eta: 21:56:42, time: 1.069, data_time: 0.005, memory: 8472, top1_acc: 0.3848, top5_acc: 0.6395, loss_cls: 2.7588, loss: 2.7588, grad_norm: 1.3327 2020-09-29 06:15:22,099 - mmaction - INFO - Epoch [146][520/627] lr: 2.379e-01, eta: 21:56:19, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.3932, top5_acc: 0.6424, loss_cls: 2.7285, loss: 2.7285, grad_norm: 1.3465 2020-09-29 06:15:44,332 - mmaction - INFO - Epoch [146][540/627] lr: 2.379e-01, eta: 21:55:55, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.3865, top5_acc: 0.6305, loss_cls: 2.7864, loss: 2.7864, grad_norm: 1.3212 2020-09-29 06:16:07,015 - mmaction - INFO - Epoch [146][560/627] lr: 2.379e-01, eta: 21:55:32, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3910, top5_acc: 0.6383, loss_cls: 2.7555, loss: 2.7555, grad_norm: 1.3412 2020-09-29 06:16:28,682 - mmaction - INFO - Epoch [146][580/627] lr: 2.379e-01, eta: 21:55:09, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.3855, top5_acc: 0.6314, loss_cls: 2.7899, loss: 2.7899, grad_norm: 1.3548 2020-09-29 06:16:50,567 - mmaction - INFO - Epoch [146][600/627] lr: 2.379e-01, eta: 21:54:45, time: 1.096, data_time: 0.004, memory: 8472, top1_acc: 0.3816, top5_acc: 0.6349, loss_cls: 2.8095, loss: 2.8095, grad_norm: 1.3132 2020-09-29 06:17:11,859 - mmaction - INFO - Epoch [146][620/627] lr: 2.379e-01, eta: 21:54:21, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.4008, top5_acc: 0.6474, loss_cls: 2.7213, loss: 2.7213, grad_norm: 1.3162 2020-09-29 06:18:10,186 - mmaction - INFO - Epoch [147][20/627] lr: 2.343e-01, eta: 21:54:06, time: 2.574, data_time: 1.533, memory: 8472, top1_acc: 0.3837, top5_acc: 0.6336, loss_cls: 2.7823, loss: 2.7823, grad_norm: 1.3491 2020-09-29 06:18:33,641 - mmaction - INFO - Epoch [147][40/627] lr: 2.343e-01, eta: 21:53:43, time: 1.172, data_time: 0.016, memory: 8472, top1_acc: 0.3940, top5_acc: 0.6479, loss_cls: 2.7266, loss: 2.7266, grad_norm: 1.3389 2020-09-29 06:18:55,053 - mmaction - INFO - Epoch [147][60/627] lr: 2.343e-01, eta: 21:53:19, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6374, loss_cls: 2.7454, loss: 2.7454, grad_norm: 1.3449 2020-09-29 06:19:16,209 - mmaction - INFO - Epoch [147][80/627] lr: 2.343e-01, eta: 21:52:55, time: 1.058, data_time: 0.001, memory: 8472, top1_acc: 0.3875, top5_acc: 0.6376, loss_cls: 2.7656, loss: 2.7656, grad_norm: 1.3366 2020-09-29 06:19:40,281 - mmaction - INFO - Epoch [147][100/627] lr: 2.343e-01, eta: 21:52:33, time: 1.203, data_time: 0.001, memory: 8472, top1_acc: 0.4008, top5_acc: 0.6492, loss_cls: 2.6974, loss: 2.6974, grad_norm: 1.3219 2020-09-29 06:20:01,968 - mmaction - INFO - Epoch [147][120/627] lr: 2.343e-01, eta: 21:52:09, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3749, top5_acc: 0.6271, loss_cls: 2.7885, loss: 2.7885, grad_norm: 1.3372 2020-09-29 06:20:24,002 - mmaction - INFO - Epoch [147][140/627] lr: 2.343e-01, eta: 21:51:46, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.4048, top5_acc: 0.6602, loss_cls: 2.6550, loss: 2.6550, grad_norm: 1.3372 2020-09-29 06:20:45,988 - mmaction - INFO - Epoch [147][160/627] lr: 2.343e-01, eta: 21:51:22, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6504, loss_cls: 2.7084, loss: 2.7084, grad_norm: 1.3416 2020-09-29 06:21:08,210 - mmaction - INFO - Epoch [147][180/627] lr: 2.343e-01, eta: 21:50:59, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.3915, top5_acc: 0.6397, loss_cls: 2.7507, loss: 2.7507, grad_norm: 1.3631 2020-09-29 06:21:30,335 - mmaction - INFO - Epoch [147][200/627] lr: 2.343e-01, eta: 21:50:35, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6361, loss_cls: 2.7340, loss: 2.7340, grad_norm: 1.3259 2020-09-29 06:21:52,870 - mmaction - INFO - Epoch [147][220/627] lr: 2.343e-01, eta: 21:50:12, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.3975, top5_acc: 0.6439, loss_cls: 2.7111, loss: 2.7111, grad_norm: 1.3457 2020-09-29 06:22:16,389 - mmaction - INFO - Epoch [147][240/627] lr: 2.343e-01, eta: 21:49:50, time: 1.176, data_time: 0.003, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6382, loss_cls: 2.7412, loss: 2.7412, grad_norm: 1.3530 2020-09-29 06:22:37,333 - mmaction - INFO - Epoch [147][260/627] lr: 2.343e-01, eta: 21:49:26, time: 1.048, data_time: 0.002, memory: 8472, top1_acc: 0.3975, top5_acc: 0.6440, loss_cls: 2.7407, loss: 2.7407, grad_norm: 1.3439 2020-09-29 06:22:58,916 - mmaction - INFO - Epoch [147][280/627] lr: 2.343e-01, eta: 21:49:02, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.3841, top5_acc: 0.6328, loss_cls: 2.7836, loss: 2.7836, grad_norm: 1.3421 2020-09-29 06:23:20,333 - mmaction - INFO - Epoch [147][300/627] lr: 2.343e-01, eta: 21:48:38, time: 1.070, data_time: 0.048, memory: 8472, top1_acc: 0.3944, top5_acc: 0.6503, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.3243 2020-09-29 06:23:42,961 - mmaction - INFO - Epoch [147][320/627] lr: 2.343e-01, eta: 21:48:15, time: 1.133, data_time: 0.174, memory: 8472, top1_acc: 0.3836, top5_acc: 0.6361, loss_cls: 2.7802, loss: 2.7802, grad_norm: 1.3618 2020-09-29 06:24:04,711 - mmaction - INFO - Epoch [147][340/627] lr: 2.343e-01, eta: 21:47:51, time: 1.086, data_time: 0.077, memory: 8472, top1_acc: 0.3906, top5_acc: 0.6410, loss_cls: 2.7666, loss: 2.7666, grad_norm: 1.3368 2020-09-29 06:24:28,147 - mmaction - INFO - Epoch [147][360/627] lr: 2.343e-01, eta: 21:47:29, time: 1.173, data_time: 0.019, memory: 8472, top1_acc: 0.3936, top5_acc: 0.6457, loss_cls: 2.7264, loss: 2.7264, grad_norm: 1.3422 2020-09-29 06:24:49,543 - mmaction - INFO - Epoch [147][380/627] lr: 2.343e-01, eta: 21:47:05, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.3831, top5_acc: 0.6349, loss_cls: 2.7852, loss: 2.7852, grad_norm: 1.3420 2020-09-29 06:25:11,303 - mmaction - INFO - Epoch [147][400/627] lr: 2.343e-01, eta: 21:46:41, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.3974, top5_acc: 0.6419, loss_cls: 2.7460, loss: 2.7460, grad_norm: 1.3275 2020-09-29 06:25:33,005 - mmaction - INFO - Epoch [147][420/627] lr: 2.343e-01, eta: 21:46:17, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.3882, top5_acc: 0.6267, loss_cls: 2.7844, loss: 2.7844, grad_norm: 1.3264 2020-09-29 06:25:56,254 - mmaction - INFO - Epoch [147][440/627] lr: 2.343e-01, eta: 21:45:55, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6465, loss_cls: 2.7273, loss: 2.7273, grad_norm: 1.3301 2020-09-29 06:26:17,704 - mmaction - INFO - Epoch [147][460/627] lr: 2.343e-01, eta: 21:45:31, time: 1.075, data_time: 0.005, memory: 8472, top1_acc: 0.3901, top5_acc: 0.6349, loss_cls: 2.7651, loss: 2.7651, grad_norm: 1.3324 2020-09-29 06:26:40,393 - mmaction - INFO - Epoch [147][480/627] lr: 2.343e-01, eta: 21:45:08, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6484, loss_cls: 2.7099, loss: 2.7099, grad_norm: 1.3295 2020-09-29 06:27:00,935 - mmaction - INFO - Epoch [147][500/627] lr: 2.343e-01, eta: 21:44:43, time: 1.029, data_time: 0.004, memory: 8472, top1_acc: 0.3949, top5_acc: 0.6393, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3190 2020-09-29 06:27:23,108 - mmaction - INFO - Epoch [147][520/627] lr: 2.343e-01, eta: 21:44:20, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3964, top5_acc: 0.6444, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.3393 2020-09-29 06:27:46,749 - mmaction - INFO - Epoch [147][540/627] lr: 2.343e-01, eta: 21:43:57, time: 1.182, data_time: 0.003, memory: 8472, top1_acc: 0.3973, top5_acc: 0.6477, loss_cls: 2.7068, loss: 2.7068, grad_norm: 1.3284 2020-09-29 06:28:08,682 - mmaction - INFO - Epoch [147][560/627] lr: 2.343e-01, eta: 21:43:34, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.3935, top5_acc: 0.6398, loss_cls: 2.7498, loss: 2.7498, grad_norm: 1.3389 2020-09-29 06:28:30,794 - mmaction - INFO - Epoch [147][580/627] lr: 2.343e-01, eta: 21:43:11, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.3961, top5_acc: 0.6379, loss_cls: 2.7728, loss: 2.7728, grad_norm: 1.3392 2020-09-29 06:28:52,692 - mmaction - INFO - Epoch [147][600/627] lr: 2.343e-01, eta: 21:42:47, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3867, top5_acc: 0.6344, loss_cls: 2.7653, loss: 2.7653, grad_norm: 1.3239 2020-09-29 06:29:14,481 - mmaction - INFO - Epoch [147][620/627] lr: 2.343e-01, eta: 21:42:23, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3915, top5_acc: 0.6413, loss_cls: 2.7614, loss: 2.7614, grad_norm: 1.3422 2020-09-29 06:30:14,770 - mmaction - INFO - Epoch [148][20/627] lr: 2.307e-01, eta: 21:42:09, time: 2.665, data_time: 1.447, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6348, loss_cls: 2.7690, loss: 2.7690, grad_norm: 1.3380 2020-09-29 06:30:37,557 - mmaction - INFO - Epoch [148][40/627] lr: 2.307e-01, eta: 21:41:46, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.3986, top5_acc: 0.6424, loss_cls: 2.7202, loss: 2.7202, grad_norm: 1.3345 2020-09-29 06:30:58,863 - mmaction - INFO - Epoch [148][60/627] lr: 2.307e-01, eta: 21:41:22, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.4016, top5_acc: 0.6491, loss_cls: 2.6740, loss: 2.6740, grad_norm: 1.3676 2020-09-29 06:31:20,726 - mmaction - INFO - Epoch [148][80/627] lr: 2.307e-01, eta: 21:40:58, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4000, top5_acc: 0.6475, loss_cls: 2.6968, loss: 2.6968, grad_norm: 1.3421 2020-09-29 06:31:42,677 - mmaction - INFO - Epoch [148][100/627] lr: 2.307e-01, eta: 21:40:35, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4021, top5_acc: 0.6408, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.3292 2020-09-29 06:32:04,371 - mmaction - INFO - Epoch [148][120/627] lr: 2.307e-01, eta: 21:40:11, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.3857, top5_acc: 0.6473, loss_cls: 2.7268, loss: 2.7268, grad_norm: 1.3502 2020-09-29 06:32:26,672 - mmaction - INFO - Epoch [148][140/627] lr: 2.307e-01, eta: 21:39:48, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.3984, top5_acc: 0.6487, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.3354 2020-09-29 06:32:49,438 - mmaction - INFO - Epoch [148][160/627] lr: 2.307e-01, eta: 21:39:25, time: 1.138, data_time: 0.007, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6427, loss_cls: 2.7268, loss: 2.7268, grad_norm: 1.3468 2020-09-29 06:33:11,163 - mmaction - INFO - Epoch [148][180/627] lr: 2.307e-01, eta: 21:39:01, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.3773, top5_acc: 0.6332, loss_cls: 2.7948, loss: 2.7948, grad_norm: 1.3495 2020-09-29 06:33:32,691 - mmaction - INFO - Epoch [148][200/627] lr: 2.307e-01, eta: 21:38:37, time: 1.078, data_time: 0.004, memory: 8472, top1_acc: 0.3966, top5_acc: 0.6565, loss_cls: 2.6966, loss: 2.6966, grad_norm: 1.3432 2020-09-29 06:33:55,219 - mmaction - INFO - Epoch [148][220/627] lr: 2.307e-01, eta: 21:38:14, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4046, top5_acc: 0.6544, loss_cls: 2.6672, loss: 2.6672, grad_norm: 1.3404 2020-09-29 06:34:17,794 - mmaction - INFO - Epoch [148][240/627] lr: 2.307e-01, eta: 21:37:51, time: 1.131, data_time: 0.005, memory: 8472, top1_acc: 0.3931, top5_acc: 0.6379, loss_cls: 2.7441, loss: 2.7441, grad_norm: 1.3460 2020-09-29 06:34:40,215 - mmaction - INFO - Epoch [148][260/627] lr: 2.307e-01, eta: 21:37:28, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.3893, top5_acc: 0.6316, loss_cls: 2.7796, loss: 2.7796, grad_norm: 1.3567 2020-09-29 06:35:01,490 - mmaction - INFO - Epoch [148][280/627] lr: 2.307e-01, eta: 21:37:04, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.3935, top5_acc: 0.6345, loss_cls: 2.7409, loss: 2.7409, grad_norm: 1.3467 2020-09-29 06:35:23,089 - mmaction - INFO - Epoch [148][300/627] lr: 2.307e-01, eta: 21:36:40, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.3911, top5_acc: 0.6387, loss_cls: 2.7425, loss: 2.7425, grad_norm: 1.3451 2020-09-29 06:35:45,261 - mmaction - INFO - Epoch [148][320/627] lr: 2.307e-01, eta: 21:36:17, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.3947, top5_acc: 0.6392, loss_cls: 2.7513, loss: 2.7513, grad_norm: 1.3563 2020-09-29 06:36:07,376 - mmaction - INFO - Epoch [148][340/627] lr: 2.307e-01, eta: 21:35:53, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6473, loss_cls: 2.7246, loss: 2.7246, grad_norm: 1.3423 2020-09-29 06:36:29,651 - mmaction - INFO - Epoch [148][360/627] lr: 2.307e-01, eta: 21:35:30, time: 1.115, data_time: 0.010, memory: 8472, top1_acc: 0.4014, top5_acc: 0.6479, loss_cls: 2.7186, loss: 2.7186, grad_norm: 1.3479 2020-09-29 06:36:52,344 - mmaction - INFO - Epoch [148][380/627] lr: 2.307e-01, eta: 21:35:07, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6457, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.3298 2020-09-29 06:37:13,844 - mmaction - INFO - Epoch [148][400/627] lr: 2.307e-01, eta: 21:34:43, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3990, top5_acc: 0.6426, loss_cls: 2.7299, loss: 2.7299, grad_norm: 1.3238 2020-09-29 06:37:36,120 - mmaction - INFO - Epoch [148][420/627] lr: 2.307e-01, eta: 21:34:20, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6418, loss_cls: 2.7301, loss: 2.7301, grad_norm: 1.3600 2020-09-29 06:37:58,210 - mmaction - INFO - Epoch [148][440/627] lr: 2.307e-01, eta: 21:33:56, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.3937, top5_acc: 0.6424, loss_cls: 2.7438, loss: 2.7438, grad_norm: 1.3315 2020-09-29 06:38:19,500 - mmaction - INFO - Epoch [148][460/627] lr: 2.307e-01, eta: 21:33:32, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3870, top5_acc: 0.6398, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.3371 2020-09-29 06:38:41,969 - mmaction - INFO - Epoch [148][480/627] lr: 2.307e-01, eta: 21:33:09, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.4027, top5_acc: 0.6449, loss_cls: 2.7029, loss: 2.7029, grad_norm: 1.3360 2020-09-29 06:39:03,940 - mmaction - INFO - Epoch [148][500/627] lr: 2.307e-01, eta: 21:32:46, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.3926, top5_acc: 0.6484, loss_cls: 2.7481, loss: 2.7481, grad_norm: 1.3469 2020-09-29 06:39:26,581 - mmaction - INFO - Epoch [148][520/627] lr: 2.307e-01, eta: 21:32:23, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.4016, top5_acc: 0.6456, loss_cls: 2.7044, loss: 2.7044, grad_norm: 1.3359 2020-09-29 06:39:49,188 - mmaction - INFO - Epoch [148][540/627] lr: 2.307e-01, eta: 21:32:00, time: 1.132, data_time: 0.004, memory: 8472, top1_acc: 0.3988, top5_acc: 0.6443, loss_cls: 2.7390, loss: 2.7390, grad_norm: 1.3332 2020-09-29 06:40:11,770 - mmaction - INFO - Epoch [148][560/627] lr: 2.307e-01, eta: 21:31:37, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.4005, top5_acc: 0.6447, loss_cls: 2.7213, loss: 2.7213, grad_norm: 1.3593 2020-09-29 06:40:33,092 - mmaction - INFO - Epoch [148][580/627] lr: 2.307e-01, eta: 21:31:13, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.3987, top5_acc: 0.6426, loss_cls: 2.7129, loss: 2.7129, grad_norm: 1.3684 2020-09-29 06:40:54,296 - mmaction - INFO - Epoch [148][600/627] lr: 2.307e-01, eta: 21:30:48, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.3872, top5_acc: 0.6276, loss_cls: 2.7683, loss: 2.7683, grad_norm: 1.3464 2020-09-29 06:41:16,599 - mmaction - INFO - Epoch [148][620/627] lr: 2.307e-01, eta: 21:30:25, time: 1.116, data_time: 0.004, memory: 8472, top1_acc: 0.3853, top5_acc: 0.6322, loss_cls: 2.7697, loss: 2.7697, grad_norm: 1.3575 2020-09-29 06:41:23,686 - mmaction - INFO - Saving checkpoint at 148 epochs 2020-09-29 06:42:15,047 - mmaction - INFO - Epoch [149][20/627] lr: 2.271e-01, eta: 21:30:09, time: 2.547, data_time: 1.464, memory: 8472, top1_acc: 0.3926, top5_acc: 0.6424, loss_cls: 2.7446, loss: 2.7446, grad_norm: 1.3624 2020-09-29 06:42:39,427 - mmaction - INFO - Epoch [149][40/627] lr: 2.271e-01, eta: 21:29:47, time: 1.220, data_time: 0.004, memory: 8472, top1_acc: 0.3849, top5_acc: 0.6458, loss_cls: 2.7248, loss: 2.7248, grad_norm: 1.3151 2020-09-29 06:43:00,736 - mmaction - INFO - Epoch [149][60/627] lr: 2.271e-01, eta: 21:29:23, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.3997, top5_acc: 0.6465, loss_cls: 2.7074, loss: 2.7074, grad_norm: 1.3401 2020-09-29 06:43:22,144 - mmaction - INFO - Epoch [149][80/627] lr: 2.271e-01, eta: 21:28:59, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.3931, top5_acc: 0.6458, loss_cls: 2.7272, loss: 2.7272, grad_norm: 1.3584 2020-09-29 06:43:44,506 - mmaction - INFO - Epoch [149][100/627] lr: 2.271e-01, eta: 21:28:36, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.4018, top5_acc: 0.6488, loss_cls: 2.6852, loss: 2.6852, grad_norm: 1.3622 2020-09-29 06:44:07,458 - mmaction - INFO - Epoch [149][120/627] lr: 2.271e-01, eta: 21:28:13, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.3960, top5_acc: 0.6427, loss_cls: 2.7141, loss: 2.7141, grad_norm: 1.3584 2020-09-29 06:44:28,997 - mmaction - INFO - Epoch [149][140/627] lr: 2.271e-01, eta: 21:27:49, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3927, top5_acc: 0.6431, loss_cls: 2.7312, loss: 2.7312, grad_norm: 1.3507 2020-09-29 06:44:50,510 - mmaction - INFO - Epoch [149][160/627] lr: 2.271e-01, eta: 21:27:25, time: 1.076, data_time: 0.085, memory: 8472, top1_acc: 0.3954, top5_acc: 0.6439, loss_cls: 2.7170, loss: 2.7170, grad_norm: 1.3686 2020-09-29 06:45:11,839 - mmaction - INFO - Epoch [149][180/627] lr: 2.271e-01, eta: 21:27:02, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.4051, top5_acc: 0.6505, loss_cls: 2.6904, loss: 2.6904, grad_norm: 1.3424 2020-09-29 06:45:34,622 - mmaction - INFO - Epoch [149][200/627] lr: 2.271e-01, eta: 21:26:39, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.4010, top5_acc: 0.6461, loss_cls: 2.7207, loss: 2.7207, grad_norm: 1.3641 2020-09-29 06:45:55,969 - mmaction - INFO - Epoch [149][220/627] lr: 2.271e-01, eta: 21:26:15, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.4111, top5_acc: 0.6512, loss_cls: 2.6674, loss: 2.6674, grad_norm: 1.3544 2020-09-29 06:46:18,571 - mmaction - INFO - Epoch [149][240/627] lr: 2.271e-01, eta: 21:25:52, time: 1.130, data_time: 0.027, memory: 8472, top1_acc: 0.3931, top5_acc: 0.6339, loss_cls: 2.7611, loss: 2.7611, grad_norm: 1.3473 2020-09-29 06:46:41,567 - mmaction - INFO - Epoch [149][260/627] lr: 2.271e-01, eta: 21:25:29, time: 1.150, data_time: 0.034, memory: 8472, top1_acc: 0.3909, top5_acc: 0.6355, loss_cls: 2.7387, loss: 2.7387, grad_norm: 1.3743 2020-09-29 06:47:03,213 - mmaction - INFO - Epoch [149][280/627] lr: 2.271e-01, eta: 21:25:05, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.3902, top5_acc: 0.6348, loss_cls: 2.7563, loss: 2.7563, grad_norm: 1.3589 2020-09-29 06:47:25,509 - mmaction - INFO - Epoch [149][300/627] lr: 2.271e-01, eta: 21:24:42, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.4009, top5_acc: 0.6427, loss_cls: 2.7282, loss: 2.7282, grad_norm: 1.3722 2020-09-29 06:47:47,284 - mmaction - INFO - Epoch [149][320/627] lr: 2.271e-01, eta: 21:24:18, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.3905, top5_acc: 0.6469, loss_cls: 2.7165, loss: 2.7165, grad_norm: 1.3668 2020-09-29 06:48:09,012 - mmaction - INFO - Epoch [149][340/627] lr: 2.271e-01, eta: 21:23:54, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6510, loss_cls: 2.6809, loss: 2.6809, grad_norm: 1.3458 2020-09-29 06:48:32,469 - mmaction - INFO - Epoch [149][360/627] lr: 2.271e-01, eta: 21:23:32, time: 1.174, data_time: 0.003, memory: 8472, top1_acc: 0.3975, top5_acc: 0.6453, loss_cls: 2.7251, loss: 2.7251, grad_norm: 1.3687 2020-09-29 06:48:52,649 - mmaction - INFO - Epoch [149][380/627] lr: 2.271e-01, eta: 21:23:07, time: 1.009, data_time: 0.003, memory: 8472, top1_acc: 0.4005, top5_acc: 0.6447, loss_cls: 2.7175, loss: 2.7175, grad_norm: 1.3577 2020-09-29 06:49:15,643 - mmaction - INFO - Epoch [149][400/627] lr: 2.271e-01, eta: 21:22:44, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.4017, top5_acc: 0.6440, loss_cls: 2.7126, loss: 2.7126, grad_norm: 1.3573 2020-09-29 06:49:38,616 - mmaction - INFO - Epoch [149][420/627] lr: 2.271e-01, eta: 21:22:22, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.3927, top5_acc: 0.6380, loss_cls: 2.7356, loss: 2.7356, grad_norm: 1.3571 2020-09-29 06:50:00,274 - mmaction - INFO - Epoch [149][440/627] lr: 2.271e-01, eta: 21:21:58, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.3945, top5_acc: 0.6448, loss_cls: 2.7354, loss: 2.7354, grad_norm: 1.3315 2020-09-29 06:50:23,446 - mmaction - INFO - Epoch [149][460/627] lr: 2.271e-01, eta: 21:21:35, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.3980, top5_acc: 0.6417, loss_cls: 2.7243, loss: 2.7243, grad_norm: 1.3605 2020-09-29 06:50:44,418 - mmaction - INFO - Epoch [149][480/627] lr: 2.271e-01, eta: 21:21:11, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.3923, top5_acc: 0.6391, loss_cls: 2.7533, loss: 2.7533, grad_norm: 1.3629 2020-09-29 06:51:07,276 - mmaction - INFO - Epoch [149][500/627] lr: 2.271e-01, eta: 21:20:48, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.3977, top5_acc: 0.6501, loss_cls: 2.7010, loss: 2.7010, grad_norm: 1.3490 2020-09-29 06:51:29,119 - mmaction - INFO - Epoch [149][520/627] lr: 2.271e-01, eta: 21:20:24, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3932, top5_acc: 0.6440, loss_cls: 2.7252, loss: 2.7252, grad_norm: 1.3659 2020-09-29 06:51:50,868 - mmaction - INFO - Epoch [149][540/627] lr: 2.271e-01, eta: 21:20:01, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.3918, top5_acc: 0.6358, loss_cls: 2.7488, loss: 2.7488, grad_norm: 1.3679 2020-09-29 06:52:12,658 - mmaction - INFO - Epoch [149][560/627] lr: 2.271e-01, eta: 21:19:37, time: 1.088, data_time: 0.011, memory: 8472, top1_acc: 0.3898, top5_acc: 0.6366, loss_cls: 2.7723, loss: 2.7723, grad_norm: 1.3626 2020-09-29 06:52:34,303 - mmaction - INFO - Epoch [149][580/627] lr: 2.271e-01, eta: 21:19:13, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.3937, top5_acc: 0.6493, loss_cls: 2.7069, loss: 2.7069, grad_norm: 1.3373 2020-09-29 06:52:56,823 - mmaction - INFO - Epoch [149][600/627] lr: 2.271e-01, eta: 21:18:50, time: 1.128, data_time: 0.113, memory: 8472, top1_acc: 0.4052, top5_acc: 0.6423, loss_cls: 2.7154, loss: 2.7154, grad_norm: 1.3455 2020-09-29 06:53:18,953 - mmaction - INFO - Epoch [149][620/627] lr: 2.271e-01, eta: 21:18:27, time: 1.106, data_time: 0.026, memory: 8472, top1_acc: 0.4000, top5_acc: 0.6536, loss_cls: 2.7119, loss: 2.7119, grad_norm: 1.3577 2020-09-29 06:54:19,608 - mmaction - INFO - Epoch [150][20/627] lr: 2.235e-01, eta: 21:18:12, time: 2.668, data_time: 1.645, memory: 8472, top1_acc: 0.3932, top5_acc: 0.6367, loss_cls: 2.7610, loss: 2.7610, grad_norm: 1.3543 2020-09-29 06:54:41,388 - mmaction - INFO - Epoch [150][40/627] lr: 2.235e-01, eta: 21:17:49, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4025, top5_acc: 0.6440, loss_cls: 2.7151, loss: 2.7151, grad_norm: 1.3488 2020-09-29 06:55:02,812 - mmaction - INFO - Epoch [150][60/627] lr: 2.235e-01, eta: 21:17:25, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.4010, top5_acc: 0.6480, loss_cls: 2.7105, loss: 2.7105, grad_norm: 1.3388 2020-09-29 06:55:24,883 - mmaction - INFO - Epoch [150][80/627] lr: 2.235e-01, eta: 21:17:01, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4052, top5_acc: 0.6503, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3485 2020-09-29 06:55:47,131 - mmaction - INFO - Epoch [150][100/627] lr: 2.235e-01, eta: 21:16:38, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6497, loss_cls: 2.7178, loss: 2.7178, grad_norm: 1.3730 2020-09-29 06:56:09,577 - mmaction - INFO - Epoch [150][120/627] lr: 2.235e-01, eta: 21:16:15, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.4001, top5_acc: 0.6460, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.3566 2020-09-29 06:56:31,435 - mmaction - INFO - Epoch [150][140/627] lr: 2.235e-01, eta: 21:15:51, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4007, top5_acc: 0.6408, loss_cls: 2.7144, loss: 2.7144, grad_norm: 1.3564 2020-09-29 06:56:53,288 - mmaction - INFO - Epoch [150][160/627] lr: 2.235e-01, eta: 21:15:27, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.4057, top5_acc: 0.6458, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.3344 2020-09-29 06:57:15,339 - mmaction - INFO - Epoch [150][180/627] lr: 2.235e-01, eta: 21:15:04, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.3931, top5_acc: 0.6447, loss_cls: 2.7336, loss: 2.7336, grad_norm: 1.3512 2020-09-29 06:57:38,676 - mmaction - INFO - Epoch [150][200/627] lr: 2.235e-01, eta: 21:14:42, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.4111, top5_acc: 0.6512, loss_cls: 2.6770, loss: 2.6770, grad_norm: 1.3475 2020-09-29 06:58:00,255 - mmaction - INFO - Epoch [150][220/627] lr: 2.235e-01, eta: 21:14:18, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.4059, top5_acc: 0.6500, loss_cls: 2.6836, loss: 2.6836, grad_norm: 1.3616 2020-09-29 06:58:22,144 - mmaction - INFO - Epoch [150][240/627] lr: 2.235e-01, eta: 21:13:54, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.4013, top5_acc: 0.6479, loss_cls: 2.7083, loss: 2.7083, grad_norm: 1.3715 2020-09-29 06:58:43,807 - mmaction - INFO - Epoch [150][260/627] lr: 2.235e-01, eta: 21:13:30, time: 1.085, data_time: 0.005, memory: 8472, top1_acc: 0.3938, top5_acc: 0.6367, loss_cls: 2.7333, loss: 2.7333, grad_norm: 1.3561 2020-09-29 06:59:06,741 - mmaction - INFO - Epoch [150][280/627] lr: 2.235e-01, eta: 21:13:08, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.4070, top5_acc: 0.6477, loss_cls: 2.6899, loss: 2.6899, grad_norm: 1.3687 2020-09-29 06:59:28,369 - mmaction - INFO - Epoch [150][300/627] lr: 2.235e-01, eta: 21:12:44, time: 1.082, data_time: 0.022, memory: 8472, top1_acc: 0.3922, top5_acc: 0.6448, loss_cls: 2.7382, loss: 2.7382, grad_norm: 1.3845 2020-09-29 06:59:50,716 - mmaction - INFO - Epoch [150][320/627] lr: 2.235e-01, eta: 21:12:21, time: 1.116, data_time: 0.160, memory: 8472, top1_acc: 0.4001, top5_acc: 0.6500, loss_cls: 2.6950, loss: 2.6950, grad_norm: 1.3838 2020-09-29 07:00:12,859 - mmaction - INFO - Epoch [150][340/627] lr: 2.235e-01, eta: 21:11:57, time: 1.108, data_time: 0.036, memory: 8472, top1_acc: 0.4055, top5_acc: 0.6467, loss_cls: 2.6956, loss: 2.6956, grad_norm: 1.3531 2020-09-29 07:00:34,771 - mmaction - INFO - Epoch [150][360/627] lr: 2.235e-01, eta: 21:11:34, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.3979, top5_acc: 0.6500, loss_cls: 2.6991, loss: 2.6991, grad_norm: 1.3791 2020-09-29 07:00:57,300 - mmaction - INFO - Epoch [150][380/627] lr: 2.235e-01, eta: 21:11:11, time: 1.127, data_time: 0.011, memory: 8472, top1_acc: 0.4052, top5_acc: 0.6470, loss_cls: 2.6938, loss: 2.6938, grad_norm: 1.3689 2020-09-29 07:01:20,812 - mmaction - INFO - Epoch [150][400/627] lr: 2.235e-01, eta: 21:10:48, time: 1.176, data_time: 0.222, memory: 8472, top1_acc: 0.3964, top5_acc: 0.6454, loss_cls: 2.7274, loss: 2.7274, grad_norm: 1.3712 2020-09-29 07:01:43,060 - mmaction - INFO - Epoch [150][420/627] lr: 2.235e-01, eta: 21:10:25, time: 1.113, data_time: 0.157, memory: 8472, top1_acc: 0.3948, top5_acc: 0.6478, loss_cls: 2.7036, loss: 2.7036, grad_norm: 1.3517 2020-09-29 07:02:04,637 - mmaction - INFO - Epoch [150][440/627] lr: 2.235e-01, eta: 21:10:01, time: 1.079, data_time: 0.118, memory: 8472, top1_acc: 0.4030, top5_acc: 0.6499, loss_cls: 2.7140, loss: 2.7140, grad_norm: 1.3631 2020-09-29 07:02:26,248 - mmaction - INFO - Epoch [150][460/627] lr: 2.235e-01, eta: 21:09:37, time: 1.078, data_time: 0.066, memory: 8472, top1_acc: 0.3893, top5_acc: 0.6400, loss_cls: 2.7632, loss: 2.7632, grad_norm: 1.3809 2020-09-29 07:02:47,404 - mmaction - INFO - Epoch [150][480/627] lr: 2.235e-01, eta: 21:09:13, time: 1.058, data_time: 0.004, memory: 8472, top1_acc: 0.3927, top5_acc: 0.6393, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.3540 2020-09-29 07:03:09,941 - mmaction - INFO - Epoch [150][500/627] lr: 2.235e-01, eta: 21:08:50, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.3871, top5_acc: 0.6444, loss_cls: 2.7157, loss: 2.7157, grad_norm: 1.3613 2020-09-29 07:03:31,191 - mmaction - INFO - Epoch [150][520/627] lr: 2.235e-01, eta: 21:08:26, time: 1.061, data_time: 0.001, memory: 8472, top1_acc: 0.3919, top5_acc: 0.6384, loss_cls: 2.7342, loss: 2.7342, grad_norm: 1.3504 2020-09-29 07:03:54,238 - mmaction - INFO - Epoch [150][540/627] lr: 2.235e-01, eta: 21:08:03, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.3909, top5_acc: 0.6473, loss_cls: 2.7201, loss: 2.7201, grad_norm: 1.3650 2020-09-29 07:04:16,690 - mmaction - INFO - Epoch [150][560/627] lr: 2.235e-01, eta: 21:07:40, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.3973, top5_acc: 0.6482, loss_cls: 2.7227, loss: 2.7227, grad_norm: 1.3612 2020-09-29 07:04:38,073 - mmaction - INFO - Epoch [150][580/627] lr: 2.235e-01, eta: 21:07:16, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.3902, top5_acc: 0.6341, loss_cls: 2.7417, loss: 2.7417, grad_norm: 1.3713 2020-09-29 07:04:59,305 - mmaction - INFO - Epoch [150][600/627] lr: 2.235e-01, eta: 21:06:52, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.3892, top5_acc: 0.6422, loss_cls: 2.7407, loss: 2.7407, grad_norm: 1.3657 2020-09-29 07:05:22,119 - mmaction - INFO - Epoch [150][620/627] lr: 2.235e-01, eta: 21:06:29, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.3936, top5_acc: 0.6402, loss_cls: 2.7223, loss: 2.7223, grad_norm: 1.3720 2020-09-29 07:06:52,554 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 07:06:53,233 - mmaction - INFO - top1_acc 0.4230 top5_acc 0.6908 2020-09-29 07:06:53,233 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 07:06:53,279 - mmaction - INFO - mean_acc 0.4228 2020-09-29 07:06:53,287 - mmaction - INFO - Epoch(val) [150][627] top1_acc: 0.4230, top5_acc: 0.6908, mean_class_accuracy: 0.4228 2020-09-29 07:07:44,944 - mmaction - INFO - Epoch [151][20/627] lr: 2.200e-01, eta: 21:06:13, time: 2.581, data_time: 1.303, memory: 8472, top1_acc: 0.3983, top5_acc: 0.6448, loss_cls: 2.6972, loss: 2.6972, grad_norm: 1.3645 2020-09-29 07:08:07,313 - mmaction - INFO - Epoch [151][40/627] lr: 2.200e-01, eta: 21:05:50, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4005, top5_acc: 0.6508, loss_cls: 2.6748, loss: 2.6748, grad_norm: 1.3369 2020-09-29 07:08:29,714 - mmaction - INFO - Epoch [151][60/627] lr: 2.200e-01, eta: 21:05:27, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.4018, top5_acc: 0.6529, loss_cls: 2.6882, loss: 2.6882, grad_norm: 1.3815 2020-09-29 07:08:52,802 - mmaction - INFO - Epoch [151][80/627] lr: 2.200e-01, eta: 21:05:04, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.3986, top5_acc: 0.6529, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.3815 2020-09-29 07:09:13,160 - mmaction - INFO - Epoch [151][100/627] lr: 2.200e-01, eta: 21:04:39, time: 1.019, data_time: 0.004, memory: 8472, top1_acc: 0.4061, top5_acc: 0.6495, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.3589 2020-09-29 07:09:36,517 - mmaction - INFO - Epoch [151][120/627] lr: 2.200e-01, eta: 21:04:17, time: 1.168, data_time: 0.001, memory: 8472, top1_acc: 0.3990, top5_acc: 0.6477, loss_cls: 2.6953, loss: 2.6953, grad_norm: 1.3427 2020-09-29 07:09:58,638 - mmaction - INFO - Epoch [151][140/627] lr: 2.200e-01, eta: 21:03:53, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.3967, top5_acc: 0.6448, loss_cls: 2.7286, loss: 2.7286, grad_norm: 1.3837 2020-09-29 07:10:20,147 - mmaction - INFO - Epoch [151][160/627] lr: 2.200e-01, eta: 21:03:30, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3974, top5_acc: 0.6578, loss_cls: 2.6754, loss: 2.6754, grad_norm: 1.3541 2020-09-29 07:10:42,109 - mmaction - INFO - Epoch [151][180/627] lr: 2.200e-01, eta: 21:03:06, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4043, top5_acc: 0.6471, loss_cls: 2.6831, loss: 2.6831, grad_norm: 1.3772 2020-09-29 07:11:04,330 - mmaction - INFO - Epoch [151][200/627] lr: 2.200e-01, eta: 21:02:43, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.4012, top5_acc: 0.6440, loss_cls: 2.7111, loss: 2.7111, grad_norm: 1.3702 2020-09-29 07:11:26,442 - mmaction - INFO - Epoch [151][220/627] lr: 2.200e-01, eta: 21:02:19, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.3983, top5_acc: 0.6479, loss_cls: 2.7172, loss: 2.7172, grad_norm: 1.3681 2020-09-29 07:11:48,209 - mmaction - INFO - Epoch [151][240/627] lr: 2.200e-01, eta: 21:01:56, time: 1.088, data_time: 0.004, memory: 8472, top1_acc: 0.3936, top5_acc: 0.6451, loss_cls: 2.7169, loss: 2.7169, grad_norm: 1.3540 2020-09-29 07:12:10,629 - mmaction - INFO - Epoch [151][260/627] lr: 2.200e-01, eta: 21:01:33, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.4042, top5_acc: 0.6534, loss_cls: 2.6702, loss: 2.6702, grad_norm: 1.3713 2020-09-29 07:12:33,597 - mmaction - INFO - Epoch [151][280/627] lr: 2.200e-01, eta: 21:01:10, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.3904, top5_acc: 0.6430, loss_cls: 2.7447, loss: 2.7447, grad_norm: 1.3993 2020-09-29 07:12:55,068 - mmaction - INFO - Epoch [151][300/627] lr: 2.200e-01, eta: 21:00:46, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3954, top5_acc: 0.6401, loss_cls: 2.7516, loss: 2.7516, grad_norm: 1.3792 2020-09-29 07:13:16,811 - mmaction - INFO - Epoch [151][320/627] lr: 2.200e-01, eta: 21:00:22, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6503, loss_cls: 2.6836, loss: 2.6836, grad_norm: 1.3589 2020-09-29 07:13:38,176 - mmaction - INFO - Epoch [151][340/627] lr: 2.200e-01, eta: 20:59:58, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3935, top5_acc: 0.6391, loss_cls: 2.7229, loss: 2.7229, grad_norm: 1.3629 2020-09-29 07:14:01,247 - mmaction - INFO - Epoch [151][360/627] lr: 2.200e-01, eta: 20:59:36, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.4008, top5_acc: 0.6500, loss_cls: 2.7141, loss: 2.7141, grad_norm: 1.3584 2020-09-29 07:14:24,009 - mmaction - INFO - Epoch [151][380/627] lr: 2.200e-01, eta: 20:59:13, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.3970, top5_acc: 0.6427, loss_cls: 2.7101, loss: 2.7101, grad_norm: 1.3683 2020-09-29 07:14:46,016 - mmaction - INFO - Epoch [151][400/627] lr: 2.200e-01, eta: 20:58:49, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.3941, top5_acc: 0.6423, loss_cls: 2.7423, loss: 2.7423, grad_norm: 1.3724 2020-09-29 07:15:07,905 - mmaction - INFO - Epoch [151][420/627] lr: 2.200e-01, eta: 20:58:26, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.3852, top5_acc: 0.6299, loss_cls: 2.7764, loss: 2.7764, grad_norm: 1.3798 2020-09-29 07:15:29,677 - mmaction - INFO - Epoch [151][440/627] lr: 2.200e-01, eta: 20:58:02, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.4017, top5_acc: 0.6480, loss_cls: 2.7073, loss: 2.7073, grad_norm: 1.3613 2020-09-29 07:15:52,063 - mmaction - INFO - Epoch [151][460/627] lr: 2.200e-01, eta: 20:57:39, time: 1.120, data_time: 0.010, memory: 8472, top1_acc: 0.4066, top5_acc: 0.6512, loss_cls: 2.7022, loss: 2.7022, grad_norm: 1.3591 2020-09-29 07:16:14,135 - mmaction - INFO - Epoch [151][480/627] lr: 2.200e-01, eta: 20:57:15, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4055, top5_acc: 0.6460, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.3488 2020-09-29 07:16:36,327 - mmaction - INFO - Epoch [151][500/627] lr: 2.200e-01, eta: 20:56:52, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.4017, top5_acc: 0.6477, loss_cls: 2.6713, loss: 2.6713, grad_norm: 1.3695 2020-09-29 07:16:58,153 - mmaction - INFO - Epoch [151][520/627] lr: 2.200e-01, eta: 20:56:29, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.3918, top5_acc: 0.6328, loss_cls: 2.7479, loss: 2.7479, grad_norm: 1.3774 2020-09-29 07:17:20,611 - mmaction - INFO - Epoch [151][540/627] lr: 2.200e-01, eta: 20:56:05, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.4034, top5_acc: 0.6448, loss_cls: 2.7217, loss: 2.7217, grad_norm: 1.3653 2020-09-29 07:17:42,078 - mmaction - INFO - Epoch [151][560/627] lr: 2.200e-01, eta: 20:55:42, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3883, top5_acc: 0.6398, loss_cls: 2.7356, loss: 2.7356, grad_norm: 1.3746 2020-09-29 07:18:03,608 - mmaction - INFO - Epoch [151][580/627] lr: 2.200e-01, eta: 20:55:18, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.3829, top5_acc: 0.6391, loss_cls: 2.7797, loss: 2.7797, grad_norm: 1.3663 2020-09-29 07:18:26,268 - mmaction - INFO - Epoch [151][600/627] lr: 2.200e-01, eta: 20:54:55, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.4013, top5_acc: 0.6517, loss_cls: 2.6968, loss: 2.6968, grad_norm: 1.3607 2020-09-29 07:18:49,569 - mmaction - INFO - Epoch [151][620/627] lr: 2.200e-01, eta: 20:54:32, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.3889, top5_acc: 0.6434, loss_cls: 2.7691, loss: 2.7691, grad_norm: 1.3941 2020-09-29 07:19:49,230 - mmaction - INFO - Epoch [152][20/627] lr: 2.164e-01, eta: 20:54:17, time: 2.642, data_time: 1.502, memory: 8472, top1_acc: 0.3973, top5_acc: 0.6380, loss_cls: 2.7471, loss: 2.7471, grad_norm: 1.3620 2020-09-29 07:20:10,959 - mmaction - INFO - Epoch [152][40/627] lr: 2.164e-01, eta: 20:53:53, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4122, top5_acc: 0.6503, loss_cls: 2.6771, loss: 2.6771, grad_norm: 1.3413 2020-09-29 07:20:33,363 - mmaction - INFO - Epoch [152][60/627] lr: 2.164e-01, eta: 20:53:30, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.4053, top5_acc: 0.6586, loss_cls: 2.6419, loss: 2.6419, grad_norm: 1.3627 2020-09-29 07:20:55,492 - mmaction - INFO - Epoch [152][80/627] lr: 2.164e-01, eta: 20:53:06, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.4044, top5_acc: 0.6560, loss_cls: 2.6764, loss: 2.6764, grad_norm: 1.3786 2020-09-29 07:21:18,035 - mmaction - INFO - Epoch [152][100/627] lr: 2.164e-01, eta: 20:52:43, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.3947, top5_acc: 0.6436, loss_cls: 2.7153, loss: 2.7153, grad_norm: 1.4104 2020-09-29 07:21:39,290 - mmaction - INFO - Epoch [152][120/627] lr: 2.164e-01, eta: 20:52:19, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.4164, top5_acc: 0.6590, loss_cls: 2.6177, loss: 2.6177, grad_norm: 1.3549 2020-09-29 07:22:01,323 - mmaction - INFO - Epoch [152][140/627] lr: 2.164e-01, eta: 20:51:56, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.4023, top5_acc: 0.6457, loss_cls: 2.7118, loss: 2.7118, grad_norm: 1.3660 2020-09-29 07:22:24,297 - mmaction - INFO - Epoch [152][160/627] lr: 2.164e-01, eta: 20:51:33, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.3974, top5_acc: 0.6523, loss_cls: 2.6851, loss: 2.6851, grad_norm: 1.3852 2020-09-29 07:22:46,019 - mmaction - INFO - Epoch [152][180/627] lr: 2.164e-01, eta: 20:51:09, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.4039, top5_acc: 0.6543, loss_cls: 2.6724, loss: 2.6724, grad_norm: 1.3730 2020-09-29 07:23:08,406 - mmaction - INFO - Epoch [152][200/627] lr: 2.164e-01, eta: 20:50:46, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6413, loss_cls: 2.7416, loss: 2.7416, grad_norm: 1.3905 2020-09-29 07:23:30,216 - mmaction - INFO - Epoch [152][220/627] lr: 2.164e-01, eta: 20:50:23, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.4044, top5_acc: 0.6521, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3608 2020-09-29 07:23:50,808 - mmaction - INFO - Epoch [152][240/627] lr: 2.164e-01, eta: 20:49:58, time: 1.031, data_time: 0.003, memory: 8472, top1_acc: 0.4129, top5_acc: 0.6609, loss_cls: 2.6546, loss: 2.6546, grad_norm: 1.3928 2020-09-29 07:24:13,957 - mmaction - INFO - Epoch [152][260/627] lr: 2.164e-01, eta: 20:49:35, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.4018, top5_acc: 0.6466, loss_cls: 2.7210, loss: 2.7210, grad_norm: 1.3918 2020-09-29 07:24:36,003 - mmaction - INFO - Epoch [152][280/627] lr: 2.164e-01, eta: 20:49:12, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4014, top5_acc: 0.6431, loss_cls: 2.7019, loss: 2.7019, grad_norm: 1.3570 2020-09-29 07:24:57,607 - mmaction - INFO - Epoch [152][300/627] lr: 2.164e-01, eta: 20:48:48, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.3902, top5_acc: 0.6417, loss_cls: 2.7523, loss: 2.7523, grad_norm: 1.3831 2020-09-29 07:25:19,722 - mmaction - INFO - Epoch [152][320/627] lr: 2.164e-01, eta: 20:48:25, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.4004, top5_acc: 0.6418, loss_cls: 2.7197, loss: 2.7197, grad_norm: 1.3736 2020-09-29 07:25:42,355 - mmaction - INFO - Epoch [152][340/627] lr: 2.164e-01, eta: 20:48:02, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.3948, top5_acc: 0.6401, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.3537 2020-09-29 07:26:04,762 - mmaction - INFO - Epoch [152][360/627] lr: 2.164e-01, eta: 20:47:39, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3957, top5_acc: 0.6445, loss_cls: 2.7063, loss: 2.7063, grad_norm: 1.3687 2020-09-29 07:26:26,193 - mmaction - INFO - Epoch [152][380/627] lr: 2.164e-01, eta: 20:47:15, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.4087, top5_acc: 0.6516, loss_cls: 2.6690, loss: 2.6690, grad_norm: 1.3890 2020-09-29 07:26:48,168 - mmaction - INFO - Epoch [152][400/627] lr: 2.164e-01, eta: 20:46:51, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4073, top5_acc: 0.6492, loss_cls: 2.6982, loss: 2.6982, grad_norm: 1.3632 2020-09-29 07:27:11,013 - mmaction - INFO - Epoch [152][420/627] lr: 2.164e-01, eta: 20:46:28, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.4036, top5_acc: 0.6492, loss_cls: 2.6892, loss: 2.6892, grad_norm: 1.3765 2020-09-29 07:27:33,432 - mmaction - INFO - Epoch [152][440/627] lr: 2.164e-01, eta: 20:46:05, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6430, loss_cls: 2.7333, loss: 2.7333, grad_norm: 1.3821 2020-09-29 07:27:55,401 - mmaction - INFO - Epoch [152][460/627] lr: 2.164e-01, eta: 20:45:42, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.4112, top5_acc: 0.6569, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.3618 2020-09-29 07:28:16,537 - mmaction - INFO - Epoch [152][480/627] lr: 2.164e-01, eta: 20:45:18, time: 1.058, data_time: 0.004, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6461, loss_cls: 2.6895, loss: 2.6895, grad_norm: 1.3711 2020-09-29 07:28:38,611 - mmaction - INFO - Epoch [152][500/627] lr: 2.164e-01, eta: 20:44:54, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.3887, top5_acc: 0.6349, loss_cls: 2.7700, loss: 2.7700, grad_norm: 1.3867 2020-09-29 07:29:01,087 - mmaction - INFO - Epoch [152][520/627] lr: 2.164e-01, eta: 20:44:31, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3897, top5_acc: 0.6400, loss_cls: 2.7180, loss: 2.7180, grad_norm: 1.3763 2020-09-29 07:29:23,220 - mmaction - INFO - Epoch [152][540/627] lr: 2.164e-01, eta: 20:44:08, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.3930, top5_acc: 0.6443, loss_cls: 2.7422, loss: 2.7422, grad_norm: 1.3790 2020-09-29 07:29:46,314 - mmaction - INFO - Epoch [152][560/627] lr: 2.164e-01, eta: 20:43:45, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.3947, top5_acc: 0.6462, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.3646 2020-09-29 07:30:07,897 - mmaction - INFO - Epoch [152][580/627] lr: 2.164e-01, eta: 20:43:21, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.4074, top5_acc: 0.6478, loss_cls: 2.6716, loss: 2.6716, grad_norm: 1.3718 2020-09-29 07:30:30,281 - mmaction - INFO - Epoch [152][600/627] lr: 2.164e-01, eta: 20:42:58, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.3969, top5_acc: 0.6493, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.3880 2020-09-29 07:30:52,363 - mmaction - INFO - Epoch [152][620/627] lr: 2.164e-01, eta: 20:42:35, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.3944, top5_acc: 0.6443, loss_cls: 2.7232, loss: 2.7232, grad_norm: 1.3754 2020-09-29 07:30:59,121 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-09-29 07:31:50,814 - mmaction - INFO - Epoch [153][20/627] lr: 2.129e-01, eta: 20:42:18, time: 2.564, data_time: 1.298, memory: 8472, top1_acc: 0.4014, top5_acc: 0.6488, loss_cls: 2.7224, loss: 2.7224, grad_norm: 1.3995 2020-09-29 07:32:12,906 - mmaction - INFO - Epoch [153][40/627] lr: 2.129e-01, eta: 20:41:54, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.4134, top5_acc: 0.6578, loss_cls: 2.6615, loss: 2.6615, grad_norm: 1.3551 2020-09-29 07:32:34,686 - mmaction - INFO - Epoch [153][60/627] lr: 2.129e-01, eta: 20:41:31, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.4014, top5_acc: 0.6581, loss_cls: 2.6479, loss: 2.6479, grad_norm: 1.3863 2020-09-29 07:32:56,652 - mmaction - INFO - Epoch [153][80/627] lr: 2.129e-01, eta: 20:41:07, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.4069, top5_acc: 0.6574, loss_cls: 2.6409, loss: 2.6409, grad_norm: 1.3890 2020-09-29 07:33:18,533 - mmaction - INFO - Epoch [153][100/627] lr: 2.129e-01, eta: 20:40:44, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.4108, top5_acc: 0.6548, loss_cls: 2.6568, loss: 2.6568, grad_norm: 1.3797 2020-09-29 07:33:40,573 - mmaction - INFO - Epoch [153][120/627] lr: 2.129e-01, eta: 20:40:20, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4078, top5_acc: 0.6487, loss_cls: 2.6579, loss: 2.6579, grad_norm: 1.3943 2020-09-29 07:34:02,557 - mmaction - INFO - Epoch [153][140/627] lr: 2.129e-01, eta: 20:39:57, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.4072, top5_acc: 0.6557, loss_cls: 2.6414, loss: 2.6414, grad_norm: 1.3844 2020-09-29 07:34:24,525 - mmaction - INFO - Epoch [153][160/627] lr: 2.129e-01, eta: 20:39:33, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4047, top5_acc: 0.6570, loss_cls: 2.6685, loss: 2.6685, grad_norm: 1.3966 2020-09-29 07:34:46,525 - mmaction - INFO - Epoch [153][180/627] lr: 2.129e-01, eta: 20:39:10, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.4026, top5_acc: 0.6470, loss_cls: 2.7019, loss: 2.7019, grad_norm: 1.3812 2020-09-29 07:35:09,238 - mmaction - INFO - Epoch [153][200/627] lr: 2.129e-01, eta: 20:38:47, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.4070, top5_acc: 0.6531, loss_cls: 2.6571, loss: 2.6571, grad_norm: 1.3861 2020-09-29 07:35:31,131 - mmaction - INFO - Epoch [153][220/627] lr: 2.129e-01, eta: 20:38:23, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.3957, top5_acc: 0.6375, loss_cls: 2.7158, loss: 2.7158, grad_norm: 1.4019 2020-09-29 07:35:53,589 - mmaction - INFO - Epoch [153][240/627] lr: 2.129e-01, eta: 20:38:00, time: 1.125, data_time: 0.005, memory: 8472, top1_acc: 0.4027, top5_acc: 0.6490, loss_cls: 2.6972, loss: 2.6972, grad_norm: 1.3819 2020-09-29 07:36:15,159 - mmaction - INFO - Epoch [153][260/627] lr: 2.129e-01, eta: 20:37:37, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.3956, top5_acc: 0.6401, loss_cls: 2.7285, loss: 2.7285, grad_norm: 1.4001 2020-09-29 07:36:37,506 - mmaction - INFO - Epoch [153][280/627] lr: 2.129e-01, eta: 20:37:13, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.3937, top5_acc: 0.6432, loss_cls: 2.7225, loss: 2.7225, grad_norm: 1.4143 2020-09-29 07:37:00,734 - mmaction - INFO - Epoch [153][300/627] lr: 2.129e-01, eta: 20:36:51, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.4070, top5_acc: 0.6521, loss_cls: 2.6637, loss: 2.6637, grad_norm: 1.3855 2020-09-29 07:37:21,658 - mmaction - INFO - Epoch [153][320/627] lr: 2.129e-01, eta: 20:36:27, time: 1.048, data_time: 0.004, memory: 8472, top1_acc: 0.4109, top5_acc: 0.6509, loss_cls: 2.6752, loss: 2.6752, grad_norm: 1.3720 2020-09-29 07:37:43,047 - mmaction - INFO - Epoch [153][340/627] lr: 2.129e-01, eta: 20:36:03, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.3949, top5_acc: 0.6424, loss_cls: 2.7141, loss: 2.7141, grad_norm: 1.3687 2020-09-29 07:38:05,493 - mmaction - INFO - Epoch [153][360/627] lr: 2.129e-01, eta: 20:35:40, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.4027, top5_acc: 0.6486, loss_cls: 2.6897, loss: 2.6897, grad_norm: 1.3989 2020-09-29 07:38:28,008 - mmaction - INFO - Epoch [153][380/627] lr: 2.129e-01, eta: 20:35:16, time: 1.126, data_time: 0.053, memory: 8472, top1_acc: 0.3947, top5_acc: 0.6344, loss_cls: 2.7493, loss: 2.7493, grad_norm: 1.3964 2020-09-29 07:38:50,424 - mmaction - INFO - Epoch [153][400/627] lr: 2.129e-01, eta: 20:34:53, time: 1.122, data_time: 0.158, memory: 8472, top1_acc: 0.3987, top5_acc: 0.6522, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.3870 2020-09-29 07:39:12,010 - mmaction - INFO - Epoch [153][420/627] lr: 2.129e-01, eta: 20:34:30, time: 1.079, data_time: 0.040, memory: 8472, top1_acc: 0.4070, top5_acc: 0.6576, loss_cls: 2.6695, loss: 2.6695, grad_norm: 1.3765 2020-09-29 07:39:34,322 - mmaction - INFO - Epoch [153][440/627] lr: 2.129e-01, eta: 20:34:06, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.3984, top5_acc: 0.6461, loss_cls: 2.7068, loss: 2.7068, grad_norm: 1.3786 2020-09-29 07:39:56,013 - mmaction - INFO - Epoch [153][460/627] lr: 2.129e-01, eta: 20:33:43, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3990, top5_acc: 0.6440, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.4113 2020-09-29 07:40:16,987 - mmaction - INFO - Epoch [153][480/627] lr: 2.129e-01, eta: 20:33:18, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.4034, top5_acc: 0.6527, loss_cls: 2.6973, loss: 2.6973, grad_norm: 1.3994 2020-09-29 07:40:39,820 - mmaction - INFO - Epoch [153][500/627] lr: 2.129e-01, eta: 20:32:56, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6569, loss_cls: 2.6708, loss: 2.6708, grad_norm: 1.3816 2020-09-29 07:41:02,137 - mmaction - INFO - Epoch [153][520/627] lr: 2.129e-01, eta: 20:32:32, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.3918, top5_acc: 0.6333, loss_cls: 2.7783, loss: 2.7783, grad_norm: 1.4014 2020-09-29 07:41:24,550 - mmaction - INFO - Epoch [153][540/627] lr: 2.129e-01, eta: 20:32:09, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.3960, top5_acc: 0.6457, loss_cls: 2.7174, loss: 2.7174, grad_norm: 1.3757 2020-09-29 07:41:45,769 - mmaction - INFO - Epoch [153][560/627] lr: 2.129e-01, eta: 20:31:45, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.3931, top5_acc: 0.6449, loss_cls: 2.7261, loss: 2.7261, grad_norm: 1.4046 2020-09-29 07:42:07,013 - mmaction - INFO - Epoch [153][580/627] lr: 2.129e-01, eta: 20:31:21, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.3975, top5_acc: 0.6487, loss_cls: 2.6913, loss: 2.6913, grad_norm: 1.3869 2020-09-29 07:42:29,398 - mmaction - INFO - Epoch [153][600/627] lr: 2.129e-01, eta: 20:30:58, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.4010, top5_acc: 0.6458, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.3908 2020-09-29 07:42:52,307 - mmaction - INFO - Epoch [153][620/627] lr: 2.129e-01, eta: 20:30:35, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.3960, top5_acc: 0.6431, loss_cls: 2.7337, loss: 2.7337, grad_norm: 1.3911 2020-09-29 07:43:53,079 - mmaction - INFO - Epoch [154][20/627] lr: 2.094e-01, eta: 20:30:20, time: 2.699, data_time: 1.375, memory: 8472, top1_acc: 0.4098, top5_acc: 0.6560, loss_cls: 2.6575, loss: 2.6575, grad_norm: 1.3893 2020-09-29 07:44:15,461 - mmaction - INFO - Epoch [154][40/627] lr: 2.094e-01, eta: 20:29:57, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.3953, top5_acc: 0.6441, loss_cls: 2.7312, loss: 2.7312, grad_norm: 1.3858 2020-09-29 07:44:37,266 - mmaction - INFO - Epoch [154][60/627] lr: 2.094e-01, eta: 20:29:33, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4079, top5_acc: 0.6635, loss_cls: 2.6458, loss: 2.6458, grad_norm: 1.3834 2020-09-29 07:44:59,503 - mmaction - INFO - Epoch [154][80/627] lr: 2.094e-01, eta: 20:29:10, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6561, loss_cls: 2.6481, loss: 2.6481, grad_norm: 1.3797 2020-09-29 07:45:20,952 - mmaction - INFO - Epoch [154][100/627] lr: 2.094e-01, eta: 20:28:46, time: 1.075, data_time: 0.006, memory: 8472, top1_acc: 0.4147, top5_acc: 0.6542, loss_cls: 2.6523, loss: 2.6523, grad_norm: 1.3804 2020-09-29 07:45:43,154 - mmaction - INFO - Epoch [154][120/627] lr: 2.094e-01, eta: 20:28:23, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.4047, top5_acc: 0.6480, loss_cls: 2.7083, loss: 2.7083, grad_norm: 1.3912 2020-09-29 07:46:05,077 - mmaction - INFO - Epoch [154][140/627] lr: 2.094e-01, eta: 20:27:59, time: 1.096, data_time: 0.004, memory: 8472, top1_acc: 0.4128, top5_acc: 0.6534, loss_cls: 2.6678, loss: 2.6678, grad_norm: 1.3808 2020-09-29 07:46:27,647 - mmaction - INFO - Epoch [154][160/627] lr: 2.094e-01, eta: 20:27:36, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6620, loss_cls: 2.6340, loss: 2.6340, grad_norm: 1.3932 2020-09-29 07:46:50,451 - mmaction - INFO - Epoch [154][180/627] lr: 2.094e-01, eta: 20:27:13, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.4004, top5_acc: 0.6467, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.4107 2020-09-29 07:47:11,470 - mmaction - INFO - Epoch [154][200/627] lr: 2.094e-01, eta: 20:26:49, time: 1.051, data_time: 0.003, memory: 8472, top1_acc: 0.4001, top5_acc: 0.6516, loss_cls: 2.6740, loss: 2.6740, grad_norm: 1.3866 2020-09-29 07:47:32,990 - mmaction - INFO - Epoch [154][220/627] lr: 2.094e-01, eta: 20:26:25, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.3930, top5_acc: 0.6440, loss_cls: 2.7459, loss: 2.7459, grad_norm: 1.3997 2020-09-29 07:47:54,843 - mmaction - INFO - Epoch [154][240/627] lr: 2.094e-01, eta: 20:26:02, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.4008, top5_acc: 0.6434, loss_cls: 2.7159, loss: 2.7159, grad_norm: 1.3876 2020-09-29 07:48:17,672 - mmaction - INFO - Epoch [154][260/627] lr: 2.094e-01, eta: 20:25:39, time: 1.139, data_time: 0.001, memory: 8472, top1_acc: 0.4038, top5_acc: 0.6520, loss_cls: 2.6791, loss: 2.6791, grad_norm: 1.4032 2020-09-29 07:48:39,820 - mmaction - INFO - Epoch [154][280/627] lr: 2.094e-01, eta: 20:25:16, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4103, top5_acc: 0.6595, loss_cls: 2.6666, loss: 2.6666, grad_norm: 1.3869 2020-09-29 07:49:01,874 - mmaction - INFO - Epoch [154][300/627] lr: 2.094e-01, eta: 20:24:52, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4031, top5_acc: 0.6605, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.3988 2020-09-29 07:49:24,302 - mmaction - INFO - Epoch [154][320/627] lr: 2.094e-01, eta: 20:24:29, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4089, top5_acc: 0.6595, loss_cls: 2.6281, loss: 2.6281, grad_norm: 1.4206 2020-09-29 07:49:45,565 - mmaction - INFO - Epoch [154][340/627] lr: 2.094e-01, eta: 20:24:05, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.4030, top5_acc: 0.6538, loss_cls: 2.6668, loss: 2.6668, grad_norm: 1.3968 2020-09-29 07:50:07,386 - mmaction - INFO - Epoch [154][360/627] lr: 2.094e-01, eta: 20:23:42, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.4103, top5_acc: 0.6542, loss_cls: 2.6772, loss: 2.6772, grad_norm: 1.3933 2020-09-29 07:50:30,430 - mmaction - INFO - Epoch [154][380/627] lr: 2.094e-01, eta: 20:23:19, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.4008, top5_acc: 0.6539, loss_cls: 2.6639, loss: 2.6639, grad_norm: 1.4018 2020-09-29 07:50:52,062 - mmaction - INFO - Epoch [154][400/627] lr: 2.094e-01, eta: 20:22:55, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4025, top5_acc: 0.6480, loss_cls: 2.7055, loss: 2.7055, grad_norm: 1.3988 2020-09-29 07:51:13,542 - mmaction - INFO - Epoch [154][420/627] lr: 2.094e-01, eta: 20:22:31, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.3986, top5_acc: 0.6482, loss_cls: 2.7146, loss: 2.7146, grad_norm: 1.3883 2020-09-29 07:51:36,201 - mmaction - INFO - Epoch [154][440/627] lr: 2.094e-01, eta: 20:22:08, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.3961, top5_acc: 0.6405, loss_cls: 2.7210, loss: 2.7210, grad_norm: 1.4163 2020-09-29 07:51:57,741 - mmaction - INFO - Epoch [154][460/627] lr: 2.094e-01, eta: 20:21:45, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.3982, top5_acc: 0.6490, loss_cls: 2.6898, loss: 2.6898, grad_norm: 1.3956 2020-09-29 07:52:19,322 - mmaction - INFO - Epoch [154][480/627] lr: 2.094e-01, eta: 20:21:21, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6456, loss_cls: 2.7041, loss: 2.7041, grad_norm: 1.4124 2020-09-29 07:52:40,895 - mmaction - INFO - Epoch [154][500/627] lr: 2.094e-01, eta: 20:20:57, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.3991, top5_acc: 0.6454, loss_cls: 2.7231, loss: 2.7231, grad_norm: 1.3924 2020-09-29 07:53:03,445 - mmaction - INFO - Epoch [154][520/627] lr: 2.094e-01, eta: 20:20:34, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.4009, top5_acc: 0.6484, loss_cls: 2.7208, loss: 2.7208, grad_norm: 1.4132 2020-09-29 07:53:25,146 - mmaction - INFO - Epoch [154][540/627] lr: 2.094e-01, eta: 20:20:10, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.3958, top5_acc: 0.6438, loss_cls: 2.7238, loss: 2.7238, grad_norm: 1.3986 2020-09-29 07:53:46,693 - mmaction - INFO - Epoch [154][560/627] lr: 2.094e-01, eta: 20:19:47, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.4013, top5_acc: 0.6428, loss_cls: 2.7135, loss: 2.7135, grad_norm: 1.3961 2020-09-29 07:54:08,982 - mmaction - INFO - Epoch [154][580/627] lr: 2.094e-01, eta: 20:19:23, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.3937, top5_acc: 0.6484, loss_cls: 2.7116, loss: 2.7116, grad_norm: 1.3952 2020-09-29 07:54:32,100 - mmaction - INFO - Epoch [154][600/627] lr: 2.094e-01, eta: 20:19:01, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.4105, top5_acc: 0.6626, loss_cls: 2.6436, loss: 2.6436, grad_norm: 1.3833 2020-09-29 07:54:53,533 - mmaction - INFO - Epoch [154][620/627] lr: 2.094e-01, eta: 20:18:37, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.3954, top5_acc: 0.6432, loss_cls: 2.7199, loss: 2.7199, grad_norm: 1.3985 2020-09-29 07:55:53,612 - mmaction - INFO - Epoch [155][20/627] lr: 2.059e-01, eta: 20:18:21, time: 2.661, data_time: 1.414, memory: 8472, top1_acc: 0.4060, top5_acc: 0.6542, loss_cls: 2.6518, loss: 2.6518, grad_norm: 1.3908 2020-09-29 07:56:15,416 - mmaction - INFO - Epoch [155][40/627] lr: 2.059e-01, eta: 20:17:57, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.4143, top5_acc: 0.6566, loss_cls: 2.6330, loss: 2.6330, grad_norm: 1.3939 2020-09-29 07:56:37,633 - mmaction - INFO - Epoch [155][60/627] lr: 2.059e-01, eta: 20:17:34, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.4121, top5_acc: 0.6600, loss_cls: 2.6181, loss: 2.6181, grad_norm: 1.4103 2020-09-29 07:57:00,434 - mmaction - INFO - Epoch [155][80/627] lr: 2.059e-01, eta: 20:17:11, time: 1.139, data_time: 0.001, memory: 8472, top1_acc: 0.4083, top5_acc: 0.6566, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.3970 2020-09-29 07:57:22,105 - mmaction - INFO - Epoch [155][100/627] lr: 2.059e-01, eta: 20:16:47, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4017, top5_acc: 0.6556, loss_cls: 2.6725, loss: 2.6725, grad_norm: 1.4009 2020-09-29 07:57:44,348 - mmaction - INFO - Epoch [155][120/627] lr: 2.059e-01, eta: 20:16:24, time: 1.113, data_time: 0.005, memory: 8472, top1_acc: 0.4095, top5_acc: 0.6543, loss_cls: 2.6578, loss: 2.6578, grad_norm: 1.3868 2020-09-29 07:58:07,602 - mmaction - INFO - Epoch [155][140/627] lr: 2.059e-01, eta: 20:16:02, time: 1.164, data_time: 0.004, memory: 8472, top1_acc: 0.3896, top5_acc: 0.6461, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.4109 2020-09-29 07:58:29,782 - mmaction - INFO - Epoch [155][160/627] lr: 2.059e-01, eta: 20:15:38, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4077, top5_acc: 0.6546, loss_cls: 2.6477, loss: 2.6477, grad_norm: 1.3907 2020-09-29 07:58:51,602 - mmaction - INFO - Epoch [155][180/627] lr: 2.059e-01, eta: 20:15:15, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4115, top5_acc: 0.6585, loss_cls: 2.6357, loss: 2.6357, grad_norm: 1.4126 2020-09-29 07:59:12,567 - mmaction - INFO - Epoch [155][200/627] lr: 2.059e-01, eta: 20:14:51, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.3970, top5_acc: 0.6470, loss_cls: 2.6840, loss: 2.6840, grad_norm: 1.4034 2020-09-29 07:59:35,102 - mmaction - INFO - Epoch [155][220/627] lr: 2.059e-01, eta: 20:14:27, time: 1.125, data_time: 0.001, memory: 8472, top1_acc: 0.4081, top5_acc: 0.6561, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.4082 2020-09-29 07:59:56,877 - mmaction - INFO - Epoch [155][240/627] lr: 2.059e-01, eta: 20:14:04, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4079, top5_acc: 0.6453, loss_cls: 2.7002, loss: 2.7002, grad_norm: 1.4051 2020-09-29 08:00:21,116 - mmaction - INFO - Epoch [155][260/627] lr: 2.059e-01, eta: 20:13:42, time: 1.212, data_time: 0.003, memory: 8472, top1_acc: 0.4017, top5_acc: 0.6467, loss_cls: 2.7061, loss: 2.7061, grad_norm: 1.4019 2020-09-29 08:00:42,849 - mmaction - INFO - Epoch [155][280/627] lr: 2.059e-01, eta: 20:13:18, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4134, top5_acc: 0.6595, loss_cls: 2.6312, loss: 2.6312, grad_norm: 1.3886 2020-09-29 08:01:04,683 - mmaction - INFO - Epoch [155][300/627] lr: 2.059e-01, eta: 20:12:55, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.4031, top5_acc: 0.6432, loss_cls: 2.6949, loss: 2.6949, grad_norm: 1.4203 2020-09-29 08:01:26,605 - mmaction - INFO - Epoch [155][320/627] lr: 2.059e-01, eta: 20:12:31, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3987, top5_acc: 0.6496, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.4081 2020-09-29 08:01:48,780 - mmaction - INFO - Epoch [155][340/627] lr: 2.059e-01, eta: 20:12:08, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4083, top5_acc: 0.6608, loss_cls: 2.6614, loss: 2.6614, grad_norm: 1.4065 2020-09-29 08:02:11,869 - mmaction - INFO - Epoch [155][360/627] lr: 2.059e-01, eta: 20:11:45, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.4103, top5_acc: 0.6626, loss_cls: 2.6343, loss: 2.6343, grad_norm: 1.4103 2020-09-29 08:02:34,275 - mmaction - INFO - Epoch [155][380/627] lr: 2.059e-01, eta: 20:11:22, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.4026, top5_acc: 0.6475, loss_cls: 2.7015, loss: 2.7015, grad_norm: 1.4080 2020-09-29 08:02:56,058 - mmaction - INFO - Epoch [155][400/627] lr: 2.059e-01, eta: 20:10:58, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.4105, top5_acc: 0.6462, loss_cls: 2.6902, loss: 2.6902, grad_norm: 1.3939 2020-09-29 08:03:17,777 - mmaction - INFO - Epoch [155][420/627] lr: 2.059e-01, eta: 20:10:35, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.3992, top5_acc: 0.6448, loss_cls: 2.7149, loss: 2.7149, grad_norm: 1.4126 2020-09-29 08:03:40,221 - mmaction - INFO - Epoch [155][440/627] lr: 2.059e-01, eta: 20:10:12, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.3982, top5_acc: 0.6431, loss_cls: 2.7251, loss: 2.7251, grad_norm: 1.4044 2020-09-29 08:04:00,826 - mmaction - INFO - Epoch [155][460/627] lr: 2.059e-01, eta: 20:09:47, time: 1.030, data_time: 0.002, memory: 8472, top1_acc: 0.3936, top5_acc: 0.6361, loss_cls: 2.7397, loss: 2.7397, grad_norm: 1.3823 2020-09-29 08:04:22,755 - mmaction - INFO - Epoch [155][480/627] lr: 2.059e-01, eta: 20:09:24, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.3978, top5_acc: 0.6526, loss_cls: 2.6925, loss: 2.6925, grad_norm: 1.3884 2020-09-29 08:04:46,091 - mmaction - INFO - Epoch [155][500/627] lr: 2.059e-01, eta: 20:09:01, time: 1.168, data_time: 0.004, memory: 8472, top1_acc: 0.4057, top5_acc: 0.6469, loss_cls: 2.7040, loss: 2.7040, grad_norm: 1.3945 2020-09-29 08:05:08,142 - mmaction - INFO - Epoch [155][520/627] lr: 2.059e-01, eta: 20:08:38, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4087, top5_acc: 0.6431, loss_cls: 2.7016, loss: 2.7016, grad_norm: 1.3849 2020-09-29 08:05:30,504 - mmaction - INFO - Epoch [155][540/627] lr: 2.059e-01, eta: 20:08:15, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.4036, top5_acc: 0.6500, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.3980 2020-09-29 08:05:51,727 - mmaction - INFO - Epoch [155][560/627] lr: 2.059e-01, eta: 20:07:51, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.4109, top5_acc: 0.6557, loss_cls: 2.6466, loss: 2.6466, grad_norm: 1.4030 2020-09-29 08:06:14,638 - mmaction - INFO - Epoch [155][580/627] lr: 2.059e-01, eta: 20:07:28, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.4069, top5_acc: 0.6486, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.4057 2020-09-29 08:06:36,960 - mmaction - INFO - Epoch [155][600/627] lr: 2.059e-01, eta: 20:07:05, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.4142, top5_acc: 0.6586, loss_cls: 2.6313, loss: 2.6313, grad_norm: 1.3850 2020-09-29 08:06:59,094 - mmaction - INFO - Epoch [155][620/627] lr: 2.059e-01, eta: 20:06:41, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.4102, top5_acc: 0.6642, loss_cls: 2.6420, loss: 2.6420, grad_norm: 1.4111 2020-09-29 08:08:31,291 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 08:08:31,989 - mmaction - INFO - top1_acc 0.4587 top5_acc 0.7173 2020-09-29 08:08:31,989 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 08:08:32,035 - mmaction - INFO - mean_acc 0.4585 2020-09-29 08:08:32,035 - mmaction - INFO - Now best checkpoint is epoch_155.pth 2020-09-29 08:08:32,050 - mmaction - INFO - Epoch(val) [155][627] top1_acc: 0.4587, top5_acc: 0.7173, mean_class_accuracy: 0.4585 2020-09-29 08:09:21,525 - mmaction - INFO - Epoch [156][20/627] lr: 2.024e-01, eta: 20:06:23, time: 2.472, data_time: 1.340, memory: 8472, top1_acc: 0.4010, top5_acc: 0.6483, loss_cls: 2.6971, loss: 2.6971, grad_norm: 1.4194 2020-09-29 08:09:43,291 - mmaction - INFO - Epoch [156][40/627] lr: 2.024e-01, eta: 20:05:59, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.4148, top5_acc: 0.6630, loss_cls: 2.6147, loss: 2.6147, grad_norm: 1.4053 2020-09-29 08:10:06,398 - mmaction - INFO - Epoch [156][60/627] lr: 2.024e-01, eta: 20:05:36, time: 1.155, data_time: 0.005, memory: 8472, top1_acc: 0.4095, top5_acc: 0.6569, loss_cls: 2.6699, loss: 2.6699, grad_norm: 1.4208 2020-09-29 08:10:29,438 - mmaction - INFO - Epoch [156][80/627] lr: 2.024e-01, eta: 20:05:14, time: 1.150, data_time: 0.035, memory: 8472, top1_acc: 0.4003, top5_acc: 0.6478, loss_cls: 2.6939, loss: 2.6939, grad_norm: 1.3962 2020-09-29 08:10:50,851 - mmaction - INFO - Epoch [156][100/627] lr: 2.024e-01, eta: 20:04:50, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.4098, top5_acc: 0.6563, loss_cls: 2.6389, loss: 2.6389, grad_norm: 1.3984 2020-09-29 08:11:12,858 - mmaction - INFO - Epoch [156][120/627] lr: 2.024e-01, eta: 20:04:26, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.4126, top5_acc: 0.6530, loss_cls: 2.6459, loss: 2.6459, grad_norm: 1.4273 2020-09-29 08:11:35,293 - mmaction - INFO - Epoch [156][140/627] lr: 2.024e-01, eta: 20:04:03, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.4063, top5_acc: 0.6559, loss_cls: 2.6446, loss: 2.6446, grad_norm: 1.3940 2020-09-29 08:11:56,587 - mmaction - INFO - Epoch [156][160/627] lr: 2.024e-01, eta: 20:03:39, time: 1.064, data_time: 0.001, memory: 8472, top1_acc: 0.4031, top5_acc: 0.6428, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.4079 2020-09-29 08:12:18,236 - mmaction - INFO - Epoch [156][180/627] lr: 2.024e-01, eta: 20:03:16, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4039, top5_acc: 0.6508, loss_cls: 2.6736, loss: 2.6736, grad_norm: 1.4124 2020-09-29 08:12:40,029 - mmaction - INFO - Epoch [156][200/627] lr: 2.024e-01, eta: 20:02:52, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.4132, top5_acc: 0.6660, loss_cls: 2.6237, loss: 2.6237, grad_norm: 1.3930 2020-09-29 08:13:02,676 - mmaction - INFO - Epoch [156][220/627] lr: 2.024e-01, eta: 20:02:29, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.4115, top5_acc: 0.6607, loss_cls: 2.6540, loss: 2.6540, grad_norm: 1.4296 2020-09-29 08:13:24,257 - mmaction - INFO - Epoch [156][240/627] lr: 2.024e-01, eta: 20:02:05, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.4138, top5_acc: 0.6531, loss_cls: 2.6670, loss: 2.6670, grad_norm: 1.4488 2020-09-29 08:13:46,520 - mmaction - INFO - Epoch [156][260/627] lr: 2.024e-01, eta: 20:01:42, time: 1.115, data_time: 0.004, memory: 8472, top1_acc: 0.4016, top5_acc: 0.6547, loss_cls: 2.6672, loss: 2.6672, grad_norm: 1.4135 2020-09-29 08:14:08,614 - mmaction - INFO - Epoch [156][280/627] lr: 2.024e-01, eta: 20:01:19, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.4132, top5_acc: 0.6499, loss_cls: 2.6571, loss: 2.6571, grad_norm: 1.4040 2020-09-29 08:14:30,208 - mmaction - INFO - Epoch [156][300/627] lr: 2.024e-01, eta: 20:00:55, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.4072, top5_acc: 0.6479, loss_cls: 2.6842, loss: 2.6842, grad_norm: 1.4315 2020-09-29 08:14:51,538 - mmaction - INFO - Epoch [156][320/627] lr: 2.024e-01, eta: 20:00:31, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.3990, top5_acc: 0.6513, loss_cls: 2.7026, loss: 2.7026, grad_norm: 1.4149 2020-09-29 08:15:13,878 - mmaction - INFO - Epoch [156][340/627] lr: 2.024e-01, eta: 20:00:08, time: 1.119, data_time: 0.044, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6624, loss_cls: 2.6264, loss: 2.6264, grad_norm: 1.3818 2020-09-29 08:15:36,367 - mmaction - INFO - Epoch [156][360/627] lr: 2.024e-01, eta: 19:59:45, time: 1.124, data_time: 0.086, memory: 8472, top1_acc: 0.4143, top5_acc: 0.6589, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.4233 2020-09-29 08:15:59,839 - mmaction - INFO - Epoch [156][380/627] lr: 2.024e-01, eta: 19:59:22, time: 1.173, data_time: 0.128, memory: 8472, top1_acc: 0.4057, top5_acc: 0.6531, loss_cls: 2.6712, loss: 2.6712, grad_norm: 1.3968 2020-09-29 08:16:21,626 - mmaction - INFO - Epoch [156][400/627] lr: 2.024e-01, eta: 19:58:59, time: 1.089, data_time: 0.134, memory: 8472, top1_acc: 0.4069, top5_acc: 0.6560, loss_cls: 2.6649, loss: 2.6649, grad_norm: 1.4264 2020-09-29 08:16:44,019 - mmaction - INFO - Epoch [156][420/627] lr: 2.024e-01, eta: 19:58:36, time: 1.119, data_time: 0.151, memory: 8472, top1_acc: 0.4121, top5_acc: 0.6586, loss_cls: 2.6192, loss: 2.6192, grad_norm: 1.3913 2020-09-29 08:17:04,922 - mmaction - INFO - Epoch [156][440/627] lr: 2.024e-01, eta: 19:58:12, time: 1.046, data_time: 0.035, memory: 8472, top1_acc: 0.3960, top5_acc: 0.6470, loss_cls: 2.7341, loss: 2.7341, grad_norm: 1.4370 2020-09-29 08:17:27,639 - mmaction - INFO - Epoch [156][460/627] lr: 2.024e-01, eta: 19:57:49, time: 1.136, data_time: 0.168, memory: 8472, top1_acc: 0.4082, top5_acc: 0.6556, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.4064 2020-09-29 08:17:50,379 - mmaction - INFO - Epoch [156][480/627] lr: 2.024e-01, eta: 19:57:26, time: 1.136, data_time: 0.103, memory: 8472, top1_acc: 0.4133, top5_acc: 0.6520, loss_cls: 2.6668, loss: 2.6668, grad_norm: 1.4241 2020-09-29 08:18:11,469 - mmaction - INFO - Epoch [156][500/627] lr: 2.024e-01, eta: 19:57:02, time: 1.054, data_time: 0.046, memory: 8472, top1_acc: 0.4018, top5_acc: 0.6572, loss_cls: 2.6636, loss: 2.6636, grad_norm: 1.4292 2020-09-29 08:18:33,450 - mmaction - INFO - Epoch [156][520/627] lr: 2.024e-01, eta: 19:56:38, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.4094, top5_acc: 0.6530, loss_cls: 2.6556, loss: 2.6556, grad_norm: 1.3983 2020-09-29 08:18:55,941 - mmaction - INFO - Epoch [156][540/627] lr: 2.024e-01, eta: 19:56:15, time: 1.125, data_time: 0.056, memory: 8472, top1_acc: 0.4117, top5_acc: 0.6508, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.4101 2020-09-29 08:19:17,606 - mmaction - INFO - Epoch [156][560/627] lr: 2.024e-01, eta: 19:55:52, time: 1.082, data_time: 0.013, memory: 8472, top1_acc: 0.4020, top5_acc: 0.6475, loss_cls: 2.6789, loss: 2.6789, grad_norm: 1.4296 2020-09-29 08:19:39,919 - mmaction - INFO - Epoch [156][580/627] lr: 2.024e-01, eta: 19:55:28, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.4022, top5_acc: 0.6530, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.4209 2020-09-29 08:20:01,480 - mmaction - INFO - Epoch [156][600/627] lr: 2.024e-01, eta: 19:55:05, time: 1.077, data_time: 0.055, memory: 8472, top1_acc: 0.4062, top5_acc: 0.6523, loss_cls: 2.6762, loss: 2.6762, grad_norm: 1.4058 2020-09-29 08:20:23,920 - mmaction - INFO - Epoch [156][620/627] lr: 2.024e-01, eta: 19:54:41, time: 1.122, data_time: 0.165, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6555, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.4273 2020-09-29 08:20:30,608 - mmaction - INFO - Saving checkpoint at 156 epochs 2020-09-29 08:21:22,687 - mmaction - INFO - Epoch [157][20/627] lr: 1.989e-01, eta: 19:54:24, time: 2.584, data_time: 1.489, memory: 8472, top1_acc: 0.4029, top5_acc: 0.6469, loss_cls: 2.6816, loss: 2.6816, grad_norm: 1.4285 2020-09-29 08:21:45,531 - mmaction - INFO - Epoch [157][40/627] lr: 1.989e-01, eta: 19:54:01, time: 1.141, data_time: 0.014, memory: 8472, top1_acc: 0.4122, top5_acc: 0.6516, loss_cls: 2.6397, loss: 2.6397, grad_norm: 1.4224 2020-09-29 08:22:07,478 - mmaction - INFO - Epoch [157][60/627] lr: 1.989e-01, eta: 19:53:38, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.4078, top5_acc: 0.6605, loss_cls: 2.6183, loss: 2.6183, grad_norm: 1.4324 2020-09-29 08:22:30,345 - mmaction - INFO - Epoch [157][80/627] lr: 1.989e-01, eta: 19:53:15, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.4164, top5_acc: 0.6574, loss_cls: 2.6253, loss: 2.6253, grad_norm: 1.4112 2020-09-29 08:22:51,550 - mmaction - INFO - Epoch [157][100/627] lr: 1.989e-01, eta: 19:52:51, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.4076, top5_acc: 0.6548, loss_cls: 2.6529, loss: 2.6529, grad_norm: 1.4035 2020-09-29 08:23:14,665 - mmaction - INFO - Epoch [157][120/627] lr: 1.989e-01, eta: 19:52:28, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.4048, top5_acc: 0.6551, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.4354 2020-09-29 08:23:35,713 - mmaction - INFO - Epoch [157][140/627] lr: 1.989e-01, eta: 19:52:04, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.4163, top5_acc: 0.6553, loss_cls: 2.6348, loss: 2.6348, grad_norm: 1.3767 2020-09-29 08:23:58,791 - mmaction - INFO - Epoch [157][160/627] lr: 1.989e-01, eta: 19:51:41, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.3986, top5_acc: 0.6479, loss_cls: 2.6768, loss: 2.6768, grad_norm: 1.4404 2020-09-29 08:24:21,380 - mmaction - INFO - Epoch [157][180/627] lr: 1.989e-01, eta: 19:51:18, time: 1.130, data_time: 0.004, memory: 8472, top1_acc: 0.4109, top5_acc: 0.6582, loss_cls: 2.6460, loss: 2.6460, grad_norm: 1.4120 2020-09-29 08:24:43,277 - mmaction - INFO - Epoch [157][200/627] lr: 1.989e-01, eta: 19:50:55, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.3896, top5_acc: 0.6452, loss_cls: 2.7032, loss: 2.7032, grad_norm: 1.4139 2020-09-29 08:25:08,014 - mmaction - INFO - Epoch [157][220/627] lr: 1.989e-01, eta: 19:50:33, time: 1.236, data_time: 0.002, memory: 8472, top1_acc: 0.3990, top5_acc: 0.6353, loss_cls: 2.7180, loss: 2.7180, grad_norm: 1.3985 2020-09-29 08:25:29,321 - mmaction - INFO - Epoch [157][240/627] lr: 1.989e-01, eta: 19:50:09, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.4044, top5_acc: 0.6460, loss_cls: 2.7012, loss: 2.7012, grad_norm: 1.4241 2020-09-29 08:25:51,215 - mmaction - INFO - Epoch [157][260/627] lr: 1.989e-01, eta: 19:49:46, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.4128, top5_acc: 0.6620, loss_cls: 2.6410, loss: 2.6410, grad_norm: 1.4399 2020-09-29 08:26:12,665 - mmaction - INFO - Epoch [157][280/627] lr: 1.989e-01, eta: 19:49:22, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4079, top5_acc: 0.6487, loss_cls: 2.6847, loss: 2.6847, grad_norm: 1.4403 2020-09-29 08:26:36,023 - mmaction - INFO - Epoch [157][300/627] lr: 1.989e-01, eta: 19:48:59, time: 1.166, data_time: 0.008, memory: 8472, top1_acc: 0.4117, top5_acc: 0.6530, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.4382 2020-09-29 08:26:57,109 - mmaction - INFO - Epoch [157][320/627] lr: 1.989e-01, eta: 19:48:35, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.4056, top5_acc: 0.6604, loss_cls: 2.6454, loss: 2.6454, grad_norm: 1.4380 2020-09-29 08:27:20,458 - mmaction - INFO - Epoch [157][340/627] lr: 1.989e-01, eta: 19:48:13, time: 1.167, data_time: 0.001, memory: 8472, top1_acc: 0.4025, top5_acc: 0.6566, loss_cls: 2.6794, loss: 2.6794, grad_norm: 1.4562 2020-09-29 08:27:42,646 - mmaction - INFO - Epoch [157][360/627] lr: 1.989e-01, eta: 19:47:50, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.4100, top5_acc: 0.6620, loss_cls: 2.6335, loss: 2.6335, grad_norm: 1.4357 2020-09-29 08:28:03,829 - mmaction - INFO - Epoch [157][380/627] lr: 1.989e-01, eta: 19:47:26, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.4092, top5_acc: 0.6530, loss_cls: 2.6608, loss: 2.6608, grad_norm: 1.4325 2020-09-29 08:28:25,543 - mmaction - INFO - Epoch [157][400/627] lr: 1.989e-01, eta: 19:47:02, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4086, top5_acc: 0.6513, loss_cls: 2.6769, loss: 2.6769, grad_norm: 1.4194 2020-09-29 08:28:47,426 - mmaction - INFO - Epoch [157][420/627] lr: 1.989e-01, eta: 19:46:39, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.4012, top5_acc: 0.6523, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.4120 2020-09-29 08:29:09,631 - mmaction - INFO - Epoch [157][440/627] lr: 1.989e-01, eta: 19:46:15, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.4105, top5_acc: 0.6704, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.4119 2020-09-29 08:29:32,009 - mmaction - INFO - Epoch [157][460/627] lr: 1.989e-01, eta: 19:45:52, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.4031, top5_acc: 0.6497, loss_cls: 2.6721, loss: 2.6721, grad_norm: 1.4207 2020-09-29 08:29:53,635 - mmaction - INFO - Epoch [157][480/627] lr: 1.989e-01, eta: 19:45:29, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.4009, top5_acc: 0.6559, loss_cls: 2.6707, loss: 2.6707, grad_norm: 1.4436 2020-09-29 08:30:15,578 - mmaction - INFO - Epoch [157][500/627] lr: 1.989e-01, eta: 19:45:05, time: 1.097, data_time: 0.003, memory: 8472, top1_acc: 0.4048, top5_acc: 0.6560, loss_cls: 2.6654, loss: 2.6654, grad_norm: 1.4524 2020-09-29 08:30:37,663 - mmaction - INFO - Epoch [157][520/627] lr: 1.989e-01, eta: 19:44:42, time: 1.106, data_time: 0.004, memory: 8472, top1_acc: 0.4082, top5_acc: 0.6628, loss_cls: 2.6478, loss: 2.6478, grad_norm: 1.4267 2020-09-29 08:30:59,348 - mmaction - INFO - Epoch [157][540/627] lr: 1.989e-01, eta: 19:44:18, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.4126, top5_acc: 0.6539, loss_cls: 2.6534, loss: 2.6534, grad_norm: 1.4067 2020-09-29 08:31:21,621 - mmaction - INFO - Epoch [157][560/627] lr: 1.989e-01, eta: 19:43:55, time: 1.112, data_time: 0.001, memory: 8472, top1_acc: 0.4132, top5_acc: 0.6540, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.4191 2020-09-29 08:31:43,763 - mmaction - INFO - Epoch [157][580/627] lr: 1.989e-01, eta: 19:43:32, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4039, top5_acc: 0.6474, loss_cls: 2.7058, loss: 2.7058, grad_norm: 1.4598 2020-09-29 08:32:04,857 - mmaction - INFO - Epoch [157][600/627] lr: 1.989e-01, eta: 19:43:08, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.4038, top5_acc: 0.6517, loss_cls: 2.6903, loss: 2.6903, grad_norm: 1.4191 2020-09-29 08:32:28,275 - mmaction - INFO - Epoch [157][620/627] lr: 1.989e-01, eta: 19:42:45, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6632, loss_cls: 2.6424, loss: 2.6424, grad_norm: 1.4160 2020-09-29 08:33:27,524 - mmaction - INFO - Epoch [158][20/627] lr: 1.955e-01, eta: 19:42:28, time: 2.613, data_time: 1.663, memory: 8472, top1_acc: 0.4023, top5_acc: 0.6501, loss_cls: 2.7081, loss: 2.7081, grad_norm: 1.4450 2020-09-29 08:33:50,137 - mmaction - INFO - Epoch [158][40/627] lr: 1.955e-01, eta: 19:42:05, time: 1.133, data_time: 0.093, memory: 8472, top1_acc: 0.4090, top5_acc: 0.6513, loss_cls: 2.6554, loss: 2.6554, grad_norm: 1.4178 2020-09-29 08:34:13,414 - mmaction - INFO - Epoch [158][60/627] lr: 1.955e-01, eta: 19:41:42, time: 1.165, data_time: 0.205, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6641, loss_cls: 2.6074, loss: 2.6074, grad_norm: 1.4169 2020-09-29 08:34:35,371 - mmaction - INFO - Epoch [158][80/627] lr: 1.955e-01, eta: 19:41:19, time: 1.097, data_time: 0.140, memory: 8472, top1_acc: 0.4105, top5_acc: 0.6635, loss_cls: 2.6511, loss: 2.6511, grad_norm: 1.4399 2020-09-29 08:34:57,079 - mmaction - INFO - Epoch [158][100/627] lr: 1.955e-01, eta: 19:40:55, time: 1.086, data_time: 0.131, memory: 8472, top1_acc: 0.4098, top5_acc: 0.6533, loss_cls: 2.6577, loss: 2.6577, grad_norm: 1.4165 2020-09-29 08:35:19,829 - mmaction - INFO - Epoch [158][120/627] lr: 1.955e-01, eta: 19:40:32, time: 1.136, data_time: 0.177, memory: 8472, top1_acc: 0.4086, top5_acc: 0.6555, loss_cls: 2.6486, loss: 2.6486, grad_norm: 1.4017 2020-09-29 08:35:41,342 - mmaction - INFO - Epoch [158][140/627] lr: 1.955e-01, eta: 19:40:08, time: 1.076, data_time: 0.021, memory: 8472, top1_acc: 0.4094, top5_acc: 0.6594, loss_cls: 2.6319, loss: 2.6319, grad_norm: 1.4263 2020-09-29 08:36:03,987 - mmaction - INFO - Epoch [158][160/627] lr: 1.955e-01, eta: 19:39:45, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.4099, top5_acc: 0.6592, loss_cls: 2.6173, loss: 2.6173, grad_norm: 1.4339 2020-09-29 08:36:26,492 - mmaction - INFO - Epoch [158][180/627] lr: 1.955e-01, eta: 19:39:22, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6602, loss_cls: 2.6544, loss: 2.6544, grad_norm: 1.4386 2020-09-29 08:36:49,389 - mmaction - INFO - Epoch [158][200/627] lr: 1.955e-01, eta: 19:38:59, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.4074, top5_acc: 0.6462, loss_cls: 2.6992, loss: 2.6992, grad_norm: 1.4395 2020-09-29 08:37:10,326 - mmaction - INFO - Epoch [158][220/627] lr: 1.955e-01, eta: 19:38:35, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.4197, top5_acc: 0.6635, loss_cls: 2.6276, loss: 2.6276, grad_norm: 1.4156 2020-09-29 08:37:32,817 - mmaction - INFO - Epoch [158][240/627] lr: 1.955e-01, eta: 19:38:12, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.4090, top5_acc: 0.6555, loss_cls: 2.6808, loss: 2.6808, grad_norm: 1.4475 2020-09-29 08:37:55,347 - mmaction - INFO - Epoch [158][260/627] lr: 1.955e-01, eta: 19:37:49, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4096, top5_acc: 0.6559, loss_cls: 2.6438, loss: 2.6438, grad_norm: 1.4286 2020-09-29 08:38:17,549 - mmaction - INFO - Epoch [158][280/627] lr: 1.955e-01, eta: 19:37:26, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.4117, top5_acc: 0.6609, loss_cls: 2.6546, loss: 2.6546, grad_norm: 1.4463 2020-09-29 08:38:38,356 - mmaction - INFO - Epoch [158][300/627] lr: 1.955e-01, eta: 19:37:02, time: 1.043, data_time: 0.005, memory: 8472, top1_acc: 0.4145, top5_acc: 0.6613, loss_cls: 2.6287, loss: 2.6287, grad_norm: 1.4563 2020-09-29 08:39:01,469 - mmaction - INFO - Epoch [158][320/627] lr: 1.955e-01, eta: 19:36:39, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.4073, top5_acc: 0.6520, loss_cls: 2.6494, loss: 2.6494, grad_norm: 1.4353 2020-09-29 08:39:23,058 - mmaction - INFO - Epoch [158][340/627] lr: 1.955e-01, eta: 19:36:15, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.4232, top5_acc: 0.6651, loss_cls: 2.6091, loss: 2.6091, grad_norm: 1.4298 2020-09-29 08:39:44,705 - mmaction - INFO - Epoch [158][360/627] lr: 1.955e-01, eta: 19:35:52, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6618, loss_cls: 2.6175, loss: 2.6175, grad_norm: 1.4358 2020-09-29 08:40:06,899 - mmaction - INFO - Epoch [158][380/627] lr: 1.955e-01, eta: 19:35:28, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4095, top5_acc: 0.6540, loss_cls: 2.6653, loss: 2.6653, grad_norm: 1.4405 2020-09-29 08:40:28,869 - mmaction - INFO - Epoch [158][400/627] lr: 1.955e-01, eta: 19:35:05, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.4048, top5_acc: 0.6501, loss_cls: 2.6454, loss: 2.6454, grad_norm: 1.4323 2020-09-29 08:40:51,133 - mmaction - INFO - Epoch [158][420/627] lr: 1.955e-01, eta: 19:34:42, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.4066, top5_acc: 0.6456, loss_cls: 2.6798, loss: 2.6798, grad_norm: 1.4475 2020-09-29 08:41:14,873 - mmaction - INFO - Epoch [158][440/627] lr: 1.955e-01, eta: 19:34:19, time: 1.186, data_time: 0.001, memory: 8472, top1_acc: 0.4096, top5_acc: 0.6589, loss_cls: 2.6393, loss: 2.6393, grad_norm: 1.4513 2020-09-29 08:41:36,131 - mmaction - INFO - Epoch [158][460/627] lr: 1.955e-01, eta: 19:33:56, time: 1.061, data_time: 0.001, memory: 8472, top1_acc: 0.4103, top5_acc: 0.6599, loss_cls: 2.6252, loss: 2.6252, grad_norm: 1.4436 2020-09-29 08:41:57,312 - mmaction - INFO - Epoch [158][480/627] lr: 1.955e-01, eta: 19:33:32, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.4022, top5_acc: 0.6503, loss_cls: 2.6728, loss: 2.6728, grad_norm: 1.4238 2020-09-29 08:42:19,489 - mmaction - INFO - Epoch [158][500/627] lr: 1.955e-01, eta: 19:33:08, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4091, top5_acc: 0.6600, loss_cls: 2.6537, loss: 2.6537, grad_norm: 1.4687 2020-09-29 08:42:41,424 - mmaction - INFO - Epoch [158][520/627] lr: 1.955e-01, eta: 19:32:45, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.4051, top5_acc: 0.6479, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.4451 2020-09-29 08:43:03,677 - mmaction - INFO - Epoch [158][540/627] lr: 1.955e-01, eta: 19:32:22, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.4081, top5_acc: 0.6437, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.4349 2020-09-29 08:43:25,121 - mmaction - INFO - Epoch [158][560/627] lr: 1.955e-01, eta: 19:31:58, time: 1.072, data_time: 0.001, memory: 8472, top1_acc: 0.4095, top5_acc: 0.6600, loss_cls: 2.6616, loss: 2.6616, grad_norm: 1.4310 2020-09-29 08:43:46,870 - mmaction - INFO - Epoch [158][580/627] lr: 1.955e-01, eta: 19:31:34, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.4087, top5_acc: 0.6549, loss_cls: 2.6492, loss: 2.6492, grad_norm: 1.4241 2020-09-29 08:44:08,740 - mmaction - INFO - Epoch [158][600/627] lr: 1.955e-01, eta: 19:31:11, time: 1.094, data_time: 0.023, memory: 8472, top1_acc: 0.4057, top5_acc: 0.6570, loss_cls: 2.6646, loss: 2.6646, grad_norm: 1.4313 2020-09-29 08:44:31,617 - mmaction - INFO - Epoch [158][620/627] lr: 1.955e-01, eta: 19:30:48, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.3974, top5_acc: 0.6512, loss_cls: 2.6761, loss: 2.6761, grad_norm: 1.4398 2020-09-29 08:45:30,417 - mmaction - INFO - Epoch [159][20/627] lr: 1.920e-01, eta: 19:30:30, time: 2.585, data_time: 1.506, memory: 8472, top1_acc: 0.4147, top5_acc: 0.6602, loss_cls: 2.6283, loss: 2.6283, grad_norm: 1.4472 2020-09-29 08:45:52,474 - mmaction - INFO - Epoch [159][40/627] lr: 1.920e-01, eta: 19:30:07, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4203, top5_acc: 0.6738, loss_cls: 2.5685, loss: 2.5685, grad_norm: 1.4440 2020-09-29 08:46:15,183 - mmaction - INFO - Epoch [159][60/627] lr: 1.920e-01, eta: 19:29:44, time: 1.134, data_time: 0.001, memory: 8472, top1_acc: 0.4172, top5_acc: 0.6650, loss_cls: 2.5958, loss: 2.5958, grad_norm: 1.4491 2020-09-29 08:46:36,515 - mmaction - INFO - Epoch [159][80/627] lr: 1.920e-01, eta: 19:29:20, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.4159, top5_acc: 0.6598, loss_cls: 2.6284, loss: 2.6284, grad_norm: 1.4373 2020-09-29 08:46:58,884 - mmaction - INFO - Epoch [159][100/627] lr: 1.920e-01, eta: 19:28:57, time: 1.120, data_time: 0.063, memory: 8472, top1_acc: 0.4174, top5_acc: 0.6628, loss_cls: 2.6152, loss: 2.6152, grad_norm: 1.4437 2020-09-29 08:47:21,950 - mmaction - INFO - Epoch [159][120/627] lr: 1.920e-01, eta: 19:28:34, time: 1.153, data_time: 0.130, memory: 8472, top1_acc: 0.4221, top5_acc: 0.6673, loss_cls: 2.5926, loss: 2.5926, grad_norm: 1.4235 2020-09-29 08:47:43,566 - mmaction - INFO - Epoch [159][140/627] lr: 1.920e-01, eta: 19:28:10, time: 1.081, data_time: 0.032, memory: 8472, top1_acc: 0.4199, top5_acc: 0.6615, loss_cls: 2.6256, loss: 2.6256, grad_norm: 1.4498 2020-09-29 08:48:06,282 - mmaction - INFO - Epoch [159][160/627] lr: 1.920e-01, eta: 19:27:47, time: 1.135, data_time: 0.113, memory: 8472, top1_acc: 0.4082, top5_acc: 0.6569, loss_cls: 2.6539, loss: 2.6539, grad_norm: 1.4560 2020-09-29 08:48:29,238 - mmaction - INFO - Epoch [159][180/627] lr: 1.920e-01, eta: 19:27:25, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.4154, top5_acc: 0.6642, loss_cls: 2.6028, loss: 2.6028, grad_norm: 1.4411 2020-09-29 08:48:50,695 - mmaction - INFO - Epoch [159][200/627] lr: 1.920e-01, eta: 19:27:01, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.3995, top5_acc: 0.6504, loss_cls: 2.6731, loss: 2.6731, grad_norm: 1.4477 2020-09-29 08:49:12,313 - mmaction - INFO - Epoch [159][220/627] lr: 1.920e-01, eta: 19:26:37, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.4125, top5_acc: 0.6578, loss_cls: 2.6498, loss: 2.6498, grad_norm: 1.4253 2020-09-29 08:49:34,249 - mmaction - INFO - Epoch [159][240/627] lr: 1.920e-01, eta: 19:26:14, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4199, top5_acc: 0.6609, loss_cls: 2.6106, loss: 2.6106, grad_norm: 1.4265 2020-09-29 08:49:57,463 - mmaction - INFO - Epoch [159][260/627] lr: 1.920e-01, eta: 19:25:51, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.4126, top5_acc: 0.6595, loss_cls: 2.6300, loss: 2.6300, grad_norm: 1.4629 2020-09-29 08:50:19,171 - mmaction - INFO - Epoch [159][280/627] lr: 1.920e-01, eta: 19:25:28, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4141, top5_acc: 0.6664, loss_cls: 2.6061, loss: 2.6061, grad_norm: 1.4321 2020-09-29 08:50:41,260 - mmaction - INFO - Epoch [159][300/627] lr: 1.920e-01, eta: 19:25:04, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.4258, top5_acc: 0.6624, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.4369 2020-09-29 08:51:02,640 - mmaction - INFO - Epoch [159][320/627] lr: 1.920e-01, eta: 19:24:41, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.4216, top5_acc: 0.6655, loss_cls: 2.5770, loss: 2.5770, grad_norm: 1.4369 2020-09-29 08:51:26,040 - mmaction - INFO - Epoch [159][340/627] lr: 1.920e-01, eta: 19:24:18, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.4120, top5_acc: 0.6538, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.4524 2020-09-29 08:51:47,470 - mmaction - INFO - Epoch [159][360/627] lr: 1.920e-01, eta: 19:23:54, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4191, top5_acc: 0.6618, loss_cls: 2.6065, loss: 2.6065, grad_norm: 1.4201 2020-09-29 08:52:10,160 - mmaction - INFO - Epoch [159][380/627] lr: 1.920e-01, eta: 19:23:31, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6625, loss_cls: 2.6367, loss: 2.6367, grad_norm: 1.4594 2020-09-29 08:52:32,755 - mmaction - INFO - Epoch [159][400/627] lr: 1.920e-01, eta: 19:23:08, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.3997, top5_acc: 0.6557, loss_cls: 2.6679, loss: 2.6679, grad_norm: 1.4725 2020-09-29 08:52:54,915 - mmaction - INFO - Epoch [159][420/627] lr: 1.920e-01, eta: 19:22:45, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.4142, top5_acc: 0.6609, loss_cls: 2.6249, loss: 2.6249, grad_norm: 1.4337 2020-09-29 08:53:15,732 - mmaction - INFO - Epoch [159][440/627] lr: 1.920e-01, eta: 19:22:21, time: 1.037, data_time: 0.001, memory: 8472, top1_acc: 0.4197, top5_acc: 0.6607, loss_cls: 2.5983, loss: 2.5983, grad_norm: 1.4329 2020-09-29 08:53:38,940 - mmaction - INFO - Epoch [159][460/627] lr: 1.920e-01, eta: 19:21:58, time: 1.163, data_time: 0.004, memory: 8472, top1_acc: 0.4108, top5_acc: 0.6530, loss_cls: 2.6549, loss: 2.6549, grad_norm: 1.4508 2020-09-29 08:54:01,985 - mmaction - INFO - Epoch [159][480/627] lr: 1.920e-01, eta: 19:21:35, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.4118, top5_acc: 0.6628, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.4395 2020-09-29 08:54:23,737 - mmaction - INFO - Epoch [159][500/627] lr: 1.920e-01, eta: 19:21:12, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4198, top5_acc: 0.6669, loss_cls: 2.6087, loss: 2.6087, grad_norm: 1.4508 2020-09-29 08:54:46,256 - mmaction - INFO - Epoch [159][520/627] lr: 1.920e-01, eta: 19:20:49, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4040, top5_acc: 0.6480, loss_cls: 2.6853, loss: 2.6853, grad_norm: 1.4362 2020-09-29 08:55:08,177 - mmaction - INFO - Epoch [159][540/627] lr: 1.920e-01, eta: 19:20:25, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4113, top5_acc: 0.6518, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.4259 2020-09-29 08:55:29,404 - mmaction - INFO - Epoch [159][560/627] lr: 1.920e-01, eta: 19:20:01, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.4062, top5_acc: 0.6501, loss_cls: 2.6683, loss: 2.6683, grad_norm: 1.4553 2020-09-29 08:55:50,631 - mmaction - INFO - Epoch [159][580/627] lr: 1.920e-01, eta: 19:19:38, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.4190, top5_acc: 0.6615, loss_cls: 2.6137, loss: 2.6137, grad_norm: 1.4462 2020-09-29 08:56:13,047 - mmaction - INFO - Epoch [159][600/627] lr: 1.920e-01, eta: 19:19:14, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.4052, top5_acc: 0.6578, loss_cls: 2.6647, loss: 2.6647, grad_norm: 1.4585 2020-09-29 08:56:35,503 - mmaction - INFO - Epoch [159][620/627] lr: 1.920e-01, eta: 19:18:51, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.3982, top5_acc: 0.6536, loss_cls: 2.6832, loss: 2.6832, grad_norm: 1.4505 2020-09-29 08:57:35,472 - mmaction - INFO - Epoch [160][20/627] lr: 1.886e-01, eta: 19:18:34, time: 2.659, data_time: 1.525, memory: 8472, top1_acc: 0.4086, top5_acc: 0.6608, loss_cls: 2.6514, loss: 2.6514, grad_norm: 1.4778 2020-09-29 08:57:57,454 - mmaction - INFO - Epoch [160][40/627] lr: 1.886e-01, eta: 19:18:11, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.4178, top5_acc: 0.6548, loss_cls: 2.6274, loss: 2.6274, grad_norm: 1.4612 2020-09-29 08:58:20,839 - mmaction - INFO - Epoch [160][60/627] lr: 1.886e-01, eta: 19:17:48, time: 1.169, data_time: 0.002, memory: 8472, top1_acc: 0.4216, top5_acc: 0.6652, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.4196 2020-09-29 08:58:42,163 - mmaction - INFO - Epoch [160][80/627] lr: 1.886e-01, eta: 19:17:24, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.4236, top5_acc: 0.6676, loss_cls: 2.5593, loss: 2.5593, grad_norm: 1.4064 2020-09-29 08:59:05,459 - mmaction - INFO - Epoch [160][100/627] lr: 1.886e-01, eta: 19:17:02, time: 1.163, data_time: 0.001, memory: 8472, top1_acc: 0.4201, top5_acc: 0.6694, loss_cls: 2.5809, loss: 2.5809, grad_norm: 1.4402 2020-09-29 08:59:27,723 - mmaction - INFO - Epoch [160][120/627] lr: 1.886e-01, eta: 19:16:39, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6667, loss_cls: 2.5972, loss: 2.5972, grad_norm: 1.4645 2020-09-29 08:59:50,231 - mmaction - INFO - Epoch [160][140/627] lr: 1.886e-01, eta: 19:16:15, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.4148, top5_acc: 0.6586, loss_cls: 2.6579, loss: 2.6579, grad_norm: 1.4748 2020-09-29 09:00:12,562 - mmaction - INFO - Epoch [160][160/627] lr: 1.886e-01, eta: 19:15:52, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.4177, top5_acc: 0.6660, loss_cls: 2.6092, loss: 2.6092, grad_norm: 1.4354 2020-09-29 09:00:33,017 - mmaction - INFO - Epoch [160][180/627] lr: 1.886e-01, eta: 19:15:28, time: 1.021, data_time: 0.002, memory: 8472, top1_acc: 0.4241, top5_acc: 0.6678, loss_cls: 2.5825, loss: 2.5825, grad_norm: 1.4371 2020-09-29 09:00:55,238 - mmaction - INFO - Epoch [160][200/627] lr: 1.886e-01, eta: 19:15:05, time: 1.110, data_time: 0.021, memory: 8472, top1_acc: 0.4125, top5_acc: 0.6617, loss_cls: 2.6061, loss: 2.6061, grad_norm: 1.4529 2020-09-29 09:01:17,641 - mmaction - INFO - Epoch [160][220/627] lr: 1.886e-01, eta: 19:14:42, time: 1.122, data_time: 0.005, memory: 8472, top1_acc: 0.4154, top5_acc: 0.6674, loss_cls: 2.6134, loss: 2.6134, grad_norm: 1.4606 2020-09-29 09:01:41,184 - mmaction - INFO - Epoch [160][240/627] lr: 1.886e-01, eta: 19:14:19, time: 1.177, data_time: 0.004, memory: 8472, top1_acc: 0.4025, top5_acc: 0.6480, loss_cls: 2.6524, loss: 2.6524, grad_norm: 1.4389 2020-09-29 09:02:03,495 - mmaction - INFO - Epoch [160][260/627] lr: 1.886e-01, eta: 19:13:56, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.4180, top5_acc: 0.6556, loss_cls: 2.6165, loss: 2.6165, grad_norm: 1.4352 2020-09-29 09:02:25,871 - mmaction - INFO - Epoch [160][280/627] lr: 1.886e-01, eta: 19:13:33, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.4159, top5_acc: 0.6642, loss_cls: 2.6392, loss: 2.6392, grad_norm: 1.4329 2020-09-29 09:02:49,372 - mmaction - INFO - Epoch [160][300/627] lr: 1.886e-01, eta: 19:13:10, time: 1.175, data_time: 0.002, memory: 8472, top1_acc: 0.4224, top5_acc: 0.6678, loss_cls: 2.5975, loss: 2.5975, grad_norm: 1.4372 2020-09-29 09:03:09,853 - mmaction - INFO - Epoch [160][320/627] lr: 1.886e-01, eta: 19:12:46, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.4102, top5_acc: 0.6590, loss_cls: 2.6208, loss: 2.6208, grad_norm: 1.4382 2020-09-29 09:03:32,781 - mmaction - INFO - Epoch [160][340/627] lr: 1.886e-01, eta: 19:12:23, time: 1.146, data_time: 0.125, memory: 8472, top1_acc: 0.4135, top5_acc: 0.6602, loss_cls: 2.6327, loss: 2.6327, grad_norm: 1.4362 2020-09-29 09:03:55,330 - mmaction - INFO - Epoch [160][360/627] lr: 1.886e-01, eta: 19:12:00, time: 1.127, data_time: 0.173, memory: 8472, top1_acc: 0.4053, top5_acc: 0.6547, loss_cls: 2.6616, loss: 2.6616, grad_norm: 1.4427 2020-09-29 09:04:17,191 - mmaction - INFO - Epoch [160][380/627] lr: 1.886e-01, eta: 19:11:37, time: 1.094, data_time: 0.140, memory: 8472, top1_acc: 0.4176, top5_acc: 0.6712, loss_cls: 2.5898, loss: 2.5898, grad_norm: 1.4357 2020-09-29 09:04:38,689 - mmaction - INFO - Epoch [160][400/627] lr: 1.886e-01, eta: 19:11:13, time: 1.076, data_time: 0.100, memory: 8472, top1_acc: 0.4064, top5_acc: 0.6574, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.4651 2020-09-29 09:05:01,631 - mmaction - INFO - Epoch [160][420/627] lr: 1.886e-01, eta: 19:10:50, time: 1.147, data_time: 0.154, memory: 8472, top1_acc: 0.4118, top5_acc: 0.6509, loss_cls: 2.6441, loss: 2.6441, grad_norm: 1.4360 2020-09-29 09:05:23,417 - mmaction - INFO - Epoch [160][440/627] lr: 1.886e-01, eta: 19:10:26, time: 1.088, data_time: 0.082, memory: 8472, top1_acc: 0.4193, top5_acc: 0.6607, loss_cls: 2.6200, loss: 2.6200, grad_norm: 1.4323 2020-09-29 09:05:44,394 - mmaction - INFO - Epoch [160][460/627] lr: 1.886e-01, eta: 19:10:03, time: 1.049, data_time: 0.018, memory: 8472, top1_acc: 0.4120, top5_acc: 0.6542, loss_cls: 2.6483, loss: 2.6483, grad_norm: 1.4731 2020-09-29 09:06:07,169 - mmaction - INFO - Epoch [160][480/627] lr: 1.886e-01, eta: 19:09:40, time: 1.138, data_time: 0.089, memory: 8472, top1_acc: 0.4129, top5_acc: 0.6576, loss_cls: 2.6429, loss: 2.6429, grad_norm: 1.4580 2020-09-29 09:06:29,481 - mmaction - INFO - Epoch [160][500/627] lr: 1.886e-01, eta: 19:09:16, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4120, top5_acc: 0.6617, loss_cls: 2.6289, loss: 2.6289, grad_norm: 1.4560 2020-09-29 09:06:51,389 - mmaction - INFO - Epoch [160][520/627] lr: 1.886e-01, eta: 19:08:53, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.4135, top5_acc: 0.6544, loss_cls: 2.6494, loss: 2.6494, grad_norm: 1.4432 2020-09-29 09:07:14,751 - mmaction - INFO - Epoch [160][540/627] lr: 1.886e-01, eta: 19:08:30, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.3952, top5_acc: 0.6385, loss_cls: 2.7252, loss: 2.7252, grad_norm: 1.4406 2020-09-29 09:07:36,514 - mmaction - INFO - Epoch [160][560/627] lr: 1.886e-01, eta: 19:08:07, time: 1.087, data_time: 0.001, memory: 8472, top1_acc: 0.4143, top5_acc: 0.6587, loss_cls: 2.6189, loss: 2.6189, grad_norm: 1.4470 2020-09-29 09:07:59,476 - mmaction - INFO - Epoch [160][580/627] lr: 1.886e-01, eta: 19:07:44, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.4176, top5_acc: 0.6527, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.4489 2020-09-29 09:08:21,293 - mmaction - INFO - Epoch [160][600/627] lr: 1.886e-01, eta: 19:07:21, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.4092, top5_acc: 0.6586, loss_cls: 2.6384, loss: 2.6384, grad_norm: 1.4598 2020-09-29 09:08:41,614 - mmaction - INFO - Epoch [160][620/627] lr: 1.886e-01, eta: 19:06:56, time: 1.015, data_time: 0.003, memory: 8472, top1_acc: 0.4145, top5_acc: 0.6654, loss_cls: 2.6105, loss: 2.6105, grad_norm: 1.4727 2020-09-29 09:08:50,489 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-09-29 09:10:13,968 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 09:10:14,637 - mmaction - INFO - top1_acc 0.4740 top5_acc 0.7349 2020-09-29 09:10:14,638 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 09:10:14,684 - mmaction - INFO - mean_acc 0.4738 2020-09-29 09:10:14,684 - mmaction - INFO - Now best checkpoint is epoch_160.pth 2020-09-29 09:10:14,699 - mmaction - INFO - Epoch(val) [160][627] top1_acc: 0.4740, top5_acc: 0.7349, mean_class_accuracy: 0.4738 2020-09-29 09:11:05,344 - mmaction - INFO - Epoch [161][20/627] lr: 1.852e-01, eta: 19:06:37, time: 2.530, data_time: 1.295, memory: 8472, top1_acc: 0.4057, top5_acc: 0.6549, loss_cls: 2.6498, loss: 2.6498, grad_norm: 1.4789 2020-09-29 09:11:26,904 - mmaction - INFO - Epoch [161][40/627] lr: 1.852e-01, eta: 19:06:13, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.4193, top5_acc: 0.6616, loss_cls: 2.6166, loss: 2.6166, grad_norm: 1.4581 2020-09-29 09:11:48,865 - mmaction - INFO - Epoch [161][60/627] lr: 1.852e-01, eta: 19:05:50, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4236, top5_acc: 0.6620, loss_cls: 2.6059, loss: 2.6059, grad_norm: 1.4455 2020-09-29 09:12:11,757 - mmaction - INFO - Epoch [161][80/627] lr: 1.852e-01, eta: 19:05:27, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.4145, top5_acc: 0.6568, loss_cls: 2.6478, loss: 2.6478, grad_norm: 1.4511 2020-09-29 09:12:33,653 - mmaction - INFO - Epoch [161][100/627] lr: 1.852e-01, eta: 19:05:04, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.4181, top5_acc: 0.6598, loss_cls: 2.5992, loss: 2.5992, grad_norm: 1.4540 2020-09-29 09:12:56,741 - mmaction - INFO - Epoch [161][120/627] lr: 1.852e-01, eta: 19:04:41, time: 1.155, data_time: 0.001, memory: 8472, top1_acc: 0.4191, top5_acc: 0.6578, loss_cls: 2.6328, loss: 2.6328, grad_norm: 1.4501 2020-09-29 09:13:17,584 - mmaction - INFO - Epoch [161][140/627] lr: 1.852e-01, eta: 19:04:17, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.4206, top5_acc: 0.6740, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.4596 2020-09-29 09:13:40,050 - mmaction - INFO - Epoch [161][160/627] lr: 1.852e-01, eta: 19:03:54, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.4145, top5_acc: 0.6566, loss_cls: 2.6265, loss: 2.6265, grad_norm: 1.4681 2020-09-29 09:14:01,895 - mmaction - INFO - Epoch [161][180/627] lr: 1.852e-01, eta: 19:03:30, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6602, loss_cls: 2.6116, loss: 2.6116, grad_norm: 1.4617 2020-09-29 09:14:23,567 - mmaction - INFO - Epoch [161][200/627] lr: 1.852e-01, eta: 19:03:07, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6674, loss_cls: 2.6053, loss: 2.6053, grad_norm: 1.4454 2020-09-29 09:14:45,626 - mmaction - INFO - Epoch [161][220/627] lr: 1.852e-01, eta: 19:02:43, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4171, top5_acc: 0.6578, loss_cls: 2.6307, loss: 2.6307, grad_norm: 1.4796 2020-09-29 09:15:08,352 - mmaction - INFO - Epoch [161][240/627] lr: 1.852e-01, eta: 19:02:21, time: 1.136, data_time: 0.006, memory: 8472, top1_acc: 0.4125, top5_acc: 0.6618, loss_cls: 2.6001, loss: 2.6001, grad_norm: 1.4463 2020-09-29 09:15:30,712 - mmaction - INFO - Epoch [161][260/627] lr: 1.852e-01, eta: 19:01:57, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.4264, top5_acc: 0.6665, loss_cls: 2.5819, loss: 2.5819, grad_norm: 1.4413 2020-09-29 09:15:52,233 - mmaction - INFO - Epoch [161][280/627] lr: 1.852e-01, eta: 19:01:34, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.4165, top5_acc: 0.6639, loss_cls: 2.6150, loss: 2.6150, grad_norm: 1.4611 2020-09-29 09:16:14,372 - mmaction - INFO - Epoch [161][300/627] lr: 1.852e-01, eta: 19:01:10, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.4228, top5_acc: 0.6655, loss_cls: 2.5921, loss: 2.5921, grad_norm: 1.4624 2020-09-29 09:16:37,456 - mmaction - INFO - Epoch [161][320/627] lr: 1.852e-01, eta: 19:00:48, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6539, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.4572 2020-09-29 09:16:59,598 - mmaction - INFO - Epoch [161][340/627] lr: 1.852e-01, eta: 19:00:24, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4052, top5_acc: 0.6534, loss_cls: 2.6723, loss: 2.6723, grad_norm: 1.4680 2020-09-29 09:17:22,047 - mmaction - INFO - Epoch [161][360/627] lr: 1.852e-01, eta: 19:00:01, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.4126, top5_acc: 0.6585, loss_cls: 2.6277, loss: 2.6277, grad_norm: 1.4496 2020-09-29 09:17:43,923 - mmaction - INFO - Epoch [161][380/627] lr: 1.852e-01, eta: 18:59:38, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.4085, top5_acc: 0.6605, loss_cls: 2.6491, loss: 2.6491, grad_norm: 1.4902 2020-09-29 09:18:06,247 - mmaction - INFO - Epoch [161][400/627] lr: 1.852e-01, eta: 18:59:15, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4089, top5_acc: 0.6560, loss_cls: 2.6556, loss: 2.6556, grad_norm: 1.4849 2020-09-29 09:18:28,509 - mmaction - INFO - Epoch [161][420/627] lr: 1.852e-01, eta: 18:58:51, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6635, loss_cls: 2.5956, loss: 2.5956, grad_norm: 1.4505 2020-09-29 09:18:49,803 - mmaction - INFO - Epoch [161][440/627] lr: 1.852e-01, eta: 18:58:28, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.4147, top5_acc: 0.6534, loss_cls: 2.6493, loss: 2.6493, grad_norm: 1.4713 2020-09-29 09:19:12,623 - mmaction - INFO - Epoch [161][460/627] lr: 1.852e-01, eta: 18:58:05, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.4173, top5_acc: 0.6543, loss_cls: 2.6402, loss: 2.6402, grad_norm: 1.4686 2020-09-29 09:19:34,292 - mmaction - INFO - Epoch [161][480/627] lr: 1.852e-01, eta: 18:57:41, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6587, loss_cls: 2.6256, loss: 2.6256, grad_norm: 1.4658 2020-09-29 09:19:56,673 - mmaction - INFO - Epoch [161][500/627] lr: 1.852e-01, eta: 18:57:18, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4070, top5_acc: 0.6576, loss_cls: 2.6552, loss: 2.6552, grad_norm: 1.4748 2020-09-29 09:20:17,442 - mmaction - INFO - Epoch [161][520/627] lr: 1.852e-01, eta: 18:56:54, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6530, loss_cls: 2.6397, loss: 2.6397, grad_norm: 1.4645 2020-09-29 09:20:39,587 - mmaction - INFO - Epoch [161][540/627] lr: 1.852e-01, eta: 18:56:31, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6529, loss_cls: 2.6573, loss: 2.6573, grad_norm: 1.4525 2020-09-29 09:21:02,546 - mmaction - INFO - Epoch [161][560/627] lr: 1.852e-01, eta: 18:56:08, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.4137, top5_acc: 0.6626, loss_cls: 2.6100, loss: 2.6100, grad_norm: 1.4459 2020-09-29 09:21:25,507 - mmaction - INFO - Epoch [161][580/627] lr: 1.852e-01, eta: 18:55:45, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6669, loss_cls: 2.5921, loss: 2.5921, grad_norm: 1.4555 2020-09-29 09:21:47,138 - mmaction - INFO - Epoch [161][600/627] lr: 1.852e-01, eta: 18:55:21, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4111, top5_acc: 0.6693, loss_cls: 2.6188, loss: 2.6188, grad_norm: 1.4825 2020-09-29 09:22:09,684 - mmaction - INFO - Epoch [161][620/627] lr: 1.852e-01, eta: 18:54:58, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.4108, top5_acc: 0.6548, loss_cls: 2.6486, loss: 2.6486, grad_norm: 1.4759 2020-09-29 09:23:09,321 - mmaction - INFO - Epoch [162][20/627] lr: 1.818e-01, eta: 18:54:40, time: 2.640, data_time: 1.537, memory: 8472, top1_acc: 0.4151, top5_acc: 0.6686, loss_cls: 2.5930, loss: 2.5930, grad_norm: 1.4894 2020-09-29 09:23:31,454 - mmaction - INFO - Epoch [162][40/627] lr: 1.818e-01, eta: 18:54:17, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.4193, top5_acc: 0.6655, loss_cls: 2.5966, loss: 2.5966, grad_norm: 1.4748 2020-09-29 09:23:53,685 - mmaction - INFO - Epoch [162][60/627] lr: 1.818e-01, eta: 18:53:54, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.4224, top5_acc: 0.6680, loss_cls: 2.5872, loss: 2.5872, grad_norm: 1.4619 2020-09-29 09:24:16,365 - mmaction - INFO - Epoch [162][80/627] lr: 1.818e-01, eta: 18:53:31, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.4129, top5_acc: 0.6602, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.4653 2020-09-29 09:24:38,040 - mmaction - INFO - Epoch [162][100/627] lr: 1.818e-01, eta: 18:53:07, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.4193, top5_acc: 0.6689, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.5050 2020-09-29 09:24:59,728 - mmaction - INFO - Epoch [162][120/627] lr: 1.818e-01, eta: 18:52:44, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4104, top5_acc: 0.6678, loss_cls: 2.6043, loss: 2.6043, grad_norm: 1.4448 2020-09-29 09:25:21,878 - mmaction - INFO - Epoch [162][140/627] lr: 1.818e-01, eta: 18:52:20, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.4167, top5_acc: 0.6618, loss_cls: 2.6022, loss: 2.6022, grad_norm: 1.4709 2020-09-29 09:25:44,220 - mmaction - INFO - Epoch [162][160/627] lr: 1.818e-01, eta: 18:51:57, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4174, top5_acc: 0.6646, loss_cls: 2.5792, loss: 2.5792, grad_norm: 1.4706 2020-09-29 09:26:06,110 - mmaction - INFO - Epoch [162][180/627] lr: 1.818e-01, eta: 18:51:34, time: 1.095, data_time: 0.106, memory: 8472, top1_acc: 0.4198, top5_acc: 0.6677, loss_cls: 2.6034, loss: 2.6034, grad_norm: 1.4727 2020-09-29 09:26:29,663 - mmaction - INFO - Epoch [162][200/627] lr: 1.818e-01, eta: 18:51:11, time: 1.177, data_time: 0.207, memory: 8472, top1_acc: 0.4139, top5_acc: 0.6659, loss_cls: 2.5799, loss: 2.5799, grad_norm: 1.4732 2020-09-29 09:26:51,388 - mmaction - INFO - Epoch [162][220/627] lr: 1.818e-01, eta: 18:50:48, time: 1.087, data_time: 0.019, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6648, loss_cls: 2.5853, loss: 2.5853, grad_norm: 1.4830 2020-09-29 09:27:13,860 - mmaction - INFO - Epoch [162][240/627] lr: 1.818e-01, eta: 18:50:25, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4111, top5_acc: 0.6493, loss_cls: 2.6600, loss: 2.6600, grad_norm: 1.4775 2020-09-29 09:27:36,403 - mmaction - INFO - Epoch [162][260/627] lr: 1.818e-01, eta: 18:50:02, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.4060, top5_acc: 0.6590, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.4791 2020-09-29 09:27:57,940 - mmaction - INFO - Epoch [162][280/627] lr: 1.818e-01, eta: 18:49:38, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.4173, top5_acc: 0.6612, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.4690 2020-09-29 09:28:19,737 - mmaction - INFO - Epoch [162][300/627] lr: 1.818e-01, eta: 18:49:15, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.4307, top5_acc: 0.6665, loss_cls: 2.5621, loss: 2.5621, grad_norm: 1.4518 2020-09-29 09:28:43,165 - mmaction - INFO - Epoch [162][320/627] lr: 1.818e-01, eta: 18:48:52, time: 1.170, data_time: 0.001, memory: 8472, top1_acc: 0.4176, top5_acc: 0.6643, loss_cls: 2.6204, loss: 2.6204, grad_norm: 1.5029 2020-09-29 09:29:03,845 - mmaction - INFO - Epoch [162][340/627] lr: 1.818e-01, eta: 18:48:28, time: 1.035, data_time: 0.002, memory: 8472, top1_acc: 0.4207, top5_acc: 0.6646, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.4659 2020-09-29 09:29:26,909 - mmaction - INFO - Epoch [162][360/627] lr: 1.818e-01, eta: 18:48:05, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.4121, top5_acc: 0.6602, loss_cls: 2.6430, loss: 2.6430, grad_norm: 1.4592 2020-09-29 09:29:50,089 - mmaction - INFO - Epoch [162][380/627] lr: 1.818e-01, eta: 18:47:42, time: 1.161, data_time: 0.033, memory: 8472, top1_acc: 0.4254, top5_acc: 0.6643, loss_cls: 2.5948, loss: 2.5948, grad_norm: 1.4712 2020-09-29 09:30:12,140 - mmaction - INFO - Epoch [162][400/627] lr: 1.818e-01, eta: 18:47:19, time: 1.103, data_time: 0.005, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6615, loss_cls: 2.6366, loss: 2.6366, grad_norm: 1.4772 2020-09-29 09:30:33,409 - mmaction - INFO - Epoch [162][420/627] lr: 1.818e-01, eta: 18:46:55, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6608, loss_cls: 2.6203, loss: 2.6203, grad_norm: 1.4758 2020-09-29 09:30:55,250 - mmaction - INFO - Epoch [162][440/627] lr: 1.818e-01, eta: 18:46:32, time: 1.092, data_time: 0.017, memory: 8472, top1_acc: 0.4076, top5_acc: 0.6595, loss_cls: 2.6580, loss: 2.6580, grad_norm: 1.4754 2020-09-29 09:31:17,091 - mmaction - INFO - Epoch [162][460/627] lr: 1.818e-01, eta: 18:46:08, time: 1.091, data_time: 0.013, memory: 8472, top1_acc: 0.4083, top5_acc: 0.6549, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.4679 2020-09-29 09:31:39,361 - mmaction - INFO - Epoch [162][480/627] lr: 1.818e-01, eta: 18:45:45, time: 1.114, data_time: 0.085, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6647, loss_cls: 2.5876, loss: 2.5876, grad_norm: 1.4389 2020-09-29 09:32:01,278 - mmaction - INFO - Epoch [162][500/627] lr: 1.818e-01, eta: 18:45:22, time: 1.097, data_time: 0.066, memory: 8472, top1_acc: 0.4194, top5_acc: 0.6667, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.4785 2020-09-29 09:32:24,924 - mmaction - INFO - Epoch [162][520/627] lr: 1.818e-01, eta: 18:44:59, time: 1.184, data_time: 0.003, memory: 8472, top1_acc: 0.4030, top5_acc: 0.6676, loss_cls: 2.6231, loss: 2.6231, grad_norm: 1.4803 2020-09-29 09:32:46,295 - mmaction - INFO - Epoch [162][540/627] lr: 1.818e-01, eta: 18:44:36, time: 1.066, data_time: 0.001, memory: 8472, top1_acc: 0.4081, top5_acc: 0.6592, loss_cls: 2.6430, loss: 2.6430, grad_norm: 1.4679 2020-09-29 09:33:09,904 - mmaction - INFO - Epoch [162][560/627] lr: 1.818e-01, eta: 18:44:13, time: 1.182, data_time: 0.004, memory: 8472, top1_acc: 0.4249, top5_acc: 0.6691, loss_cls: 2.5807, loss: 2.5807, grad_norm: 1.4563 2020-09-29 09:33:31,165 - mmaction - INFO - Epoch [162][580/627] lr: 1.818e-01, eta: 18:43:49, time: 1.063, data_time: 0.001, memory: 8472, top1_acc: 0.4135, top5_acc: 0.6612, loss_cls: 2.6175, loss: 2.6175, grad_norm: 1.4555 2020-09-29 09:33:53,276 - mmaction - INFO - Epoch [162][600/627] lr: 1.818e-01, eta: 18:43:26, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4173, top5_acc: 0.6690, loss_cls: 2.5909, loss: 2.5909, grad_norm: 1.4550 2020-09-29 09:34:14,924 - mmaction - INFO - Epoch [162][620/627] lr: 1.818e-01, eta: 18:43:03, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.4109, top5_acc: 0.6561, loss_cls: 2.6407, loss: 2.6407, grad_norm: 1.5162 2020-09-29 09:35:16,021 - mmaction - INFO - Epoch [163][20/627] lr: 1.784e-01, eta: 18:42:45, time: 2.715, data_time: 1.706, memory: 8472, top1_acc: 0.4208, top5_acc: 0.6685, loss_cls: 2.5653, loss: 2.5653, grad_norm: 1.4442 2020-09-29 09:35:39,264 - mmaction - INFO - Epoch [163][40/627] lr: 1.784e-01, eta: 18:42:23, time: 1.161, data_time: 0.210, memory: 8472, top1_acc: 0.4181, top5_acc: 0.6695, loss_cls: 2.5995, loss: 2.5995, grad_norm: 1.4860 2020-09-29 09:35:59,329 - mmaction - INFO - Epoch [163][60/627] lr: 1.784e-01, eta: 18:41:58, time: 1.002, data_time: 0.042, memory: 8472, top1_acc: 0.4198, top5_acc: 0.6625, loss_cls: 2.6110, loss: 2.6110, grad_norm: 1.4765 2020-09-29 09:36:22,520 - mmaction - INFO - Epoch [163][80/627] lr: 1.784e-01, eta: 18:41:35, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.4146, top5_acc: 0.6604, loss_cls: 2.5996, loss: 2.5996, grad_norm: 1.5082 2020-09-29 09:36:44,858 - mmaction - INFO - Epoch [163][100/627] lr: 1.784e-01, eta: 18:41:12, time: 1.118, data_time: 0.052, memory: 8472, top1_acc: 0.4125, top5_acc: 0.6607, loss_cls: 2.6373, loss: 2.6373, grad_norm: 1.4705 2020-09-29 09:37:07,061 - mmaction - INFO - Epoch [163][120/627] lr: 1.784e-01, eta: 18:40:49, time: 1.110, data_time: 0.026, memory: 8472, top1_acc: 0.4268, top5_acc: 0.6654, loss_cls: 2.5684, loss: 2.5684, grad_norm: 1.4705 2020-09-29 09:37:30,417 - mmaction - INFO - Epoch [163][140/627] lr: 1.784e-01, eta: 18:40:26, time: 1.169, data_time: 0.144, memory: 8472, top1_acc: 0.4174, top5_acc: 0.6586, loss_cls: 2.6148, loss: 2.6148, grad_norm: 1.4844 2020-09-29 09:37:51,334 - mmaction - INFO - Epoch [163][160/627] lr: 1.784e-01, eta: 18:40:02, time: 1.044, data_time: 0.086, memory: 8472, top1_acc: 0.4241, top5_acc: 0.6691, loss_cls: 2.5737, loss: 2.5737, grad_norm: 1.4772 2020-09-29 09:38:13,602 - mmaction - INFO - Epoch [163][180/627] lr: 1.784e-01, eta: 18:39:39, time: 1.114, data_time: 0.079, memory: 8472, top1_acc: 0.4193, top5_acc: 0.6755, loss_cls: 2.5818, loss: 2.5818, grad_norm: 1.5002 2020-09-29 09:38:34,718 - mmaction - INFO - Epoch [163][200/627] lr: 1.784e-01, eta: 18:39:15, time: 1.056, data_time: 0.085, memory: 8472, top1_acc: 0.4216, top5_acc: 0.6684, loss_cls: 2.5897, loss: 2.5897, grad_norm: 1.4821 2020-09-29 09:38:56,950 - mmaction - INFO - Epoch [163][220/627] lr: 1.784e-01, eta: 18:38:52, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4219, top5_acc: 0.6646, loss_cls: 2.5936, loss: 2.5936, grad_norm: 1.4877 2020-09-29 09:39:18,574 - mmaction - INFO - Epoch [163][240/627] lr: 1.784e-01, eta: 18:38:29, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4189, top5_acc: 0.6659, loss_cls: 2.6081, loss: 2.6081, grad_norm: 1.4894 2020-09-29 09:39:41,243 - mmaction - INFO - Epoch [163][260/627] lr: 1.784e-01, eta: 18:38:06, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.4305, top5_acc: 0.6762, loss_cls: 2.5400, loss: 2.5400, grad_norm: 1.4756 2020-09-29 09:40:03,888 - mmaction - INFO - Epoch [163][280/627] lr: 1.784e-01, eta: 18:37:43, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.4086, top5_acc: 0.6663, loss_cls: 2.6160, loss: 2.6160, grad_norm: 1.4830 2020-09-29 09:40:26,208 - mmaction - INFO - Epoch [163][300/627] lr: 1.784e-01, eta: 18:37:19, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4154, top5_acc: 0.6609, loss_cls: 2.6241, loss: 2.6241, grad_norm: 1.4850 2020-09-29 09:40:48,004 - mmaction - INFO - Epoch [163][320/627] lr: 1.784e-01, eta: 18:36:56, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.4117, top5_acc: 0.6546, loss_cls: 2.6411, loss: 2.6411, grad_norm: 1.5140 2020-09-29 09:41:11,009 - mmaction - INFO - Epoch [163][340/627] lr: 1.784e-01, eta: 18:36:33, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.4224, top5_acc: 0.6605, loss_cls: 2.5915, loss: 2.5915, grad_norm: 1.4686 2020-09-29 09:41:32,207 - mmaction - INFO - Epoch [163][360/627] lr: 1.784e-01, eta: 18:36:09, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.4238, top5_acc: 0.6643, loss_cls: 2.5835, loss: 2.5835, grad_norm: 1.4818 2020-09-29 09:41:54,456 - mmaction - INFO - Epoch [163][380/627] lr: 1.784e-01, eta: 18:35:46, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4207, top5_acc: 0.6651, loss_cls: 2.5893, loss: 2.5893, grad_norm: 1.4750 2020-09-29 09:42:16,905 - mmaction - INFO - Epoch [163][400/627] lr: 1.784e-01, eta: 18:35:23, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.4145, top5_acc: 0.6667, loss_cls: 2.5934, loss: 2.5934, grad_norm: 1.4865 2020-09-29 09:42:38,890 - mmaction - INFO - Epoch [163][420/627] lr: 1.784e-01, eta: 18:35:00, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.4238, top5_acc: 0.6583, loss_cls: 2.6111, loss: 2.6111, grad_norm: 1.4832 2020-09-29 09:43:00,974 - mmaction - INFO - Epoch [163][440/627] lr: 1.784e-01, eta: 18:34:36, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4189, top5_acc: 0.6641, loss_cls: 2.5979, loss: 2.5979, grad_norm: 1.4730 2020-09-29 09:43:22,698 - mmaction - INFO - Epoch [163][460/627] lr: 1.784e-01, eta: 18:34:13, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.4212, top5_acc: 0.6651, loss_cls: 2.5799, loss: 2.5799, grad_norm: 1.4672 2020-09-29 09:43:44,845 - mmaction - INFO - Epoch [163][480/627] lr: 1.784e-01, eta: 18:33:49, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.4223, top5_acc: 0.6645, loss_cls: 2.6050, loss: 2.6050, grad_norm: 1.5118 2020-09-29 09:44:07,120 - mmaction - INFO - Epoch [163][500/627] lr: 1.784e-01, eta: 18:33:26, time: 1.114, data_time: 0.012, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6638, loss_cls: 2.6260, loss: 2.6260, grad_norm: 1.4837 2020-09-29 09:44:28,492 - mmaction - INFO - Epoch [163][520/627] lr: 1.784e-01, eta: 18:33:03, time: 1.068, data_time: 0.073, memory: 8472, top1_acc: 0.4185, top5_acc: 0.6648, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.4794 2020-09-29 09:44:50,607 - mmaction - INFO - Epoch [163][540/627] lr: 1.784e-01, eta: 18:32:39, time: 1.107, data_time: 0.133, memory: 8472, top1_acc: 0.4243, top5_acc: 0.6669, loss_cls: 2.5823, loss: 2.5823, grad_norm: 1.4970 2020-09-29 09:45:12,054 - mmaction - INFO - Epoch [163][560/627] lr: 1.784e-01, eta: 18:32:16, time: 1.070, data_time: 0.103, memory: 8472, top1_acc: 0.4128, top5_acc: 0.6566, loss_cls: 2.6293, loss: 2.6293, grad_norm: 1.5049 2020-09-29 09:45:35,564 - mmaction - INFO - Epoch [163][580/627] lr: 1.784e-01, eta: 18:31:53, time: 1.177, data_time: 0.009, memory: 8472, top1_acc: 0.4005, top5_acc: 0.6482, loss_cls: 2.6864, loss: 2.6864, grad_norm: 1.5035 2020-09-29 09:45:58,135 - mmaction - INFO - Epoch [163][600/627] lr: 1.784e-01, eta: 18:31:30, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.4091, top5_acc: 0.6539, loss_cls: 2.6504, loss: 2.6504, grad_norm: 1.4692 2020-09-29 09:46:18,902 - mmaction - INFO - Epoch [163][620/627] lr: 1.784e-01, eta: 18:31:06, time: 1.037, data_time: 0.003, memory: 8472, top1_acc: 0.4217, top5_acc: 0.6542, loss_cls: 2.6285, loss: 2.6285, grad_norm: 1.4793 2020-09-29 09:47:17,123 - mmaction - INFO - Epoch [164][20/627] lr: 1.751e-01, eta: 18:30:47, time: 2.568, data_time: 1.428, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6555, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.5013 2020-09-29 09:47:39,139 - mmaction - INFO - Epoch [164][40/627] lr: 1.751e-01, eta: 18:30:23, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.4316, top5_acc: 0.6673, loss_cls: 2.5832, loss: 2.5832, grad_norm: 1.4844 2020-09-29 09:48:01,944 - mmaction - INFO - Epoch [164][60/627] lr: 1.751e-01, eta: 18:30:01, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.4246, top5_acc: 0.6639, loss_cls: 2.5859, loss: 2.5859, grad_norm: 1.4846 2020-09-29 09:48:23,418 - mmaction - INFO - Epoch [164][80/627] lr: 1.751e-01, eta: 18:29:37, time: 1.073, data_time: 0.028, memory: 8472, top1_acc: 0.4255, top5_acc: 0.6680, loss_cls: 2.5782, loss: 2.5782, grad_norm: 1.4810 2020-09-29 09:48:47,036 - mmaction - INFO - Epoch [164][100/627] lr: 1.751e-01, eta: 18:29:14, time: 1.181, data_time: 0.013, memory: 8472, top1_acc: 0.4201, top5_acc: 0.6643, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.4934 2020-09-29 09:49:10,010 - mmaction - INFO - Epoch [164][120/627] lr: 1.751e-01, eta: 18:28:52, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.4234, top5_acc: 0.6634, loss_cls: 2.5721, loss: 2.5721, grad_norm: 1.4701 2020-09-29 09:49:31,697 - mmaction - INFO - Epoch [164][140/627] lr: 1.751e-01, eta: 18:28:28, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.4246, top5_acc: 0.6693, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.4915 2020-09-29 09:49:55,115 - mmaction - INFO - Epoch [164][160/627] lr: 1.751e-01, eta: 18:28:06, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.4258, top5_acc: 0.6656, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.5086 2020-09-29 09:50:17,201 - mmaction - INFO - Epoch [164][180/627] lr: 1.751e-01, eta: 18:27:42, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4090, top5_acc: 0.6628, loss_cls: 2.6118, loss: 2.6118, grad_norm: 1.4807 2020-09-29 09:50:40,411 - mmaction - INFO - Epoch [164][200/627] lr: 1.751e-01, eta: 18:27:20, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.4151, top5_acc: 0.6639, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.5101 2020-09-29 09:51:01,599 - mmaction - INFO - Epoch [164][220/627] lr: 1.751e-01, eta: 18:26:56, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.4281, top5_acc: 0.6706, loss_cls: 2.5581, loss: 2.5581, grad_norm: 1.4881 2020-09-29 09:51:24,501 - mmaction - INFO - Epoch [164][240/627] lr: 1.751e-01, eta: 18:26:33, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.4383, top5_acc: 0.6784, loss_cls: 2.5480, loss: 2.5480, grad_norm: 1.4794 2020-09-29 09:51:46,532 - mmaction - INFO - Epoch [164][260/627] lr: 1.751e-01, eta: 18:26:10, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.4294, top5_acc: 0.6733, loss_cls: 2.5654, loss: 2.5654, grad_norm: 1.4840 2020-09-29 09:52:08,457 - mmaction - INFO - Epoch [164][280/627] lr: 1.751e-01, eta: 18:25:46, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4108, top5_acc: 0.6612, loss_cls: 2.6278, loss: 2.6278, grad_norm: 1.5221 2020-09-29 09:52:29,155 - mmaction - INFO - Epoch [164][300/627] lr: 1.751e-01, eta: 18:25:22, time: 1.032, data_time: 0.001, memory: 8472, top1_acc: 0.4199, top5_acc: 0.6621, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.4858 2020-09-29 09:52:51,963 - mmaction - INFO - Epoch [164][320/627] lr: 1.751e-01, eta: 18:24:59, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.4206, top5_acc: 0.6665, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.4841 2020-09-29 09:53:13,957 - mmaction - INFO - Epoch [164][340/627] lr: 1.751e-01, eta: 18:24:36, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.4229, top5_acc: 0.6659, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.4913 2020-09-29 09:53:35,780 - mmaction - INFO - Epoch [164][360/627] lr: 1.751e-01, eta: 18:24:12, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4255, top5_acc: 0.6701, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.4802 2020-09-29 09:53:58,808 - mmaction - INFO - Epoch [164][380/627] lr: 1.751e-01, eta: 18:23:50, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.4253, top5_acc: 0.6775, loss_cls: 2.5459, loss: 2.5459, grad_norm: 1.5018 2020-09-29 09:54:21,227 - mmaction - INFO - Epoch [164][400/627] lr: 1.751e-01, eta: 18:23:26, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.4203, top5_acc: 0.6698, loss_cls: 2.5872, loss: 2.5872, grad_norm: 1.5071 2020-09-29 09:54:43,506 - mmaction - INFO - Epoch [164][420/627] lr: 1.751e-01, eta: 18:23:03, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6594, loss_cls: 2.6127, loss: 2.6127, grad_norm: 1.5261 2020-09-29 09:55:05,574 - mmaction - INFO - Epoch [164][440/627] lr: 1.751e-01, eta: 18:22:40, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4132, top5_acc: 0.6618, loss_cls: 2.6067, loss: 2.6067, grad_norm: 1.4778 2020-09-29 09:55:26,801 - mmaction - INFO - Epoch [164][460/627] lr: 1.751e-01, eta: 18:22:16, time: 1.061, data_time: 0.001, memory: 8472, top1_acc: 0.4225, top5_acc: 0.6596, loss_cls: 2.6121, loss: 2.6121, grad_norm: 1.4749 2020-09-29 09:55:48,955 - mmaction - INFO - Epoch [164][480/627] lr: 1.751e-01, eta: 18:21:53, time: 1.108, data_time: 0.010, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6674, loss_cls: 2.6016, loss: 2.6016, grad_norm: 1.4870 2020-09-29 09:56:11,232 - mmaction - INFO - Epoch [164][500/627] lr: 1.751e-01, eta: 18:21:30, time: 1.112, data_time: 0.026, memory: 8472, top1_acc: 0.4309, top5_acc: 0.6729, loss_cls: 2.5632, loss: 2.5632, grad_norm: 1.4909 2020-09-29 09:56:33,831 - mmaction - INFO - Epoch [164][520/627] lr: 1.751e-01, eta: 18:21:07, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.4273, top5_acc: 0.6737, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.4992 2020-09-29 09:56:55,207 - mmaction - INFO - Epoch [164][540/627] lr: 1.751e-01, eta: 18:20:43, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.4035, top5_acc: 0.6538, loss_cls: 2.6589, loss: 2.6589, grad_norm: 1.5005 2020-09-29 09:57:17,083 - mmaction - INFO - Epoch [164][560/627] lr: 1.751e-01, eta: 18:20:20, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.4211, top5_acc: 0.6648, loss_cls: 2.6122, loss: 2.6122, grad_norm: 1.4574 2020-09-29 09:57:39,232 - mmaction - INFO - Epoch [164][580/627] lr: 1.751e-01, eta: 18:19:56, time: 1.105, data_time: 0.017, memory: 8472, top1_acc: 0.4273, top5_acc: 0.6725, loss_cls: 2.5731, loss: 2.5731, grad_norm: 1.4876 2020-09-29 09:58:01,369 - mmaction - INFO - Epoch [164][600/627] lr: 1.751e-01, eta: 18:19:33, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.4083, top5_acc: 0.6594, loss_cls: 2.6557, loss: 2.6557, grad_norm: 1.5121 2020-09-29 09:58:23,430 - mmaction - INFO - Epoch [164][620/627] lr: 1.751e-01, eta: 18:19:10, time: 1.102, data_time: 0.012, memory: 8472, top1_acc: 0.4069, top5_acc: 0.6591, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.5143 2020-09-29 09:58:30,491 - mmaction - INFO - Saving checkpoint at 164 epochs 2020-09-29 09:59:23,362 - mmaction - INFO - Epoch [165][20/627] lr: 1.717e-01, eta: 18:18:51, time: 2.623, data_time: 1.529, memory: 8472, top1_acc: 0.4211, top5_acc: 0.6672, loss_cls: 2.6035, loss: 2.6035, grad_norm: 1.5136 2020-09-29 09:59:45,557 - mmaction - INFO - Epoch [165][40/627] lr: 1.717e-01, eta: 18:18:28, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4232, top5_acc: 0.6706, loss_cls: 2.5814, loss: 2.5814, grad_norm: 1.5020 2020-09-29 10:00:08,864 - mmaction - INFO - Epoch [165][60/627] lr: 1.717e-01, eta: 18:18:05, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.4249, top5_acc: 0.6678, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.4828 2020-09-29 10:00:31,216 - mmaction - INFO - Epoch [165][80/627] lr: 1.717e-01, eta: 18:17:42, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.4335, top5_acc: 0.6695, loss_cls: 2.5602, loss: 2.5602, grad_norm: 1.5065 2020-09-29 10:00:51,667 - mmaction - INFO - Epoch [165][100/627] lr: 1.717e-01, eta: 18:17:18, time: 1.020, data_time: 0.001, memory: 8472, top1_acc: 0.4268, top5_acc: 0.6723, loss_cls: 2.5549, loss: 2.5549, grad_norm: 1.5125 2020-09-29 10:01:14,682 - mmaction - INFO - Epoch [165][120/627] lr: 1.717e-01, eta: 18:16:55, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.4320, top5_acc: 0.6741, loss_cls: 2.5539, loss: 2.5539, grad_norm: 1.5105 2020-09-29 10:01:36,105 - mmaction - INFO - Epoch [165][140/627] lr: 1.717e-01, eta: 18:16:31, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.4354, top5_acc: 0.6789, loss_cls: 2.5487, loss: 2.5487, grad_norm: 1.4933 2020-09-29 10:01:58,640 - mmaction - INFO - Epoch [165][160/627] lr: 1.717e-01, eta: 18:16:08, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.4186, top5_acc: 0.6663, loss_cls: 2.6023, loss: 2.6023, grad_norm: 1.5169 2020-09-29 10:02:21,140 - mmaction - INFO - Epoch [165][180/627] lr: 1.717e-01, eta: 18:15:45, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4263, top5_acc: 0.6737, loss_cls: 2.5741, loss: 2.5741, grad_norm: 1.5210 2020-09-29 10:02:43,280 - mmaction - INFO - Epoch [165][200/627] lr: 1.717e-01, eta: 18:15:22, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.4262, top5_acc: 0.6708, loss_cls: 2.5703, loss: 2.5703, grad_norm: 1.4979 2020-09-29 10:03:05,277 - mmaction - INFO - Epoch [165][220/627] lr: 1.717e-01, eta: 18:14:59, time: 1.105, data_time: 0.011, memory: 8472, top1_acc: 0.4255, top5_acc: 0.6659, loss_cls: 2.5852, loss: 2.5852, grad_norm: 1.4921 2020-09-29 10:03:27,816 - mmaction - INFO - Epoch [165][240/627] lr: 1.717e-01, eta: 18:14:35, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.4210, top5_acc: 0.6661, loss_cls: 2.6006, loss: 2.6006, grad_norm: 1.4995 2020-09-29 10:03:49,828 - mmaction - INFO - Epoch [165][260/627] lr: 1.717e-01, eta: 18:14:12, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.4191, top5_acc: 0.6608, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.5096 2020-09-29 10:04:12,814 - mmaction - INFO - Epoch [165][280/627] lr: 1.717e-01, eta: 18:13:49, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.4242, top5_acc: 0.6699, loss_cls: 2.5771, loss: 2.5771, grad_norm: 1.4822 2020-09-29 10:04:33,832 - mmaction - INFO - Epoch [165][300/627] lr: 1.717e-01, eta: 18:13:25, time: 1.053, data_time: 0.004, memory: 8472, top1_acc: 0.4273, top5_acc: 0.6706, loss_cls: 2.5749, loss: 2.5749, grad_norm: 1.4752 2020-09-29 10:04:56,149 - mmaction - INFO - Epoch [165][320/627] lr: 1.717e-01, eta: 18:13:02, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.4150, top5_acc: 0.6701, loss_cls: 2.5957, loss: 2.5957, grad_norm: 1.4928 2020-09-29 10:05:19,500 - mmaction - INFO - Epoch [165][340/627] lr: 1.717e-01, eta: 18:12:40, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.4109, top5_acc: 0.6643, loss_cls: 2.6045, loss: 2.6045, grad_norm: 1.4902 2020-09-29 10:05:41,646 - mmaction - INFO - Epoch [165][360/627] lr: 1.717e-01, eta: 18:12:16, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6553, loss_cls: 2.6181, loss: 2.6181, grad_norm: 1.4984 2020-09-29 10:06:03,783 - mmaction - INFO - Epoch [165][380/627] lr: 1.717e-01, eta: 18:11:53, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.4297, top5_acc: 0.6717, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.4962 2020-09-29 10:06:24,072 - mmaction - INFO - Epoch [165][400/627] lr: 1.717e-01, eta: 18:11:29, time: 1.015, data_time: 0.002, memory: 8472, top1_acc: 0.4243, top5_acc: 0.6751, loss_cls: 2.5632, loss: 2.5632, grad_norm: 1.5044 2020-09-29 10:06:46,044 - mmaction - INFO - Epoch [165][420/627] lr: 1.717e-01, eta: 18:11:05, time: 1.099, data_time: 0.067, memory: 8472, top1_acc: 0.4315, top5_acc: 0.6711, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.5122 2020-09-29 10:07:09,533 - mmaction - INFO - Epoch [165][440/627] lr: 1.717e-01, eta: 18:10:43, time: 1.174, data_time: 0.115, memory: 8472, top1_acc: 0.4219, top5_acc: 0.6654, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.4934 2020-09-29 10:07:31,322 - mmaction - INFO - Epoch [165][460/627] lr: 1.717e-01, eta: 18:10:19, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4135, top5_acc: 0.6587, loss_cls: 2.6438, loss: 2.6438, grad_norm: 1.4863 2020-09-29 10:07:54,100 - mmaction - INFO - Epoch [165][480/627] lr: 1.717e-01, eta: 18:09:57, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6639, loss_cls: 2.5934, loss: 2.5934, grad_norm: 1.4917 2020-09-29 10:08:15,902 - mmaction - INFO - Epoch [165][500/627] lr: 1.717e-01, eta: 18:09:33, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.4155, top5_acc: 0.6639, loss_cls: 2.6196, loss: 2.6196, grad_norm: 1.5234 2020-09-29 10:08:38,659 - mmaction - INFO - Epoch [165][520/627] lr: 1.717e-01, eta: 18:09:10, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.4177, top5_acc: 0.6708, loss_cls: 2.5988, loss: 2.5988, grad_norm: 1.5137 2020-09-29 10:09:00,245 - mmaction - INFO - Epoch [165][540/627] lr: 1.717e-01, eta: 18:08:47, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.4182, top5_acc: 0.6635, loss_cls: 2.5956, loss: 2.5956, grad_norm: 1.5013 2020-09-29 10:09:22,570 - mmaction - INFO - Epoch [165][560/627] lr: 1.717e-01, eta: 18:08:23, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.4208, top5_acc: 0.6642, loss_cls: 2.5952, loss: 2.5952, grad_norm: 1.5096 2020-09-29 10:09:44,103 - mmaction - INFO - Epoch [165][580/627] lr: 1.717e-01, eta: 18:08:00, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.4195, top5_acc: 0.6633, loss_cls: 2.6093, loss: 2.6093, grad_norm: 1.5283 2020-09-29 10:10:06,201 - mmaction - INFO - Epoch [165][600/627] lr: 1.717e-01, eta: 18:07:37, time: 1.106, data_time: 0.004, memory: 8472, top1_acc: 0.4121, top5_acc: 0.6624, loss_cls: 2.6223, loss: 2.6223, grad_norm: 1.5054 2020-09-29 10:10:28,784 - mmaction - INFO - Epoch [165][620/627] lr: 1.717e-01, eta: 18:07:14, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.4289, top5_acc: 0.6665, loss_cls: 2.5938, loss: 2.5938, grad_norm: 1.4919 2020-09-29 10:12:01,152 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 10:12:01,821 - mmaction - INFO - top1_acc 0.4745 top5_acc 0.7318 2020-09-29 10:12:01,821 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 10:12:01,868 - mmaction - INFO - mean_acc 0.4743 2020-09-29 10:12:01,869 - mmaction - INFO - Now best checkpoint is epoch_165.pth 2020-09-29 10:12:01,883 - mmaction - INFO - Epoch(val) [165][627] top1_acc: 0.4745, top5_acc: 0.7318, mean_class_accuracy: 0.4743 2020-09-29 10:12:53,339 - mmaction - INFO - Epoch [166][20/627] lr: 1.684e-01, eta: 18:06:54, time: 2.571, data_time: 1.306, memory: 8472, top1_acc: 0.4254, top5_acc: 0.6729, loss_cls: 2.5554, loss: 2.5554, grad_norm: 1.4917 2020-09-29 10:13:15,298 - mmaction - INFO - Epoch [166][40/627] lr: 1.684e-01, eta: 18:06:31, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4292, top5_acc: 0.6751, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.4730 2020-09-29 10:13:38,440 - mmaction - INFO - Epoch [166][60/627] lr: 1.684e-01, eta: 18:06:08, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6681, loss_cls: 2.5516, loss: 2.5516, grad_norm: 1.5089 2020-09-29 10:14:00,767 - mmaction - INFO - Epoch [166][80/627] lr: 1.684e-01, eta: 18:05:45, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4327, top5_acc: 0.6706, loss_cls: 2.5392, loss: 2.5392, grad_norm: 1.5170 2020-09-29 10:14:21,448 - mmaction - INFO - Epoch [166][100/627] lr: 1.684e-01, eta: 18:05:21, time: 1.035, data_time: 0.002, memory: 8472, top1_acc: 0.4249, top5_acc: 0.6763, loss_cls: 2.5390, loss: 2.5390, grad_norm: 1.5220 2020-09-29 10:14:44,790 - mmaction - INFO - Epoch [166][120/627] lr: 1.684e-01, eta: 18:04:58, time: 1.166, data_time: 0.001, memory: 8472, top1_acc: 0.4250, top5_acc: 0.6741, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.5067 2020-09-29 10:15:05,651 - mmaction - INFO - Epoch [166][140/627] lr: 1.684e-01, eta: 18:04:34, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.4258, top5_acc: 0.6727, loss_cls: 2.5536, loss: 2.5536, grad_norm: 1.5038 2020-09-29 10:15:28,521 - mmaction - INFO - Epoch [166][160/627] lr: 1.684e-01, eta: 18:04:11, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.4387, top5_acc: 0.6812, loss_cls: 2.5126, loss: 2.5126, grad_norm: 1.5208 2020-09-29 10:15:50,977 - mmaction - INFO - Epoch [166][180/627] lr: 1.684e-01, eta: 18:03:48, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4303, top5_acc: 0.6695, loss_cls: 2.5567, loss: 2.5567, grad_norm: 1.4938 2020-09-29 10:16:14,076 - mmaction - INFO - Epoch [166][200/627] lr: 1.684e-01, eta: 18:03:25, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.4280, top5_acc: 0.6661, loss_cls: 2.5894, loss: 2.5894, grad_norm: 1.5091 2020-09-29 10:16:35,919 - mmaction - INFO - Epoch [166][220/627] lr: 1.684e-01, eta: 18:03:02, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.4250, top5_acc: 0.6690, loss_cls: 2.5715, loss: 2.5715, grad_norm: 1.5524 2020-09-29 10:16:57,129 - mmaction - INFO - Epoch [166][240/627] lr: 1.684e-01, eta: 18:02:38, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.4311, top5_acc: 0.6725, loss_cls: 2.5763, loss: 2.5763, grad_norm: 1.5259 2020-09-29 10:17:19,500 - mmaction - INFO - Epoch [166][260/627] lr: 1.684e-01, eta: 18:02:15, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.4267, top5_acc: 0.6777, loss_cls: 2.5285, loss: 2.5285, grad_norm: 1.5019 2020-09-29 10:17:41,646 - mmaction - INFO - Epoch [166][280/627] lr: 1.684e-01, eta: 18:01:52, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4277, top5_acc: 0.6759, loss_cls: 2.5491, loss: 2.5491, grad_norm: 1.5174 2020-09-29 10:18:03,792 - mmaction - INFO - Epoch [166][300/627] lr: 1.684e-01, eta: 18:01:29, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.4134, top5_acc: 0.6560, loss_cls: 2.6346, loss: 2.6346, grad_norm: 1.5260 2020-09-29 10:18:25,709 - mmaction - INFO - Epoch [166][320/627] lr: 1.684e-01, eta: 18:01:05, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6602, loss_cls: 2.6212, loss: 2.6212, grad_norm: 1.5115 2020-09-29 10:18:47,638 - mmaction - INFO - Epoch [166][340/627] lr: 1.684e-01, eta: 18:00:42, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4172, top5_acc: 0.6678, loss_cls: 2.5813, loss: 2.5813, grad_norm: 1.5146 2020-09-29 10:19:10,923 - mmaction - INFO - Epoch [166][360/627] lr: 1.684e-01, eta: 18:00:19, time: 1.163, data_time: 0.001, memory: 8472, top1_acc: 0.4120, top5_acc: 0.6625, loss_cls: 2.6139, loss: 2.6139, grad_norm: 1.5061 2020-09-29 10:19:32,571 - mmaction - INFO - Epoch [166][380/627] lr: 1.684e-01, eta: 17:59:56, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.4237, top5_acc: 0.6714, loss_cls: 2.5551, loss: 2.5551, grad_norm: 1.5000 2020-09-29 10:19:55,412 - mmaction - INFO - Epoch [166][400/627] lr: 1.684e-01, eta: 17:59:33, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.4133, top5_acc: 0.6602, loss_cls: 2.6353, loss: 2.6353, grad_norm: 1.5265 2020-09-29 10:20:17,697 - mmaction - INFO - Epoch [166][420/627] lr: 1.684e-01, eta: 17:59:10, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.4095, top5_acc: 0.6594, loss_cls: 2.6116, loss: 2.6116, grad_norm: 1.5200 2020-09-29 10:20:39,746 - mmaction - INFO - Epoch [166][440/627] lr: 1.684e-01, eta: 17:58:46, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4176, top5_acc: 0.6557, loss_cls: 2.6260, loss: 2.6260, grad_norm: 1.5037 2020-09-29 10:21:01,218 - mmaction - INFO - Epoch [166][460/627] lr: 1.684e-01, eta: 17:58:23, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4168, top5_acc: 0.6686, loss_cls: 2.5952, loss: 2.5952, grad_norm: 1.5036 2020-09-29 10:21:22,454 - mmaction - INFO - Epoch [166][480/627] lr: 1.684e-01, eta: 17:57:59, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.4242, top5_acc: 0.6624, loss_cls: 2.5952, loss: 2.5952, grad_norm: 1.5174 2020-09-29 10:21:45,264 - mmaction - INFO - Epoch [166][500/627] lr: 1.684e-01, eta: 17:57:36, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.4277, top5_acc: 0.6658, loss_cls: 2.5706, loss: 2.5706, grad_norm: 1.4961 2020-09-29 10:22:07,828 - mmaction - INFO - Epoch [166][520/627] lr: 1.684e-01, eta: 17:57:13, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.4237, top5_acc: 0.6724, loss_cls: 2.5528, loss: 2.5528, grad_norm: 1.4898 2020-09-29 10:22:30,150 - mmaction - INFO - Epoch [166][540/627] lr: 1.684e-01, eta: 17:56:50, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4279, top5_acc: 0.6680, loss_cls: 2.5638, loss: 2.5638, grad_norm: 1.5183 2020-09-29 10:22:52,087 - mmaction - INFO - Epoch [166][560/627] lr: 1.684e-01, eta: 17:56:26, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4182, top5_acc: 0.6635, loss_cls: 2.5999, loss: 2.5999, grad_norm: 1.5154 2020-09-29 10:23:13,997 - mmaction - INFO - Epoch [166][580/627] lr: 1.684e-01, eta: 17:56:03, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.4249, top5_acc: 0.6672, loss_cls: 2.5980, loss: 2.5980, grad_norm: 1.5147 2020-09-29 10:23:35,747 - mmaction - INFO - Epoch [166][600/627] lr: 1.684e-01, eta: 17:55:40, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4272, top5_acc: 0.6723, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.5153 2020-09-29 10:23:57,510 - mmaction - INFO - Epoch [166][620/627] lr: 1.684e-01, eta: 17:55:16, time: 1.091, data_time: 0.006, memory: 8472, top1_acc: 0.4158, top5_acc: 0.6665, loss_cls: 2.6116, loss: 2.6116, grad_norm: 1.4925 2020-09-29 10:24:56,982 - mmaction - INFO - Epoch [167][20/627] lr: 1.651e-01, eta: 17:54:57, time: 2.631, data_time: 1.477, memory: 8472, top1_acc: 0.4275, top5_acc: 0.6711, loss_cls: 2.5646, loss: 2.5646, grad_norm: 1.5462 2020-09-29 10:25:19,522 - mmaction - INFO - Epoch [167][40/627] lr: 1.651e-01, eta: 17:54:34, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.4310, top5_acc: 0.6730, loss_cls: 2.5490, loss: 2.5490, grad_norm: 1.5008 2020-09-29 10:25:41,775 - mmaction - INFO - Epoch [167][60/627] lr: 1.651e-01, eta: 17:54:11, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.4288, top5_acc: 0.6720, loss_cls: 2.5468, loss: 2.5468, grad_norm: 1.5161 2020-09-29 10:26:04,520 - mmaction - INFO - Epoch [167][80/627] lr: 1.651e-01, eta: 17:53:48, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.4297, top5_acc: 0.6837, loss_cls: 2.5150, loss: 2.5150, grad_norm: 1.5368 2020-09-29 10:26:26,409 - mmaction - INFO - Epoch [167][100/627] lr: 1.651e-01, eta: 17:53:24, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4246, top5_acc: 0.6823, loss_cls: 2.5447, loss: 2.5447, grad_norm: 1.5359 2020-09-29 10:26:48,136 - mmaction - INFO - Epoch [167][120/627] lr: 1.651e-01, eta: 17:53:01, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4267, top5_acc: 0.6743, loss_cls: 2.5310, loss: 2.5310, grad_norm: 1.4812 2020-09-29 10:27:10,634 - mmaction - INFO - Epoch [167][140/627] lr: 1.651e-01, eta: 17:52:38, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.4280, top5_acc: 0.6680, loss_cls: 2.5587, loss: 2.5587, grad_norm: 1.5208 2020-09-29 10:27:32,457 - mmaction - INFO - Epoch [167][160/627] lr: 1.651e-01, eta: 17:52:15, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.4332, top5_acc: 0.6807, loss_cls: 2.5104, loss: 2.5104, grad_norm: 1.5167 2020-09-29 10:27:54,274 - mmaction - INFO - Epoch [167][180/627] lr: 1.651e-01, eta: 17:51:51, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.4263, top5_acc: 0.6673, loss_cls: 2.5603, loss: 2.5603, grad_norm: 1.5147 2020-09-29 10:28:17,220 - mmaction - INFO - Epoch [167][200/627] lr: 1.651e-01, eta: 17:51:28, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.4289, top5_acc: 0.6693, loss_cls: 2.5701, loss: 2.5701, grad_norm: 1.5414 2020-09-29 10:28:39,601 - mmaction - INFO - Epoch [167][220/627] lr: 1.651e-01, eta: 17:51:05, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.4337, top5_acc: 0.6845, loss_cls: 2.5187, loss: 2.5187, grad_norm: 1.5324 2020-09-29 10:29:01,022 - mmaction - INFO - Epoch [167][240/627] lr: 1.651e-01, eta: 17:50:41, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4313, top5_acc: 0.6708, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.5366 2020-09-29 10:29:23,653 - mmaction - INFO - Epoch [167][260/627] lr: 1.651e-01, eta: 17:50:18, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.4247, top5_acc: 0.6660, loss_cls: 2.5666, loss: 2.5666, grad_norm: 1.5288 2020-09-29 10:29:45,210 - mmaction - INFO - Epoch [167][280/627] lr: 1.651e-01, eta: 17:49:55, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.4177, top5_acc: 0.6656, loss_cls: 2.6154, loss: 2.6154, grad_norm: 1.5201 2020-09-29 10:30:07,476 - mmaction - INFO - Epoch [167][300/627] lr: 1.651e-01, eta: 17:49:32, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4233, top5_acc: 0.6676, loss_cls: 2.5790, loss: 2.5790, grad_norm: 1.5150 2020-09-29 10:30:29,968 - mmaction - INFO - Epoch [167][320/627] lr: 1.651e-01, eta: 17:49:09, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.4138, top5_acc: 0.6618, loss_cls: 2.6249, loss: 2.6249, grad_norm: 1.5349 2020-09-29 10:30:52,003 - mmaction - INFO - Epoch [167][340/627] lr: 1.651e-01, eta: 17:48:45, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4182, top5_acc: 0.6681, loss_cls: 2.5812, loss: 2.5812, grad_norm: 1.5469 2020-09-29 10:31:13,856 - mmaction - INFO - Epoch [167][360/627] lr: 1.651e-01, eta: 17:48:22, time: 1.091, data_time: 0.034, memory: 8472, top1_acc: 0.4313, top5_acc: 0.6747, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.5072 2020-09-29 10:31:35,678 - mmaction - INFO - Epoch [167][380/627] lr: 1.651e-01, eta: 17:47:59, time: 1.091, data_time: 0.005, memory: 8472, top1_acc: 0.4255, top5_acc: 0.6728, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.5348 2020-09-29 10:31:59,032 - mmaction - INFO - Epoch [167][400/627] lr: 1.651e-01, eta: 17:47:36, time: 1.169, data_time: 0.086, memory: 8472, top1_acc: 0.4288, top5_acc: 0.6668, loss_cls: 2.5858, loss: 2.5858, grad_norm: 1.5398 2020-09-29 10:32:21,643 - mmaction - INFO - Epoch [167][420/627] lr: 1.651e-01, eta: 17:47:13, time: 1.129, data_time: 0.178, memory: 8472, top1_acc: 0.4216, top5_acc: 0.6637, loss_cls: 2.5847, loss: 2.5847, grad_norm: 1.5148 2020-09-29 10:32:44,109 - mmaction - INFO - Epoch [167][440/627] lr: 1.651e-01, eta: 17:46:50, time: 1.124, data_time: 0.170, memory: 8472, top1_acc: 0.4174, top5_acc: 0.6646, loss_cls: 2.5920, loss: 2.5920, grad_norm: 1.5107 2020-09-29 10:33:04,724 - mmaction - INFO - Epoch [167][460/627] lr: 1.651e-01, eta: 17:46:26, time: 1.031, data_time: 0.076, memory: 8472, top1_acc: 0.4133, top5_acc: 0.6639, loss_cls: 2.6070, loss: 2.6070, grad_norm: 1.5359 2020-09-29 10:33:27,266 - mmaction - INFO - Epoch [167][480/627] lr: 1.651e-01, eta: 17:46:03, time: 1.126, data_time: 0.071, memory: 8472, top1_acc: 0.4272, top5_acc: 0.6732, loss_cls: 2.5572, loss: 2.5572, grad_norm: 1.5201 2020-09-29 10:33:49,611 - mmaction - INFO - Epoch [167][500/627] lr: 1.651e-01, eta: 17:45:40, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4198, top5_acc: 0.6616, loss_cls: 2.6060, loss: 2.6060, grad_norm: 1.5308 2020-09-29 10:34:11,462 - mmaction - INFO - Epoch [167][520/627] lr: 1.651e-01, eta: 17:45:16, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.4279, top5_acc: 0.6672, loss_cls: 2.5576, loss: 2.5576, grad_norm: 1.5146 2020-09-29 10:34:32,306 - mmaction - INFO - Epoch [167][540/627] lr: 1.651e-01, eta: 17:44:52, time: 1.040, data_time: 0.001, memory: 8472, top1_acc: 0.4283, top5_acc: 0.6656, loss_cls: 2.5711, loss: 2.5711, grad_norm: 1.5114 2020-09-29 10:34:54,861 - mmaction - INFO - Epoch [167][560/627] lr: 1.651e-01, eta: 17:44:29, time: 1.130, data_time: 0.004, memory: 8472, top1_acc: 0.4290, top5_acc: 0.6655, loss_cls: 2.5800, loss: 2.5800, grad_norm: 1.5377 2020-09-29 10:35:18,476 - mmaction - INFO - Epoch [167][580/627] lr: 1.651e-01, eta: 17:44:07, time: 1.180, data_time: 0.001, memory: 8472, top1_acc: 0.4245, top5_acc: 0.6638, loss_cls: 2.5881, loss: 2.5881, grad_norm: 1.5262 2020-09-29 10:35:38,801 - mmaction - INFO - Epoch [167][600/627] lr: 1.651e-01, eta: 17:43:43, time: 1.016, data_time: 0.003, memory: 8472, top1_acc: 0.4176, top5_acc: 0.6724, loss_cls: 2.5515, loss: 2.5515, grad_norm: 1.5407 2020-09-29 10:36:01,322 - mmaction - INFO - Epoch [167][620/627] lr: 1.651e-01, eta: 17:43:19, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.4187, top5_acc: 0.6729, loss_cls: 2.5830, loss: 2.5830, grad_norm: 1.5430 2020-09-29 10:37:02,216 - mmaction - INFO - Epoch [168][20/627] lr: 1.618e-01, eta: 17:43:01, time: 2.700, data_time: 1.526, memory: 8472, top1_acc: 0.4259, top5_acc: 0.6730, loss_cls: 2.5470, loss: 2.5470, grad_norm: 1.5188 2020-09-29 10:37:24,683 - mmaction - INFO - Epoch [168][40/627] lr: 1.618e-01, eta: 17:42:38, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4272, top5_acc: 0.6703, loss_cls: 2.5818, loss: 2.5818, grad_norm: 1.5153 2020-09-29 10:37:46,372 - mmaction - INFO - Epoch [168][60/627] lr: 1.618e-01, eta: 17:42:14, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4311, top5_acc: 0.6746, loss_cls: 2.5387, loss: 2.5387, grad_norm: 1.5190 2020-09-29 10:38:07,493 - mmaction - INFO - Epoch [168][80/627] lr: 1.618e-01, eta: 17:41:51, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.4361, top5_acc: 0.6823, loss_cls: 2.5108, loss: 2.5108, grad_norm: 1.5032 2020-09-29 10:38:30,293 - mmaction - INFO - Epoch [168][100/627] lr: 1.618e-01, eta: 17:41:28, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.4368, top5_acc: 0.6788, loss_cls: 2.5418, loss: 2.5418, grad_norm: 1.5268 2020-09-29 10:38:52,890 - mmaction - INFO - Epoch [168][120/627] lr: 1.618e-01, eta: 17:41:05, time: 1.132, data_time: 0.030, memory: 8472, top1_acc: 0.4409, top5_acc: 0.6818, loss_cls: 2.5018, loss: 2.5018, grad_norm: 1.5267 2020-09-29 10:39:14,577 - mmaction - INFO - Epoch [168][140/627] lr: 1.618e-01, eta: 17:40:41, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.4397, top5_acc: 0.6755, loss_cls: 2.5003, loss: 2.5003, grad_norm: 1.5111 2020-09-29 10:39:37,096 - mmaction - INFO - Epoch [168][160/627] lr: 1.618e-01, eta: 17:40:18, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.4417, top5_acc: 0.6737, loss_cls: 2.5472, loss: 2.5472, grad_norm: 1.5444 2020-09-29 10:39:59,287 - mmaction - INFO - Epoch [168][180/627] lr: 1.618e-01, eta: 17:39:55, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4299, top5_acc: 0.6758, loss_cls: 2.5271, loss: 2.5271, grad_norm: 1.5333 2020-09-29 10:40:21,045 - mmaction - INFO - Epoch [168][200/627] lr: 1.618e-01, eta: 17:39:31, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4378, top5_acc: 0.6771, loss_cls: 2.5229, loss: 2.5229, grad_norm: 1.5234 2020-09-29 10:40:42,311 - mmaction - INFO - Epoch [168][220/627] lr: 1.618e-01, eta: 17:39:08, time: 1.062, data_time: 0.004, memory: 8472, top1_acc: 0.4427, top5_acc: 0.6803, loss_cls: 2.5192, loss: 2.5192, grad_norm: 1.5550 2020-09-29 10:41:04,189 - mmaction - INFO - Epoch [168][240/627] lr: 1.618e-01, eta: 17:38:44, time: 1.095, data_time: 0.005, memory: 8472, top1_acc: 0.4260, top5_acc: 0.6732, loss_cls: 2.5799, loss: 2.5799, grad_norm: 1.5548 2020-09-29 10:41:26,839 - mmaction - INFO - Epoch [168][260/627] lr: 1.618e-01, eta: 17:38:21, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.4310, top5_acc: 0.6815, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.5327 2020-09-29 10:41:48,545 - mmaction - INFO - Epoch [168][280/627] lr: 1.618e-01, eta: 17:37:58, time: 1.087, data_time: 0.006, memory: 8472, top1_acc: 0.4250, top5_acc: 0.6654, loss_cls: 2.5834, loss: 2.5834, grad_norm: 1.5438 2020-09-29 10:42:11,443 - mmaction - INFO - Epoch [168][300/627] lr: 1.618e-01, eta: 17:37:35, time: 1.145, data_time: 0.005, memory: 8472, top1_acc: 0.4359, top5_acc: 0.6767, loss_cls: 2.5375, loss: 2.5375, grad_norm: 1.5174 2020-09-29 10:42:32,798 - mmaction - INFO - Epoch [168][320/627] lr: 1.618e-01, eta: 17:37:11, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6776, loss_cls: 2.5392, loss: 2.5392, grad_norm: 1.5324 2020-09-29 10:42:54,874 - mmaction - INFO - Epoch [168][340/627] lr: 1.618e-01, eta: 17:36:48, time: 1.105, data_time: 0.004, memory: 8472, top1_acc: 0.4283, top5_acc: 0.6749, loss_cls: 2.5439, loss: 2.5439, grad_norm: 1.5301 2020-09-29 10:43:16,679 - mmaction - INFO - Epoch [168][360/627] lr: 1.618e-01, eta: 17:36:25, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.4318, top5_acc: 0.6766, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.5306 2020-09-29 10:43:39,114 - mmaction - INFO - Epoch [168][380/627] lr: 1.618e-01, eta: 17:36:02, time: 1.122, data_time: 0.015, memory: 8472, top1_acc: 0.4174, top5_acc: 0.6641, loss_cls: 2.6053, loss: 2.6053, grad_norm: 1.5714 2020-09-29 10:44:02,147 - mmaction - INFO - Epoch [168][400/627] lr: 1.618e-01, eta: 17:35:39, time: 1.152, data_time: 0.006, memory: 8472, top1_acc: 0.4223, top5_acc: 0.6612, loss_cls: 2.5924, loss: 2.5924, grad_norm: 1.5466 2020-09-29 10:44:23,531 - mmaction - INFO - Epoch [168][420/627] lr: 1.618e-01, eta: 17:35:15, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.4318, top5_acc: 0.6746, loss_cls: 2.5516, loss: 2.5516, grad_norm: 1.5436 2020-09-29 10:44:46,296 - mmaction - INFO - Epoch [168][440/627] lr: 1.618e-01, eta: 17:34:52, time: 1.138, data_time: 0.006, memory: 8472, top1_acc: 0.4263, top5_acc: 0.6721, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.5525 2020-09-29 10:45:07,595 - mmaction - INFO - Epoch [168][460/627] lr: 1.618e-01, eta: 17:34:29, time: 1.067, data_time: 0.008, memory: 8472, top1_acc: 0.4363, top5_acc: 0.6776, loss_cls: 2.5255, loss: 2.5255, grad_norm: 1.5121 2020-09-29 10:45:29,708 - mmaction - INFO - Epoch [168][480/627] lr: 1.618e-01, eta: 17:34:05, time: 1.107, data_time: 0.006, memory: 8472, top1_acc: 0.4290, top5_acc: 0.6749, loss_cls: 2.5453, loss: 2.5453, grad_norm: 1.5323 2020-09-29 10:45:51,611 - mmaction - INFO - Epoch [168][500/627] lr: 1.618e-01, eta: 17:33:42, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.4255, top5_acc: 0.6734, loss_cls: 2.5571, loss: 2.5571, grad_norm: 1.5151 2020-09-29 10:46:12,936 - mmaction - INFO - Epoch [168][520/627] lr: 1.618e-01, eta: 17:33:18, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.4217, top5_acc: 0.6730, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.5537 2020-09-29 10:46:36,374 - mmaction - INFO - Epoch [168][540/627] lr: 1.618e-01, eta: 17:32:56, time: 1.174, data_time: 0.005, memory: 8472, top1_acc: 0.4161, top5_acc: 0.6685, loss_cls: 2.5894, loss: 2.5894, grad_norm: 1.5422 2020-09-29 10:46:58,257 - mmaction - INFO - Epoch [168][560/627] lr: 1.618e-01, eta: 17:32:32, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.4172, top5_acc: 0.6667, loss_cls: 2.5947, loss: 2.5947, grad_norm: 1.5198 2020-09-29 10:47:19,667 - mmaction - INFO - Epoch [168][580/627] lr: 1.618e-01, eta: 17:32:09, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.4359, top5_acc: 0.6766, loss_cls: 2.5354, loss: 2.5354, grad_norm: 1.5288 2020-09-29 10:47:42,736 - mmaction - INFO - Epoch [168][600/627] lr: 1.618e-01, eta: 17:31:46, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.4243, top5_acc: 0.6678, loss_cls: 2.5847, loss: 2.5847, grad_norm: 1.5396 2020-09-29 10:48:03,464 - mmaction - INFO - Epoch [168][620/627] lr: 1.618e-01, eta: 17:31:22, time: 1.037, data_time: 0.002, memory: 8472, top1_acc: 0.4273, top5_acc: 0.6671, loss_cls: 2.5682, loss: 2.5682, grad_norm: 1.5299 2020-09-29 10:48:10,391 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-09-29 10:49:04,167 - mmaction - INFO - Epoch [169][20/627] lr: 1.586e-01, eta: 17:31:03, time: 2.669, data_time: 1.405, memory: 8472, top1_acc: 0.4393, top5_acc: 0.6773, loss_cls: 2.5170, loss: 2.5170, grad_norm: 1.5433 2020-09-29 10:49:24,902 - mmaction - INFO - Epoch [169][40/627] lr: 1.586e-01, eta: 17:30:39, time: 1.037, data_time: 0.002, memory: 8472, top1_acc: 0.4275, top5_acc: 0.6736, loss_cls: 2.5318, loss: 2.5318, grad_norm: 1.5088 2020-09-29 10:49:47,768 - mmaction - INFO - Epoch [169][60/627] lr: 1.586e-01, eta: 17:30:16, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.4379, top5_acc: 0.6792, loss_cls: 2.5013, loss: 2.5013, grad_norm: 1.5327 2020-09-29 10:50:09,645 - mmaction - INFO - Epoch [169][80/627] lr: 1.586e-01, eta: 17:29:53, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.4324, top5_acc: 0.6777, loss_cls: 2.5517, loss: 2.5517, grad_norm: 1.5302 2020-09-29 10:50:32,085 - mmaction - INFO - Epoch [169][100/627] lr: 1.586e-01, eta: 17:29:30, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.4340, top5_acc: 0.6766, loss_cls: 2.5197, loss: 2.5197, grad_norm: 1.5425 2020-09-29 10:50:54,338 - mmaction - INFO - Epoch [169][120/627] lr: 1.586e-01, eta: 17:29:06, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.4286, top5_acc: 0.6729, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.5471 2020-09-29 10:51:15,940 - mmaction - INFO - Epoch [169][140/627] lr: 1.586e-01, eta: 17:28:43, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.4156, top5_acc: 0.6637, loss_cls: 2.5958, loss: 2.5958, grad_norm: 1.5536 2020-09-29 10:51:39,369 - mmaction - INFO - Epoch [169][160/627] lr: 1.586e-01, eta: 17:28:20, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.4363, top5_acc: 0.6777, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.5342 2020-09-29 10:52:00,941 - mmaction - INFO - Epoch [169][180/627] lr: 1.586e-01, eta: 17:27:57, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.4210, top5_acc: 0.6768, loss_cls: 2.5643, loss: 2.5643, grad_norm: 1.5704 2020-09-29 10:52:21,676 - mmaction - INFO - Epoch [169][200/627] lr: 1.586e-01, eta: 17:27:33, time: 1.037, data_time: 0.001, memory: 8472, top1_acc: 0.4342, top5_acc: 0.6737, loss_cls: 2.5542, loss: 2.5542, grad_norm: 1.5472 2020-09-29 10:52:44,045 - mmaction - INFO - Epoch [169][220/627] lr: 1.586e-01, eta: 17:27:10, time: 1.117, data_time: 0.106, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6810, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.5439 2020-09-29 10:53:06,833 - mmaction - INFO - Epoch [169][240/627] lr: 1.586e-01, eta: 17:26:47, time: 1.140, data_time: 0.188, memory: 8472, top1_acc: 0.4280, top5_acc: 0.6755, loss_cls: 2.5387, loss: 2.5387, grad_norm: 1.5466 2020-09-29 10:53:28,958 - mmaction - INFO - Epoch [169][260/627] lr: 1.586e-01, eta: 17:26:23, time: 1.105, data_time: 0.154, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6669, loss_cls: 2.5607, loss: 2.5607, grad_norm: 1.5452 2020-09-29 10:53:49,935 - mmaction - INFO - Epoch [169][280/627] lr: 1.586e-01, eta: 17:26:00, time: 1.050, data_time: 0.094, memory: 8472, top1_acc: 0.4310, top5_acc: 0.6824, loss_cls: 2.5120, loss: 2.5120, grad_norm: 1.5515 2020-09-29 10:54:12,686 - mmaction - INFO - Epoch [169][300/627] lr: 1.586e-01, eta: 17:25:37, time: 1.136, data_time: 0.165, memory: 8472, top1_acc: 0.4276, top5_acc: 0.6655, loss_cls: 2.5921, loss: 2.5921, grad_norm: 1.5887 2020-09-29 10:54:34,403 - mmaction - INFO - Epoch [169][320/627] lr: 1.586e-01, eta: 17:25:13, time: 1.087, data_time: 0.029, memory: 8472, top1_acc: 0.4160, top5_acc: 0.6758, loss_cls: 2.5848, loss: 2.5848, grad_norm: 1.5623 2020-09-29 10:54:57,093 - mmaction - INFO - Epoch [169][340/627] lr: 1.586e-01, eta: 17:24:50, time: 1.136, data_time: 0.124, memory: 8472, top1_acc: 0.4217, top5_acc: 0.6694, loss_cls: 2.5673, loss: 2.5673, grad_norm: 1.5793 2020-09-29 10:55:19,979 - mmaction - INFO - Epoch [169][360/627] lr: 1.586e-01, eta: 17:24:27, time: 1.143, data_time: 0.194, memory: 8472, top1_acc: 0.4184, top5_acc: 0.6620, loss_cls: 2.5975, loss: 2.5975, grad_norm: 1.5565 2020-09-29 10:55:42,203 - mmaction - INFO - Epoch [169][380/627] lr: 1.586e-01, eta: 17:24:04, time: 1.110, data_time: 0.156, memory: 8472, top1_acc: 0.4262, top5_acc: 0.6717, loss_cls: 2.5418, loss: 2.5418, grad_norm: 1.5351 2020-09-29 10:56:03,115 - mmaction - INFO - Epoch [169][400/627] lr: 1.586e-01, eta: 17:23:40, time: 1.046, data_time: 0.088, memory: 8472, top1_acc: 0.4247, top5_acc: 0.6777, loss_cls: 2.5283, loss: 2.5283, grad_norm: 1.5509 2020-09-29 10:56:24,708 - mmaction - INFO - Epoch [169][420/627] lr: 1.586e-01, eta: 17:23:17, time: 1.081, data_time: 0.004, memory: 8472, top1_acc: 0.4301, top5_acc: 0.6691, loss_cls: 2.5759, loss: 2.5759, grad_norm: 1.5750 2020-09-29 10:56:47,167 - mmaction - INFO - Epoch [169][440/627] lr: 1.586e-01, eta: 17:22:54, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4251, top5_acc: 0.6711, loss_cls: 2.5598, loss: 2.5598, grad_norm: 1.5622 2020-09-29 10:57:09,649 - mmaction - INFO - Epoch [169][460/627] lr: 1.586e-01, eta: 17:22:31, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.4293, top5_acc: 0.6707, loss_cls: 2.5678, loss: 2.5678, grad_norm: 1.5605 2020-09-29 10:57:31,040 - mmaction - INFO - Epoch [169][480/627] lr: 1.586e-01, eta: 17:22:07, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.4329, top5_acc: 0.6754, loss_cls: 2.5561, loss: 2.5561, grad_norm: 1.5085 2020-09-29 10:57:53,192 - mmaction - INFO - Epoch [169][500/627] lr: 1.586e-01, eta: 17:21:44, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6812, loss_cls: 2.5219, loss: 2.5219, grad_norm: 1.5406 2020-09-29 10:58:15,240 - mmaction - INFO - Epoch [169][520/627] lr: 1.586e-01, eta: 17:21:21, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4333, top5_acc: 0.6733, loss_cls: 2.5268, loss: 2.5268, grad_norm: 1.5386 2020-09-29 10:58:36,657 - mmaction - INFO - Epoch [169][540/627] lr: 1.586e-01, eta: 17:20:57, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4237, top5_acc: 0.6738, loss_cls: 2.5656, loss: 2.5656, grad_norm: 1.5552 2020-09-29 10:58:59,046 - mmaction - INFO - Epoch [169][560/627] lr: 1.586e-01, eta: 17:20:34, time: 1.120, data_time: 0.084, memory: 8472, top1_acc: 0.4245, top5_acc: 0.6674, loss_cls: 2.5616, loss: 2.5616, grad_norm: 1.5586 2020-09-29 10:59:20,657 - mmaction - INFO - Epoch [169][580/627] lr: 1.586e-01, eta: 17:20:10, time: 1.081, data_time: 0.106, memory: 8472, top1_acc: 0.4333, top5_acc: 0.6762, loss_cls: 2.5495, loss: 2.5495, grad_norm: 1.5359 2020-09-29 10:59:42,802 - mmaction - INFO - Epoch [169][600/627] lr: 1.586e-01, eta: 17:19:47, time: 1.107, data_time: 0.012, memory: 8472, top1_acc: 0.4424, top5_acc: 0.6841, loss_cls: 2.5138, loss: 2.5138, grad_norm: 1.5252 2020-09-29 11:00:06,047 - mmaction - INFO - Epoch [169][620/627] lr: 1.586e-01, eta: 17:19:24, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.4268, top5_acc: 0.6714, loss_cls: 2.5546, loss: 2.5546, grad_norm: 1.5734 2020-09-29 11:01:09,267 - mmaction - INFO - Epoch [170][20/627] lr: 1.553e-01, eta: 17:19:06, time: 2.739, data_time: 1.372, memory: 8472, top1_acc: 0.4230, top5_acc: 0.6727, loss_cls: 2.5495, loss: 2.5495, grad_norm: 1.5744 2020-09-29 11:01:31,265 - mmaction - INFO - Epoch [170][40/627] lr: 1.553e-01, eta: 17:18:42, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4352, top5_acc: 0.6767, loss_cls: 2.5204, loss: 2.5204, grad_norm: 1.5435 2020-09-29 11:01:52,597 - mmaction - INFO - Epoch [170][60/627] lr: 1.553e-01, eta: 17:18:19, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.4400, top5_acc: 0.6839, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.5576 2020-09-29 11:02:15,695 - mmaction - INFO - Epoch [170][80/627] lr: 1.553e-01, eta: 17:17:56, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6906, loss_cls: 2.4844, loss: 2.4844, grad_norm: 1.5445 2020-09-29 11:02:38,221 - mmaction - INFO - Epoch [170][100/627] lr: 1.553e-01, eta: 17:17:33, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.4316, top5_acc: 0.6699, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.5435 2020-09-29 11:02:59,430 - mmaction - INFO - Epoch [170][120/627] lr: 1.553e-01, eta: 17:17:09, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.4370, top5_acc: 0.6806, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.5326 2020-09-29 11:03:20,976 - mmaction - INFO - Epoch [170][140/627] lr: 1.553e-01, eta: 17:16:46, time: 1.079, data_time: 0.004, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6805, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.5599 2020-09-29 11:03:44,352 - mmaction - INFO - Epoch [170][160/627] lr: 1.553e-01, eta: 17:16:23, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6810, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.5617 2020-09-29 11:04:06,748 - mmaction - INFO - Epoch [170][180/627] lr: 1.553e-01, eta: 17:16:00, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4324, top5_acc: 0.6801, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.5460 2020-09-29 11:04:28,850 - mmaction - INFO - Epoch [170][200/627] lr: 1.553e-01, eta: 17:15:37, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6781, loss_cls: 2.5217, loss: 2.5217, grad_norm: 1.5472 2020-09-29 11:04:51,630 - mmaction - INFO - Epoch [170][220/627] lr: 1.553e-01, eta: 17:15:14, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.4228, top5_acc: 0.6729, loss_cls: 2.5816, loss: 2.5816, grad_norm: 1.5766 2020-09-29 11:05:13,581 - mmaction - INFO - Epoch [170][240/627] lr: 1.553e-01, eta: 17:14:50, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.4380, top5_acc: 0.6871, loss_cls: 2.5035, loss: 2.5035, grad_norm: 1.5521 2020-09-29 11:05:35,186 - mmaction - INFO - Epoch [170][260/627] lr: 1.553e-01, eta: 17:14:27, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4319, top5_acc: 0.6803, loss_cls: 2.5264, loss: 2.5264, grad_norm: 1.5478 2020-09-29 11:05:56,794 - mmaction - INFO - Epoch [170][280/627] lr: 1.553e-01, eta: 17:14:03, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.4327, top5_acc: 0.6754, loss_cls: 2.5559, loss: 2.5559, grad_norm: 1.5384 2020-09-29 11:06:18,818 - mmaction - INFO - Epoch [170][300/627] lr: 1.553e-01, eta: 17:13:40, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.4327, top5_acc: 0.6702, loss_cls: 2.5540, loss: 2.5540, grad_norm: 1.5303 2020-09-29 11:06:40,630 - mmaction - INFO - Epoch [170][320/627] lr: 1.553e-01, eta: 17:13:17, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.4357, top5_acc: 0.6741, loss_cls: 2.5242, loss: 2.5242, grad_norm: 1.5593 2020-09-29 11:07:03,253 - mmaction - INFO - Epoch [170][340/627] lr: 1.553e-01, eta: 17:12:54, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.4359, top5_acc: 0.6848, loss_cls: 2.5199, loss: 2.5199, grad_norm: 1.5558 2020-09-29 11:07:25,395 - mmaction - INFO - Epoch [170][360/627] lr: 1.553e-01, eta: 17:12:31, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.4368, top5_acc: 0.6783, loss_cls: 2.5343, loss: 2.5343, grad_norm: 1.5709 2020-09-29 11:07:47,438 - mmaction - INFO - Epoch [170][380/627] lr: 1.553e-01, eta: 17:12:07, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4202, top5_acc: 0.6768, loss_cls: 2.5471, loss: 2.5471, grad_norm: 1.5745 2020-09-29 11:08:10,441 - mmaction - INFO - Epoch [170][400/627] lr: 1.553e-01, eta: 17:11:44, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.4217, top5_acc: 0.6733, loss_cls: 2.5553, loss: 2.5553, grad_norm: 1.5709 2020-09-29 11:08:32,592 - mmaction - INFO - Epoch [170][420/627] lr: 1.553e-01, eta: 17:11:21, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.4413, top5_acc: 0.6829, loss_cls: 2.5062, loss: 2.5062, grad_norm: 1.5792 2020-09-29 11:08:53,308 - mmaction - INFO - Epoch [170][440/627] lr: 1.553e-01, eta: 17:10:57, time: 1.038, data_time: 0.003, memory: 8472, top1_acc: 0.4297, top5_acc: 0.6701, loss_cls: 2.5629, loss: 2.5629, grad_norm: 1.5640 2020-09-29 11:09:14,972 - mmaction - INFO - Epoch [170][460/627] lr: 1.553e-01, eta: 17:10:34, time: 1.082, data_time: 0.001, memory: 8472, top1_acc: 0.4262, top5_acc: 0.6710, loss_cls: 2.5714, loss: 2.5714, grad_norm: 1.5730 2020-09-29 11:09:37,310 - mmaction - INFO - Epoch [170][480/627] lr: 1.553e-01, eta: 17:10:11, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4339, top5_acc: 0.6745, loss_cls: 2.5398, loss: 2.5398, grad_norm: 1.5578 2020-09-29 11:10:00,900 - mmaction - INFO - Epoch [170][500/627] lr: 1.553e-01, eta: 17:09:48, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.4243, top5_acc: 0.6691, loss_cls: 2.5580, loss: 2.5580, grad_norm: 1.5655 2020-09-29 11:10:22,320 - mmaction - INFO - Epoch [170][520/627] lr: 1.553e-01, eta: 17:09:25, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.4426, top5_acc: 0.6790, loss_cls: 2.4953, loss: 2.4953, grad_norm: 1.5654 2020-09-29 11:10:43,434 - mmaction - INFO - Epoch [170][540/627] lr: 1.553e-01, eta: 17:09:01, time: 1.058, data_time: 0.004, memory: 8472, top1_acc: 0.4237, top5_acc: 0.6630, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.5718 2020-09-29 11:11:05,256 - mmaction - INFO - Epoch [170][560/627] lr: 1.553e-01, eta: 17:08:37, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4283, top5_acc: 0.6691, loss_cls: 2.5642, loss: 2.5642, grad_norm: 1.5541 2020-09-29 11:11:26,881 - mmaction - INFO - Epoch [170][580/627] lr: 1.553e-01, eta: 17:08:14, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.4318, top5_acc: 0.6746, loss_cls: 2.5510, loss: 2.5510, grad_norm: 1.5491 2020-09-29 11:11:49,703 - mmaction - INFO - Epoch [170][600/627] lr: 1.553e-01, eta: 17:07:51, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.4404, top5_acc: 0.6789, loss_cls: 2.5260, loss: 2.5260, grad_norm: 1.5432 2020-09-29 11:12:11,116 - mmaction - INFO - Epoch [170][620/627] lr: 1.553e-01, eta: 17:07:27, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.4286, top5_acc: 0.6687, loss_cls: 2.5605, loss: 2.5605, grad_norm: 1.5845 2020-09-29 11:13:36,190 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 11:13:36,888 - mmaction - INFO - top1_acc 0.4875 top5_acc 0.7495 2020-09-29 11:13:36,889 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 11:13:36,933 - mmaction - INFO - mean_acc 0.4874 2020-09-29 11:13:36,933 - mmaction - INFO - Now best checkpoint is epoch_170.pth 2020-09-29 11:13:36,947 - mmaction - INFO - Epoch(val) [170][627] top1_acc: 0.4875, top5_acc: 0.7495, mean_class_accuracy: 0.4874 2020-09-29 11:14:27,633 - mmaction - INFO - Epoch [171][20/627] lr: 1.521e-01, eta: 17:07:07, time: 2.533, data_time: 1.378, memory: 8472, top1_acc: 0.4312, top5_acc: 0.6730, loss_cls: 2.5538, loss: 2.5538, grad_norm: 1.5185 2020-09-29 11:14:49,764 - mmaction - INFO - Epoch [171][40/627] lr: 1.521e-01, eta: 17:06:43, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4336, top5_acc: 0.6839, loss_cls: 2.5038, loss: 2.5038, grad_norm: 1.5601 2020-09-29 11:15:12,218 - mmaction - INFO - Epoch [171][60/627] lr: 1.521e-01, eta: 17:06:20, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.4389, top5_acc: 0.6820, loss_cls: 2.5153, loss: 2.5153, grad_norm: 1.5626 2020-09-29 11:15:34,630 - mmaction - INFO - Epoch [171][80/627] lr: 1.521e-01, eta: 17:05:57, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.4496, top5_acc: 0.6839, loss_cls: 2.4769, loss: 2.4769, grad_norm: 1.5602 2020-09-29 11:15:56,667 - mmaction - INFO - Epoch [171][100/627] lr: 1.521e-01, eta: 17:05:34, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.4298, top5_acc: 0.6710, loss_cls: 2.5441, loss: 2.5441, grad_norm: 1.5501 2020-09-29 11:16:18,830 - mmaction - INFO - Epoch [171][120/627] lr: 1.521e-01, eta: 17:05:11, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4444, top5_acc: 0.6776, loss_cls: 2.4697, loss: 2.4697, grad_norm: 1.5425 2020-09-29 11:16:39,922 - mmaction - INFO - Epoch [171][140/627] lr: 1.521e-01, eta: 17:04:47, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.4375, top5_acc: 0.6806, loss_cls: 2.5068, loss: 2.5068, grad_norm: 1.5729 2020-09-29 11:17:02,497 - mmaction - INFO - Epoch [171][160/627] lr: 1.521e-01, eta: 17:04:24, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.4336, top5_acc: 0.6771, loss_cls: 2.5320, loss: 2.5320, grad_norm: 1.5814 2020-09-29 11:17:24,783 - mmaction - INFO - Epoch [171][180/627] lr: 1.521e-01, eta: 17:04:01, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4374, top5_acc: 0.6802, loss_cls: 2.5122, loss: 2.5122, grad_norm: 1.5696 2020-09-29 11:17:47,615 - mmaction - INFO - Epoch [171][200/627] lr: 1.521e-01, eta: 17:03:38, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.4251, top5_acc: 0.6691, loss_cls: 2.5527, loss: 2.5527, grad_norm: 1.5865 2020-09-29 11:18:09,220 - mmaction - INFO - Epoch [171][220/627] lr: 1.521e-01, eta: 17:03:14, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4384, top5_acc: 0.6820, loss_cls: 2.4944, loss: 2.4944, grad_norm: 1.5664 2020-09-29 11:18:31,775 - mmaction - INFO - Epoch [171][240/627] lr: 1.521e-01, eta: 17:02:51, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.4388, top5_acc: 0.6815, loss_cls: 2.5192, loss: 2.5192, grad_norm: 1.5608 2020-09-29 11:18:53,530 - mmaction - INFO - Epoch [171][260/627] lr: 1.521e-01, eta: 17:02:28, time: 1.089, data_time: 0.036, memory: 8472, top1_acc: 0.4349, top5_acc: 0.6771, loss_cls: 2.5451, loss: 2.5451, grad_norm: 1.5866 2020-09-29 11:19:16,431 - mmaction - INFO - Epoch [171][280/627] lr: 1.521e-01, eta: 17:02:05, time: 1.145, data_time: 0.001, memory: 8472, top1_acc: 0.4336, top5_acc: 0.6727, loss_cls: 2.5348, loss: 2.5348, grad_norm: 1.5630 2020-09-29 11:19:39,183 - mmaction - INFO - Epoch [171][300/627] lr: 1.521e-01, eta: 17:01:42, time: 1.137, data_time: 0.009, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6733, loss_cls: 2.5394, loss: 2.5394, grad_norm: 1.5780 2020-09-29 11:20:00,862 - mmaction - INFO - Epoch [171][320/627] lr: 1.521e-01, eta: 17:01:19, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4361, top5_acc: 0.6772, loss_cls: 2.5350, loss: 2.5350, grad_norm: 1.5841 2020-09-29 11:20:22,310 - mmaction - INFO - Epoch [171][340/627] lr: 1.521e-01, eta: 17:00:55, time: 1.072, data_time: 0.027, memory: 8472, top1_acc: 0.4358, top5_acc: 0.6658, loss_cls: 2.5362, loss: 2.5362, grad_norm: 1.5644 2020-09-29 11:20:44,133 - mmaction - INFO - Epoch [171][360/627] lr: 1.521e-01, eta: 17:00:32, time: 1.090, data_time: 0.115, memory: 8472, top1_acc: 0.4408, top5_acc: 0.6823, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.5577 2020-09-29 11:21:07,076 - mmaction - INFO - Epoch [171][380/627] lr: 1.521e-01, eta: 17:00:09, time: 1.148, data_time: 0.020, memory: 8472, top1_acc: 0.4276, top5_acc: 0.6796, loss_cls: 2.5321, loss: 2.5321, grad_norm: 1.5787 2020-09-29 11:21:28,878 - mmaction - INFO - Epoch [171][400/627] lr: 1.521e-01, eta: 16:59:46, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4371, top5_acc: 0.6840, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.5760 2020-09-29 11:21:50,868 - mmaction - INFO - Epoch [171][420/627] lr: 1.521e-01, eta: 16:59:22, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.4365, top5_acc: 0.6760, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.5684 2020-09-29 11:22:12,802 - mmaction - INFO - Epoch [171][440/627] lr: 1.521e-01, eta: 16:58:59, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4260, top5_acc: 0.6758, loss_cls: 2.5486, loss: 2.5486, grad_norm: 1.5767 2020-09-29 11:22:34,803 - mmaction - INFO - Epoch [171][460/627] lr: 1.521e-01, eta: 16:58:36, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4413, top5_acc: 0.6799, loss_cls: 2.5201, loss: 2.5201, grad_norm: 1.5667 2020-09-29 11:22:58,068 - mmaction - INFO - Epoch [171][480/627] lr: 1.521e-01, eta: 16:58:13, time: 1.164, data_time: 0.001, memory: 8472, top1_acc: 0.4272, top5_acc: 0.6734, loss_cls: 2.5648, loss: 2.5648, grad_norm: 1.5761 2020-09-29 11:23:20,397 - mmaction - INFO - Epoch [171][500/627] lr: 1.521e-01, eta: 16:57:50, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.4241, top5_acc: 0.6757, loss_cls: 2.5405, loss: 2.5405, grad_norm: 1.5870 2020-09-29 11:23:41,680 - mmaction - INFO - Epoch [171][520/627] lr: 1.521e-01, eta: 16:57:26, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.4355, top5_acc: 0.6768, loss_cls: 2.5165, loss: 2.5165, grad_norm: 1.5888 2020-09-29 11:24:03,937 - mmaction - INFO - Epoch [171][540/627] lr: 1.521e-01, eta: 16:57:03, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.4230, top5_acc: 0.6637, loss_cls: 2.5950, loss: 2.5950, grad_norm: 1.5783 2020-09-29 11:24:24,998 - mmaction - INFO - Epoch [171][560/627] lr: 1.521e-01, eta: 16:56:39, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.4279, top5_acc: 0.6742, loss_cls: 2.5514, loss: 2.5514, grad_norm: 1.5379 2020-09-29 11:24:47,768 - mmaction - INFO - Epoch [171][580/627] lr: 1.521e-01, eta: 16:56:16, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.4366, top5_acc: 0.6764, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.5672 2020-09-29 11:25:09,968 - mmaction - INFO - Epoch [171][600/627] lr: 1.521e-01, eta: 16:55:53, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.4302, top5_acc: 0.6773, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.5733 2020-09-29 11:25:32,396 - mmaction - INFO - Epoch [171][620/627] lr: 1.521e-01, eta: 16:55:30, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4320, top5_acc: 0.6716, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.5680 2020-09-29 11:26:33,488 - mmaction - INFO - Epoch [172][20/627] lr: 1.489e-01, eta: 16:55:11, time: 2.697, data_time: 1.605, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6850, loss_cls: 2.4984, loss: 2.4984, grad_norm: 1.5780 2020-09-29 11:26:56,261 - mmaction - INFO - Epoch [172][40/627] lr: 1.489e-01, eta: 16:54:48, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.4379, top5_acc: 0.6796, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.5788 2020-09-29 11:27:16,840 - mmaction - INFO - Epoch [172][60/627] lr: 1.489e-01, eta: 16:54:24, time: 1.028, data_time: 0.002, memory: 8472, top1_acc: 0.4467, top5_acc: 0.6837, loss_cls: 2.4502, loss: 2.4502, grad_norm: 1.5712 2020-09-29 11:27:39,517 - mmaction - INFO - Epoch [172][80/627] lr: 1.489e-01, eta: 16:54:01, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.4503, top5_acc: 0.6922, loss_cls: 2.4645, loss: 2.4645, grad_norm: 1.5502 2020-09-29 11:28:01,892 - mmaction - INFO - Epoch [172][100/627] lr: 1.489e-01, eta: 16:53:38, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.4409, top5_acc: 0.6802, loss_cls: 2.5075, loss: 2.5075, grad_norm: 1.5833 2020-09-29 11:28:23,816 - mmaction - INFO - Epoch [172][120/627] lr: 1.489e-01, eta: 16:53:14, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4366, top5_acc: 0.6784, loss_cls: 2.5304, loss: 2.5304, grad_norm: 1.5818 2020-09-29 11:28:45,487 - mmaction - INFO - Epoch [172][140/627] lr: 1.489e-01, eta: 16:52:51, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.4439, top5_acc: 0.6850, loss_cls: 2.4833, loss: 2.4833, grad_norm: 1.5659 2020-09-29 11:29:07,571 - mmaction - INFO - Epoch [172][160/627] lr: 1.489e-01, eta: 16:52:28, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.4363, top5_acc: 0.6811, loss_cls: 2.4920, loss: 2.4920, grad_norm: 1.5681 2020-09-29 11:29:29,705 - mmaction - INFO - Epoch [172][180/627] lr: 1.489e-01, eta: 16:52:04, time: 1.109, data_time: 0.005, memory: 8472, top1_acc: 0.4454, top5_acc: 0.6815, loss_cls: 2.4716, loss: 2.4716, grad_norm: 1.5591 2020-09-29 11:29:51,907 - mmaction - INFO - Epoch [172][200/627] lr: 1.489e-01, eta: 16:51:41, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4298, top5_acc: 0.6784, loss_cls: 2.5041, loss: 2.5041, grad_norm: 1.5861 2020-09-29 11:30:13,855 - mmaction - INFO - Epoch [172][220/627] lr: 1.489e-01, eta: 16:51:18, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4432, top5_acc: 0.6827, loss_cls: 2.4867, loss: 2.4867, grad_norm: 1.5694 2020-09-29 11:30:37,255 - mmaction - INFO - Epoch [172][240/627] lr: 1.489e-01, eta: 16:50:55, time: 1.169, data_time: 0.004, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6714, loss_cls: 2.5310, loss: 2.5310, grad_norm: 1.6028 2020-09-29 11:30:58,028 - mmaction - INFO - Epoch [172][260/627] lr: 1.489e-01, eta: 16:50:31, time: 1.041, data_time: 0.004, memory: 8472, top1_acc: 0.4354, top5_acc: 0.6766, loss_cls: 2.5255, loss: 2.5255, grad_norm: 1.5628 2020-09-29 11:31:19,976 - mmaction - INFO - Epoch [172][280/627] lr: 1.489e-01, eta: 16:50:08, time: 1.095, data_time: 0.045, memory: 8472, top1_acc: 0.4284, top5_acc: 0.6781, loss_cls: 2.5142, loss: 2.5142, grad_norm: 1.5929 2020-09-29 11:31:42,702 - mmaction - INFO - Epoch [172][300/627] lr: 1.489e-01, eta: 16:49:45, time: 1.136, data_time: 0.174, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6797, loss_cls: 2.5016, loss: 2.5016, grad_norm: 1.5740 2020-09-29 11:32:05,626 - mmaction - INFO - Epoch [172][320/627] lr: 1.489e-01, eta: 16:49:22, time: 1.148, data_time: 0.102, memory: 8472, top1_acc: 0.4388, top5_acc: 0.6789, loss_cls: 2.5254, loss: 2.5254, grad_norm: 1.5828 2020-09-29 11:32:26,267 - mmaction - INFO - Epoch [172][340/627] lr: 1.489e-01, eta: 16:48:58, time: 1.033, data_time: 0.003, memory: 8472, top1_acc: 0.4320, top5_acc: 0.6766, loss_cls: 2.5337, loss: 2.5337, grad_norm: 1.5801 2020-09-29 11:32:49,666 - mmaction - INFO - Epoch [172][360/627] lr: 1.489e-01, eta: 16:48:36, time: 1.170, data_time: 0.001, memory: 8472, top1_acc: 0.4449, top5_acc: 0.6813, loss_cls: 2.5006, loss: 2.5006, grad_norm: 1.5725 2020-09-29 11:33:10,108 - mmaction - INFO - Epoch [172][380/627] lr: 1.489e-01, eta: 16:48:12, time: 1.022, data_time: 0.002, memory: 8472, top1_acc: 0.4395, top5_acc: 0.6902, loss_cls: 2.4706, loss: 2.4706, grad_norm: 1.5644 2020-09-29 11:33:32,721 - mmaction - INFO - Epoch [172][400/627] lr: 1.489e-01, eta: 16:47:49, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.4277, top5_acc: 0.6771, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.6076 2020-09-29 11:33:55,097 - mmaction - INFO - Epoch [172][420/627] lr: 1.489e-01, eta: 16:47:26, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.4333, top5_acc: 0.6809, loss_cls: 2.5169, loss: 2.5169, grad_norm: 1.5639 2020-09-29 11:34:18,933 - mmaction - INFO - Epoch [172][440/627] lr: 1.489e-01, eta: 16:47:03, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.4277, top5_acc: 0.6740, loss_cls: 2.5664, loss: 2.5664, grad_norm: 1.5973 2020-09-29 11:34:40,081 - mmaction - INFO - Epoch [172][460/627] lr: 1.489e-01, eta: 16:46:39, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.4331, top5_acc: 0.6732, loss_cls: 2.5327, loss: 2.5327, grad_norm: 1.5774 2020-09-29 11:35:00,927 - mmaction - INFO - Epoch [172][480/627] lr: 1.489e-01, eta: 16:46:16, time: 1.042, data_time: 0.001, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6757, loss_cls: 2.5298, loss: 2.5298, grad_norm: 1.5686 2020-09-29 11:35:23,978 - mmaction - INFO - Epoch [172][500/627] lr: 1.489e-01, eta: 16:45:53, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.4357, top5_acc: 0.6818, loss_cls: 2.5115, loss: 2.5115, grad_norm: 1.5723 2020-09-29 11:35:45,768 - mmaction - INFO - Epoch [172][520/627] lr: 1.489e-01, eta: 16:45:29, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6857, loss_cls: 2.4980, loss: 2.4980, grad_norm: 1.5977 2020-09-29 11:36:08,569 - mmaction - INFO - Epoch [172][540/627] lr: 1.489e-01, eta: 16:45:07, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.4397, top5_acc: 0.6745, loss_cls: 2.5260, loss: 2.5260, grad_norm: 1.5679 2020-09-29 11:36:29,245 - mmaction - INFO - Epoch [172][560/627] lr: 1.489e-01, eta: 16:44:43, time: 1.033, data_time: 0.002, memory: 8472, top1_acc: 0.4513, top5_acc: 0.6861, loss_cls: 2.4722, loss: 2.4722, grad_norm: 1.5886 2020-09-29 11:36:51,887 - mmaction - INFO - Epoch [172][580/627] lr: 1.489e-01, eta: 16:44:20, time: 1.133, data_time: 0.004, memory: 8472, top1_acc: 0.4345, top5_acc: 0.6779, loss_cls: 2.5582, loss: 2.5582, grad_norm: 1.6104 2020-09-29 11:37:14,446 - mmaction - INFO - Epoch [172][600/627] lr: 1.489e-01, eta: 16:43:57, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.4370, top5_acc: 0.6784, loss_cls: 2.5194, loss: 2.5194, grad_norm: 1.5617 2020-09-29 11:37:36,249 - mmaction - INFO - Epoch [172][620/627] lr: 1.489e-01, eta: 16:43:33, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4483, top5_acc: 0.6848, loss_cls: 2.4806, loss: 2.4806, grad_norm: 1.5624 2020-09-29 11:37:43,432 - mmaction - INFO - Saving checkpoint at 172 epochs 2020-09-29 11:38:34,848 - mmaction - INFO - Epoch [173][20/627] lr: 1.458e-01, eta: 16:43:12, time: 2.550, data_time: 1.201, memory: 8472, top1_acc: 0.4341, top5_acc: 0.6762, loss_cls: 2.5210, loss: 2.5210, grad_norm: 1.6158 2020-09-29 11:38:57,634 - mmaction - INFO - Epoch [173][40/627] lr: 1.458e-01, eta: 16:42:49, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.4326, top5_acc: 0.6771, loss_cls: 2.5095, loss: 2.5095, grad_norm: 1.6001 2020-09-29 11:39:20,029 - mmaction - INFO - Epoch [173][60/627] lr: 1.458e-01, eta: 16:42:26, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.4395, top5_acc: 0.6879, loss_cls: 2.4735, loss: 2.4735, grad_norm: 1.5893 2020-09-29 11:39:40,881 - mmaction - INFO - Epoch [173][80/627] lr: 1.458e-01, eta: 16:42:02, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.4418, top5_acc: 0.6859, loss_cls: 2.4845, loss: 2.4845, grad_norm: 1.5647 2020-09-29 11:40:03,180 - mmaction - INFO - Epoch [173][100/627] lr: 1.458e-01, eta: 16:41:39, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4504, top5_acc: 0.6936, loss_cls: 2.4166, loss: 2.4166, grad_norm: 1.6039 2020-09-29 11:40:26,171 - mmaction - INFO - Epoch [173][120/627] lr: 1.458e-01, eta: 16:41:16, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.4443, top5_acc: 0.6848, loss_cls: 2.4715, loss: 2.4715, grad_norm: 1.5799 2020-09-29 11:40:48,058 - mmaction - INFO - Epoch [173][140/627] lr: 1.458e-01, eta: 16:40:53, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.4402, top5_acc: 0.6773, loss_cls: 2.5132, loss: 2.5132, grad_norm: 1.6024 2020-09-29 11:41:10,461 - mmaction - INFO - Epoch [173][160/627] lr: 1.458e-01, eta: 16:40:30, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.4292, top5_acc: 0.6708, loss_cls: 2.5389, loss: 2.5389, grad_norm: 1.5831 2020-09-29 11:41:32,427 - mmaction - INFO - Epoch [173][180/627] lr: 1.458e-01, eta: 16:40:07, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6892, loss_cls: 2.4652, loss: 2.4652, grad_norm: 1.5874 2020-09-29 11:41:55,648 - mmaction - INFO - Epoch [173][200/627] lr: 1.458e-01, eta: 16:39:44, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.4397, top5_acc: 0.6837, loss_cls: 2.4928, loss: 2.4928, grad_norm: 1.5919 2020-09-29 11:42:17,453 - mmaction - INFO - Epoch [173][220/627] lr: 1.458e-01, eta: 16:39:21, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4363, top5_acc: 0.6766, loss_cls: 2.5403, loss: 2.5403, grad_norm: 1.6256 2020-09-29 11:42:39,077 - mmaction - INFO - Epoch [173][240/627] lr: 1.458e-01, eta: 16:38:57, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.4409, top5_acc: 0.6819, loss_cls: 2.4995, loss: 2.4995, grad_norm: 1.5997 2020-09-29 11:43:00,770 - mmaction - INFO - Epoch [173][260/627] lr: 1.458e-01, eta: 16:38:34, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.4410, top5_acc: 0.6786, loss_cls: 2.4837, loss: 2.4837, grad_norm: 1.5752 2020-09-29 11:43:23,230 - mmaction - INFO - Epoch [173][280/627] lr: 1.458e-01, eta: 16:38:11, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.4391, top5_acc: 0.6898, loss_cls: 2.4755, loss: 2.4755, grad_norm: 1.5879 2020-09-29 11:43:45,152 - mmaction - INFO - Epoch [173][300/627] lr: 1.458e-01, eta: 16:37:47, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.4471, top5_acc: 0.6839, loss_cls: 2.4857, loss: 2.4857, grad_norm: 1.6086 2020-09-29 11:44:07,112 - mmaction - INFO - Epoch [173][320/627] lr: 1.458e-01, eta: 16:37:24, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.4349, top5_acc: 0.6823, loss_cls: 2.5174, loss: 2.5174, grad_norm: 1.6361 2020-09-29 11:44:29,803 - mmaction - INFO - Epoch [173][340/627] lr: 1.458e-01, eta: 16:37:01, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.4344, top5_acc: 0.6844, loss_cls: 2.5135, loss: 2.5135, grad_norm: 1.6326 2020-09-29 11:44:52,237 - mmaction - INFO - Epoch [173][360/627] lr: 1.458e-01, eta: 16:36:38, time: 1.123, data_time: 0.034, memory: 8472, top1_acc: 0.4303, top5_acc: 0.6711, loss_cls: 2.5555, loss: 2.5555, grad_norm: 1.6071 2020-09-29 11:45:14,188 - mmaction - INFO - Epoch [173][380/627] lr: 1.458e-01, eta: 16:36:15, time: 1.096, data_time: 0.091, memory: 8472, top1_acc: 0.4271, top5_acc: 0.6701, loss_cls: 2.5473, loss: 2.5473, grad_norm: 1.5885 2020-09-29 11:45:36,397 - mmaction - INFO - Epoch [173][400/627] lr: 1.458e-01, eta: 16:35:52, time: 1.111, data_time: 0.042, memory: 8472, top1_acc: 0.4380, top5_acc: 0.6828, loss_cls: 2.5002, loss: 2.5002, grad_norm: 1.5901 2020-09-29 11:45:57,915 - mmaction - INFO - Epoch [173][420/627] lr: 1.458e-01, eta: 16:35:28, time: 1.077, data_time: 0.039, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6777, loss_cls: 2.5090, loss: 2.5090, grad_norm: 1.5813 2020-09-29 11:46:19,885 - mmaction - INFO - Epoch [173][440/627] lr: 1.458e-01, eta: 16:35:05, time: 1.098, data_time: 0.083, memory: 8472, top1_acc: 0.4445, top5_acc: 0.6816, loss_cls: 2.4994, loss: 2.4994, grad_norm: 1.6163 2020-09-29 11:46:41,498 - mmaction - INFO - Epoch [173][460/627] lr: 1.458e-01, eta: 16:34:41, time: 1.080, data_time: 0.033, memory: 8472, top1_acc: 0.4335, top5_acc: 0.6780, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.6062 2020-09-29 11:47:05,063 - mmaction - INFO - Epoch [173][480/627] lr: 1.458e-01, eta: 16:34:19, time: 1.179, data_time: 0.192, memory: 8472, top1_acc: 0.4424, top5_acc: 0.6874, loss_cls: 2.4974, loss: 2.4974, grad_norm: 1.6076 2020-09-29 11:47:26,792 - mmaction - INFO - Epoch [173][500/627] lr: 1.458e-01, eta: 16:33:55, time: 1.088, data_time: 0.133, memory: 8472, top1_acc: 0.4354, top5_acc: 0.6740, loss_cls: 2.5485, loss: 2.5485, grad_norm: 1.6263 2020-09-29 11:47:48,286 - mmaction - INFO - Epoch [173][520/627] lr: 1.458e-01, eta: 16:33:32, time: 1.075, data_time: 0.051, memory: 8472, top1_acc: 0.4383, top5_acc: 0.6837, loss_cls: 2.4919, loss: 2.4919, grad_norm: 1.5920 2020-09-29 11:48:10,407 - mmaction - INFO - Epoch [173][540/627] lr: 1.458e-01, eta: 16:33:09, time: 1.106, data_time: 0.001, memory: 8472, top1_acc: 0.4336, top5_acc: 0.6841, loss_cls: 2.5324, loss: 2.5324, grad_norm: 1.6119 2020-09-29 11:48:32,482 - mmaction - INFO - Epoch [173][560/627] lr: 1.458e-01, eta: 16:32:45, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4391, top5_acc: 0.6785, loss_cls: 2.5199, loss: 2.5199, grad_norm: 1.5982 2020-09-29 11:48:54,943 - mmaction - INFO - Epoch [173][580/627] lr: 1.458e-01, eta: 16:32:22, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.4331, top5_acc: 0.6708, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.6052 2020-09-29 11:49:16,825 - mmaction - INFO - Epoch [173][600/627] lr: 1.458e-01, eta: 16:31:59, time: 1.096, data_time: 0.004, memory: 8472, top1_acc: 0.4294, top5_acc: 0.6772, loss_cls: 2.5376, loss: 2.5376, grad_norm: 1.5903 2020-09-29 11:49:39,067 - mmaction - INFO - Epoch [173][620/627] lr: 1.458e-01, eta: 16:31:36, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.4434, top5_acc: 0.6868, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.5887 2020-09-29 11:50:39,704 - mmaction - INFO - Epoch [174][20/627] lr: 1.426e-01, eta: 16:31:16, time: 2.683, data_time: 1.627, memory: 8472, top1_acc: 0.4346, top5_acc: 0.6785, loss_cls: 2.4964, loss: 2.4964, grad_norm: 1.6094 2020-09-29 11:51:01,838 - mmaction - INFO - Epoch [174][40/627] lr: 1.426e-01, eta: 16:30:53, time: 1.107, data_time: 0.155, memory: 8472, top1_acc: 0.4424, top5_acc: 0.6876, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.5832 2020-09-29 11:51:23,600 - mmaction - INFO - Epoch [174][60/627] lr: 1.426e-01, eta: 16:30:29, time: 1.089, data_time: 0.104, memory: 8472, top1_acc: 0.4327, top5_acc: 0.6846, loss_cls: 2.5011, loss: 2.5011, grad_norm: 1.6023 2020-09-29 11:51:46,003 - mmaction - INFO - Epoch [174][80/627] lr: 1.426e-01, eta: 16:30:06, time: 1.120, data_time: 0.133, memory: 8472, top1_acc: 0.4432, top5_acc: 0.6781, loss_cls: 2.4962, loss: 2.4962, grad_norm: 1.6010 2020-09-29 11:52:08,697 - mmaction - INFO - Epoch [174][100/627] lr: 1.426e-01, eta: 16:29:43, time: 1.134, data_time: 0.145, memory: 8472, top1_acc: 0.4538, top5_acc: 0.6945, loss_cls: 2.4327, loss: 2.4327, grad_norm: 1.6119 2020-09-29 11:52:30,782 - mmaction - INFO - Epoch [174][120/627] lr: 1.426e-01, eta: 16:29:20, time: 1.105, data_time: 0.146, memory: 8472, top1_acc: 0.4448, top5_acc: 0.6816, loss_cls: 2.4919, loss: 2.4919, grad_norm: 1.6165 2020-09-29 11:52:53,139 - mmaction - INFO - Epoch [174][140/627] lr: 1.426e-01, eta: 16:28:57, time: 1.118, data_time: 0.164, memory: 8472, top1_acc: 0.4324, top5_acc: 0.6818, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.6173 2020-09-29 11:53:15,067 - mmaction - INFO - Epoch [174][160/627] lr: 1.426e-01, eta: 16:28:34, time: 1.097, data_time: 0.147, memory: 8472, top1_acc: 0.4408, top5_acc: 0.6823, loss_cls: 2.4786, loss: 2.4786, grad_norm: 1.5923 2020-09-29 11:53:37,011 - mmaction - INFO - Epoch [174][180/627] lr: 1.426e-01, eta: 16:28:10, time: 1.097, data_time: 0.085, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6846, loss_cls: 2.4927, loss: 2.4927, grad_norm: 1.5867 2020-09-29 11:53:58,356 - mmaction - INFO - Epoch [174][200/627] lr: 1.426e-01, eta: 16:27:47, time: 1.067, data_time: 0.009, memory: 8472, top1_acc: 0.4409, top5_acc: 0.6840, loss_cls: 2.4795, loss: 2.4795, grad_norm: 1.5924 2020-09-29 11:54:21,078 - mmaction - INFO - Epoch [174][220/627] lr: 1.426e-01, eta: 16:27:24, time: 1.135, data_time: 0.107, memory: 8472, top1_acc: 0.4392, top5_acc: 0.6837, loss_cls: 2.4869, loss: 2.4869, grad_norm: 1.6179 2020-09-29 11:54:42,739 - mmaction - INFO - Epoch [174][240/627] lr: 1.426e-01, eta: 16:27:00, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4367, top5_acc: 0.6816, loss_cls: 2.5175, loss: 2.5175, grad_norm: 1.6186 2020-09-29 11:55:04,223 - mmaction - INFO - Epoch [174][260/627] lr: 1.426e-01, eta: 16:26:37, time: 1.075, data_time: 0.036, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6853, loss_cls: 2.4977, loss: 2.4977, grad_norm: 1.6026 2020-09-29 11:55:26,773 - mmaction - INFO - Epoch [174][280/627] lr: 1.426e-01, eta: 16:26:14, time: 1.128, data_time: 0.022, memory: 8472, top1_acc: 0.4318, top5_acc: 0.6872, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.6173 2020-09-29 11:55:49,202 - mmaction - INFO - Epoch [174][300/627] lr: 1.426e-01, eta: 16:25:51, time: 1.120, data_time: 0.025, memory: 8472, top1_acc: 0.4361, top5_acc: 0.6755, loss_cls: 2.5105, loss: 2.5105, grad_norm: 1.5985 2020-09-29 11:56:10,511 - mmaction - INFO - Epoch [174][320/627] lr: 1.426e-01, eta: 16:25:27, time: 1.067, data_time: 0.006, memory: 8472, top1_acc: 0.4434, top5_acc: 0.6814, loss_cls: 2.4848, loss: 2.4848, grad_norm: 1.6167 2020-09-29 11:56:33,080 - mmaction - INFO - Epoch [174][340/627] lr: 1.426e-01, eta: 16:25:04, time: 1.128, data_time: 0.049, memory: 8472, top1_acc: 0.4332, top5_acc: 0.6882, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.6146 2020-09-29 11:56:54,476 - mmaction - INFO - Epoch [174][360/627] lr: 1.426e-01, eta: 16:24:41, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4371, top5_acc: 0.6764, loss_cls: 2.5145, loss: 2.5145, grad_norm: 1.6005 2020-09-29 11:57:16,807 - mmaction - INFO - Epoch [174][380/627] lr: 1.426e-01, eta: 16:24:17, time: 1.116, data_time: 0.001, memory: 8472, top1_acc: 0.4445, top5_acc: 0.6810, loss_cls: 2.4880, loss: 2.4880, grad_norm: 1.6116 2020-09-29 11:57:39,686 - mmaction - INFO - Epoch [174][400/627] lr: 1.426e-01, eta: 16:23:55, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6760, loss_cls: 2.5353, loss: 2.5353, grad_norm: 1.6081 2020-09-29 11:58:00,608 - mmaction - INFO - Epoch [174][420/627] lr: 1.426e-01, eta: 16:23:31, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.4368, top5_acc: 0.6823, loss_cls: 2.5055, loss: 2.5055, grad_norm: 1.6104 2020-09-29 11:58:22,541 - mmaction - INFO - Epoch [174][440/627] lr: 1.426e-01, eta: 16:23:07, time: 1.098, data_time: 0.004, memory: 8472, top1_acc: 0.4462, top5_acc: 0.6909, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.6182 2020-09-29 11:58:45,201 - mmaction - INFO - Epoch [174][460/627] lr: 1.426e-01, eta: 16:22:45, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.4352, top5_acc: 0.6840, loss_cls: 2.4940, loss: 2.4940, grad_norm: 1.5969 2020-09-29 11:59:07,446 - mmaction - INFO - Epoch [174][480/627] lr: 1.426e-01, eta: 16:22:21, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.4370, top5_acc: 0.6749, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.6254 2020-09-29 11:59:28,831 - mmaction - INFO - Epoch [174][500/627] lr: 1.426e-01, eta: 16:21:58, time: 1.070, data_time: 0.002, memory: 8472, top1_acc: 0.4406, top5_acc: 0.6880, loss_cls: 2.4851, loss: 2.4851, grad_norm: 1.6093 2020-09-29 11:59:51,371 - mmaction - INFO - Epoch [174][520/627] lr: 1.426e-01, eta: 16:21:35, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.4259, top5_acc: 0.6743, loss_cls: 2.5602, loss: 2.5602, grad_norm: 1.6261 2020-09-29 12:00:14,178 - mmaction - INFO - Epoch [174][540/627] lr: 1.426e-01, eta: 16:21:12, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.4306, top5_acc: 0.6775, loss_cls: 2.5355, loss: 2.5355, grad_norm: 1.6031 2020-09-29 12:00:36,328 - mmaction - INFO - Epoch [174][560/627] lr: 1.426e-01, eta: 16:20:49, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.4393, top5_acc: 0.6777, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.5873 2020-09-29 12:00:59,109 - mmaction - INFO - Epoch [174][580/627] lr: 1.426e-01, eta: 16:20:26, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.4487, top5_acc: 0.6844, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.5837 2020-09-29 12:01:20,842 - mmaction - INFO - Epoch [174][600/627] lr: 1.426e-01, eta: 16:20:02, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4413, top5_acc: 0.6819, loss_cls: 2.5093, loss: 2.5093, grad_norm: 1.6139 2020-09-29 12:01:43,554 - mmaction - INFO - Epoch [174][620/627] lr: 1.426e-01, eta: 16:19:39, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.4418, top5_acc: 0.6818, loss_cls: 2.5008, loss: 2.5008, grad_norm: 1.5961 2020-09-29 12:02:48,605 - mmaction - INFO - Epoch [175][20/627] lr: 1.395e-01, eta: 16:19:21, time: 2.843, data_time: 1.612, memory: 8472, top1_acc: 0.4316, top5_acc: 0.6751, loss_cls: 2.5305, loss: 2.5305, grad_norm: 1.6463 2020-09-29 12:03:10,480 - mmaction - INFO - Epoch [175][40/627] lr: 1.395e-01, eta: 16:18:57, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.4406, top5_acc: 0.6828, loss_cls: 2.4913, loss: 2.4913, grad_norm: 1.5739 2020-09-29 12:03:32,392 - mmaction - INFO - Epoch [175][60/627] lr: 1.395e-01, eta: 16:18:34, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.4487, top5_acc: 0.6829, loss_cls: 2.4691, loss: 2.4691, grad_norm: 1.5727 2020-09-29 12:03:53,800 - mmaction - INFO - Epoch [175][80/627] lr: 1.395e-01, eta: 16:18:11, time: 1.072, data_time: 0.004, memory: 8472, top1_acc: 0.4544, top5_acc: 0.6995, loss_cls: 2.4208, loss: 2.4208, grad_norm: 1.6056 2020-09-29 12:04:16,921 - mmaction - INFO - Epoch [175][100/627] lr: 1.395e-01, eta: 16:17:48, time: 1.156, data_time: 0.004, memory: 8472, top1_acc: 0.4352, top5_acc: 0.6858, loss_cls: 2.5003, loss: 2.5003, grad_norm: 1.6166 2020-09-29 12:04:39,037 - mmaction - INFO - Epoch [175][120/627] lr: 1.395e-01, eta: 16:17:25, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6939, loss_cls: 2.4433, loss: 2.4433, grad_norm: 1.5962 2020-09-29 12:05:01,511 - mmaction - INFO - Epoch [175][140/627] lr: 1.395e-01, eta: 16:17:02, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.4387, top5_acc: 0.6888, loss_cls: 2.4798, loss: 2.4798, grad_norm: 1.6397 2020-09-29 12:05:23,579 - mmaction - INFO - Epoch [175][160/627] lr: 1.395e-01, eta: 16:16:38, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4395, top5_acc: 0.6819, loss_cls: 2.4897, loss: 2.4897, grad_norm: 1.6330 2020-09-29 12:05:45,359 - mmaction - INFO - Epoch [175][180/627] lr: 1.395e-01, eta: 16:16:15, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4469, top5_acc: 0.6827, loss_cls: 2.4711, loss: 2.4711, grad_norm: 1.6243 2020-09-29 12:06:07,673 - mmaction - INFO - Epoch [175][200/627] lr: 1.395e-01, eta: 16:15:52, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.4543, top5_acc: 0.6954, loss_cls: 2.4547, loss: 2.4547, grad_norm: 1.6404 2020-09-29 12:06:29,660 - mmaction - INFO - Epoch [175][220/627] lr: 1.395e-01, eta: 16:15:29, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.4397, top5_acc: 0.6819, loss_cls: 2.5116, loss: 2.5116, grad_norm: 1.6239 2020-09-29 12:06:51,183 - mmaction - INFO - Epoch [175][240/627] lr: 1.395e-01, eta: 16:15:05, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.4471, top5_acc: 0.6906, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.6174 2020-09-29 12:07:12,346 - mmaction - INFO - Epoch [175][260/627] lr: 1.395e-01, eta: 16:14:41, time: 1.057, data_time: 0.002, memory: 8472, top1_acc: 0.4398, top5_acc: 0.6790, loss_cls: 2.4878, loss: 2.4878, grad_norm: 1.6188 2020-09-29 12:07:35,208 - mmaction - INFO - Epoch [175][280/627] lr: 1.395e-01, eta: 16:14:19, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6923, loss_cls: 2.4443, loss: 2.4443, grad_norm: 1.6183 2020-09-29 12:07:57,285 - mmaction - INFO - Epoch [175][300/627] lr: 1.395e-01, eta: 16:13:55, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4462, top5_acc: 0.6776, loss_cls: 2.4836, loss: 2.4836, grad_norm: 1.6088 2020-09-29 12:08:19,677 - mmaction - INFO - Epoch [175][320/627] lr: 1.395e-01, eta: 16:13:32, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.4460, top5_acc: 0.6799, loss_cls: 2.4855, loss: 2.4855, grad_norm: 1.6057 2020-09-29 12:08:41,424 - mmaction - INFO - Epoch [175][340/627] lr: 1.395e-01, eta: 16:13:09, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4372, top5_acc: 0.6848, loss_cls: 2.4930, loss: 2.4930, grad_norm: 1.6164 2020-09-29 12:09:05,912 - mmaction - INFO - Epoch [175][360/627] lr: 1.395e-01, eta: 16:12:47, time: 1.226, data_time: 0.003, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6826, loss_cls: 2.4951, loss: 2.4951, grad_norm: 1.6340 2020-09-29 12:09:27,580 - mmaction - INFO - Epoch [175][380/627] lr: 1.395e-01, eta: 16:12:23, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.4467, top5_acc: 0.6822, loss_cls: 2.4936, loss: 2.4936, grad_norm: 1.6415 2020-09-29 12:09:49,007 - mmaction - INFO - Epoch [175][400/627] lr: 1.395e-01, eta: 16:12:00, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.4389, top5_acc: 0.6837, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.6395 2020-09-29 12:10:10,377 - mmaction - INFO - Epoch [175][420/627] lr: 1.395e-01, eta: 16:11:36, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.4449, top5_acc: 0.6839, loss_cls: 2.4751, loss: 2.4751, grad_norm: 1.6544 2020-09-29 12:10:32,666 - mmaction - INFO - Epoch [175][440/627] lr: 1.395e-01, eta: 16:11:13, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.4421, top5_acc: 0.6884, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.6235 2020-09-29 12:10:54,860 - mmaction - INFO - Epoch [175][460/627] lr: 1.395e-01, eta: 16:10:50, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6837, loss_cls: 2.4962, loss: 2.4962, grad_norm: 1.6344 2020-09-29 12:11:17,515 - mmaction - INFO - Epoch [175][480/627] lr: 1.395e-01, eta: 16:10:27, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.4464, top5_acc: 0.6839, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.6313 2020-09-29 12:11:40,050 - mmaction - INFO - Epoch [175][500/627] lr: 1.395e-01, eta: 16:10:04, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4449, top5_acc: 0.6897, loss_cls: 2.4408, loss: 2.4408, grad_norm: 1.6259 2020-09-29 12:12:02,597 - mmaction - INFO - Epoch [175][520/627] lr: 1.395e-01, eta: 16:09:41, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.4401, top5_acc: 0.6842, loss_cls: 2.4733, loss: 2.4733, grad_norm: 1.6422 2020-09-29 12:12:24,677 - mmaction - INFO - Epoch [175][540/627] lr: 1.395e-01, eta: 16:09:18, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4479, top5_acc: 0.6871, loss_cls: 2.4489, loss: 2.4489, grad_norm: 1.6025 2020-09-29 12:12:46,683 - mmaction - INFO - Epoch [175][560/627] lr: 1.395e-01, eta: 16:08:54, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.4384, top5_acc: 0.6766, loss_cls: 2.5223, loss: 2.5223, grad_norm: 1.6160 2020-09-29 12:13:08,912 - mmaction - INFO - Epoch [175][580/627] lr: 1.395e-01, eta: 16:08:31, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.4358, top5_acc: 0.6824, loss_cls: 2.4907, loss: 2.4907, grad_norm: 1.6222 2020-09-29 12:13:31,466 - mmaction - INFO - Epoch [175][600/627] lr: 1.395e-01, eta: 16:08:08, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6900, loss_cls: 2.4542, loss: 2.4542, grad_norm: 1.6139 2020-09-29 12:13:53,395 - mmaction - INFO - Epoch [175][620/627] lr: 1.395e-01, eta: 16:07:45, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.4311, top5_acc: 0.6711, loss_cls: 2.5422, loss: 2.5422, grad_norm: 1.6335 2020-09-29 12:15:20,193 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 12:15:20,871 - mmaction - INFO - top1_acc 0.4971 top5_acc 0.7514 2020-09-29 12:15:20,872 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 12:15:20,919 - mmaction - INFO - mean_acc 0.4970 2020-09-29 12:15:20,919 - mmaction - INFO - Now best checkpoint is epoch_175.pth 2020-09-29 12:15:20,933 - mmaction - INFO - Epoch(val) [175][627] top1_acc: 0.4971, top5_acc: 0.7514, mean_class_accuracy: 0.4970 2020-09-29 12:16:12,464 - mmaction - INFO - Epoch [176][20/627] lr: 1.364e-01, eta: 16:07:24, time: 2.575, data_time: 1.358, memory: 8472, top1_acc: 0.4452, top5_acc: 0.6852, loss_cls: 2.4768, loss: 2.4768, grad_norm: 1.6395 2020-09-29 12:16:35,474 - mmaction - INFO - Epoch [176][40/627] lr: 1.364e-01, eta: 16:07:01, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.4480, top5_acc: 0.6921, loss_cls: 2.4380, loss: 2.4380, grad_norm: 1.6157 2020-09-29 12:16:56,835 - mmaction - INFO - Epoch [176][60/627] lr: 1.364e-01, eta: 16:06:37, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.4396, top5_acc: 0.6833, loss_cls: 2.4888, loss: 2.4888, grad_norm: 1.6323 2020-09-29 12:17:20,464 - mmaction - INFO - Epoch [176][80/627] lr: 1.364e-01, eta: 16:06:15, time: 1.181, data_time: 0.004, memory: 8472, top1_acc: 0.4469, top5_acc: 0.6947, loss_cls: 2.4360, loss: 2.4360, grad_norm: 1.6393 2020-09-29 12:17:42,290 - mmaction - INFO - Epoch [176][100/627] lr: 1.364e-01, eta: 16:05:51, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.4401, top5_acc: 0.6788, loss_cls: 2.4793, loss: 2.4793, grad_norm: 1.6234 2020-09-29 12:18:04,238 - mmaction - INFO - Epoch [176][120/627] lr: 1.364e-01, eta: 16:05:28, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.4461, top5_acc: 0.6866, loss_cls: 2.4696, loss: 2.4696, grad_norm: 1.6414 2020-09-29 12:18:25,716 - mmaction - INFO - Epoch [176][140/627] lr: 1.364e-01, eta: 16:05:05, time: 1.076, data_time: 0.126, memory: 8472, top1_acc: 0.4478, top5_acc: 0.6980, loss_cls: 2.4211, loss: 2.4211, grad_norm: 1.6303 2020-09-29 12:18:47,948 - mmaction - INFO - Epoch [176][160/627] lr: 1.364e-01, eta: 16:04:41, time: 1.112, data_time: 0.151, memory: 8472, top1_acc: 0.4423, top5_acc: 0.6773, loss_cls: 2.4919, loss: 2.4919, grad_norm: 1.6455 2020-09-29 12:19:09,054 - mmaction - INFO - Epoch [176][180/627] lr: 1.364e-01, eta: 16:04:18, time: 1.053, data_time: 0.027, memory: 8472, top1_acc: 0.4441, top5_acc: 0.6913, loss_cls: 2.4684, loss: 2.4684, grad_norm: 1.6345 2020-09-29 12:19:31,592 - mmaction - INFO - Epoch [176][200/627] lr: 1.364e-01, eta: 16:03:55, time: 1.127, data_time: 0.126, memory: 8472, top1_acc: 0.4426, top5_acc: 0.6823, loss_cls: 2.4785, loss: 2.4785, grad_norm: 1.6580 2020-09-29 12:19:54,535 - mmaction - INFO - Epoch [176][220/627] lr: 1.364e-01, eta: 16:03:32, time: 1.149, data_time: 0.099, memory: 8472, top1_acc: 0.4436, top5_acc: 0.6840, loss_cls: 2.4729, loss: 2.4729, grad_norm: 1.6585 2020-09-29 12:20:15,791 - mmaction - INFO - Epoch [176][240/627] lr: 1.364e-01, eta: 16:03:08, time: 1.062, data_time: 0.107, memory: 8472, top1_acc: 0.4398, top5_acc: 0.6757, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.6623 2020-09-29 12:20:38,037 - mmaction - INFO - Epoch [176][260/627] lr: 1.364e-01, eta: 16:02:45, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.4478, top5_acc: 0.6884, loss_cls: 2.4707, loss: 2.4707, grad_norm: 1.6359 2020-09-29 12:21:00,326 - mmaction - INFO - Epoch [176][280/627] lr: 1.364e-01, eta: 16:02:22, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.4474, top5_acc: 0.6835, loss_cls: 2.4612, loss: 2.4612, grad_norm: 1.6015 2020-09-29 12:21:23,100 - mmaction - INFO - Epoch [176][300/627] lr: 1.364e-01, eta: 16:01:59, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.4484, top5_acc: 0.6887, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.6213 2020-09-29 12:21:44,063 - mmaction - INFO - Epoch [176][320/627] lr: 1.364e-01, eta: 16:01:35, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.4371, top5_acc: 0.6781, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.6650 2020-09-29 12:22:07,166 - mmaction - INFO - Epoch [176][340/627] lr: 1.364e-01, eta: 16:01:13, time: 1.156, data_time: 0.004, memory: 8472, top1_acc: 0.4331, top5_acc: 0.6777, loss_cls: 2.5017, loss: 2.5017, grad_norm: 1.6247 2020-09-29 12:22:28,675 - mmaction - INFO - Epoch [176][360/627] lr: 1.364e-01, eta: 16:00:49, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.4596, top5_acc: 0.6936, loss_cls: 2.4366, loss: 2.4366, grad_norm: 1.6179 2020-09-29 12:22:50,348 - mmaction - INFO - Epoch [176][380/627] lr: 1.364e-01, eta: 16:00:26, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4479, top5_acc: 0.6842, loss_cls: 2.4810, loss: 2.4810, grad_norm: 1.6296 2020-09-29 12:23:11,964 - mmaction - INFO - Epoch [176][400/627] lr: 1.364e-01, eta: 16:00:02, time: 1.082, data_time: 0.076, memory: 8472, top1_acc: 0.4427, top5_acc: 0.6874, loss_cls: 2.4802, loss: 2.4802, grad_norm: 1.6430 2020-09-29 12:23:35,267 - mmaction - INFO - Epoch [176][420/627] lr: 1.364e-01, eta: 15:59:40, time: 1.165, data_time: 0.126, memory: 8472, top1_acc: 0.4375, top5_acc: 0.6861, loss_cls: 2.4865, loss: 2.4865, grad_norm: 1.6124 2020-09-29 12:23:57,913 - mmaction - INFO - Epoch [176][440/627] lr: 1.364e-01, eta: 15:59:17, time: 1.132, data_time: 0.179, memory: 8472, top1_acc: 0.4473, top5_acc: 0.6911, loss_cls: 2.4589, loss: 2.4589, grad_norm: 1.6277 2020-09-29 12:24:19,850 - mmaction - INFO - Epoch [176][460/627] lr: 1.364e-01, eta: 15:58:53, time: 1.098, data_time: 0.129, memory: 8472, top1_acc: 0.4389, top5_acc: 0.6799, loss_cls: 2.5056, loss: 2.5056, grad_norm: 1.6169 2020-09-29 12:24:42,306 - mmaction - INFO - Epoch [176][480/627] lr: 1.364e-01, eta: 15:58:30, time: 1.121, data_time: 0.135, memory: 8472, top1_acc: 0.4475, top5_acc: 0.6917, loss_cls: 2.4707, loss: 2.4707, grad_norm: 1.6392 2020-09-29 12:25:04,389 - mmaction - INFO - Epoch [176][500/627] lr: 1.364e-01, eta: 15:58:07, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4392, top5_acc: 0.6859, loss_cls: 2.4795, loss: 2.4795, grad_norm: 1.6374 2020-09-29 12:25:26,999 - mmaction - INFO - Epoch [176][520/627] lr: 1.364e-01, eta: 15:57:44, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.4358, top5_acc: 0.6785, loss_cls: 2.4903, loss: 2.4903, grad_norm: 1.6488 2020-09-29 12:25:48,435 - mmaction - INFO - Epoch [176][540/627] lr: 1.364e-01, eta: 15:57:21, time: 1.071, data_time: 0.033, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6768, loss_cls: 2.5257, loss: 2.5257, grad_norm: 1.6247 2020-09-29 12:26:10,650 - mmaction - INFO - Epoch [176][560/627] lr: 1.364e-01, eta: 15:56:57, time: 1.111, data_time: 0.130, memory: 8472, top1_acc: 0.4375, top5_acc: 0.6870, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.6055 2020-09-29 12:26:32,140 - mmaction - INFO - Epoch [176][580/627] lr: 1.364e-01, eta: 15:56:34, time: 1.074, data_time: 0.055, memory: 8472, top1_acc: 0.4582, top5_acc: 0.6928, loss_cls: 2.4203, loss: 2.4203, grad_norm: 1.6143 2020-09-29 12:26:55,502 - mmaction - INFO - Epoch [176][600/627] lr: 1.364e-01, eta: 15:56:11, time: 1.170, data_time: 0.005, memory: 8472, top1_acc: 0.4452, top5_acc: 0.6832, loss_cls: 2.4840, loss: 2.4840, grad_norm: 1.6264 2020-09-29 12:27:18,130 - mmaction - INFO - Epoch [176][620/627] lr: 1.364e-01, eta: 15:55:48, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.4445, top5_acc: 0.6901, loss_cls: 2.4558, loss: 2.4558, grad_norm: 1.6137 2020-09-29 12:27:25,358 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-09-29 12:28:21,437 - mmaction - INFO - Epoch [177][20/627] lr: 1.333e-01, eta: 15:55:29, time: 2.785, data_time: 1.610, memory: 8472, top1_acc: 0.4462, top5_acc: 0.6924, loss_cls: 2.4481, loss: 2.4481, grad_norm: 1.6536 2020-09-29 12:28:42,918 - mmaction - INFO - Epoch [177][40/627] lr: 1.333e-01, eta: 15:55:05, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.4500, top5_acc: 0.6953, loss_cls: 2.4324, loss: 2.4324, grad_norm: 1.6347 2020-09-29 12:29:04,418 - mmaction - INFO - Epoch [177][60/627] lr: 1.333e-01, eta: 15:54:42, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.4535, top5_acc: 0.6928, loss_cls: 2.4330, loss: 2.4330, grad_norm: 1.6435 2020-09-29 12:29:26,581 - mmaction - INFO - Epoch [177][80/627] lr: 1.333e-01, eta: 15:54:19, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.4440, top5_acc: 0.6844, loss_cls: 2.4591, loss: 2.4591, grad_norm: 1.6406 2020-09-29 12:29:48,710 - mmaction - INFO - Epoch [177][100/627] lr: 1.333e-01, eta: 15:53:55, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.4432, top5_acc: 0.6839, loss_cls: 2.4848, loss: 2.4848, grad_norm: 1.6329 2020-09-29 12:30:11,546 - mmaction - INFO - Epoch [177][120/627] lr: 1.333e-01, eta: 15:53:33, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.4570, top5_acc: 0.6949, loss_cls: 2.4252, loss: 2.4252, grad_norm: 1.6504 2020-09-29 12:30:35,654 - mmaction - INFO - Epoch [177][140/627] lr: 1.333e-01, eta: 15:53:10, time: 1.206, data_time: 0.002, memory: 8472, top1_acc: 0.4525, top5_acc: 0.6930, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.6453 2020-09-29 12:30:57,041 - mmaction - INFO - Epoch [177][160/627] lr: 1.333e-01, eta: 15:52:47, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.4490, top5_acc: 0.6875, loss_cls: 2.4451, loss: 2.4451, grad_norm: 1.6351 2020-09-29 12:31:19,717 - mmaction - INFO - Epoch [177][180/627] lr: 1.333e-01, eta: 15:52:24, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.4608, top5_acc: 0.6915, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.6560 2020-09-29 12:31:40,979 - mmaction - INFO - Epoch [177][200/627] lr: 1.333e-01, eta: 15:52:00, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.4549, top5_acc: 0.6902, loss_cls: 2.4245, loss: 2.4245, grad_norm: 1.6199 2020-09-29 12:32:03,291 - mmaction - INFO - Epoch [177][220/627] lr: 1.333e-01, eta: 15:51:37, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.4543, top5_acc: 0.6872, loss_cls: 2.4586, loss: 2.4586, grad_norm: 1.6530 2020-09-29 12:32:25,251 - mmaction - INFO - Epoch [177][240/627] lr: 1.333e-01, eta: 15:51:14, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4513, top5_acc: 0.6867, loss_cls: 2.4519, loss: 2.4519, grad_norm: 1.6537 2020-09-29 12:32:47,769 - mmaction - INFO - Epoch [177][260/627] lr: 1.333e-01, eta: 15:50:51, time: 1.126, data_time: 0.004, memory: 8472, top1_acc: 0.4461, top5_acc: 0.6885, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.6486 2020-09-29 12:33:09,678 - mmaction - INFO - Epoch [177][280/627] lr: 1.333e-01, eta: 15:50:27, time: 1.096, data_time: 0.065, memory: 8472, top1_acc: 0.4371, top5_acc: 0.6839, loss_cls: 2.4893, loss: 2.4893, grad_norm: 1.6277 2020-09-29 12:33:33,075 - mmaction - INFO - Epoch [177][300/627] lr: 1.333e-01, eta: 15:50:05, time: 1.171, data_time: 0.022, memory: 8472, top1_acc: 0.4474, top5_acc: 0.6957, loss_cls: 2.4442, loss: 2.4442, grad_norm: 1.6549 2020-09-29 12:33:54,931 - mmaction - INFO - Epoch [177][320/627] lr: 1.333e-01, eta: 15:49:42, time: 1.093, data_time: 0.114, memory: 8472, top1_acc: 0.4387, top5_acc: 0.6775, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.6672 2020-09-29 12:34:17,383 - mmaction - INFO - Epoch [177][340/627] lr: 1.333e-01, eta: 15:49:18, time: 1.122, data_time: 0.168, memory: 8472, top1_acc: 0.4462, top5_acc: 0.6888, loss_cls: 2.4555, loss: 2.4555, grad_norm: 1.6434 2020-09-29 12:34:38,303 - mmaction - INFO - Epoch [177][360/627] lr: 1.333e-01, eta: 15:48:55, time: 1.046, data_time: 0.063, memory: 8472, top1_acc: 0.4513, top5_acc: 0.6961, loss_cls: 2.4325, loss: 2.4325, grad_norm: 1.6574 2020-09-29 12:34:59,947 - mmaction - INFO - Epoch [177][380/627] lr: 1.333e-01, eta: 15:48:31, time: 1.081, data_time: 0.012, memory: 8472, top1_acc: 0.4354, top5_acc: 0.6822, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.6512 2020-09-29 12:35:22,907 - mmaction - INFO - Epoch [177][400/627] lr: 1.333e-01, eta: 15:48:08, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6849, loss_cls: 2.4565, loss: 2.4565, grad_norm: 1.6574 2020-09-29 12:35:45,093 - mmaction - INFO - Epoch [177][420/627] lr: 1.333e-01, eta: 15:47:45, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4311, top5_acc: 0.6792, loss_cls: 2.5078, loss: 2.5078, grad_norm: 1.6712 2020-09-29 12:36:06,972 - mmaction - INFO - Epoch [177][440/627] lr: 1.333e-01, eta: 15:47:22, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.4486, top5_acc: 0.6866, loss_cls: 2.4827, loss: 2.4827, grad_norm: 1.6679 2020-09-29 12:36:29,819 - mmaction - INFO - Epoch [177][460/627] lr: 1.333e-01, eta: 15:46:59, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.4504, top5_acc: 0.6906, loss_cls: 2.4506, loss: 2.4506, grad_norm: 1.6745 2020-09-29 12:36:52,401 - mmaction - INFO - Epoch [177][480/627] lr: 1.333e-01, eta: 15:46:36, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.4366, top5_acc: 0.6779, loss_cls: 2.5166, loss: 2.5166, grad_norm: 1.6602 2020-09-29 12:37:15,071 - mmaction - INFO - Epoch [177][500/627] lr: 1.333e-01, eta: 15:46:13, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.4374, top5_acc: 0.6796, loss_cls: 2.5281, loss: 2.5281, grad_norm: 1.6655 2020-09-29 12:37:36,548 - mmaction - INFO - Epoch [177][520/627] lr: 1.333e-01, eta: 15:45:50, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4366, top5_acc: 0.6771, loss_cls: 2.5013, loss: 2.5013, grad_norm: 1.6482 2020-09-29 12:37:58,910 - mmaction - INFO - Epoch [177][540/627] lr: 1.333e-01, eta: 15:45:27, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.4439, top5_acc: 0.6785, loss_cls: 2.4759, loss: 2.4759, grad_norm: 1.6278 2020-09-29 12:38:21,004 - mmaction - INFO - Epoch [177][560/627] lr: 1.333e-01, eta: 15:45:03, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4371, top5_acc: 0.6841, loss_cls: 2.4973, loss: 2.4973, grad_norm: 1.6468 2020-09-29 12:38:42,650 - mmaction - INFO - Epoch [177][580/627] lr: 1.333e-01, eta: 15:44:40, time: 1.085, data_time: 0.004, memory: 8472, top1_acc: 0.4421, top5_acc: 0.6875, loss_cls: 2.4746, loss: 2.4746, grad_norm: 1.6616 2020-09-29 12:39:04,896 - mmaction - INFO - Epoch [177][600/627] lr: 1.333e-01, eta: 15:44:17, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.4428, top5_acc: 0.6863, loss_cls: 2.4824, loss: 2.4824, grad_norm: 1.6360 2020-09-29 12:39:27,206 - mmaction - INFO - Epoch [177][620/627] lr: 1.333e-01, eta: 15:43:54, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.4413, top5_acc: 0.6917, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.6411 2020-09-29 12:40:26,692 - mmaction - INFO - Epoch [178][20/627] lr: 1.303e-01, eta: 15:43:33, time: 2.625, data_time: 1.467, memory: 8472, top1_acc: 0.4507, top5_acc: 0.6889, loss_cls: 2.4540, loss: 2.4540, grad_norm: 1.6244 2020-09-29 12:40:49,048 - mmaction - INFO - Epoch [178][40/627] lr: 1.303e-01, eta: 15:43:09, time: 1.116, data_time: 0.013, memory: 8472, top1_acc: 0.4594, top5_acc: 0.6926, loss_cls: 2.4151, loss: 2.4151, grad_norm: 1.6356 2020-09-29 12:41:11,894 - mmaction - INFO - Epoch [178][60/627] lr: 1.303e-01, eta: 15:42:47, time: 1.140, data_time: 0.049, memory: 8472, top1_acc: 0.4454, top5_acc: 0.6868, loss_cls: 2.4596, loss: 2.4596, grad_norm: 1.6552 2020-09-29 12:41:33,291 - mmaction - INFO - Epoch [178][80/627] lr: 1.303e-01, eta: 15:42:23, time: 1.072, data_time: 0.043, memory: 8472, top1_acc: 0.4473, top5_acc: 0.6945, loss_cls: 2.4259, loss: 2.4259, grad_norm: 1.6589 2020-09-29 12:41:55,325 - mmaction - INFO - Epoch [178][100/627] lr: 1.303e-01, eta: 15:42:00, time: 1.103, data_time: 0.061, memory: 8472, top1_acc: 0.4517, top5_acc: 0.6909, loss_cls: 2.4482, loss: 2.4482, grad_norm: 1.6658 2020-09-29 12:42:17,479 - mmaction - INFO - Epoch [178][120/627] lr: 1.303e-01, eta: 15:41:37, time: 1.107, data_time: 0.073, memory: 8472, top1_acc: 0.4581, top5_acc: 0.6974, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.6536 2020-09-29 12:42:40,133 - mmaction - INFO - Epoch [178][140/627] lr: 1.303e-01, eta: 15:41:14, time: 1.133, data_time: 0.160, memory: 8472, top1_acc: 0.4517, top5_acc: 0.6937, loss_cls: 2.4510, loss: 2.4510, grad_norm: 1.6710 2020-09-29 12:43:01,965 - mmaction - INFO - Epoch [178][160/627] lr: 1.303e-01, eta: 15:40:50, time: 1.091, data_time: 0.020, memory: 8472, top1_acc: 0.4523, top5_acc: 0.6887, loss_cls: 2.4407, loss: 2.4407, grad_norm: 1.6392 2020-09-29 12:43:24,453 - mmaction - INFO - Epoch [178][180/627] lr: 1.303e-01, eta: 15:40:27, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.4415, top5_acc: 0.6928, loss_cls: 2.4421, loss: 2.4421, grad_norm: 1.6603 2020-09-29 12:43:46,380 - mmaction - INFO - Epoch [178][200/627] lr: 1.303e-01, eta: 15:40:04, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4591, top5_acc: 0.6928, loss_cls: 2.4187, loss: 2.4187, grad_norm: 1.6461 2020-09-29 12:44:07,092 - mmaction - INFO - Epoch [178][220/627] lr: 1.303e-01, eta: 15:39:40, time: 1.037, data_time: 0.005, memory: 8472, top1_acc: 0.4531, top5_acc: 0.6924, loss_cls: 2.4338, loss: 2.4338, grad_norm: 1.6667 2020-09-29 12:44:30,116 - mmaction - INFO - Epoch [178][240/627] lr: 1.303e-01, eta: 15:39:17, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.4504, top5_acc: 0.6875, loss_cls: 2.4370, loss: 2.4370, grad_norm: 1.6377 2020-09-29 12:44:51,543 - mmaction - INFO - Epoch [178][260/627] lr: 1.303e-01, eta: 15:38:54, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.4570, top5_acc: 0.6930, loss_cls: 2.4347, loss: 2.4347, grad_norm: 1.6689 2020-09-29 12:45:14,682 - mmaction - INFO - Epoch [178][280/627] lr: 1.303e-01, eta: 15:38:31, time: 1.155, data_time: 0.001, memory: 8472, top1_acc: 0.4521, top5_acc: 0.6935, loss_cls: 2.4339, loss: 2.4339, grad_norm: 1.6546 2020-09-29 12:45:36,476 - mmaction - INFO - Epoch [178][300/627] lr: 1.303e-01, eta: 15:38:08, time: 1.090, data_time: 0.004, memory: 8472, top1_acc: 0.4454, top5_acc: 0.6905, loss_cls: 2.4419, loss: 2.4419, grad_norm: 1.6512 2020-09-29 12:45:58,532 - mmaction - INFO - Epoch [178][320/627] lr: 1.303e-01, eta: 15:37:45, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4443, top5_acc: 0.6882, loss_cls: 2.4512, loss: 2.4512, grad_norm: 1.6956 2020-09-29 12:46:19,591 - mmaction - INFO - Epoch [178][340/627] lr: 1.303e-01, eta: 15:37:21, time: 1.054, data_time: 0.047, memory: 8472, top1_acc: 0.4353, top5_acc: 0.6845, loss_cls: 2.4972, loss: 2.4972, grad_norm: 1.6983 2020-09-29 12:46:41,802 - mmaction - INFO - Epoch [178][360/627] lr: 1.303e-01, eta: 15:36:58, time: 1.109, data_time: 0.056, memory: 8472, top1_acc: 0.4479, top5_acc: 0.6849, loss_cls: 2.4747, loss: 2.4747, grad_norm: 1.6309 2020-09-29 12:47:04,769 - mmaction - INFO - Epoch [178][380/627] lr: 1.303e-01, eta: 15:36:35, time: 1.149, data_time: 0.021, memory: 8472, top1_acc: 0.4526, top5_acc: 0.6872, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.6510 2020-09-29 12:47:27,102 - mmaction - INFO - Epoch [178][400/627] lr: 1.303e-01, eta: 15:36:12, time: 1.117, data_time: 0.151, memory: 8472, top1_acc: 0.4470, top5_acc: 0.6866, loss_cls: 2.4700, loss: 2.4700, grad_norm: 1.6647 2020-09-29 12:47:48,972 - mmaction - INFO - Epoch [178][420/627] lr: 1.303e-01, eta: 15:35:48, time: 1.092, data_time: 0.141, memory: 8472, top1_acc: 0.4444, top5_acc: 0.6879, loss_cls: 2.4791, loss: 2.4791, grad_norm: 1.6678 2020-09-29 12:48:11,259 - mmaction - INFO - Epoch [178][440/627] lr: 1.303e-01, eta: 15:35:25, time: 1.116, data_time: 0.145, memory: 8472, top1_acc: 0.4522, top5_acc: 0.6935, loss_cls: 2.4453, loss: 2.4453, grad_norm: 1.6505 2020-09-29 12:48:33,234 - mmaction - INFO - Epoch [178][460/627] lr: 1.303e-01, eta: 15:35:02, time: 1.099, data_time: 0.139, memory: 8472, top1_acc: 0.4477, top5_acc: 0.6918, loss_cls: 2.4491, loss: 2.4491, grad_norm: 1.6611 2020-09-29 12:48:55,378 - mmaction - INFO - Epoch [178][480/627] lr: 1.303e-01, eta: 15:34:39, time: 1.107, data_time: 0.032, memory: 8472, top1_acc: 0.4363, top5_acc: 0.6807, loss_cls: 2.5024, loss: 2.5024, grad_norm: 1.6781 2020-09-29 12:49:17,569 - mmaction - INFO - Epoch [178][500/627] lr: 1.303e-01, eta: 15:34:16, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.4479, top5_acc: 0.6870, loss_cls: 2.4530, loss: 2.4530, grad_norm: 1.6330 2020-09-29 12:49:38,541 - mmaction - INFO - Epoch [178][520/627] lr: 1.303e-01, eta: 15:33:52, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.4451, top5_acc: 0.6849, loss_cls: 2.4643, loss: 2.4643, grad_norm: 1.6599 2020-09-29 12:50:01,381 - mmaction - INFO - Epoch [178][540/627] lr: 1.303e-01, eta: 15:33:29, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.4431, top5_acc: 0.6822, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.6837 2020-09-29 12:50:23,718 - mmaction - INFO - Epoch [178][560/627] lr: 1.303e-01, eta: 15:33:06, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4445, top5_acc: 0.6883, loss_cls: 2.4706, loss: 2.4706, grad_norm: 1.6495 2020-09-29 12:50:47,211 - mmaction - INFO - Epoch [178][580/627] lr: 1.303e-01, eta: 15:32:44, time: 1.176, data_time: 0.003, memory: 8472, top1_acc: 0.4422, top5_acc: 0.6840, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.6676 2020-09-29 12:51:08,889 - mmaction - INFO - Epoch [178][600/627] lr: 1.303e-01, eta: 15:32:20, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4568, top5_acc: 0.6988, loss_cls: 2.4044, loss: 2.4044, grad_norm: 1.6601 2020-09-29 12:51:31,597 - mmaction - INFO - Epoch [178][620/627] lr: 1.303e-01, eta: 15:31:57, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.4533, top5_acc: 0.6966, loss_cls: 2.4190, loss: 2.4190, grad_norm: 1.6768 2020-09-29 12:52:31,519 - mmaction - INFO - Epoch [179][20/627] lr: 1.273e-01, eta: 15:31:36, time: 2.658, data_time: 1.567, memory: 8472, top1_acc: 0.4507, top5_acc: 0.6926, loss_cls: 2.4419, loss: 2.4419, grad_norm: 1.6487 2020-09-29 12:52:52,704 - mmaction - INFO - Epoch [179][40/627] lr: 1.273e-01, eta: 15:31:12, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.4503, top5_acc: 0.6889, loss_cls: 2.4655, loss: 2.4655, grad_norm: 1.6800 2020-09-29 12:53:13,870 - mmaction - INFO - Epoch [179][60/627] lr: 1.273e-01, eta: 15:30:49, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.4451, top5_acc: 0.6868, loss_cls: 2.4456, loss: 2.4456, grad_norm: 1.6943 2020-09-29 12:53:35,962 - mmaction - INFO - Epoch [179][80/627] lr: 1.273e-01, eta: 15:30:26, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.4578, top5_acc: 0.7035, loss_cls: 2.4009, loss: 2.4009, grad_norm: 1.6417 2020-09-29 12:53:59,170 - mmaction - INFO - Epoch [179][100/627] lr: 1.273e-01, eta: 15:30:03, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.4491, top5_acc: 0.6915, loss_cls: 2.4244, loss: 2.4244, grad_norm: 1.6467 2020-09-29 12:54:20,209 - mmaction - INFO - Epoch [179][120/627] lr: 1.273e-01, eta: 15:29:39, time: 1.052, data_time: 0.001, memory: 8472, top1_acc: 0.4499, top5_acc: 0.6954, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.6697 2020-09-29 12:54:42,058 - mmaction - INFO - Epoch [179][140/627] lr: 1.273e-01, eta: 15:29:16, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.4578, top5_acc: 0.6927, loss_cls: 2.4058, loss: 2.4058, grad_norm: 1.6664 2020-09-29 12:55:05,287 - mmaction - INFO - Epoch [179][160/627] lr: 1.273e-01, eta: 15:28:53, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.4508, top5_acc: 0.7029, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.6828 2020-09-29 12:55:26,838 - mmaction - INFO - Epoch [179][180/627] lr: 1.273e-01, eta: 15:28:30, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.4535, top5_acc: 0.7012, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.6588 2020-09-29 12:55:49,210 - mmaction - INFO - Epoch [179][200/627] lr: 1.273e-01, eta: 15:28:07, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.4556, top5_acc: 0.6936, loss_cls: 2.4226, loss: 2.4226, grad_norm: 1.7033 2020-09-29 12:56:10,533 - mmaction - INFO - Epoch [179][220/627] lr: 1.273e-01, eta: 15:27:43, time: 1.065, data_time: 0.056, memory: 8472, top1_acc: 0.4454, top5_acc: 0.6865, loss_cls: 2.4717, loss: 2.4717, grad_norm: 1.6848 2020-09-29 12:56:32,835 - mmaction - INFO - Epoch [179][240/627] lr: 1.273e-01, eta: 15:27:20, time: 1.116, data_time: 0.125, memory: 8472, top1_acc: 0.4530, top5_acc: 0.6898, loss_cls: 2.4448, loss: 2.4448, grad_norm: 1.6819 2020-09-29 12:56:54,891 - mmaction - INFO - Epoch [179][260/627] lr: 1.273e-01, eta: 15:26:57, time: 1.102, data_time: 0.039, memory: 8472, top1_acc: 0.4493, top5_acc: 0.6928, loss_cls: 2.4415, loss: 2.4415, grad_norm: 1.6549 2020-09-29 12:57:18,286 - mmaction - INFO - Epoch [179][280/627] lr: 1.273e-01, eta: 15:26:34, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.4424, top5_acc: 0.6914, loss_cls: 2.4619, loss: 2.4619, grad_norm: 1.6792 2020-09-29 12:57:39,578 - mmaction - INFO - Epoch [179][300/627] lr: 1.273e-01, eta: 15:26:11, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.4467, top5_acc: 0.6914, loss_cls: 2.4627, loss: 2.4627, grad_norm: 1.6957 2020-09-29 12:58:02,919 - mmaction - INFO - Epoch [179][320/627] lr: 1.273e-01, eta: 15:25:48, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.4451, top5_acc: 0.6855, loss_cls: 2.4551, loss: 2.4551, grad_norm: 1.6865 2020-09-29 12:58:24,740 - mmaction - INFO - Epoch [179][340/627] lr: 1.273e-01, eta: 15:25:25, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.4427, top5_acc: 0.6833, loss_cls: 2.4927, loss: 2.4927, grad_norm: 1.6843 2020-09-29 12:58:47,152 - mmaction - INFO - Epoch [179][360/627] lr: 1.273e-01, eta: 15:25:02, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.4509, top5_acc: 0.6913, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.6894 2020-09-29 12:59:08,577 - mmaction - INFO - Epoch [179][380/627] lr: 1.273e-01, eta: 15:24:38, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4533, top5_acc: 0.6969, loss_cls: 2.4110, loss: 2.4110, grad_norm: 1.6767 2020-09-29 12:59:30,685 - mmaction - INFO - Epoch [179][400/627] lr: 1.273e-01, eta: 15:24:15, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.4555, top5_acc: 0.6957, loss_cls: 2.4200, loss: 2.4200, grad_norm: 1.6991 2020-09-29 12:59:52,679 - mmaction - INFO - Epoch [179][420/627] lr: 1.273e-01, eta: 15:23:52, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.4484, top5_acc: 0.6822, loss_cls: 2.4621, loss: 2.4621, grad_norm: 1.6721 2020-09-29 13:00:15,839 - mmaction - INFO - Epoch [179][440/627] lr: 1.273e-01, eta: 15:23:29, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.4376, top5_acc: 0.6738, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.6982 2020-09-29 13:00:37,165 - mmaction - INFO - Epoch [179][460/627] lr: 1.273e-01, eta: 15:23:05, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.4440, top5_acc: 0.6975, loss_cls: 2.4285, loss: 2.4285, grad_norm: 1.6594 2020-09-29 13:00:59,499 - mmaction - INFO - Epoch [179][480/627] lr: 1.273e-01, eta: 15:22:42, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.4508, top5_acc: 0.6953, loss_cls: 2.4322, loss: 2.4322, grad_norm: 1.6796 2020-09-29 13:01:21,970 - mmaction - INFO - Epoch [179][500/627] lr: 1.273e-01, eta: 15:22:19, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.4436, top5_acc: 0.6914, loss_cls: 2.4536, loss: 2.4536, grad_norm: 1.6777 2020-09-29 13:01:43,565 - mmaction - INFO - Epoch [179][520/627] lr: 1.273e-01, eta: 15:21:56, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4465, top5_acc: 0.6871, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.6871 2020-09-29 13:02:06,102 - mmaction - INFO - Epoch [179][540/627] lr: 1.273e-01, eta: 15:21:33, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.4362, top5_acc: 0.6754, loss_cls: 2.5306, loss: 2.5306, grad_norm: 1.6974 2020-09-29 13:02:27,201 - mmaction - INFO - Epoch [179][560/627] lr: 1.273e-01, eta: 15:21:09, time: 1.054, data_time: 0.001, memory: 8472, top1_acc: 0.4590, top5_acc: 0.6974, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.6686 2020-09-29 13:02:48,877 - mmaction - INFO - Epoch [179][580/627] lr: 1.273e-01, eta: 15:20:46, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.4508, top5_acc: 0.6820, loss_cls: 2.4868, loss: 2.4868, grad_norm: 1.6932 2020-09-29 13:03:11,165 - mmaction - INFO - Epoch [179][600/627] lr: 1.273e-01, eta: 15:20:23, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4574, top5_acc: 0.6908, loss_cls: 2.4202, loss: 2.4202, grad_norm: 1.6702 2020-09-29 13:03:32,484 - mmaction - INFO - Epoch [179][620/627] lr: 1.273e-01, eta: 15:19:59, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.4539, top5_acc: 0.6949, loss_cls: 2.4249, loss: 2.4249, grad_norm: 1.6786 2020-09-29 13:04:36,890 - mmaction - INFO - Epoch [180][20/627] lr: 1.243e-01, eta: 15:19:39, time: 2.812, data_time: 1.701, memory: 8472, top1_acc: 0.4499, top5_acc: 0.6862, loss_cls: 2.4744, loss: 2.4744, grad_norm: 1.6919 2020-09-29 13:04:59,309 - mmaction - INFO - Epoch [180][40/627] lr: 1.243e-01, eta: 15:19:16, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.4583, top5_acc: 0.7069, loss_cls: 2.3669, loss: 2.3669, grad_norm: 1.6594 2020-09-29 13:05:20,955 - mmaction - INFO - Epoch [180][60/627] lr: 1.243e-01, eta: 15:18:53, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.4544, top5_acc: 0.7026, loss_cls: 2.3992, loss: 2.3992, grad_norm: 1.6893 2020-09-29 13:05:42,374 - mmaction - INFO - Epoch [180][80/627] lr: 1.243e-01, eta: 15:18:29, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.4488, top5_acc: 0.6879, loss_cls: 2.4495, loss: 2.4495, grad_norm: 1.6973 2020-09-29 13:06:04,316 - mmaction - INFO - Epoch [180][100/627] lr: 1.243e-01, eta: 15:18:06, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4681, top5_acc: 0.6984, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.6597 2020-09-29 13:06:28,720 - mmaction - INFO - Epoch [180][120/627] lr: 1.243e-01, eta: 15:17:44, time: 1.221, data_time: 0.002, memory: 8472, top1_acc: 0.4609, top5_acc: 0.7064, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.6783 2020-09-29 13:06:50,358 - mmaction - INFO - Epoch [180][140/627] lr: 1.243e-01, eta: 15:17:20, time: 1.081, data_time: 0.001, memory: 8472, top1_acc: 0.4612, top5_acc: 0.6932, loss_cls: 2.4365, loss: 2.4365, grad_norm: 1.6992 2020-09-29 13:07:11,576 - mmaction - INFO - Epoch [180][160/627] lr: 1.243e-01, eta: 15:16:57, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.4572, top5_acc: 0.6978, loss_cls: 2.4083, loss: 2.4083, grad_norm: 1.7086 2020-09-29 13:07:33,181 - mmaction - INFO - Epoch [180][180/627] lr: 1.243e-01, eta: 15:16:33, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.4628, top5_acc: 0.6928, loss_cls: 2.4018, loss: 2.4018, grad_norm: 1.6942 2020-09-29 13:07:55,370 - mmaction - INFO - Epoch [180][200/627] lr: 1.243e-01, eta: 15:16:10, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.4659, top5_acc: 0.6984, loss_cls: 2.3930, loss: 2.3930, grad_norm: 1.6926 2020-09-29 13:08:19,133 - mmaction - INFO - Epoch [180][220/627] lr: 1.243e-01, eta: 15:15:48, time: 1.189, data_time: 0.003, memory: 8472, top1_acc: 0.4599, top5_acc: 0.6952, loss_cls: 2.4178, loss: 2.4178, grad_norm: 1.6798 2020-09-29 13:08:40,492 - mmaction - INFO - Epoch [180][240/627] lr: 1.243e-01, eta: 15:15:24, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.4522, top5_acc: 0.6901, loss_cls: 2.4250, loss: 2.4250, grad_norm: 1.7267 2020-09-29 13:09:01,895 - mmaction - INFO - Epoch [180][260/627] lr: 1.243e-01, eta: 15:15:01, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.4378, top5_acc: 0.6879, loss_cls: 2.4820, loss: 2.4820, grad_norm: 1.7149 2020-09-29 13:09:24,632 - mmaction - INFO - Epoch [180][280/627] lr: 1.243e-01, eta: 15:14:38, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.4495, top5_acc: 0.6835, loss_cls: 2.4768, loss: 2.4768, grad_norm: 1.6663 2020-09-29 13:09:46,270 - mmaction - INFO - Epoch [180][300/627] lr: 1.243e-01, eta: 15:14:15, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4448, top5_acc: 0.6930, loss_cls: 2.4457, loss: 2.4457, grad_norm: 1.6889 2020-09-29 13:10:08,343 - mmaction - INFO - Epoch [180][320/627] lr: 1.243e-01, eta: 15:13:51, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.4520, top5_acc: 0.6909, loss_cls: 2.4295, loss: 2.4295, grad_norm: 1.6717 2020-09-29 13:10:31,683 - mmaction - INFO - Epoch [180][340/627] lr: 1.243e-01, eta: 15:13:29, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.4496, top5_acc: 0.6983, loss_cls: 2.4148, loss: 2.4148, grad_norm: 1.6914 2020-09-29 13:10:53,193 - mmaction - INFO - Epoch [180][360/627] lr: 1.243e-01, eta: 15:13:05, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.4432, top5_acc: 0.6865, loss_cls: 2.4384, loss: 2.4384, grad_norm: 1.7210 2020-09-29 13:11:13,741 - mmaction - INFO - Epoch [180][380/627] lr: 1.243e-01, eta: 15:12:41, time: 1.028, data_time: 0.003, memory: 8472, top1_acc: 0.4603, top5_acc: 0.6934, loss_cls: 2.4385, loss: 2.4385, grad_norm: 1.6736 2020-09-29 13:11:35,952 - mmaction - INFO - Epoch [180][400/627] lr: 1.243e-01, eta: 15:12:18, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4491, top5_acc: 0.6883, loss_cls: 2.4505, loss: 2.4505, grad_norm: 1.6691 2020-09-29 13:11:58,386 - mmaction - INFO - Epoch [180][420/627] lr: 1.243e-01, eta: 15:11:55, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.4404, top5_acc: 0.6884, loss_cls: 2.4677, loss: 2.4677, grad_norm: 1.6851 2020-09-29 13:12:19,911 - mmaction - INFO - Epoch [180][440/627] lr: 1.243e-01, eta: 15:11:32, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.4533, top5_acc: 0.6978, loss_cls: 2.4065, loss: 2.4065, grad_norm: 1.6468 2020-09-29 13:12:42,597 - mmaction - INFO - Epoch [180][460/627] lr: 1.243e-01, eta: 15:11:09, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.4513, top5_acc: 0.6915, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.6624 2020-09-29 13:13:04,880 - mmaction - INFO - Epoch [180][480/627] lr: 1.243e-01, eta: 15:10:46, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.4461, top5_acc: 0.6913, loss_cls: 2.4629, loss: 2.4629, grad_norm: 1.7023 2020-09-29 13:13:27,478 - mmaction - INFO - Epoch [180][500/627] lr: 1.243e-01, eta: 15:10:23, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.4517, top5_acc: 0.6945, loss_cls: 2.4328, loss: 2.4328, grad_norm: 1.6749 2020-09-29 13:13:50,368 - mmaction - INFO - Epoch [180][520/627] lr: 1.243e-01, eta: 15:10:00, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.4499, top5_acc: 0.6902, loss_cls: 2.4494, loss: 2.4494, grad_norm: 1.7116 2020-09-29 13:14:12,112 - mmaction - INFO - Epoch [180][540/627] lr: 1.243e-01, eta: 15:09:36, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4461, top5_acc: 0.6960, loss_cls: 2.4319, loss: 2.4319, grad_norm: 1.6791 2020-09-29 13:14:33,056 - mmaction - INFO - Epoch [180][560/627] lr: 1.243e-01, eta: 15:09:13, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.4504, top5_acc: 0.6906, loss_cls: 2.4420, loss: 2.4420, grad_norm: 1.7009 2020-09-29 13:14:55,728 - mmaction - INFO - Epoch [180][580/627] lr: 1.243e-01, eta: 15:08:50, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.4568, top5_acc: 0.6995, loss_cls: 2.4020, loss: 2.4020, grad_norm: 1.6970 2020-09-29 13:15:17,367 - mmaction - INFO - Epoch [180][600/627] lr: 1.243e-01, eta: 15:08:26, time: 1.081, data_time: 0.001, memory: 8472, top1_acc: 0.4370, top5_acc: 0.6836, loss_cls: 2.4866, loss: 2.4866, grad_norm: 1.6967 2020-09-29 13:15:38,913 - mmaction - INFO - Epoch [180][620/627] lr: 1.243e-01, eta: 15:08:03, time: 1.075, data_time: 0.017, memory: 8472, top1_acc: 0.4454, top5_acc: 0.6807, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.7061 2020-09-29 13:15:45,831 - mmaction - INFO - Saving checkpoint at 180 epochs 2020-09-29 13:17:06,401 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 13:17:07,067 - mmaction - INFO - top1_acc 0.5088 top5_acc 0.7642 2020-09-29 13:17:07,067 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 13:17:07,113 - mmaction - INFO - mean_acc 0.5086 2020-09-29 13:17:07,114 - mmaction - INFO - Now best checkpoint is epoch_180.pth 2020-09-29 13:17:07,127 - mmaction - INFO - Epoch(val) [180][627] top1_acc: 0.5088, top5_acc: 0.7642, mean_class_accuracy: 0.5086 2020-09-29 13:17:57,623 - mmaction - INFO - Epoch [181][20/627] lr: 1.213e-01, eta: 15:07:40, time: 2.524, data_time: 1.573, memory: 8472, top1_acc: 0.4544, top5_acc: 0.6974, loss_cls: 2.4314, loss: 2.4314, grad_norm: 1.7017 2020-09-29 13:18:18,900 - mmaction - INFO - Epoch [181][40/627] lr: 1.213e-01, eta: 15:07:17, time: 1.064, data_time: 0.116, memory: 8472, top1_acc: 0.4555, top5_acc: 0.7013, loss_cls: 2.4155, loss: 2.4155, grad_norm: 1.6724 2020-09-29 13:18:41,462 - mmaction - INFO - Epoch [181][60/627] lr: 1.213e-01, eta: 15:06:54, time: 1.128, data_time: 0.171, memory: 8472, top1_acc: 0.4689, top5_acc: 0.7057, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.6768 2020-09-29 13:19:03,529 - mmaction - INFO - Epoch [181][80/627] lr: 1.213e-01, eta: 15:06:31, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4689, top5_acc: 0.7017, loss_cls: 2.3862, loss: 2.3862, grad_norm: 1.6859 2020-09-29 13:19:25,648 - mmaction - INFO - Epoch [181][100/627] lr: 1.213e-01, eta: 15:06:08, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4594, top5_acc: 0.6962, loss_cls: 2.4082, loss: 2.4082, grad_norm: 1.6934 2020-09-29 13:19:48,121 - mmaction - INFO - Epoch [181][120/627] lr: 1.213e-01, eta: 15:05:44, time: 1.124, data_time: 0.009, memory: 8472, top1_acc: 0.4613, top5_acc: 0.6975, loss_cls: 2.3970, loss: 2.3970, grad_norm: 1.6964 2020-09-29 13:20:09,181 - mmaction - INFO - Epoch [181][140/627] lr: 1.213e-01, eta: 15:05:21, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.4479, top5_acc: 0.6897, loss_cls: 2.4376, loss: 2.4376, grad_norm: 1.7034 2020-09-29 13:20:31,302 - mmaction - INFO - Epoch [181][160/627] lr: 1.213e-01, eta: 15:04:58, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4582, top5_acc: 0.6901, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.6936 2020-09-29 13:20:53,011 - mmaction - INFO - Epoch [181][180/627] lr: 1.213e-01, eta: 15:04:34, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.4590, top5_acc: 0.7014, loss_cls: 2.3956, loss: 2.3956, grad_norm: 1.6965 2020-09-29 13:21:16,341 - mmaction - INFO - Epoch [181][200/627] lr: 1.213e-01, eta: 15:04:12, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.4587, top5_acc: 0.6975, loss_cls: 2.3920, loss: 2.3920, grad_norm: 1.7012 2020-09-29 13:21:38,680 - mmaction - INFO - Epoch [181][220/627] lr: 1.213e-01, eta: 15:03:49, time: 1.119, data_time: 0.005, memory: 8472, top1_acc: 0.4487, top5_acc: 0.6997, loss_cls: 2.4188, loss: 2.4188, grad_norm: 1.7294 2020-09-29 13:21:59,059 - mmaction - INFO - Epoch [181][240/627] lr: 1.213e-01, eta: 15:03:25, time: 1.020, data_time: 0.004, memory: 8472, top1_acc: 0.4607, top5_acc: 0.6956, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.7058 2020-09-29 13:22:20,353 - mmaction - INFO - Epoch [181][260/627] lr: 1.213e-01, eta: 15:03:01, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.4613, top5_acc: 0.6961, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.7048 2020-09-29 13:22:43,383 - mmaction - INFO - Epoch [181][280/627] lr: 1.213e-01, eta: 15:02:38, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.4591, top5_acc: 0.6958, loss_cls: 2.4064, loss: 2.4064, grad_norm: 1.6992 2020-09-29 13:23:04,774 - mmaction - INFO - Epoch [181][300/627] lr: 1.213e-01, eta: 15:02:15, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.4527, top5_acc: 0.6938, loss_cls: 2.4298, loss: 2.4298, grad_norm: 1.7030 2020-09-29 13:23:28,248 - mmaction - INFO - Epoch [181][320/627] lr: 1.213e-01, eta: 15:01:52, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.4560, top5_acc: 0.6984, loss_cls: 2.4044, loss: 2.4044, grad_norm: 1.7165 2020-09-29 13:23:49,725 - mmaction - INFO - Epoch [181][340/627] lr: 1.213e-01, eta: 15:01:29, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.4557, top5_acc: 0.6988, loss_cls: 2.4417, loss: 2.4417, grad_norm: 1.7079 2020-09-29 13:24:12,030 - mmaction - INFO - Epoch [181][360/627] lr: 1.213e-01, eta: 15:01:06, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4591, top5_acc: 0.6884, loss_cls: 2.4432, loss: 2.4432, grad_norm: 1.6863 2020-09-29 13:24:34,239 - mmaction - INFO - Epoch [181][380/627] lr: 1.213e-01, eta: 15:00:43, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4607, top5_acc: 0.6919, loss_cls: 2.4207, loss: 2.4207, grad_norm: 1.6843 2020-09-29 13:24:57,367 - mmaction - INFO - Epoch [181][400/627] lr: 1.213e-01, eta: 15:00:20, time: 1.159, data_time: 0.004, memory: 8472, top1_acc: 0.4503, top5_acc: 0.6914, loss_cls: 2.4276, loss: 2.4276, grad_norm: 1.6993 2020-09-29 13:25:18,728 - mmaction - INFO - Epoch [181][420/627] lr: 1.213e-01, eta: 14:59:56, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.4436, top5_acc: 0.6875, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.7106 2020-09-29 13:25:41,064 - mmaction - INFO - Epoch [181][440/627] lr: 1.213e-01, eta: 14:59:33, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4542, top5_acc: 0.6867, loss_cls: 2.4359, loss: 2.4359, grad_norm: 1.7357 2020-09-29 13:26:02,555 - mmaction - INFO - Epoch [181][460/627] lr: 1.213e-01, eta: 14:59:10, time: 1.075, data_time: 0.004, memory: 8472, top1_acc: 0.4483, top5_acc: 0.6893, loss_cls: 2.4484, loss: 2.4484, grad_norm: 1.7075 2020-09-29 13:26:24,038 - mmaction - INFO - Epoch [181][480/627] lr: 1.213e-01, eta: 14:58:46, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.4458, top5_acc: 0.6872, loss_cls: 2.4437, loss: 2.4437, grad_norm: 1.6913 2020-09-29 13:26:45,942 - mmaction - INFO - Epoch [181][500/627] lr: 1.213e-01, eta: 14:58:23, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.4526, top5_acc: 0.6952, loss_cls: 2.4172, loss: 2.4172, grad_norm: 1.6888 2020-09-29 13:27:08,968 - mmaction - INFO - Epoch [181][520/627] lr: 1.213e-01, eta: 14:58:00, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.4469, top5_acc: 0.6939, loss_cls: 2.4319, loss: 2.4319, grad_norm: 1.6831 2020-09-29 13:27:30,469 - mmaction - INFO - Epoch [181][540/627] lr: 1.213e-01, eta: 14:57:37, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4607, top5_acc: 0.6983, loss_cls: 2.3983, loss: 2.3983, grad_norm: 1.6822 2020-09-29 13:27:53,455 - mmaction - INFO - Epoch [181][560/627] lr: 1.213e-01, eta: 14:57:14, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.4602, top5_acc: 0.6930, loss_cls: 2.4235, loss: 2.4235, grad_norm: 1.7127 2020-09-29 13:28:15,037 - mmaction - INFO - Epoch [181][580/627] lr: 1.213e-01, eta: 14:56:51, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.4523, top5_acc: 0.7064, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.7146 2020-09-29 13:28:37,095 - mmaction - INFO - Epoch [181][600/627] lr: 1.213e-01, eta: 14:56:27, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.4539, top5_acc: 0.6977, loss_cls: 2.4261, loss: 2.4261, grad_norm: 1.6958 2020-09-29 13:28:59,128 - mmaction - INFO - Epoch [181][620/627] lr: 1.213e-01, eta: 14:56:04, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.4428, top5_acc: 0.6841, loss_cls: 2.4917, loss: 2.4917, grad_norm: 1.7261 2020-09-29 13:29:57,269 - mmaction - INFO - Epoch [182][20/627] lr: 1.183e-01, eta: 14:55:42, time: 2.566, data_time: 1.375, memory: 8472, top1_acc: 0.4613, top5_acc: 0.6987, loss_cls: 2.3812, loss: 2.3812, grad_norm: 1.6852 2020-09-29 13:30:21,155 - mmaction - INFO - Epoch [182][40/627] lr: 1.183e-01, eta: 14:55:19, time: 1.194, data_time: 0.002, memory: 8472, top1_acc: 0.4652, top5_acc: 0.6961, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.7117 2020-09-29 13:30:42,404 - mmaction - INFO - Epoch [182][60/627] lr: 1.183e-01, eta: 14:54:56, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.4650, top5_acc: 0.6991, loss_cls: 2.3842, loss: 2.3842, grad_norm: 1.6876 2020-09-29 13:31:05,024 - mmaction - INFO - Epoch [182][80/627] lr: 1.183e-01, eta: 14:54:33, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.4618, top5_acc: 0.7070, loss_cls: 2.3718, loss: 2.3718, grad_norm: 1.6993 2020-09-29 13:31:27,558 - mmaction - INFO - Epoch [182][100/627] lr: 1.183e-01, eta: 14:54:10, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.4764, top5_acc: 0.7013, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.7062 2020-09-29 13:31:48,331 - mmaction - INFO - Epoch [182][120/627] lr: 1.183e-01, eta: 14:53:46, time: 1.039, data_time: 0.002, memory: 8472, top1_acc: 0.4542, top5_acc: 0.6949, loss_cls: 2.4278, loss: 2.4278, grad_norm: 1.7326 2020-09-29 13:32:11,152 - mmaction - INFO - Epoch [182][140/627] lr: 1.183e-01, eta: 14:53:23, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.4701, top5_acc: 0.7003, loss_cls: 2.3631, loss: 2.3631, grad_norm: 1.6793 2020-09-29 13:32:32,858 - mmaction - INFO - Epoch [182][160/627] lr: 1.183e-01, eta: 14:53:00, time: 1.085, data_time: 0.010, memory: 8472, top1_acc: 0.4570, top5_acc: 0.6922, loss_cls: 2.4175, loss: 2.4175, grad_norm: 1.7167 2020-09-29 13:32:55,027 - mmaction - INFO - Epoch [182][180/627] lr: 1.183e-01, eta: 14:52:37, time: 1.109, data_time: 0.028, memory: 8472, top1_acc: 0.4552, top5_acc: 0.6956, loss_cls: 2.3999, loss: 2.3999, grad_norm: 1.7159 2020-09-29 13:33:17,317 - mmaction - INFO - Epoch [182][200/627] lr: 1.183e-01, eta: 14:52:14, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.4625, top5_acc: 0.7020, loss_cls: 2.3610, loss: 2.3610, grad_norm: 1.7011 2020-09-29 13:33:39,694 - mmaction - INFO - Epoch [182][220/627] lr: 1.183e-01, eta: 14:51:51, time: 1.117, data_time: 0.057, memory: 8472, top1_acc: 0.4622, top5_acc: 0.7047, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.7316 2020-09-29 13:34:01,993 - mmaction - INFO - Epoch [182][240/627] lr: 1.183e-01, eta: 14:51:27, time: 1.115, data_time: 0.037, memory: 8472, top1_acc: 0.4609, top5_acc: 0.7073, loss_cls: 2.3623, loss: 2.3623, grad_norm: 1.7308 2020-09-29 13:34:23,896 - mmaction - INFO - Epoch [182][260/627] lr: 1.183e-01, eta: 14:51:04, time: 1.096, data_time: 0.062, memory: 8472, top1_acc: 0.4504, top5_acc: 0.6910, loss_cls: 2.4197, loss: 2.4197, grad_norm: 1.7271 2020-09-29 13:34:45,002 - mmaction - INFO - Epoch [182][280/627] lr: 1.183e-01, eta: 14:50:41, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.4603, top5_acc: 0.6897, loss_cls: 2.4171, loss: 2.4171, grad_norm: 1.7555 2020-09-29 13:35:06,719 - mmaction - INFO - Epoch [182][300/627] lr: 1.183e-01, eta: 14:50:17, time: 1.086, data_time: 0.048, memory: 8472, top1_acc: 0.4616, top5_acc: 0.6956, loss_cls: 2.3869, loss: 2.3869, grad_norm: 1.7069 2020-09-29 13:35:28,429 - mmaction - INFO - Epoch [182][320/627] lr: 1.183e-01, eta: 14:49:54, time: 1.087, data_time: 0.036, memory: 8472, top1_acc: 0.4572, top5_acc: 0.6917, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.7142 2020-09-29 13:35:51,435 - mmaction - INFO - Epoch [182][340/627] lr: 1.183e-01, eta: 14:49:31, time: 1.151, data_time: 0.038, memory: 8472, top1_acc: 0.4622, top5_acc: 0.6979, loss_cls: 2.3858, loss: 2.3858, grad_norm: 1.6809 2020-09-29 13:36:13,702 - mmaction - INFO - Epoch [182][360/627] lr: 1.183e-01, eta: 14:49:08, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.4578, top5_acc: 0.6957, loss_cls: 2.3875, loss: 2.3875, grad_norm: 1.7127 2020-09-29 13:36:36,085 - mmaction - INFO - Epoch [182][380/627] lr: 1.183e-01, eta: 14:48:45, time: 1.120, data_time: 0.021, memory: 8472, top1_acc: 0.4547, top5_acc: 0.6990, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.7201 2020-09-29 13:36:58,484 - mmaction - INFO - Epoch [182][400/627] lr: 1.183e-01, eta: 14:48:22, time: 1.120, data_time: 0.104, memory: 8472, top1_acc: 0.4602, top5_acc: 0.6951, loss_cls: 2.4147, loss: 2.4147, grad_norm: 1.7183 2020-09-29 13:37:20,796 - mmaction - INFO - Epoch [182][420/627] lr: 1.183e-01, eta: 14:47:59, time: 1.116, data_time: 0.086, memory: 8472, top1_acc: 0.4527, top5_acc: 0.6915, loss_cls: 2.4395, loss: 2.4395, grad_norm: 1.7368 2020-09-29 13:37:41,657 - mmaction - INFO - Epoch [182][440/627] lr: 1.183e-01, eta: 14:47:35, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.4549, top5_acc: 0.6991, loss_cls: 2.4114, loss: 2.4114, grad_norm: 1.7182 2020-09-29 13:38:03,987 - mmaction - INFO - Epoch [182][460/627] lr: 1.183e-01, eta: 14:47:12, time: 1.115, data_time: 0.030, memory: 8472, top1_acc: 0.4523, top5_acc: 0.6924, loss_cls: 2.4146, loss: 2.4146, grad_norm: 1.6958 2020-09-29 13:38:25,943 - mmaction - INFO - Epoch [182][480/627] lr: 1.183e-01, eta: 14:46:49, time: 1.097, data_time: 0.044, memory: 8472, top1_acc: 0.4586, top5_acc: 0.6917, loss_cls: 2.4290, loss: 2.4290, grad_norm: 1.7128 2020-09-29 13:38:48,113 - mmaction - INFO - Epoch [182][500/627] lr: 1.183e-01, eta: 14:46:26, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4428, top5_acc: 0.6829, loss_cls: 2.4721, loss: 2.4721, grad_norm: 1.7246 2020-09-29 13:39:11,767 - mmaction - INFO - Epoch [182][520/627] lr: 1.183e-01, eta: 14:46:03, time: 1.185, data_time: 0.009, memory: 8472, top1_acc: 0.4461, top5_acc: 0.6935, loss_cls: 2.4470, loss: 2.4470, grad_norm: 1.7548 2020-09-29 13:39:32,764 - mmaction - INFO - Epoch [182][540/627] lr: 1.183e-01, eta: 14:45:40, time: 1.049, data_time: 0.062, memory: 8472, top1_acc: 0.4570, top5_acc: 0.6983, loss_cls: 2.3974, loss: 2.3974, grad_norm: 1.7449 2020-09-29 13:39:55,019 - mmaction - INFO - Epoch [182][560/627] lr: 1.183e-01, eta: 14:45:16, time: 1.113, data_time: 0.096, memory: 8472, top1_acc: 0.4449, top5_acc: 0.6831, loss_cls: 2.4790, loss: 2.4790, grad_norm: 1.7152 2020-09-29 13:40:18,121 - mmaction - INFO - Epoch [182][580/627] lr: 1.183e-01, eta: 14:44:54, time: 1.154, data_time: 0.044, memory: 8472, top1_acc: 0.4469, top5_acc: 0.6875, loss_cls: 2.4515, loss: 2.4515, grad_norm: 1.7117 2020-09-29 13:40:40,311 - mmaction - INFO - Epoch [182][600/627] lr: 1.183e-01, eta: 14:44:31, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4547, top5_acc: 0.6911, loss_cls: 2.4331, loss: 2.4331, grad_norm: 1.7050 2020-09-29 13:41:02,581 - mmaction - INFO - Epoch [182][620/627] lr: 1.183e-01, eta: 14:44:07, time: 1.113, data_time: 0.034, memory: 8472, top1_acc: 0.4570, top5_acc: 0.6974, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.7101 2020-09-29 13:42:02,863 - mmaction - INFO - Epoch [183][20/627] lr: 1.154e-01, eta: 14:43:46, time: 2.670, data_time: 1.525, memory: 8472, top1_acc: 0.4587, top5_acc: 0.7034, loss_cls: 2.3851, loss: 2.3851, grad_norm: 1.7360 2020-09-29 13:42:25,066 - mmaction - INFO - Epoch [183][40/627] lr: 1.154e-01, eta: 14:43:23, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.4591, top5_acc: 0.7070, loss_cls: 2.3622, loss: 2.3622, grad_norm: 1.6922 2020-09-29 13:42:47,710 - mmaction - INFO - Epoch [183][60/627] lr: 1.154e-01, eta: 14:43:00, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.4697, top5_acc: 0.7057, loss_cls: 2.3709, loss: 2.3709, grad_norm: 1.6970 2020-09-29 13:43:09,968 - mmaction - INFO - Epoch [183][80/627] lr: 1.154e-01, eta: 14:42:36, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.4712, top5_acc: 0.7077, loss_cls: 2.3505, loss: 2.3505, grad_norm: 1.7229 2020-09-29 13:43:31,686 - mmaction - INFO - Epoch [183][100/627] lr: 1.154e-01, eta: 14:42:13, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4553, top5_acc: 0.6915, loss_cls: 2.4287, loss: 2.4287, grad_norm: 1.7298 2020-09-29 13:43:53,733 - mmaction - INFO - Epoch [183][120/627] lr: 1.154e-01, eta: 14:41:50, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.4486, top5_acc: 0.6936, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.7183 2020-09-29 13:44:15,486 - mmaction - INFO - Epoch [183][140/627] lr: 1.154e-01, eta: 14:41:27, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4542, top5_acc: 0.6940, loss_cls: 2.4163, loss: 2.4163, grad_norm: 1.7427 2020-09-29 13:44:37,010 - mmaction - INFO - Epoch [183][160/627] lr: 1.154e-01, eta: 14:41:03, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.4549, top5_acc: 0.6974, loss_cls: 2.4160, loss: 2.4160, grad_norm: 1.7199 2020-09-29 13:44:59,216 - mmaction - INFO - Epoch [183][180/627] lr: 1.154e-01, eta: 14:40:40, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4615, top5_acc: 0.7007, loss_cls: 2.3639, loss: 2.3639, grad_norm: 1.6955 2020-09-29 13:45:21,164 - mmaction - INFO - Epoch [183][200/627] lr: 1.154e-01, eta: 14:40:17, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4592, top5_acc: 0.7017, loss_cls: 2.3804, loss: 2.3804, grad_norm: 1.7232 2020-09-29 13:45:44,278 - mmaction - INFO - Epoch [183][220/627] lr: 1.154e-01, eta: 14:39:54, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.4667, top5_acc: 0.7001, loss_cls: 2.3640, loss: 2.3640, grad_norm: 1.7318 2020-09-29 13:46:05,927 - mmaction - INFO - Epoch [183][240/627] lr: 1.154e-01, eta: 14:39:31, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4548, top5_acc: 0.6917, loss_cls: 2.4278, loss: 2.4278, grad_norm: 1.7571 2020-09-29 13:46:27,886 - mmaction - INFO - Epoch [183][260/627] lr: 1.154e-01, eta: 14:39:08, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.4526, top5_acc: 0.6945, loss_cls: 2.4153, loss: 2.4153, grad_norm: 1.7368 2020-09-29 13:46:50,479 - mmaction - INFO - Epoch [183][280/627] lr: 1.154e-01, eta: 14:38:45, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.4612, top5_acc: 0.7012, loss_cls: 2.3821, loss: 2.3821, grad_norm: 1.7047 2020-09-29 13:47:12,070 - mmaction - INFO - Epoch [183][300/627] lr: 1.154e-01, eta: 14:38:21, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.4525, top5_acc: 0.6970, loss_cls: 2.4124, loss: 2.4124, grad_norm: 1.7311 2020-09-29 13:47:33,201 - mmaction - INFO - Epoch [183][320/627] lr: 1.154e-01, eta: 14:37:58, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.4530, top5_acc: 0.6879, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.7226 2020-09-29 13:47:56,213 - mmaction - INFO - Epoch [183][340/627] lr: 1.154e-01, eta: 14:37:35, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.4497, top5_acc: 0.6945, loss_cls: 2.4277, loss: 2.4277, grad_norm: 1.7256 2020-09-29 13:48:18,600 - mmaction - INFO - Epoch [183][360/627] lr: 1.154e-01, eta: 14:37:12, time: 1.121, data_time: 0.081, memory: 8472, top1_acc: 0.4637, top5_acc: 0.6993, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.7310 2020-09-29 13:48:40,392 - mmaction - INFO - Epoch [183][380/627] lr: 1.154e-01, eta: 14:36:48, time: 1.090, data_time: 0.120, memory: 8472, top1_acc: 0.4577, top5_acc: 0.6980, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.7227 2020-09-29 13:49:02,975 - mmaction - INFO - Epoch [183][400/627] lr: 1.154e-01, eta: 14:36:25, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.4535, top5_acc: 0.6967, loss_cls: 2.4201, loss: 2.4201, grad_norm: 1.7405 2020-09-29 13:49:25,097 - mmaction - INFO - Epoch [183][420/627] lr: 1.154e-01, eta: 14:36:02, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4525, top5_acc: 0.6927, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.7104 2020-09-29 13:49:47,912 - mmaction - INFO - Epoch [183][440/627] lr: 1.154e-01, eta: 14:35:39, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.4551, top5_acc: 0.6966, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.7194 2020-09-29 13:50:09,653 - mmaction - INFO - Epoch [183][460/627] lr: 1.154e-01, eta: 14:35:16, time: 1.086, data_time: 0.001, memory: 8472, top1_acc: 0.4596, top5_acc: 0.6952, loss_cls: 2.4276, loss: 2.4276, grad_norm: 1.7383 2020-09-29 13:50:32,169 - mmaction - INFO - Epoch [183][480/627] lr: 1.154e-01, eta: 14:34:53, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4539, top5_acc: 0.6910, loss_cls: 2.4434, loss: 2.4434, grad_norm: 1.7335 2020-09-29 13:50:53,633 - mmaction - INFO - Epoch [183][500/627] lr: 1.154e-01, eta: 14:34:30, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.4618, top5_acc: 0.6938, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.6904 2020-09-29 13:51:15,796 - mmaction - INFO - Epoch [183][520/627] lr: 1.154e-01, eta: 14:34:07, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.4596, top5_acc: 0.6898, loss_cls: 2.4165, loss: 2.4165, grad_norm: 1.7107 2020-09-29 13:51:37,166 - mmaction - INFO - Epoch [183][540/627] lr: 1.154e-01, eta: 14:33:43, time: 1.067, data_time: 0.001, memory: 8472, top1_acc: 0.4671, top5_acc: 0.7026, loss_cls: 2.3717, loss: 2.3717, grad_norm: 1.7251 2020-09-29 13:52:00,793 - mmaction - INFO - Epoch [183][560/627] lr: 1.154e-01, eta: 14:33:20, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.4591, top5_acc: 0.7020, loss_cls: 2.3855, loss: 2.3855, grad_norm: 1.7330 2020-09-29 13:52:21,562 - mmaction - INFO - Epoch [183][580/627] lr: 1.154e-01, eta: 14:32:57, time: 1.039, data_time: 0.002, memory: 8472, top1_acc: 0.4609, top5_acc: 0.6945, loss_cls: 2.4052, loss: 2.4052, grad_norm: 1.7121 2020-09-29 13:52:43,622 - mmaction - INFO - Epoch [183][600/627] lr: 1.154e-01, eta: 14:32:34, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4565, top5_acc: 0.7057, loss_cls: 2.3843, loss: 2.3843, grad_norm: 1.7291 2020-09-29 13:53:06,249 - mmaction - INFO - Epoch [183][620/627] lr: 1.154e-01, eta: 14:32:11, time: 1.129, data_time: 0.025, memory: 8472, top1_acc: 0.4534, top5_acc: 0.6961, loss_cls: 2.4214, loss: 2.4214, grad_norm: 1.7391 2020-09-29 13:54:06,946 - mmaction - INFO - Epoch [184][20/627] lr: 1.125e-01, eta: 14:31:49, time: 2.693, data_time: 1.530, memory: 8472, top1_acc: 0.4637, top5_acc: 0.7055, loss_cls: 2.3709, loss: 2.3709, grad_norm: 1.7291 2020-09-29 13:54:28,984 - mmaction - INFO - Epoch [184][40/627] lr: 1.125e-01, eta: 14:31:26, time: 1.103, data_time: 0.056, memory: 8472, top1_acc: 0.4733, top5_acc: 0.7090, loss_cls: 2.3178, loss: 2.3178, grad_norm: 1.7338 2020-09-29 13:54:50,950 - mmaction - INFO - Epoch [184][60/627] lr: 1.125e-01, eta: 14:31:03, time: 1.097, data_time: 0.015, memory: 8472, top1_acc: 0.4629, top5_acc: 0.7081, loss_cls: 2.3457, loss: 2.3457, grad_norm: 1.7686 2020-09-29 13:55:12,243 - mmaction - INFO - Epoch [184][80/627] lr: 1.125e-01, eta: 14:30:39, time: 1.065, data_time: 0.008, memory: 8472, top1_acc: 0.4622, top5_acc: 0.6939, loss_cls: 2.3888, loss: 2.3888, grad_norm: 1.7563 2020-09-29 13:55:34,809 - mmaction - INFO - Epoch [184][100/627] lr: 1.125e-01, eta: 14:30:16, time: 1.127, data_time: 0.105, memory: 8472, top1_acc: 0.4639, top5_acc: 0.7021, loss_cls: 2.3743, loss: 2.3743, grad_norm: 1.7338 2020-09-29 13:55:57,069 - mmaction - INFO - Epoch [184][120/627] lr: 1.125e-01, eta: 14:29:53, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.4595, top5_acc: 0.7016, loss_cls: 2.3640, loss: 2.3640, grad_norm: 1.7563 2020-09-29 13:56:19,896 - mmaction - INFO - Epoch [184][140/627] lr: 1.125e-01, eta: 14:29:30, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.4656, top5_acc: 0.7047, loss_cls: 2.3562, loss: 2.3562, grad_norm: 1.7435 2020-09-29 13:56:42,153 - mmaction - INFO - Epoch [184][160/627] lr: 1.125e-01, eta: 14:29:07, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.4605, top5_acc: 0.7040, loss_cls: 2.3685, loss: 2.3685, grad_norm: 1.7682 2020-09-29 13:57:04,273 - mmaction - INFO - Epoch [184][180/627] lr: 1.125e-01, eta: 14:28:44, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4655, top5_acc: 0.6990, loss_cls: 2.3758, loss: 2.3758, grad_norm: 1.7655 2020-09-29 13:57:27,263 - mmaction - INFO - Epoch [184][200/627] lr: 1.125e-01, eta: 14:28:21, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.4592, top5_acc: 0.7020, loss_cls: 2.3702, loss: 2.3702, grad_norm: 1.7513 2020-09-29 13:57:48,373 - mmaction - INFO - Epoch [184][220/627] lr: 1.125e-01, eta: 14:27:57, time: 1.056, data_time: 0.003, memory: 8472, top1_acc: 0.4508, top5_acc: 0.6941, loss_cls: 2.4271, loss: 2.4271, grad_norm: 1.7653 2020-09-29 13:58:10,218 - mmaction - INFO - Epoch [184][240/627] lr: 1.125e-01, eta: 14:27:34, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.4583, top5_acc: 0.6960, loss_cls: 2.4095, loss: 2.4095, grad_norm: 1.7305 2020-09-29 13:58:33,235 - mmaction - INFO - Epoch [184][260/627] lr: 1.125e-01, eta: 14:27:11, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.4682, top5_acc: 0.7049, loss_cls: 2.3727, loss: 2.3727, grad_norm: 1.7330 2020-09-29 13:58:55,384 - mmaction - INFO - Epoch [184][280/627] lr: 1.125e-01, eta: 14:26:48, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4585, top5_acc: 0.6993, loss_cls: 2.4024, loss: 2.4024, grad_norm: 1.7392 2020-09-29 13:59:16,892 - mmaction - INFO - Epoch [184][300/627] lr: 1.125e-01, eta: 14:26:25, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.4557, top5_acc: 0.6953, loss_cls: 2.4209, loss: 2.4209, grad_norm: 1.7593 2020-09-29 13:59:39,271 - mmaction - INFO - Epoch [184][320/627] lr: 1.125e-01, eta: 14:26:02, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.4552, top5_acc: 0.7027, loss_cls: 2.3783, loss: 2.3783, grad_norm: 1.7329 2020-09-29 14:00:02,583 - mmaction - INFO - Epoch [184][340/627] lr: 1.125e-01, eta: 14:25:39, time: 1.164, data_time: 0.001, memory: 8472, top1_acc: 0.4669, top5_acc: 0.7034, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.7576 2020-09-29 14:00:24,062 - mmaction - INFO - Epoch [184][360/627] lr: 1.125e-01, eta: 14:25:16, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4561, top5_acc: 0.6947, loss_cls: 2.4043, loss: 2.4043, grad_norm: 1.7691 2020-09-29 14:00:45,872 - mmaction - INFO - Epoch [184][380/627] lr: 1.125e-01, eta: 14:24:52, time: 1.091, data_time: 0.026, memory: 8472, top1_acc: 0.4563, top5_acc: 0.6934, loss_cls: 2.3914, loss: 2.3914, grad_norm: 1.7352 2020-09-29 14:01:09,393 - mmaction - INFO - Epoch [184][400/627] lr: 1.125e-01, eta: 14:24:30, time: 1.175, data_time: 0.019, memory: 8472, top1_acc: 0.4629, top5_acc: 0.6949, loss_cls: 2.4036, loss: 2.4036, grad_norm: 1.7657 2020-09-29 14:01:31,075 - mmaction - INFO - Epoch [184][420/627] lr: 1.125e-01, eta: 14:24:06, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4576, top5_acc: 0.6952, loss_cls: 2.4015, loss: 2.4015, grad_norm: 1.7751 2020-09-29 14:01:52,258 - mmaction - INFO - Epoch [184][440/627] lr: 1.125e-01, eta: 14:23:43, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.4648, top5_acc: 0.7000, loss_cls: 2.3888, loss: 2.3888, grad_norm: 1.7485 2020-09-29 14:02:13,866 - mmaction - INFO - Epoch [184][460/627] lr: 1.125e-01, eta: 14:23:20, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4585, top5_acc: 0.6983, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.7711 2020-09-29 14:02:37,323 - mmaction - INFO - Epoch [184][480/627] lr: 1.125e-01, eta: 14:22:57, time: 1.172, data_time: 0.165, memory: 8472, top1_acc: 0.4671, top5_acc: 0.7008, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.7352 2020-09-29 14:02:58,968 - mmaction - INFO - Epoch [184][500/627] lr: 1.125e-01, eta: 14:22:34, time: 1.083, data_time: 0.130, memory: 8472, top1_acc: 0.4667, top5_acc: 0.7044, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.7518 2020-09-29 14:03:20,395 - mmaction - INFO - Epoch [184][520/627] lr: 1.125e-01, eta: 14:22:10, time: 1.071, data_time: 0.115, memory: 8472, top1_acc: 0.4647, top5_acc: 0.6987, loss_cls: 2.3981, loss: 2.3981, grad_norm: 1.7509 2020-09-29 14:03:42,780 - mmaction - INFO - Epoch [184][540/627] lr: 1.125e-01, eta: 14:21:47, time: 1.119, data_time: 0.161, memory: 8472, top1_acc: 0.4615, top5_acc: 0.6951, loss_cls: 2.4272, loss: 2.4272, grad_norm: 1.7630 2020-09-29 14:04:05,568 - mmaction - INFO - Epoch [184][560/627] lr: 1.125e-01, eta: 14:21:24, time: 1.140, data_time: 0.141, memory: 8472, top1_acc: 0.4632, top5_acc: 0.7009, loss_cls: 2.3679, loss: 2.3679, grad_norm: 1.7813 2020-09-29 14:04:28,510 - mmaction - INFO - Epoch [184][580/627] lr: 1.125e-01, eta: 14:21:01, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.4629, top5_acc: 0.7009, loss_cls: 2.3838, loss: 2.3838, grad_norm: 1.7527 2020-09-29 14:04:49,700 - mmaction - INFO - Epoch [184][600/627] lr: 1.125e-01, eta: 14:20:38, time: 1.060, data_time: 0.002, memory: 8472, top1_acc: 0.4497, top5_acc: 0.6897, loss_cls: 2.4302, loss: 2.4302, grad_norm: 1.7668 2020-09-29 14:05:11,201 - mmaction - INFO - Epoch [184][620/627] lr: 1.125e-01, eta: 14:20:14, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.4632, top5_acc: 0.7030, loss_cls: 2.3496, loss: 2.3496, grad_norm: 1.7305 2020-09-29 14:05:19,848 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-09-29 14:06:14,438 - mmaction - INFO - Epoch [185][20/627] lr: 1.097e-01, eta: 14:19:53, time: 2.708, data_time: 1.667, memory: 8472, top1_acc: 0.4771, top5_acc: 0.7160, loss_cls: 2.3099, loss: 2.3099, grad_norm: 1.7308 2020-09-29 14:06:37,406 - mmaction - INFO - Epoch [185][40/627] lr: 1.097e-01, eta: 14:19:30, time: 1.148, data_time: 0.066, memory: 8472, top1_acc: 0.4643, top5_acc: 0.7102, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.7459 2020-09-29 14:06:58,199 - mmaction - INFO - Epoch [185][60/627] lr: 1.097e-01, eta: 14:19:06, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.4695, top5_acc: 0.7039, loss_cls: 2.3552, loss: 2.3552, grad_norm: 1.7594 2020-09-29 14:07:20,378 - mmaction - INFO - Epoch [185][80/627] lr: 1.097e-01, eta: 14:18:43, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4727, top5_acc: 0.7048, loss_cls: 2.3616, loss: 2.3616, grad_norm: 1.7723 2020-09-29 14:07:42,431 - mmaction - INFO - Epoch [185][100/627] lr: 1.097e-01, eta: 14:18:20, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.4703, top5_acc: 0.7064, loss_cls: 2.3384, loss: 2.3384, grad_norm: 1.7608 2020-09-29 14:08:05,371 - mmaction - INFO - Epoch [185][120/627] lr: 1.097e-01, eta: 14:17:57, time: 1.148, data_time: 0.008, memory: 8472, top1_acc: 0.4699, top5_acc: 0.7173, loss_cls: 2.3202, loss: 2.3202, grad_norm: 1.7710 2020-09-29 14:08:27,820 - mmaction - INFO - Epoch [185][140/627] lr: 1.097e-01, eta: 14:17:34, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.4646, top5_acc: 0.7017, loss_cls: 2.3861, loss: 2.3861, grad_norm: 1.7873 2020-09-29 14:08:50,456 - mmaction - INFO - Epoch [185][160/627] lr: 1.097e-01, eta: 14:17:11, time: 1.133, data_time: 0.128, memory: 8472, top1_acc: 0.4732, top5_acc: 0.7035, loss_cls: 2.3569, loss: 2.3569, grad_norm: 1.7594 2020-09-29 14:09:12,263 - mmaction - INFO - Epoch [185][180/627] lr: 1.097e-01, eta: 14:16:48, time: 1.089, data_time: 0.107, memory: 8472, top1_acc: 0.4646, top5_acc: 0.6990, loss_cls: 2.3915, loss: 2.3915, grad_norm: 1.7626 2020-09-29 14:09:34,151 - mmaction - INFO - Epoch [185][200/627] lr: 1.097e-01, eta: 14:16:24, time: 1.095, data_time: 0.006, memory: 8472, top1_acc: 0.4608, top5_acc: 0.6943, loss_cls: 2.3757, loss: 2.3757, grad_norm: 1.7721 2020-09-29 14:09:56,495 - mmaction - INFO - Epoch [185][220/627] lr: 1.097e-01, eta: 14:16:01, time: 1.118, data_time: 0.077, memory: 8472, top1_acc: 0.4648, top5_acc: 0.7057, loss_cls: 2.3510, loss: 2.3510, grad_norm: 1.7645 2020-09-29 14:10:18,066 - mmaction - INFO - Epoch [185][240/627] lr: 1.097e-01, eta: 14:15:38, time: 1.078, data_time: 0.112, memory: 8472, top1_acc: 0.4664, top5_acc: 0.7026, loss_cls: 2.3632, loss: 2.3632, grad_norm: 1.7564 2020-09-29 14:10:40,322 - mmaction - INFO - Epoch [185][260/627] lr: 1.097e-01, eta: 14:15:15, time: 1.113, data_time: 0.127, memory: 8472, top1_acc: 0.4544, top5_acc: 0.7051, loss_cls: 2.4028, loss: 2.4028, grad_norm: 1.7829 2020-09-29 14:11:02,328 - mmaction - INFO - Epoch [185][280/627] lr: 1.097e-01, eta: 14:14:52, time: 1.101, data_time: 0.084, memory: 8472, top1_acc: 0.4570, top5_acc: 0.7023, loss_cls: 2.3752, loss: 2.3752, grad_norm: 1.7669 2020-09-29 14:11:24,395 - mmaction - INFO - Epoch [185][300/627] lr: 1.097e-01, eta: 14:14:29, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.4594, top5_acc: 0.7052, loss_cls: 2.3505, loss: 2.3505, grad_norm: 1.7456 2020-09-29 14:11:46,318 - mmaction - INFO - Epoch [185][320/627] lr: 1.097e-01, eta: 14:14:05, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4595, top5_acc: 0.7005, loss_cls: 2.3773, loss: 2.3773, grad_norm: 1.7567 2020-09-29 14:12:07,382 - mmaction - INFO - Epoch [185][340/627] lr: 1.097e-01, eta: 14:13:42, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.4701, top5_acc: 0.7048, loss_cls: 2.3482, loss: 2.3482, grad_norm: 1.7492 2020-09-29 14:12:29,234 - mmaction - INFO - Epoch [185][360/627] lr: 1.097e-01, eta: 14:13:19, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4582, top5_acc: 0.6923, loss_cls: 2.4018, loss: 2.4018, grad_norm: 1.7686 2020-09-29 14:12:51,596 - mmaction - INFO - Epoch [185][380/627] lr: 1.097e-01, eta: 14:12:55, time: 1.120, data_time: 0.004, memory: 8472, top1_acc: 0.4660, top5_acc: 0.7029, loss_cls: 2.3632, loss: 2.3632, grad_norm: 1.7738 2020-09-29 14:13:14,582 - mmaction - INFO - Epoch [185][400/627] lr: 1.097e-01, eta: 14:12:33, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.4548, top5_acc: 0.6935, loss_cls: 2.4117, loss: 2.4117, grad_norm: 1.7947 2020-09-29 14:13:36,182 - mmaction - INFO - Epoch [185][420/627] lr: 1.097e-01, eta: 14:12:09, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.4535, top5_acc: 0.6952, loss_cls: 2.4487, loss: 2.4487, grad_norm: 1.7683 2020-09-29 14:13:58,156 - mmaction - INFO - Epoch [185][440/627] lr: 1.097e-01, eta: 14:11:46, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.4617, top5_acc: 0.6966, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.7661 2020-09-29 14:14:20,386 - mmaction - INFO - Epoch [185][460/627] lr: 1.097e-01, eta: 14:11:23, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.4642, top5_acc: 0.7087, loss_cls: 2.3700, loss: 2.3700, grad_norm: 1.7712 2020-09-29 14:14:42,643 - mmaction - INFO - Epoch [185][480/627] lr: 1.097e-01, eta: 14:11:00, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.4652, top5_acc: 0.7046, loss_cls: 2.3618, loss: 2.3618, grad_norm: 1.7832 2020-09-29 14:15:04,808 - mmaction - INFO - Epoch [185][500/627] lr: 1.097e-01, eta: 14:10:37, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4599, top5_acc: 0.7017, loss_cls: 2.3871, loss: 2.3871, grad_norm: 1.7888 2020-09-29 14:15:28,353 - mmaction - INFO - Epoch [185][520/627] lr: 1.097e-01, eta: 14:10:14, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.4586, top5_acc: 0.6977, loss_cls: 2.4016, loss: 2.4016, grad_norm: 1.7699 2020-09-29 14:15:49,728 - mmaction - INFO - Epoch [185][540/627] lr: 1.097e-01, eta: 14:09:51, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.4615, top5_acc: 0.6928, loss_cls: 2.3757, loss: 2.3757, grad_norm: 1.7579 2020-09-29 14:16:11,651 - mmaction - INFO - Epoch [185][560/627] lr: 1.097e-01, eta: 14:09:27, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4543, top5_acc: 0.6914, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.7453 2020-09-29 14:16:33,015 - mmaction - INFO - Epoch [185][580/627] lr: 1.097e-01, eta: 14:09:04, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.4691, top5_acc: 0.7049, loss_cls: 2.3633, loss: 2.3633, grad_norm: 1.7597 2020-09-29 14:16:55,952 - mmaction - INFO - Epoch [185][600/627] lr: 1.097e-01, eta: 14:08:41, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.4501, top5_acc: 0.6945, loss_cls: 2.4217, loss: 2.4217, grad_norm: 1.7661 2020-09-29 14:17:18,661 - mmaction - INFO - Epoch [185][620/627] lr: 1.097e-01, eta: 14:08:18, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.4527, top5_acc: 0.6936, loss_cls: 2.4256, loss: 2.4256, grad_norm: 1.7512 2020-09-29 14:18:46,239 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 14:18:46,943 - mmaction - INFO - top1_acc 0.5122 top5_acc 0.7622 2020-09-29 14:18:46,944 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 14:18:46,992 - mmaction - INFO - mean_acc 0.5123 2020-09-29 14:18:46,993 - mmaction - INFO - Now best checkpoint is epoch_185.pth 2020-09-29 14:18:47,008 - mmaction - INFO - Epoch(val) [185][627] top1_acc: 0.5122, top5_acc: 0.7622, mean_class_accuracy: 0.5123 2020-09-29 14:19:36,598 - mmaction - INFO - Epoch [186][20/627] lr: 1.069e-01, eta: 14:07:55, time: 2.474, data_time: 1.318, memory: 8472, top1_acc: 0.4686, top5_acc: 0.7057, loss_cls: 2.3455, loss: 2.3455, grad_norm: 1.7516 2020-09-29 14:19:59,369 - mmaction - INFO - Epoch [186][40/627] lr: 1.069e-01, eta: 14:07:32, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.4642, top5_acc: 0.7035, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.7926 2020-09-29 14:20:21,449 - mmaction - INFO - Epoch [186][60/627] lr: 1.069e-01, eta: 14:07:08, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4673, top5_acc: 0.7022, loss_cls: 2.3427, loss: 2.3427, grad_norm: 1.7563 2020-09-29 14:20:44,533 - mmaction - INFO - Epoch [186][80/627] lr: 1.069e-01, eta: 14:06:46, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.4738, top5_acc: 0.7118, loss_cls: 2.3132, loss: 2.3132, grad_norm: 1.7503 2020-09-29 14:21:06,574 - mmaction - INFO - Epoch [186][100/627] lr: 1.069e-01, eta: 14:06:23, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.4539, top5_acc: 0.7083, loss_cls: 2.3602, loss: 2.3602, grad_norm: 1.7824 2020-09-29 14:21:27,593 - mmaction - INFO - Epoch [186][120/627] lr: 1.069e-01, eta: 14:05:59, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.4747, top5_acc: 0.7184, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.7630 2020-09-29 14:21:50,619 - mmaction - INFO - Epoch [186][140/627] lr: 1.069e-01, eta: 14:05:36, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.4646, top5_acc: 0.6984, loss_cls: 2.3597, loss: 2.3597, grad_norm: 1.7766 2020-09-29 14:22:12,822 - mmaction - INFO - Epoch [186][160/627] lr: 1.069e-01, eta: 14:05:13, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4656, top5_acc: 0.7073, loss_cls: 2.3623, loss: 2.3623, grad_norm: 1.7813 2020-09-29 14:22:34,432 - mmaction - INFO - Epoch [186][180/627] lr: 1.069e-01, eta: 14:04:50, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.4682, top5_acc: 0.7096, loss_cls: 2.3330, loss: 2.3330, grad_norm: 1.7890 2020-09-29 14:22:56,886 - mmaction - INFO - Epoch [186][200/627] lr: 1.069e-01, eta: 14:04:27, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.4719, top5_acc: 0.7109, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.7802 2020-09-29 14:23:19,256 - mmaction - INFO - Epoch [186][220/627] lr: 1.069e-01, eta: 14:04:04, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4695, top5_acc: 0.7036, loss_cls: 2.3584, loss: 2.3584, grad_norm: 1.7811 2020-09-29 14:23:40,382 - mmaction - INFO - Epoch [186][240/627] lr: 1.069e-01, eta: 14:03:40, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.4639, top5_acc: 0.7066, loss_cls: 2.3543, loss: 2.3543, grad_norm: 1.7668 2020-09-29 14:24:02,892 - mmaction - INFO - Epoch [186][260/627] lr: 1.069e-01, eta: 14:03:17, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.4669, top5_acc: 0.7122, loss_cls: 2.3475, loss: 2.3475, grad_norm: 1.7627 2020-09-29 14:24:25,207 - mmaction - INFO - Epoch [186][280/627] lr: 1.069e-01, eta: 14:02:54, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.4595, top5_acc: 0.7001, loss_cls: 2.3897, loss: 2.3897, grad_norm: 1.7873 2020-09-29 14:24:47,941 - mmaction - INFO - Epoch [186][300/627] lr: 1.069e-01, eta: 14:02:31, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.4625, top5_acc: 0.7046, loss_cls: 2.3648, loss: 2.3648, grad_norm: 1.7670 2020-09-29 14:25:09,477 - mmaction - INFO - Epoch [186][320/627] lr: 1.069e-01, eta: 14:02:08, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.4495, top5_acc: 0.6948, loss_cls: 2.4262, loss: 2.4262, grad_norm: 1.8045 2020-09-29 14:25:31,331 - mmaction - INFO - Epoch [186][340/627] lr: 1.069e-01, eta: 14:01:44, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.4786, top5_acc: 0.7056, loss_cls: 2.3415, loss: 2.3415, grad_norm: 1.7605 2020-09-29 14:25:52,793 - mmaction - INFO - Epoch [186][360/627] lr: 1.069e-01, eta: 14:01:21, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4668, top5_acc: 0.7116, loss_cls: 2.3371, loss: 2.3371, grad_norm: 1.7486 2020-09-29 14:26:14,617 - mmaction - INFO - Epoch [186][380/627] lr: 1.069e-01, eta: 14:00:58, time: 1.091, data_time: 0.020, memory: 8472, top1_acc: 0.4628, top5_acc: 0.7056, loss_cls: 2.3762, loss: 2.3762, grad_norm: 1.8186 2020-09-29 14:26:36,939 - mmaction - INFO - Epoch [186][400/627] lr: 1.069e-01, eta: 14:00:35, time: 1.116, data_time: 0.018, memory: 8472, top1_acc: 0.4578, top5_acc: 0.6992, loss_cls: 2.3888, loss: 2.3888, grad_norm: 1.7854 2020-09-29 14:26:59,274 - mmaction - INFO - Epoch [186][420/627] lr: 1.069e-01, eta: 14:00:12, time: 1.115, data_time: 0.090, memory: 8472, top1_acc: 0.4661, top5_acc: 0.7042, loss_cls: 2.3699, loss: 2.3699, grad_norm: 1.7705 2020-09-29 14:27:20,941 - mmaction - INFO - Epoch [186][440/627] lr: 1.069e-01, eta: 13:59:48, time: 1.083, data_time: 0.119, memory: 8472, top1_acc: 0.4573, top5_acc: 0.7007, loss_cls: 2.3952, loss: 2.3952, grad_norm: 1.8073 2020-09-29 14:27:43,092 - mmaction - INFO - Epoch [186][460/627] lr: 1.069e-01, eta: 13:59:25, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4730, top5_acc: 0.7102, loss_cls: 2.3374, loss: 2.3374, grad_norm: 1.7849 2020-09-29 14:28:05,092 - mmaction - INFO - Epoch [186][480/627] lr: 1.069e-01, eta: 13:59:02, time: 1.099, data_time: 0.020, memory: 8472, top1_acc: 0.4673, top5_acc: 0.7039, loss_cls: 2.3689, loss: 2.3689, grad_norm: 1.7858 2020-09-29 14:28:27,039 - mmaction - INFO - Epoch [186][500/627] lr: 1.069e-01, eta: 13:58:39, time: 1.095, data_time: 0.014, memory: 8472, top1_acc: 0.4628, top5_acc: 0.6996, loss_cls: 2.3923, loss: 2.3923, grad_norm: 1.7642 2020-09-29 14:28:50,287 - mmaction - INFO - Epoch [186][520/627] lr: 1.069e-01, eta: 13:58:16, time: 1.165, data_time: 0.004, memory: 8472, top1_acc: 0.4737, top5_acc: 0.7099, loss_cls: 2.3175, loss: 2.3175, grad_norm: 1.7643 2020-09-29 14:29:11,984 - mmaction - INFO - Epoch [186][540/627] lr: 1.069e-01, eta: 13:57:53, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.4605, top5_acc: 0.6988, loss_cls: 2.3886, loss: 2.3886, grad_norm: 1.7977 2020-09-29 14:29:33,598 - mmaction - INFO - Epoch [186][560/627] lr: 1.069e-01, eta: 13:57:29, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4642, top5_acc: 0.7016, loss_cls: 2.3715, loss: 2.3715, grad_norm: 1.7824 2020-09-29 14:29:57,674 - mmaction - INFO - Epoch [186][580/627] lr: 1.069e-01, eta: 13:57:07, time: 1.204, data_time: 0.002, memory: 8472, top1_acc: 0.4621, top5_acc: 0.6983, loss_cls: 2.4134, loss: 2.4134, grad_norm: 1.7898 2020-09-29 14:30:20,944 - mmaction - INFO - Epoch [186][600/627] lr: 1.069e-01, eta: 13:56:44, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.4582, top5_acc: 0.6951, loss_cls: 2.4135, loss: 2.4135, grad_norm: 1.7819 2020-09-29 14:30:42,376 - mmaction - INFO - Epoch [186][620/627] lr: 1.069e-01, eta: 13:56:21, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.4749, top5_acc: 0.7102, loss_cls: 2.3358, loss: 2.3358, grad_norm: 1.7567 2020-09-29 14:31:42,247 - mmaction - INFO - Epoch [187][20/627] lr: 1.040e-01, eta: 13:55:58, time: 2.654, data_time: 1.372, memory: 8472, top1_acc: 0.4730, top5_acc: 0.7073, loss_cls: 2.3355, loss: 2.3355, grad_norm: 1.7913 2020-09-29 14:32:04,451 - mmaction - INFO - Epoch [187][40/627] lr: 1.040e-01, eta: 13:55:35, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4745, top5_acc: 0.7145, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.7649 2020-09-29 14:32:25,989 - mmaction - INFO - Epoch [187][60/627] lr: 1.040e-01, eta: 13:55:12, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.4716, top5_acc: 0.7124, loss_cls: 2.3051, loss: 2.3051, grad_norm: 1.7693 2020-09-29 14:32:48,216 - mmaction - INFO - Epoch [187][80/627] lr: 1.040e-01, eta: 13:54:49, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.4707, top5_acc: 0.7046, loss_cls: 2.3565, loss: 2.3565, grad_norm: 1.7962 2020-09-29 14:33:10,402 - mmaction - INFO - Epoch [187][100/627] lr: 1.040e-01, eta: 13:54:26, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4758, top5_acc: 0.7107, loss_cls: 2.3236, loss: 2.3236, grad_norm: 1.8012 2020-09-29 14:33:32,491 - mmaction - INFO - Epoch [187][120/627] lr: 1.040e-01, eta: 13:54:03, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4734, top5_acc: 0.7117, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.7684 2020-09-29 14:33:54,837 - mmaction - INFO - Epoch [187][140/627] lr: 1.040e-01, eta: 13:53:39, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.4745, top5_acc: 0.7089, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.7817 2020-09-29 14:34:16,966 - mmaction - INFO - Epoch [187][160/627] lr: 1.040e-01, eta: 13:53:16, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4719, top5_acc: 0.7130, loss_cls: 2.3430, loss: 2.3430, grad_norm: 1.8186 2020-09-29 14:34:39,666 - mmaction - INFO - Epoch [187][180/627] lr: 1.040e-01, eta: 13:52:53, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.4578, top5_acc: 0.7014, loss_cls: 2.3809, loss: 2.3809, grad_norm: 1.8121 2020-09-29 14:35:02,936 - mmaction - INFO - Epoch [187][200/627] lr: 1.040e-01, eta: 13:52:31, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.4740, top5_acc: 0.7089, loss_cls: 2.3286, loss: 2.3286, grad_norm: 1.7921 2020-09-29 14:35:23,289 - mmaction - INFO - Epoch [187][220/627] lr: 1.040e-01, eta: 13:52:07, time: 1.015, data_time: 0.002, memory: 8472, top1_acc: 0.4698, top5_acc: 0.6943, loss_cls: 2.3931, loss: 2.3931, grad_norm: 1.7986 2020-09-29 14:35:45,543 - mmaction - INFO - Epoch [187][240/627] lr: 1.040e-01, eta: 13:51:44, time: 1.112, data_time: 0.021, memory: 8472, top1_acc: 0.4745, top5_acc: 0.7154, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.7616 2020-09-29 14:36:08,094 - mmaction - INFO - Epoch [187][260/627] lr: 1.040e-01, eta: 13:51:21, time: 1.130, data_time: 0.045, memory: 8472, top1_acc: 0.4689, top5_acc: 0.7111, loss_cls: 2.3425, loss: 2.3425, grad_norm: 1.7898 2020-09-29 14:36:30,060 - mmaction - INFO - Epoch [187][280/627] lr: 1.040e-01, eta: 13:50:58, time: 1.099, data_time: 0.093, memory: 8472, top1_acc: 0.4660, top5_acc: 0.7046, loss_cls: 2.3488, loss: 2.3488, grad_norm: 1.7797 2020-09-29 14:36:52,437 - mmaction - INFO - Epoch [187][300/627] lr: 1.040e-01, eta: 13:50:35, time: 1.119, data_time: 0.164, memory: 8472, top1_acc: 0.4790, top5_acc: 0.7112, loss_cls: 2.3111, loss: 2.3111, grad_norm: 1.7524 2020-09-29 14:37:14,883 - mmaction - INFO - Epoch [187][320/627] lr: 1.040e-01, eta: 13:50:12, time: 1.121, data_time: 0.163, memory: 8472, top1_acc: 0.4704, top5_acc: 0.7076, loss_cls: 2.3108, loss: 2.3108, grad_norm: 1.8152 2020-09-29 14:37:36,610 - mmaction - INFO - Epoch [187][340/627] lr: 1.040e-01, eta: 13:49:48, time: 1.088, data_time: 0.122, memory: 8472, top1_acc: 0.4710, top5_acc: 0.7007, loss_cls: 2.3768, loss: 2.3768, grad_norm: 1.7900 2020-09-29 14:37:58,412 - mmaction - INFO - Epoch [187][360/627] lr: 1.040e-01, eta: 13:49:25, time: 1.089, data_time: 0.088, memory: 8472, top1_acc: 0.4717, top5_acc: 0.7129, loss_cls: 2.3207, loss: 2.3207, grad_norm: 1.8065 2020-09-29 14:38:21,543 - mmaction - INFO - Epoch [187][380/627] lr: 1.040e-01, eta: 13:49:02, time: 1.155, data_time: 0.089, memory: 8472, top1_acc: 0.4680, top5_acc: 0.7069, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.8089 2020-09-29 14:38:43,906 - mmaction - INFO - Epoch [187][400/627] lr: 1.040e-01, eta: 13:48:39, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.4773, top5_acc: 0.7124, loss_cls: 2.3091, loss: 2.3091, grad_norm: 1.7900 2020-09-29 14:39:05,166 - mmaction - INFO - Epoch [187][420/627] lr: 1.040e-01, eta: 13:48:16, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.4600, top5_acc: 0.7056, loss_cls: 2.3779, loss: 2.3779, grad_norm: 1.8368 2020-09-29 14:39:26,919 - mmaction - INFO - Epoch [187][440/627] lr: 1.040e-01, eta: 13:47:52, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.4711, top5_acc: 0.7191, loss_cls: 2.3213, loss: 2.3213, grad_norm: 1.8063 2020-09-29 14:39:48,424 - mmaction - INFO - Epoch [187][460/627] lr: 1.040e-01, eta: 13:47:29, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4568, top5_acc: 0.7036, loss_cls: 2.3697, loss: 2.3697, grad_norm: 1.8171 2020-09-29 14:40:11,474 - mmaction - INFO - Epoch [187][480/627] lr: 1.040e-01, eta: 13:47:06, time: 1.153, data_time: 0.023, memory: 8472, top1_acc: 0.4762, top5_acc: 0.7070, loss_cls: 2.3417, loss: 2.3417, grad_norm: 1.7889 2020-09-29 14:40:33,729 - mmaction - INFO - Epoch [187][500/627] lr: 1.040e-01, eta: 13:46:43, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.4691, top5_acc: 0.7031, loss_cls: 2.3430, loss: 2.3430, grad_norm: 1.7940 2020-09-29 14:40:55,314 - mmaction - INFO - Epoch [187][520/627] lr: 1.040e-01, eta: 13:46:20, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4730, top5_acc: 0.7065, loss_cls: 2.3335, loss: 2.3335, grad_norm: 1.8129 2020-09-29 14:41:16,804 - mmaction - INFO - Epoch [187][540/627] lr: 1.040e-01, eta: 13:45:56, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.4604, top5_acc: 0.6943, loss_cls: 2.3919, loss: 2.3919, grad_norm: 1.8162 2020-09-29 14:41:40,275 - mmaction - INFO - Epoch [187][560/627] lr: 1.040e-01, eta: 13:45:34, time: 1.175, data_time: 0.004, memory: 8472, top1_acc: 0.4703, top5_acc: 0.7059, loss_cls: 2.3409, loss: 2.3409, grad_norm: 1.7983 2020-09-29 14:42:01,956 - mmaction - INFO - Epoch [187][580/627] lr: 1.040e-01, eta: 13:45:11, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.4625, top5_acc: 0.7026, loss_cls: 2.3763, loss: 2.3763, grad_norm: 1.8224 2020-09-29 14:42:23,606 - mmaction - INFO - Epoch [187][600/627] lr: 1.040e-01, eta: 13:44:47, time: 1.086, data_time: 0.005, memory: 8472, top1_acc: 0.4638, top5_acc: 0.7063, loss_cls: 2.3592, loss: 2.3592, grad_norm: 1.8012 2020-09-29 14:42:45,090 - mmaction - INFO - Epoch [187][620/627] lr: 1.040e-01, eta: 13:44:24, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4710, top5_acc: 0.7018, loss_cls: 2.3586, loss: 2.3586, grad_norm: 1.8218 2020-09-29 14:43:44,495 - mmaction - INFO - Epoch [188][20/627] lr: 1.013e-01, eta: 13:44:01, time: 2.596, data_time: 1.477, memory: 8472, top1_acc: 0.4746, top5_acc: 0.7118, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.8021 2020-09-29 14:44:06,786 - mmaction - INFO - Epoch [188][40/627] lr: 1.013e-01, eta: 13:43:38, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4732, top5_acc: 0.7134, loss_cls: 2.3231, loss: 2.3231, grad_norm: 1.7912 2020-09-29 14:44:28,659 - mmaction - INFO - Epoch [188][60/627] lr: 1.013e-01, eta: 13:43:14, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.4729, top5_acc: 0.7133, loss_cls: 2.3103, loss: 2.3103, grad_norm: 1.7982 2020-09-29 14:44:51,605 - mmaction - INFO - Epoch [188][80/627] lr: 1.013e-01, eta: 13:42:52, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.4780, top5_acc: 0.7112, loss_cls: 2.3169, loss: 2.3169, grad_norm: 1.8194 2020-09-29 14:45:13,506 - mmaction - INFO - Epoch [188][100/627] lr: 1.013e-01, eta: 13:42:28, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4853, top5_acc: 0.7126, loss_cls: 2.2944, loss: 2.2944, grad_norm: 1.7891 2020-09-29 14:45:36,166 - mmaction - INFO - Epoch [188][120/627] lr: 1.013e-01, eta: 13:42:05, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.4755, top5_acc: 0.7111, loss_cls: 2.2996, loss: 2.2996, grad_norm: 1.8174 2020-09-29 14:45:58,314 - mmaction - INFO - Epoch [188][140/627] lr: 1.013e-01, eta: 13:41:42, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.4678, top5_acc: 0.7073, loss_cls: 2.3684, loss: 2.3684, grad_norm: 1.8300 2020-09-29 14:46:20,803 - mmaction - INFO - Epoch [188][160/627] lr: 1.013e-01, eta: 13:41:19, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.4647, top5_acc: 0.7074, loss_cls: 2.3678, loss: 2.3678, grad_norm: 1.8132 2020-09-29 14:46:41,670 - mmaction - INFO - Epoch [188][180/627] lr: 1.013e-01, eta: 13:40:56, time: 1.044, data_time: 0.003, memory: 8472, top1_acc: 0.4801, top5_acc: 0.7103, loss_cls: 2.3222, loss: 2.3222, grad_norm: 1.8147 2020-09-29 14:47:02,802 - mmaction - INFO - Epoch [188][200/627] lr: 1.013e-01, eta: 13:40:32, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.4682, top5_acc: 0.7082, loss_cls: 2.3324, loss: 2.3324, grad_norm: 1.7829 2020-09-29 14:47:26,148 - mmaction - INFO - Epoch [188][220/627] lr: 1.013e-01, eta: 13:40:09, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.4822, top5_acc: 0.7096, loss_cls: 2.3008, loss: 2.3008, grad_norm: 1.8022 2020-09-29 14:47:48,703 - mmaction - INFO - Epoch [188][240/627] lr: 1.013e-01, eta: 13:39:47, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.4674, top5_acc: 0.7049, loss_cls: 2.3432, loss: 2.3432, grad_norm: 1.8263 2020-09-29 14:48:10,651 - mmaction - INFO - Epoch [188][260/627] lr: 1.013e-01, eta: 13:39:23, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.4772, top5_acc: 0.7138, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.7953 2020-09-29 14:48:33,511 - mmaction - INFO - Epoch [188][280/627] lr: 1.013e-01, eta: 13:39:00, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.4711, top5_acc: 0.7030, loss_cls: 2.3412, loss: 2.3412, grad_norm: 1.7989 2020-09-29 14:48:54,183 - mmaction - INFO - Epoch [188][300/627] lr: 1.013e-01, eta: 13:38:37, time: 1.034, data_time: 0.003, memory: 8472, top1_acc: 0.4699, top5_acc: 0.7115, loss_cls: 2.3230, loss: 2.3230, grad_norm: 1.7914 2020-09-29 14:49:16,732 - mmaction - INFO - Epoch [188][320/627] lr: 1.013e-01, eta: 13:38:14, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.4607, top5_acc: 0.7022, loss_cls: 2.3633, loss: 2.3633, grad_norm: 1.8374 2020-09-29 14:49:39,425 - mmaction - INFO - Epoch [188][340/627] lr: 1.013e-01, eta: 13:37:51, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.4758, top5_acc: 0.7042, loss_cls: 2.3336, loss: 2.3336, grad_norm: 1.8113 2020-09-29 14:50:01,169 - mmaction - INFO - Epoch [188][360/627] lr: 1.013e-01, eta: 13:37:28, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.4701, top5_acc: 0.7100, loss_cls: 2.3487, loss: 2.3487, grad_norm: 1.8095 2020-09-29 14:50:22,832 - mmaction - INFO - Epoch [188][380/627] lr: 1.013e-01, eta: 13:37:04, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.4645, top5_acc: 0.7039, loss_cls: 2.3393, loss: 2.3393, grad_norm: 1.8233 2020-09-29 14:50:44,645 - mmaction - INFO - Epoch [188][400/627] lr: 1.013e-01, eta: 13:36:41, time: 1.094, data_time: 0.005, memory: 8472, top1_acc: 0.4707, top5_acc: 0.7138, loss_cls: 2.3485, loss: 2.3485, grad_norm: 1.8143 2020-09-29 14:51:08,189 - mmaction - INFO - Epoch [188][420/627] lr: 1.013e-01, eta: 13:36:18, time: 1.177, data_time: 0.001, memory: 8472, top1_acc: 0.4665, top5_acc: 0.7099, loss_cls: 2.3275, loss: 2.3275, grad_norm: 1.8165 2020-09-29 14:51:28,276 - mmaction - INFO - Epoch [188][440/627] lr: 1.013e-01, eta: 13:35:55, time: 1.002, data_time: 0.001, memory: 8472, top1_acc: 0.4695, top5_acc: 0.7104, loss_cls: 2.3292, loss: 2.3292, grad_norm: 1.8289 2020-09-29 14:51:50,697 - mmaction - INFO - Epoch [188][460/627] lr: 1.013e-01, eta: 13:35:32, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.4632, top5_acc: 0.6956, loss_cls: 2.3824, loss: 2.3824, grad_norm: 1.8241 2020-09-29 14:52:12,934 - mmaction - INFO - Epoch [188][480/627] lr: 1.013e-01, eta: 13:35:08, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.4755, top5_acc: 0.7189, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.8186 2020-09-29 14:52:35,155 - mmaction - INFO - Epoch [188][500/627] lr: 1.013e-01, eta: 13:34:45, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.4771, top5_acc: 0.7152, loss_cls: 2.3221, loss: 2.3221, grad_norm: 1.8183 2020-09-29 14:52:57,962 - mmaction - INFO - Epoch [188][520/627] lr: 1.013e-01, eta: 13:34:22, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.4779, top5_acc: 0.7154, loss_cls: 2.2888, loss: 2.2888, grad_norm: 1.8228 2020-09-29 14:53:18,588 - mmaction - INFO - Epoch [188][540/627] lr: 1.013e-01, eta: 13:33:59, time: 1.033, data_time: 0.003, memory: 8472, top1_acc: 0.4680, top5_acc: 0.7043, loss_cls: 2.3392, loss: 2.3392, grad_norm: 1.8296 2020-09-29 14:53:41,654 - mmaction - INFO - Epoch [188][560/627] lr: 1.013e-01, eta: 13:33:36, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.4598, top5_acc: 0.6982, loss_cls: 2.3916, loss: 2.3916, grad_norm: 1.8591 2020-09-29 14:54:03,377 - mmaction - INFO - Epoch [188][580/627] lr: 1.013e-01, eta: 13:33:13, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.4695, top5_acc: 0.7056, loss_cls: 2.3586, loss: 2.3586, grad_norm: 1.8239 2020-09-29 14:54:25,509 - mmaction - INFO - Epoch [188][600/627] lr: 1.013e-01, eta: 13:32:50, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4586, top5_acc: 0.7048, loss_cls: 2.3641, loss: 2.3641, grad_norm: 1.8293 2020-09-29 14:54:47,492 - mmaction - INFO - Epoch [188][620/627] lr: 1.013e-01, eta: 13:32:26, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.4582, top5_acc: 0.6983, loss_cls: 2.3870, loss: 2.3870, grad_norm: 1.8356 2020-09-29 14:54:54,322 - mmaction - INFO - Saving checkpoint at 188 epochs 2020-09-29 14:55:46,924 - mmaction - INFO - Epoch [189][20/627] lr: 9.853e-02, eta: 13:32:03, time: 2.607, data_time: 1.622, memory: 8472, top1_acc: 0.4776, top5_acc: 0.7087, loss_cls: 2.3321, loss: 2.3321, grad_norm: 1.8187 2020-09-29 14:56:09,272 - mmaction - INFO - Epoch [189][40/627] lr: 9.853e-02, eta: 13:31:40, time: 1.118, data_time: 0.162, memory: 8472, top1_acc: 0.4792, top5_acc: 0.7191, loss_cls: 2.2901, loss: 2.2901, grad_norm: 1.8202 2020-09-29 14:56:32,139 - mmaction - INFO - Epoch [189][60/627] lr: 9.853e-02, eta: 13:31:17, time: 1.143, data_time: 0.187, memory: 8472, top1_acc: 0.4729, top5_acc: 0.7108, loss_cls: 2.3468, loss: 2.3468, grad_norm: 1.8680 2020-09-29 14:56:53,546 - mmaction - INFO - Epoch [189][80/627] lr: 9.853e-02, eta: 13:30:54, time: 1.072, data_time: 0.068, memory: 8472, top1_acc: 0.4693, top5_acc: 0.7126, loss_cls: 2.3065, loss: 2.3065, grad_norm: 1.8056 2020-09-29 14:57:15,954 - mmaction - INFO - Epoch [189][100/627] lr: 9.853e-02, eta: 13:30:31, time: 1.118, data_time: 0.100, memory: 8472, top1_acc: 0.4710, top5_acc: 0.7112, loss_cls: 2.3181, loss: 2.3181, grad_norm: 1.8194 2020-09-29 14:57:37,321 - mmaction - INFO - Epoch [189][120/627] lr: 9.853e-02, eta: 13:30:08, time: 1.071, data_time: 0.122, memory: 8472, top1_acc: 0.4732, top5_acc: 0.7034, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.8102 2020-09-29 14:57:58,994 - mmaction - INFO - Epoch [189][140/627] lr: 9.853e-02, eta: 13:29:44, time: 1.082, data_time: 0.123, memory: 8472, top1_acc: 0.4646, top5_acc: 0.7013, loss_cls: 2.3648, loss: 2.3648, grad_norm: 1.8400 2020-09-29 14:58:21,178 - mmaction - INFO - Epoch [189][160/627] lr: 9.853e-02, eta: 13:29:21, time: 1.110, data_time: 0.157, memory: 8472, top1_acc: 0.4840, top5_acc: 0.7155, loss_cls: 2.2862, loss: 2.2862, grad_norm: 1.8471 2020-09-29 14:58:44,927 - mmaction - INFO - Epoch [189][180/627] lr: 9.853e-02, eta: 13:28:59, time: 1.188, data_time: 0.229, memory: 8472, top1_acc: 0.4810, top5_acc: 0.7186, loss_cls: 2.2879, loss: 2.2879, grad_norm: 1.8329 2020-09-29 14:59:04,764 - mmaction - INFO - Epoch [189][200/627] lr: 9.853e-02, eta: 13:28:35, time: 0.990, data_time: 0.023, memory: 8472, top1_acc: 0.4699, top5_acc: 0.7104, loss_cls: 2.3273, loss: 2.3273, grad_norm: 1.8270 2020-09-29 14:59:27,212 - mmaction - INFO - Epoch [189][220/627] lr: 9.853e-02, eta: 13:28:12, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.4686, top5_acc: 0.7064, loss_cls: 2.3250, loss: 2.3250, grad_norm: 1.8660 2020-09-29 14:59:50,027 - mmaction - INFO - Epoch [189][240/627] lr: 9.853e-02, eta: 13:27:49, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.4686, top5_acc: 0.7095, loss_cls: 2.3258, loss: 2.3258, grad_norm: 1.8562 2020-09-29 15:00:13,057 - mmaction - INFO - Epoch [189][260/627] lr: 9.853e-02, eta: 13:27:26, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.4716, top5_acc: 0.7059, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.8588 2020-09-29 15:00:35,503 - mmaction - INFO - Epoch [189][280/627] lr: 9.853e-02, eta: 13:27:03, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4727, top5_acc: 0.7074, loss_cls: 2.3247, loss: 2.3247, grad_norm: 1.8227 2020-09-29 15:00:57,175 - mmaction - INFO - Epoch [189][300/627] lr: 9.853e-02, eta: 13:26:40, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.4681, top5_acc: 0.7116, loss_cls: 2.3162, loss: 2.3162, grad_norm: 1.8467 2020-09-29 15:01:19,244 - mmaction - INFO - Epoch [189][320/627] lr: 9.853e-02, eta: 13:26:16, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4723, top5_acc: 0.7160, loss_cls: 2.3179, loss: 2.3179, grad_norm: 1.8204 2020-09-29 15:01:40,871 - mmaction - INFO - Epoch [189][340/627] lr: 9.853e-02, eta: 13:25:53, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4714, top5_acc: 0.7165, loss_cls: 2.2988, loss: 2.2988, grad_norm: 1.8145 2020-09-29 15:02:03,242 - mmaction - INFO - Epoch [189][360/627] lr: 9.853e-02, eta: 13:25:30, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.4688, top5_acc: 0.7023, loss_cls: 2.3595, loss: 2.3595, grad_norm: 1.8340 2020-09-29 15:02:25,416 - mmaction - INFO - Epoch [189][380/627] lr: 9.853e-02, eta: 13:25:07, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.4687, top5_acc: 0.7085, loss_cls: 2.3306, loss: 2.3306, grad_norm: 1.8128 2020-09-29 15:02:48,240 - mmaction - INFO - Epoch [189][400/627] lr: 9.853e-02, eta: 13:24:44, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.4694, top5_acc: 0.7092, loss_cls: 2.3318, loss: 2.3318, grad_norm: 1.8520 2020-09-29 15:03:10,014 - mmaction - INFO - Epoch [189][420/627] lr: 9.853e-02, eta: 13:24:21, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.4667, top5_acc: 0.7125, loss_cls: 2.3234, loss: 2.3234, grad_norm: 1.8332 2020-09-29 15:03:31,800 - mmaction - INFO - Epoch [189][440/627] lr: 9.853e-02, eta: 13:23:58, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.4645, top5_acc: 0.7018, loss_cls: 2.3631, loss: 2.3631, grad_norm: 1.8383 2020-09-29 15:03:54,792 - mmaction - INFO - Epoch [189][460/627] lr: 9.853e-02, eta: 13:23:35, time: 1.148, data_time: 0.001, memory: 8472, top1_acc: 0.4781, top5_acc: 0.7206, loss_cls: 2.2930, loss: 2.2930, grad_norm: 1.8120 2020-09-29 15:04:16,037 - mmaction - INFO - Epoch [189][480/627] lr: 9.853e-02, eta: 13:23:11, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.4738, top5_acc: 0.7126, loss_cls: 2.3219, loss: 2.3219, grad_norm: 1.8174 2020-09-29 15:04:37,500 - mmaction - INFO - Epoch [189][500/627] lr: 9.853e-02, eta: 13:22:48, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4647, top5_acc: 0.7049, loss_cls: 2.3568, loss: 2.3568, grad_norm: 1.8319 2020-09-29 15:05:00,682 - mmaction - INFO - Epoch [189][520/627] lr: 9.853e-02, eta: 13:22:25, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.4685, top5_acc: 0.7064, loss_cls: 2.3533, loss: 2.3533, grad_norm: 1.8346 2020-09-29 15:05:22,828 - mmaction - INFO - Epoch [189][540/627] lr: 9.853e-02, eta: 13:22:02, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4643, top5_acc: 0.7043, loss_cls: 2.3701, loss: 2.3701, grad_norm: 1.8271 2020-09-29 15:05:44,542 - mmaction - INFO - Epoch [189][560/627] lr: 9.853e-02, eta: 13:21:39, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4733, top5_acc: 0.7109, loss_cls: 2.3487, loss: 2.3487, grad_norm: 1.8533 2020-09-29 15:06:07,310 - mmaction - INFO - Epoch [189][580/627] lr: 9.853e-02, eta: 13:21:16, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.4595, top5_acc: 0.6975, loss_cls: 2.3793, loss: 2.3793, grad_norm: 1.8263 2020-09-29 15:06:29,235 - mmaction - INFO - Epoch [189][600/627] lr: 9.853e-02, eta: 13:20:53, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4682, top5_acc: 0.7014, loss_cls: 2.3438, loss: 2.3438, grad_norm: 1.7919 2020-09-29 15:06:51,480 - mmaction - INFO - Epoch [189][620/627] lr: 9.853e-02, eta: 13:20:30, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.4707, top5_acc: 0.7085, loss_cls: 2.3199, loss: 2.3199, grad_norm: 1.8368 2020-09-29 15:07:54,902 - mmaction - INFO - Epoch [190][20/627] lr: 9.582e-02, eta: 13:20:07, time: 2.765, data_time: 1.602, memory: 8472, top1_acc: 0.4751, top5_acc: 0.7141, loss_cls: 2.3168, loss: 2.3168, grad_norm: 1.8460 2020-09-29 15:08:16,053 - mmaction - INFO - Epoch [190][40/627] lr: 9.582e-02, eta: 13:19:44, time: 1.059, data_time: 0.004, memory: 8472, top1_acc: 0.4796, top5_acc: 0.7150, loss_cls: 2.2949, loss: 2.2949, grad_norm: 1.8349 2020-09-29 15:08:38,312 - mmaction - INFO - Epoch [190][60/627] lr: 9.582e-02, eta: 13:19:21, time: 1.111, data_time: 0.040, memory: 8472, top1_acc: 0.4704, top5_acc: 0.7099, loss_cls: 2.3201, loss: 2.3201, grad_norm: 1.8357 2020-09-29 15:09:01,315 - mmaction - INFO - Epoch [190][80/627] lr: 9.582e-02, eta: 13:18:58, time: 1.153, data_time: 0.140, memory: 8472, top1_acc: 0.4746, top5_acc: 0.7090, loss_cls: 2.3245, loss: 2.3245, grad_norm: 1.8428 2020-09-29 15:09:22,774 - mmaction - INFO - Epoch [190][100/627] lr: 9.582e-02, eta: 13:18:35, time: 1.073, data_time: 0.098, memory: 8472, top1_acc: 0.4811, top5_acc: 0.7128, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.8568 2020-09-29 15:09:45,068 - mmaction - INFO - Epoch [190][120/627] lr: 9.582e-02, eta: 13:18:12, time: 1.114, data_time: 0.134, memory: 8472, top1_acc: 0.4818, top5_acc: 0.7151, loss_cls: 2.2852, loss: 2.2852, grad_norm: 1.7924 2020-09-29 15:10:07,528 - mmaction - INFO - Epoch [190][140/627] lr: 9.582e-02, eta: 13:17:49, time: 1.123, data_time: 0.074, memory: 8472, top1_acc: 0.4803, top5_acc: 0.7142, loss_cls: 2.2975, loss: 2.2975, grad_norm: 1.8321 2020-09-29 15:10:30,885 - mmaction - INFO - Epoch [190][160/627] lr: 9.582e-02, eta: 13:17:26, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.4758, top5_acc: 0.7059, loss_cls: 2.3319, loss: 2.3319, grad_norm: 1.8562 2020-09-29 15:10:53,033 - mmaction - INFO - Epoch [190][180/627] lr: 9.582e-02, eta: 13:17:03, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.4681, top5_acc: 0.7135, loss_cls: 2.3233, loss: 2.3233, grad_norm: 1.8403 2020-09-29 15:11:14,494 - mmaction - INFO - Epoch [190][200/627] lr: 9.582e-02, eta: 13:16:39, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.4779, top5_acc: 0.7105, loss_cls: 2.3158, loss: 2.3158, grad_norm: 1.8470 2020-09-29 15:11:36,234 - mmaction - INFO - Epoch [190][220/627] lr: 9.582e-02, eta: 13:16:16, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4760, top5_acc: 0.7069, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.8170 2020-09-29 15:11:58,042 - mmaction - INFO - Epoch [190][240/627] lr: 9.582e-02, eta: 13:15:53, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.4749, top5_acc: 0.7132, loss_cls: 2.3009, loss: 2.3009, grad_norm: 1.8419 2020-09-29 15:12:19,607 - mmaction - INFO - Epoch [190][260/627] lr: 9.582e-02, eta: 13:15:30, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.4724, top5_acc: 0.7060, loss_cls: 2.3534, loss: 2.3534, grad_norm: 1.8669 2020-09-29 15:12:42,143 - mmaction - INFO - Epoch [190][280/627] lr: 9.582e-02, eta: 13:15:07, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.4767, top5_acc: 0.7154, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.8396 2020-09-29 15:13:03,926 - mmaction - INFO - Epoch [190][300/627] lr: 9.582e-02, eta: 13:14:43, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4730, top5_acc: 0.7053, loss_cls: 2.3255, loss: 2.3255, grad_norm: 1.8340 2020-09-29 15:13:25,782 - mmaction - INFO - Epoch [190][320/627] lr: 9.582e-02, eta: 13:14:20, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.4767, top5_acc: 0.7182, loss_cls: 2.2742, loss: 2.2742, grad_norm: 1.8456 2020-09-29 15:13:48,610 - mmaction - INFO - Epoch [190][340/627] lr: 9.582e-02, eta: 13:13:57, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.4809, top5_acc: 0.7107, loss_cls: 2.2916, loss: 2.2916, grad_norm: 1.8249 2020-09-29 15:14:10,084 - mmaction - INFO - Epoch [190][360/627] lr: 9.582e-02, eta: 13:13:34, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4858, top5_acc: 0.7185, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.8412 2020-09-29 15:14:32,326 - mmaction - INFO - Epoch [190][380/627] lr: 9.582e-02, eta: 13:13:11, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4746, top5_acc: 0.7065, loss_cls: 2.3062, loss: 2.3062, grad_norm: 1.8524 2020-09-29 15:14:54,931 - mmaction - INFO - Epoch [190][400/627] lr: 9.582e-02, eta: 13:12:48, time: 1.132, data_time: 0.004, memory: 8472, top1_acc: 0.4736, top5_acc: 0.7159, loss_cls: 2.3114, loss: 2.3114, grad_norm: 1.8527 2020-09-29 15:15:16,029 - mmaction - INFO - Epoch [190][420/627] lr: 9.582e-02, eta: 13:12:24, time: 1.055, data_time: 0.001, memory: 8472, top1_acc: 0.4566, top5_acc: 0.6872, loss_cls: 2.4191, loss: 2.4191, grad_norm: 1.8983 2020-09-29 15:15:39,112 - mmaction - INFO - Epoch [190][440/627] lr: 9.582e-02, eta: 13:12:02, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.4618, top5_acc: 0.6987, loss_cls: 2.3814, loss: 2.3814, grad_norm: 1.8838 2020-09-29 15:16:00,099 - mmaction - INFO - Epoch [190][460/627] lr: 9.582e-02, eta: 13:11:38, time: 1.048, data_time: 0.002, memory: 8472, top1_acc: 0.4719, top5_acc: 0.7073, loss_cls: 2.3395, loss: 2.3395, grad_norm: 1.8337 2020-09-29 15:16:22,017 - mmaction - INFO - Epoch [190][480/627] lr: 9.582e-02, eta: 13:11:15, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4723, top5_acc: 0.7143, loss_cls: 2.3205, loss: 2.3205, grad_norm: 1.8265 2020-09-29 15:16:44,185 - mmaction - INFO - Epoch [190][500/627] lr: 9.582e-02, eta: 13:10:52, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4703, top5_acc: 0.7043, loss_cls: 2.3702, loss: 2.3702, grad_norm: 1.8509 2020-09-29 15:17:05,771 - mmaction - INFO - Epoch [190][520/627] lr: 9.582e-02, eta: 13:10:29, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.4658, top5_acc: 0.7122, loss_cls: 2.3353, loss: 2.3353, grad_norm: 1.8467 2020-09-29 15:17:28,565 - mmaction - INFO - Epoch [190][540/627] lr: 9.582e-02, eta: 13:10:06, time: 1.139, data_time: 0.001, memory: 8472, top1_acc: 0.4794, top5_acc: 0.7139, loss_cls: 2.3136, loss: 2.3136, grad_norm: 1.8246 2020-09-29 15:17:51,010 - mmaction - INFO - Epoch [190][560/627] lr: 9.582e-02, eta: 13:09:43, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.4753, top5_acc: 0.7077, loss_cls: 2.3194, loss: 2.3194, grad_norm: 1.8491 2020-09-29 15:18:13,550 - mmaction - INFO - Epoch [190][580/627] lr: 9.582e-02, eta: 13:09:20, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.4645, top5_acc: 0.7065, loss_cls: 2.3619, loss: 2.3619, grad_norm: 1.8499 2020-09-29 15:18:34,028 - mmaction - INFO - Epoch [190][600/627] lr: 9.582e-02, eta: 13:08:56, time: 1.023, data_time: 0.003, memory: 8472, top1_acc: 0.4688, top5_acc: 0.7030, loss_cls: 2.3542, loss: 2.3542, grad_norm: 1.8216 2020-09-29 15:18:56,884 - mmaction - INFO - Epoch [190][620/627] lr: 9.582e-02, eta: 13:08:33, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.4746, top5_acc: 0.7129, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.8057 2020-09-29 15:20:23,916 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 15:20:24,639 - mmaction - INFO - top1_acc 0.5261 top5_acc 0.7691 2020-09-29 15:20:24,639 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 15:20:24,684 - mmaction - INFO - mean_acc 0.5260 2020-09-29 15:20:24,684 - mmaction - INFO - Now best checkpoint is epoch_190.pth 2020-09-29 15:20:24,698 - mmaction - INFO - Epoch(val) [190][627] top1_acc: 0.5261, top5_acc: 0.7691, mean_class_accuracy: 0.5260 2020-09-29 15:21:16,335 - mmaction - INFO - Epoch [191][20/627] lr: 9.314e-02, eta: 13:08:09, time: 2.579, data_time: 1.364, memory: 8472, top1_acc: 0.4827, top5_acc: 0.7147, loss_cls: 2.3013, loss: 2.3013, grad_norm: 1.8393 2020-09-29 15:21:37,587 - mmaction - INFO - Epoch [191][40/627] lr: 9.314e-02, eta: 13:07:46, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.4831, top5_acc: 0.7243, loss_cls: 2.2610, loss: 2.2610, grad_norm: 1.8307 2020-09-29 15:21:59,220 - mmaction - INFO - Epoch [191][60/627] lr: 9.314e-02, eta: 13:07:23, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.4870, top5_acc: 0.7143, loss_cls: 2.2562, loss: 2.2562, grad_norm: 1.8157 2020-09-29 15:22:20,573 - mmaction - INFO - Epoch [191][80/627] lr: 9.314e-02, eta: 13:06:59, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.4846, top5_acc: 0.7201, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.8378 2020-09-29 15:22:42,747 - mmaction - INFO - Epoch [191][100/627] lr: 9.314e-02, eta: 13:06:36, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.4793, top5_acc: 0.7236, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.8479 2020-09-29 15:23:05,004 - mmaction - INFO - Epoch [191][120/627] lr: 9.314e-02, eta: 13:06:13, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.4941, top5_acc: 0.7331, loss_cls: 2.2177, loss: 2.2177, grad_norm: 1.8389 2020-09-29 15:23:27,758 - mmaction - INFO - Epoch [191][140/627] lr: 9.314e-02, eta: 13:05:50, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.4874, top5_acc: 0.7173, loss_cls: 2.2533, loss: 2.2533, grad_norm: 1.8496 2020-09-29 15:23:49,164 - mmaction - INFO - Epoch [191][160/627] lr: 9.314e-02, eta: 13:05:27, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.4842, top5_acc: 0.7168, loss_cls: 2.2754, loss: 2.2754, grad_norm: 1.8683 2020-09-29 15:24:11,329 - mmaction - INFO - Epoch [191][180/627] lr: 9.314e-02, eta: 13:05:04, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4775, top5_acc: 0.7107, loss_cls: 2.3181, loss: 2.3181, grad_norm: 1.8813 2020-09-29 15:24:33,272 - mmaction - INFO - Epoch [191][200/627] lr: 9.314e-02, eta: 13:04:41, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4717, top5_acc: 0.7105, loss_cls: 2.3319, loss: 2.3319, grad_norm: 1.8748 2020-09-29 15:24:55,113 - mmaction - INFO - Epoch [191][220/627] lr: 9.314e-02, eta: 13:04:17, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.4702, top5_acc: 0.7057, loss_cls: 2.3276, loss: 2.3276, grad_norm: 1.8677 2020-09-29 15:25:17,702 - mmaction - INFO - Epoch [191][240/627] lr: 9.314e-02, eta: 13:03:54, time: 1.130, data_time: 0.061, memory: 8472, top1_acc: 0.4801, top5_acc: 0.7124, loss_cls: 2.2847, loss: 2.2847, grad_norm: 1.8493 2020-09-29 15:25:39,547 - mmaction - INFO - Epoch [191][260/627] lr: 9.314e-02, eta: 13:03:31, time: 1.091, data_time: 0.103, memory: 8472, top1_acc: 0.4805, top5_acc: 0.7184, loss_cls: 2.2972, loss: 2.2972, grad_norm: 1.8746 2020-09-29 15:26:01,963 - mmaction - INFO - Epoch [191][280/627] lr: 9.314e-02, eta: 13:03:08, time: 1.121, data_time: 0.044, memory: 8472, top1_acc: 0.4784, top5_acc: 0.7177, loss_cls: 2.2798, loss: 2.2798, grad_norm: 1.8820 2020-09-29 15:26:23,727 - mmaction - INFO - Epoch [191][300/627] lr: 9.314e-02, eta: 13:02:45, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4794, top5_acc: 0.7176, loss_cls: 2.2860, loss: 2.2860, grad_norm: 1.8509 2020-09-29 15:26:46,393 - mmaction - INFO - Epoch [191][320/627] lr: 9.314e-02, eta: 13:02:22, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.4788, top5_acc: 0.7184, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.8511 2020-09-29 15:27:07,579 - mmaction - INFO - Epoch [191][340/627] lr: 9.314e-02, eta: 13:01:59, time: 1.057, data_time: 0.002, memory: 8472, top1_acc: 0.4819, top5_acc: 0.7194, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.8673 2020-09-29 15:27:29,751 - mmaction - INFO - Epoch [191][360/627] lr: 9.314e-02, eta: 13:01:35, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.4786, top5_acc: 0.7109, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.8814 2020-09-29 15:27:52,520 - mmaction - INFO - Epoch [191][380/627] lr: 9.314e-02, eta: 13:01:13, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.4691, top5_acc: 0.7098, loss_cls: 2.3292, loss: 2.3292, grad_norm: 1.8967 2020-09-29 15:28:14,587 - mmaction - INFO - Epoch [191][400/627] lr: 9.314e-02, eta: 13:00:49, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.4720, top5_acc: 0.7145, loss_cls: 2.2867, loss: 2.2867, grad_norm: 1.8945 2020-09-29 15:28:36,254 - mmaction - INFO - Epoch [191][420/627] lr: 9.314e-02, eta: 13:00:26, time: 1.085, data_time: 0.004, memory: 8472, top1_acc: 0.4788, top5_acc: 0.7143, loss_cls: 2.3101, loss: 2.3101, grad_norm: 1.8449 2020-09-29 15:28:59,196 - mmaction - INFO - Epoch [191][440/627] lr: 9.314e-02, eta: 13:00:03, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.4766, top5_acc: 0.7117, loss_cls: 2.3162, loss: 2.3162, grad_norm: 1.8519 2020-09-29 15:29:21,759 - mmaction - INFO - Epoch [191][460/627] lr: 9.314e-02, eta: 12:59:40, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.4799, top5_acc: 0.7145, loss_cls: 2.3024, loss: 2.3024, grad_norm: 1.8759 2020-09-29 15:29:42,520 - mmaction - INFO - Epoch [191][480/627] lr: 9.314e-02, eta: 12:59:17, time: 1.039, data_time: 0.003, memory: 8472, top1_acc: 0.4707, top5_acc: 0.7089, loss_cls: 2.3311, loss: 2.3311, grad_norm: 1.8615 2020-09-29 15:30:04,920 - mmaction - INFO - Epoch [191][500/627] lr: 9.314e-02, eta: 12:58:54, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.4660, top5_acc: 0.7025, loss_cls: 2.3501, loss: 2.3501, grad_norm: 1.8836 2020-09-29 15:30:26,862 - mmaction - INFO - Epoch [191][520/627] lr: 9.314e-02, eta: 12:58:31, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.4747, top5_acc: 0.7095, loss_cls: 2.3360, loss: 2.3360, grad_norm: 1.8477 2020-09-29 15:30:49,519 - mmaction - INFO - Epoch [191][540/627] lr: 9.314e-02, eta: 12:58:08, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.4689, top5_acc: 0.7103, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.8622 2020-09-29 15:31:11,924 - mmaction - INFO - Epoch [191][560/627] lr: 9.314e-02, eta: 12:57:45, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.4751, top5_acc: 0.7120, loss_cls: 2.2999, loss: 2.2999, grad_norm: 1.8575 2020-09-29 15:31:33,767 - mmaction - INFO - Epoch [191][580/627] lr: 9.314e-02, eta: 12:57:21, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.4809, top5_acc: 0.7177, loss_cls: 2.2956, loss: 2.2956, grad_norm: 1.8999 2020-09-29 15:31:55,888 - mmaction - INFO - Epoch [191][600/627] lr: 9.314e-02, eta: 12:56:58, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.4725, top5_acc: 0.7145, loss_cls: 2.3087, loss: 2.3087, grad_norm: 1.8668 2020-09-29 15:32:18,078 - mmaction - INFO - Epoch [191][620/627] lr: 9.314e-02, eta: 12:56:35, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.4827, top5_acc: 0.7118, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.8536 2020-09-29 15:33:18,728 - mmaction - INFO - Epoch [192][20/627] lr: 9.049e-02, eta: 12:56:12, time: 2.680, data_time: 1.517, memory: 8472, top1_acc: 0.4820, top5_acc: 0.7180, loss_cls: 2.2915, loss: 2.2915, grad_norm: 1.8931 2020-09-29 15:33:40,339 - mmaction - INFO - Epoch [192][40/627] lr: 9.049e-02, eta: 12:55:49, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.4786, top5_acc: 0.7151, loss_cls: 2.3048, loss: 2.3048, grad_norm: 1.8708 2020-09-29 15:34:04,114 - mmaction - INFO - Epoch [192][60/627] lr: 9.049e-02, eta: 12:55:26, time: 1.190, data_time: 0.003, memory: 8472, top1_acc: 0.4811, top5_acc: 0.7180, loss_cls: 2.2821, loss: 2.2821, grad_norm: 1.8501 2020-09-29 15:34:26,162 - mmaction - INFO - Epoch [192][80/627] lr: 9.049e-02, eta: 12:55:03, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4848, top5_acc: 0.7148, loss_cls: 2.2911, loss: 2.2911, grad_norm: 1.8603 2020-09-29 15:34:47,035 - mmaction - INFO - Epoch [192][100/627] lr: 9.049e-02, eta: 12:54:40, time: 1.040, data_time: 0.001, memory: 8472, top1_acc: 0.4824, top5_acc: 0.7142, loss_cls: 2.2529, loss: 2.2529, grad_norm: 1.8549 2020-09-29 15:35:10,179 - mmaction - INFO - Epoch [192][120/627] lr: 9.049e-02, eta: 12:54:17, time: 1.160, data_time: 0.005, memory: 8472, top1_acc: 0.4805, top5_acc: 0.7230, loss_cls: 2.2689, loss: 2.2689, grad_norm: 1.8817 2020-09-29 15:35:31,723 - mmaction - INFO - Epoch [192][140/627] lr: 9.049e-02, eta: 12:53:53, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.4915, top5_acc: 0.7233, loss_cls: 2.2417, loss: 2.2417, grad_norm: 1.8531 2020-09-29 15:35:54,057 - mmaction - INFO - Epoch [192][160/627] lr: 9.049e-02, eta: 12:53:30, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4809, top5_acc: 0.7146, loss_cls: 2.2895, loss: 2.2895, grad_norm: 1.8571 2020-09-29 15:36:15,799 - mmaction - INFO - Epoch [192][180/627] lr: 9.049e-02, eta: 12:53:07, time: 1.086, data_time: 0.001, memory: 8472, top1_acc: 0.4707, top5_acc: 0.7133, loss_cls: 2.2926, loss: 2.2926, grad_norm: 1.8911 2020-09-29 15:36:38,316 - mmaction - INFO - Epoch [192][200/627] lr: 9.049e-02, eta: 12:52:44, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.4788, top5_acc: 0.7165, loss_cls: 2.2928, loss: 2.2928, grad_norm: 1.8567 2020-09-29 15:36:59,970 - mmaction - INFO - Epoch [192][220/627] lr: 9.049e-02, eta: 12:52:21, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.4867, top5_acc: 0.7156, loss_cls: 2.2802, loss: 2.2802, grad_norm: 1.9071 2020-09-29 15:37:21,031 - mmaction - INFO - Epoch [192][240/627] lr: 9.049e-02, eta: 12:51:57, time: 1.053, data_time: 0.002, memory: 8472, top1_acc: 0.4858, top5_acc: 0.7195, loss_cls: 2.2728, loss: 2.2728, grad_norm: 1.8882 2020-09-29 15:37:43,365 - mmaction - INFO - Epoch [192][260/627] lr: 9.049e-02, eta: 12:51:34, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4780, top5_acc: 0.7182, loss_cls: 2.2778, loss: 2.2778, grad_norm: 1.8885 2020-09-29 15:38:05,723 - mmaction - INFO - Epoch [192][280/627] lr: 9.049e-02, eta: 12:51:11, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.4824, top5_acc: 0.7204, loss_cls: 2.2898, loss: 2.2898, grad_norm: 1.8726 2020-09-29 15:38:27,881 - mmaction - INFO - Epoch [192][300/627] lr: 9.049e-02, eta: 12:50:48, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.4719, top5_acc: 0.7139, loss_cls: 2.3032, loss: 2.3032, grad_norm: 1.8855 2020-09-29 15:38:50,322 - mmaction - INFO - Epoch [192][320/627] lr: 9.049e-02, eta: 12:50:25, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.4805, top5_acc: 0.7111, loss_cls: 2.2953, loss: 2.2953, grad_norm: 1.9043 2020-09-29 15:39:11,744 - mmaction - INFO - Epoch [192][340/627] lr: 9.049e-02, eta: 12:50:02, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.4812, top5_acc: 0.7160, loss_cls: 2.2961, loss: 2.2961, grad_norm: 1.8928 2020-09-29 15:39:34,632 - mmaction - INFO - Epoch [192][360/627] lr: 9.049e-02, eta: 12:49:39, time: 1.144, data_time: 0.001, memory: 8472, top1_acc: 0.4760, top5_acc: 0.7176, loss_cls: 2.2815, loss: 2.2815, grad_norm: 1.8562 2020-09-29 15:39:57,155 - mmaction - INFO - Epoch [192][380/627] lr: 9.049e-02, eta: 12:49:16, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.4797, top5_acc: 0.7096, loss_cls: 2.3072, loss: 2.3072, grad_norm: 1.8768 2020-09-29 15:40:18,417 - mmaction - INFO - Epoch [192][400/627] lr: 9.049e-02, eta: 12:48:53, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.4909, top5_acc: 0.7206, loss_cls: 2.2479, loss: 2.2479, grad_norm: 1.8733 2020-09-29 15:40:40,454 - mmaction - INFO - Epoch [192][420/627] lr: 9.049e-02, eta: 12:48:30, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4736, top5_acc: 0.7147, loss_cls: 2.3114, loss: 2.3114, grad_norm: 1.9240 2020-09-29 15:41:03,741 - mmaction - INFO - Epoch [192][440/627] lr: 9.049e-02, eta: 12:48:07, time: 1.162, data_time: 0.004, memory: 8472, top1_acc: 0.4783, top5_acc: 0.7193, loss_cls: 2.2884, loss: 2.2884, grad_norm: 1.8631 2020-09-29 15:41:25,110 - mmaction - INFO - Epoch [192][460/627] lr: 9.049e-02, eta: 12:47:43, time: 1.070, data_time: 0.004, memory: 8472, top1_acc: 0.4883, top5_acc: 0.7150, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.8521 2020-09-29 15:41:47,675 - mmaction - INFO - Epoch [192][480/627] lr: 9.049e-02, eta: 12:47:20, time: 1.127, data_time: 0.004, memory: 8472, top1_acc: 0.4863, top5_acc: 0.7164, loss_cls: 2.2793, loss: 2.2793, grad_norm: 1.8739 2020-09-29 15:42:10,787 - mmaction - INFO - Epoch [192][500/627] lr: 9.049e-02, eta: 12:46:58, time: 1.157, data_time: 0.006, memory: 8472, top1_acc: 0.4767, top5_acc: 0.7182, loss_cls: 2.2850, loss: 2.2850, grad_norm: 1.8919 2020-09-29 15:42:31,718 - mmaction - INFO - Epoch [192][520/627] lr: 9.049e-02, eta: 12:46:34, time: 1.047, data_time: 0.006, memory: 8472, top1_acc: 0.4786, top5_acc: 0.7191, loss_cls: 2.2911, loss: 2.2911, grad_norm: 1.8960 2020-09-29 15:42:52,399 - mmaction - INFO - Epoch [192][540/627] lr: 9.049e-02, eta: 12:46:11, time: 1.034, data_time: 0.002, memory: 8472, top1_acc: 0.4935, top5_acc: 0.7221, loss_cls: 2.2582, loss: 2.2582, grad_norm: 1.8570 2020-09-29 15:43:15,639 - mmaction - INFO - Epoch [192][560/627] lr: 9.049e-02, eta: 12:45:48, time: 1.162, data_time: 0.070, memory: 8472, top1_acc: 0.4710, top5_acc: 0.7132, loss_cls: 2.3288, loss: 2.3288, grad_norm: 1.9075 2020-09-29 15:43:37,151 - mmaction - INFO - Epoch [192][580/627] lr: 9.049e-02, eta: 12:45:25, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.4775, top5_acc: 0.7138, loss_cls: 2.3005, loss: 2.3005, grad_norm: 1.8824 2020-09-29 15:44:00,136 - mmaction - INFO - Epoch [192][600/627] lr: 9.049e-02, eta: 12:45:02, time: 1.150, data_time: 0.006, memory: 8472, top1_acc: 0.4797, top5_acc: 0.7207, loss_cls: 2.2851, loss: 2.2851, grad_norm: 1.9067 2020-09-29 15:44:22,835 - mmaction - INFO - Epoch [192][620/627] lr: 9.049e-02, eta: 12:44:39, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.4686, top5_acc: 0.7038, loss_cls: 2.3502, loss: 2.3502, grad_norm: 1.9376 2020-09-29 15:44:29,573 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-09-29 15:45:22,131 - mmaction - INFO - Epoch [193][20/627] lr: 8.787e-02, eta: 12:44:15, time: 2.609, data_time: 1.398, memory: 8472, top1_acc: 0.4793, top5_acc: 0.7247, loss_cls: 2.2700, loss: 2.2700, grad_norm: 1.8936 2020-09-29 15:45:44,625 - mmaction - INFO - Epoch [193][40/627] lr: 8.787e-02, eta: 12:43:52, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4872, top5_acc: 0.7216, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.9069 2020-09-29 15:46:06,446 - mmaction - INFO - Epoch [193][60/627] lr: 8.787e-02, eta: 12:43:29, time: 1.092, data_time: 0.004, memory: 8472, top1_acc: 0.4915, top5_acc: 0.7255, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.8838 2020-09-29 15:46:28,921 - mmaction - INFO - Epoch [193][80/627] lr: 8.787e-02, eta: 12:43:06, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4824, top5_acc: 0.7145, loss_cls: 2.2861, loss: 2.2861, grad_norm: 1.8893 2020-09-29 15:46:50,657 - mmaction - INFO - Epoch [193][100/627] lr: 8.787e-02, eta: 12:42:43, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4768, top5_acc: 0.7177, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.9037 2020-09-29 15:47:12,790 - mmaction - INFO - Epoch [193][120/627] lr: 8.787e-02, eta: 12:42:19, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.4799, top5_acc: 0.7112, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.8702 2020-09-29 15:47:34,829 - mmaction - INFO - Epoch [193][140/627] lr: 8.787e-02, eta: 12:41:56, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.4833, top5_acc: 0.7275, loss_cls: 2.2299, loss: 2.2299, grad_norm: 1.8766 2020-09-29 15:47:56,496 - mmaction - INFO - Epoch [193][160/627] lr: 8.787e-02, eta: 12:41:33, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4766, top5_acc: 0.7073, loss_cls: 2.3266, loss: 2.3266, grad_norm: 1.9214 2020-09-29 15:48:19,862 - mmaction - INFO - Epoch [193][180/627] lr: 8.787e-02, eta: 12:41:10, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.4914, top5_acc: 0.7281, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.8731 2020-09-29 15:48:42,083 - mmaction - INFO - Epoch [193][200/627] lr: 8.787e-02, eta: 12:40:47, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.4882, top5_acc: 0.7214, loss_cls: 2.2561, loss: 2.2561, grad_norm: 1.8957 2020-09-29 15:49:04,817 - mmaction - INFO - Epoch [193][220/627] lr: 8.787e-02, eta: 12:40:24, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.4793, top5_acc: 0.7194, loss_cls: 2.2628, loss: 2.2628, grad_norm: 1.8782 2020-09-29 15:49:26,715 - mmaction - INFO - Epoch [193][240/627] lr: 8.787e-02, eta: 12:40:01, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.4870, top5_acc: 0.7241, loss_cls: 2.2353, loss: 2.2353, grad_norm: 1.8893 2020-09-29 15:49:47,838 - mmaction - INFO - Epoch [193][260/627] lr: 8.787e-02, eta: 12:39:38, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.4853, top5_acc: 0.7203, loss_cls: 2.2519, loss: 2.2519, grad_norm: 1.8952 2020-09-29 15:50:10,343 - mmaction - INFO - Epoch [193][280/627] lr: 8.787e-02, eta: 12:39:15, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4771, top5_acc: 0.7146, loss_cls: 2.2922, loss: 2.2922, grad_norm: 1.8965 2020-09-29 15:50:31,291 - mmaction - INFO - Epoch [193][300/627] lr: 8.787e-02, eta: 12:38:51, time: 1.047, data_time: 0.001, memory: 8472, top1_acc: 0.4790, top5_acc: 0.7150, loss_cls: 2.2897, loss: 2.2897, grad_norm: 1.9064 2020-09-29 15:50:53,979 - mmaction - INFO - Epoch [193][320/627] lr: 8.787e-02, eta: 12:38:28, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.4760, top5_acc: 0.7120, loss_cls: 2.3142, loss: 2.3142, grad_norm: 1.8894 2020-09-29 15:51:14,936 - mmaction - INFO - Epoch [193][340/627] lr: 8.787e-02, eta: 12:38:05, time: 1.046, data_time: 0.001, memory: 8472, top1_acc: 0.4785, top5_acc: 0.7151, loss_cls: 2.2936, loss: 2.2936, grad_norm: 1.8963 2020-09-29 15:51:37,309 - mmaction - INFO - Epoch [193][360/627] lr: 8.787e-02, eta: 12:37:42, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.4897, top5_acc: 0.7177, loss_cls: 2.2569, loss: 2.2569, grad_norm: 1.8804 2020-09-29 15:52:00,402 - mmaction - INFO - Epoch [193][380/627] lr: 8.787e-02, eta: 12:37:19, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.4868, top5_acc: 0.7237, loss_cls: 2.2547, loss: 2.2547, grad_norm: 1.9046 2020-09-29 15:52:21,951 - mmaction - INFO - Epoch [193][400/627] lr: 8.787e-02, eta: 12:36:56, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.4759, top5_acc: 0.7154, loss_cls: 2.3017, loss: 2.3017, grad_norm: 1.9237 2020-09-29 15:52:43,596 - mmaction - INFO - Epoch [193][420/627] lr: 8.787e-02, eta: 12:36:32, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.4767, top5_acc: 0.7047, loss_cls: 2.3329, loss: 2.3329, grad_norm: 1.9104 2020-09-29 15:53:05,938 - mmaction - INFO - Epoch [193][440/627] lr: 8.787e-02, eta: 12:36:09, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.4883, top5_acc: 0.7159, loss_cls: 2.2771, loss: 2.2771, grad_norm: 1.8828 2020-09-29 15:53:28,992 - mmaction - INFO - Epoch [193][460/627] lr: 8.787e-02, eta: 12:35:47, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.4806, top5_acc: 0.7199, loss_cls: 2.2577, loss: 2.2577, grad_norm: 1.8791 2020-09-29 15:53:51,590 - mmaction - INFO - Epoch [193][480/627] lr: 8.787e-02, eta: 12:35:24, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.4797, top5_acc: 0.7118, loss_cls: 2.3031, loss: 2.3031, grad_norm: 1.9405 2020-09-29 15:54:12,877 - mmaction - INFO - Epoch [193][500/627] lr: 8.787e-02, eta: 12:35:00, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.4844, top5_acc: 0.7207, loss_cls: 2.2617, loss: 2.2617, grad_norm: 1.9052 2020-09-29 15:54:35,247 - mmaction - INFO - Epoch [193][520/627] lr: 8.787e-02, eta: 12:34:37, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.4734, top5_acc: 0.7094, loss_cls: 2.3354, loss: 2.3354, grad_norm: 1.9192 2020-09-29 15:54:56,904 - mmaction - INFO - Epoch [193][540/627] lr: 8.787e-02, eta: 12:34:14, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.4810, top5_acc: 0.7229, loss_cls: 2.2568, loss: 2.2568, grad_norm: 1.9156 2020-09-29 15:55:18,944 - mmaction - INFO - Epoch [193][560/627] lr: 8.787e-02, eta: 12:33:51, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.4716, top5_acc: 0.7094, loss_cls: 2.3200, loss: 2.3200, grad_norm: 1.9148 2020-09-29 15:55:40,511 - mmaction - INFO - Epoch [193][580/627] lr: 8.787e-02, eta: 12:33:28, time: 1.075, data_time: 0.030, memory: 8472, top1_acc: 0.4806, top5_acc: 0.7185, loss_cls: 2.2843, loss: 2.2843, grad_norm: 1.9198 2020-09-29 15:56:02,585 - mmaction - INFO - Epoch [193][600/627] lr: 8.787e-02, eta: 12:33:04, time: 1.106, data_time: 0.005, memory: 8472, top1_acc: 0.4770, top5_acc: 0.7115, loss_cls: 2.3076, loss: 2.3076, grad_norm: 1.9169 2020-09-29 15:56:24,529 - mmaction - INFO - Epoch [193][620/627] lr: 8.787e-02, eta: 12:32:41, time: 1.098, data_time: 0.072, memory: 8472, top1_acc: 0.4826, top5_acc: 0.7184, loss_cls: 2.2712, loss: 2.2712, grad_norm: 1.8917 2020-09-29 15:57:23,697 - mmaction - INFO - Epoch [194][20/627] lr: 8.528e-02, eta: 12:32:17, time: 2.573, data_time: 1.316, memory: 8472, top1_acc: 0.4898, top5_acc: 0.7240, loss_cls: 2.2313, loss: 2.2313, grad_norm: 1.8781 2020-09-29 15:57:46,485 - mmaction - INFO - Epoch [194][40/627] lr: 8.528e-02, eta: 12:31:54, time: 1.141, data_time: 0.004, memory: 8472, top1_acc: 0.4826, top5_acc: 0.7159, loss_cls: 2.2869, loss: 2.2869, grad_norm: 1.9203 2020-09-29 15:58:07,673 - mmaction - INFO - Epoch [194][60/627] lr: 8.528e-02, eta: 12:31:31, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.4878, top5_acc: 0.7138, loss_cls: 2.2679, loss: 2.2679, grad_norm: 1.8968 2020-09-29 15:58:29,151 - mmaction - INFO - Epoch [194][80/627] lr: 8.528e-02, eta: 12:31:08, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4961, top5_acc: 0.7169, loss_cls: 2.2458, loss: 2.2458, grad_norm: 1.8901 2020-09-29 15:58:51,442 - mmaction - INFO - Epoch [194][100/627] lr: 8.528e-02, eta: 12:30:45, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.4898, top5_acc: 0.7283, loss_cls: 2.2423, loss: 2.2423, grad_norm: 1.9048 2020-09-29 15:59:14,787 - mmaction - INFO - Epoch [194][120/627] lr: 8.528e-02, eta: 12:30:22, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.4826, top5_acc: 0.7210, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.9064 2020-09-29 15:59:36,099 - mmaction - INFO - Epoch [194][140/627] lr: 8.528e-02, eta: 12:29:58, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.4953, top5_acc: 0.7267, loss_cls: 2.2056, loss: 2.2056, grad_norm: 1.9032 2020-09-29 15:59:57,663 - mmaction - INFO - Epoch [194][160/627] lr: 8.528e-02, eta: 12:29:35, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.4850, top5_acc: 0.7212, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.9261 2020-09-29 16:00:21,678 - mmaction - INFO - Epoch [194][180/627] lr: 8.528e-02, eta: 12:29:13, time: 1.200, data_time: 0.002, memory: 8472, top1_acc: 0.4859, top5_acc: 0.7240, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.9048 2020-09-29 16:00:43,182 - mmaction - INFO - Epoch [194][200/627] lr: 8.528e-02, eta: 12:28:49, time: 1.075, data_time: 0.003, memory: 8472, top1_acc: 0.4892, top5_acc: 0.7307, loss_cls: 2.2212, loss: 2.2212, grad_norm: 1.8968 2020-09-29 16:01:04,303 - mmaction - INFO - Epoch [194][220/627] lr: 8.528e-02, eta: 12:28:26, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.4935, top5_acc: 0.7259, loss_cls: 2.2241, loss: 2.2241, grad_norm: 1.9390 2020-09-29 16:01:26,949 - mmaction - INFO - Epoch [194][240/627] lr: 8.528e-02, eta: 12:28:03, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.4814, top5_acc: 0.7150, loss_cls: 2.2855, loss: 2.2855, grad_norm: 1.9542 2020-09-29 16:01:49,938 - mmaction - INFO - Epoch [194][260/627] lr: 8.528e-02, eta: 12:27:40, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.4922, top5_acc: 0.7258, loss_cls: 2.2472, loss: 2.2472, grad_norm: 1.9018 2020-09-29 16:02:11,461 - mmaction - INFO - Epoch [194][280/627] lr: 8.528e-02, eta: 12:27:17, time: 1.077, data_time: 0.118, memory: 8472, top1_acc: 0.4832, top5_acc: 0.7163, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.9111 2020-09-29 16:02:32,907 - mmaction - INFO - Epoch [194][300/627] lr: 8.528e-02, eta: 12:26:54, time: 1.071, data_time: 0.053, memory: 8472, top1_acc: 0.4854, top5_acc: 0.7161, loss_cls: 2.2626, loss: 2.2626, grad_norm: 1.8964 2020-09-29 16:02:55,084 - mmaction - INFO - Epoch [194][320/627] lr: 8.528e-02, eta: 12:26:30, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.4824, top5_acc: 0.7219, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.9395 2020-09-29 16:03:17,012 - mmaction - INFO - Epoch [194][340/627] lr: 8.528e-02, eta: 12:26:07, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4845, top5_acc: 0.7206, loss_cls: 2.2615, loss: 2.2615, grad_norm: 1.9112 2020-09-29 16:03:39,955 - mmaction - INFO - Epoch [194][360/627] lr: 8.528e-02, eta: 12:25:44, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.4948, top5_acc: 0.7240, loss_cls: 2.2381, loss: 2.2381, grad_norm: 1.8650 2020-09-29 16:04:01,145 - mmaction - INFO - Epoch [194][380/627] lr: 8.528e-02, eta: 12:25:21, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.4855, top5_acc: 0.7217, loss_cls: 2.2548, loss: 2.2548, grad_norm: 1.9110 2020-09-29 16:04:23,097 - mmaction - INFO - Epoch [194][400/627] lr: 8.528e-02, eta: 12:24:58, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.4932, top5_acc: 0.7185, loss_cls: 2.2515, loss: 2.2515, grad_norm: 1.9058 2020-09-29 16:04:46,002 - mmaction - INFO - Epoch [194][420/627] lr: 8.528e-02, eta: 12:24:35, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.4862, top5_acc: 0.7199, loss_cls: 2.2680, loss: 2.2680, grad_norm: 1.9139 2020-09-29 16:05:09,088 - mmaction - INFO - Epoch [194][440/627] lr: 8.528e-02, eta: 12:24:12, time: 1.153, data_time: 0.001, memory: 8472, top1_acc: 0.4932, top5_acc: 0.7191, loss_cls: 2.2537, loss: 2.2537, grad_norm: 1.9069 2020-09-29 16:05:30,252 - mmaction - INFO - Epoch [194][460/627] lr: 8.528e-02, eta: 12:23:49, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.4936, top5_acc: 0.7237, loss_cls: 2.2524, loss: 2.2524, grad_norm: 1.9252 2020-09-29 16:05:51,730 - mmaction - INFO - Epoch [194][480/627] lr: 8.528e-02, eta: 12:23:26, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4872, top5_acc: 0.7246, loss_cls: 2.2476, loss: 2.2476, grad_norm: 1.9064 2020-09-29 16:06:13,687 - mmaction - INFO - Epoch [194][500/627] lr: 8.528e-02, eta: 12:23:02, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4846, top5_acc: 0.7169, loss_cls: 2.2699, loss: 2.2699, grad_norm: 1.9319 2020-09-29 16:06:36,476 - mmaction - INFO - Epoch [194][520/627] lr: 8.528e-02, eta: 12:22:39, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.4862, top5_acc: 0.7143, loss_cls: 2.2983, loss: 2.2983, grad_norm: 1.9455 2020-09-29 16:06:59,650 - mmaction - INFO - Epoch [194][540/627] lr: 8.528e-02, eta: 12:22:17, time: 1.160, data_time: 0.003, memory: 8472, top1_acc: 0.4758, top5_acc: 0.7156, loss_cls: 2.2806, loss: 2.2806, grad_norm: 1.9260 2020-09-29 16:07:21,191 - mmaction - INFO - Epoch [194][560/627] lr: 8.528e-02, eta: 12:21:53, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.4759, top5_acc: 0.7152, loss_cls: 2.3253, loss: 2.3253, grad_norm: 1.9720 2020-09-29 16:07:42,960 - mmaction - INFO - Epoch [194][580/627] lr: 8.528e-02, eta: 12:21:30, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.4898, top5_acc: 0.7262, loss_cls: 2.2500, loss: 2.2500, grad_norm: 1.8987 2020-09-29 16:08:06,268 - mmaction - INFO - Epoch [194][600/627] lr: 8.528e-02, eta: 12:21:08, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.4745, top5_acc: 0.7150, loss_cls: 2.3274, loss: 2.3274, grad_norm: 1.9362 2020-09-29 16:08:27,329 - mmaction - INFO - Epoch [194][620/627] lr: 8.528e-02, eta: 12:20:44, time: 1.052, data_time: 0.001, memory: 8472, top1_acc: 0.4760, top5_acc: 0.7111, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.9250 2020-09-29 16:09:31,355 - mmaction - INFO - Epoch [195][20/627] lr: 8.273e-02, eta: 12:20:21, time: 2.769, data_time: 1.402, memory: 8472, top1_acc: 0.4719, top5_acc: 0.7070, loss_cls: 2.3447, loss: 2.3447, grad_norm: 1.9482 2020-09-29 16:09:53,484 - mmaction - INFO - Epoch [195][40/627] lr: 8.273e-02, eta: 12:19:58, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.4939, top5_acc: 0.7271, loss_cls: 2.2319, loss: 2.2319, grad_norm: 1.8855 2020-09-29 16:10:16,053 - mmaction - INFO - Epoch [195][60/627] lr: 8.273e-02, eta: 12:19:35, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.4846, top5_acc: 0.7145, loss_cls: 2.2743, loss: 2.2743, grad_norm: 1.9052 2020-09-29 16:10:37,546 - mmaction - INFO - Epoch [195][80/627] lr: 8.273e-02, eta: 12:19:12, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.4962, top5_acc: 0.7242, loss_cls: 2.2420, loss: 2.2420, grad_norm: 1.9249 2020-09-29 16:11:00,134 - mmaction - INFO - Epoch [195][100/627] lr: 8.273e-02, eta: 12:18:49, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.4870, top5_acc: 0.7137, loss_cls: 2.2880, loss: 2.2880, grad_norm: 1.9429 2020-09-29 16:11:22,246 - mmaction - INFO - Epoch [195][120/627] lr: 8.273e-02, eta: 12:18:26, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4868, top5_acc: 0.7210, loss_cls: 2.2516, loss: 2.2516, grad_norm: 1.9099 2020-09-29 16:11:44,478 - mmaction - INFO - Epoch [195][140/627] lr: 8.273e-02, eta: 12:18:03, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.4857, top5_acc: 0.7154, loss_cls: 2.2786, loss: 2.2786, grad_norm: 1.9518 2020-09-29 16:12:07,288 - mmaction - INFO - Epoch [195][160/627] lr: 8.273e-02, eta: 12:17:40, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.4911, top5_acc: 0.7220, loss_cls: 2.2595, loss: 2.2595, grad_norm: 1.9528 2020-09-29 16:12:28,373 - mmaction - INFO - Epoch [195][180/627] lr: 8.273e-02, eta: 12:17:16, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.4905, top5_acc: 0.7229, loss_cls: 2.2235, loss: 2.2235, grad_norm: 1.9355 2020-09-29 16:12:51,183 - mmaction - INFO - Epoch [195][200/627] lr: 8.273e-02, eta: 12:16:53, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.4831, top5_acc: 0.7253, loss_cls: 2.2234, loss: 2.2234, grad_norm: 1.9452 2020-09-29 16:13:13,473 - mmaction - INFO - Epoch [195][220/627] lr: 8.273e-02, eta: 12:16:30, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.4910, top5_acc: 0.7279, loss_cls: 2.2282, loss: 2.2282, grad_norm: 1.9571 2020-09-29 16:13:34,573 - mmaction - INFO - Epoch [195][240/627] lr: 8.273e-02, eta: 12:16:07, time: 1.053, data_time: 0.001, memory: 8472, top1_acc: 0.4880, top5_acc: 0.7199, loss_cls: 2.2622, loss: 2.2622, grad_norm: 1.9264 2020-09-29 16:13:57,254 - mmaction - INFO - Epoch [195][260/627] lr: 8.273e-02, eta: 12:15:44, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.4904, top5_acc: 0.7224, loss_cls: 2.2551, loss: 2.2551, grad_norm: 1.9227 2020-09-29 16:14:19,035 - mmaction - INFO - Epoch [195][280/627] lr: 8.273e-02, eta: 12:15:21, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.4884, top5_acc: 0.7171, loss_cls: 2.2625, loss: 2.2625, grad_norm: 1.9202 2020-09-29 16:14:40,627 - mmaction - INFO - Epoch [195][300/627] lr: 8.273e-02, eta: 12:14:58, time: 1.082, data_time: 0.004, memory: 8472, top1_acc: 0.4940, top5_acc: 0.7294, loss_cls: 2.2225, loss: 2.2225, grad_norm: 1.9313 2020-09-29 16:15:03,142 - mmaction - INFO - Epoch [195][320/627] lr: 8.273e-02, eta: 12:14:35, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4870, top5_acc: 0.7234, loss_cls: 2.2600, loss: 2.2600, grad_norm: 1.9753 2020-09-29 16:15:26,335 - mmaction - INFO - Epoch [195][340/627] lr: 8.273e-02, eta: 12:14:12, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.4868, top5_acc: 0.7258, loss_cls: 2.2421, loss: 2.2421, grad_norm: 1.9450 2020-09-29 16:15:47,508 - mmaction - INFO - Epoch [195][360/627] lr: 8.273e-02, eta: 12:13:48, time: 1.058, data_time: 0.003, memory: 8472, top1_acc: 0.4887, top5_acc: 0.7194, loss_cls: 2.2377, loss: 2.2377, grad_norm: 1.9342 2020-09-29 16:16:10,275 - mmaction - INFO - Epoch [195][380/627] lr: 8.273e-02, eta: 12:13:25, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.4891, top5_acc: 0.7225, loss_cls: 2.2380, loss: 2.2380, grad_norm: 1.9346 2020-09-29 16:16:32,116 - mmaction - INFO - Epoch [195][400/627] lr: 8.273e-02, eta: 12:13:02, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.4842, top5_acc: 0.7250, loss_cls: 2.2679, loss: 2.2679, grad_norm: 1.9515 2020-09-29 16:16:54,636 - mmaction - INFO - Epoch [195][420/627] lr: 8.273e-02, eta: 12:12:39, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.4816, top5_acc: 0.7134, loss_cls: 2.3042, loss: 2.3042, grad_norm: 1.9606 2020-09-29 16:17:17,395 - mmaction - INFO - Epoch [195][440/627] lr: 8.273e-02, eta: 12:12:16, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.4840, top5_acc: 0.7122, loss_cls: 2.2795, loss: 2.2795, grad_norm: 1.9495 2020-09-29 16:17:40,033 - mmaction - INFO - Epoch [195][460/627] lr: 8.273e-02, eta: 12:11:53, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.4917, top5_acc: 0.7225, loss_cls: 2.2467, loss: 2.2467, grad_norm: 1.9155 2020-09-29 16:18:02,783 - mmaction - INFO - Epoch [195][480/627] lr: 8.273e-02, eta: 12:11:31, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.4828, top5_acc: 0.7294, loss_cls: 2.2404, loss: 2.2404, grad_norm: 1.9246 2020-09-29 16:18:23,968 - mmaction - INFO - Epoch [195][500/627] lr: 8.273e-02, eta: 12:11:07, time: 1.057, data_time: 0.001, memory: 8472, top1_acc: 0.4913, top5_acc: 0.7228, loss_cls: 2.2539, loss: 2.2539, grad_norm: 1.9259 2020-09-29 16:18:46,716 - mmaction - INFO - Epoch [195][520/627] lr: 8.273e-02, eta: 12:10:44, time: 1.140, data_time: 0.054, memory: 8472, top1_acc: 0.4836, top5_acc: 0.7255, loss_cls: 2.2522, loss: 2.2522, grad_norm: 1.9402 2020-09-29 16:19:08,374 - mmaction - INFO - Epoch [195][540/627] lr: 8.273e-02, eta: 12:10:21, time: 1.081, data_time: 0.001, memory: 8472, top1_acc: 0.4828, top5_acc: 0.7217, loss_cls: 2.2613, loss: 2.2613, grad_norm: 1.9404 2020-09-29 16:19:29,813 - mmaction - INFO - Epoch [195][560/627] lr: 8.273e-02, eta: 12:09:58, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.4962, top5_acc: 0.7266, loss_cls: 2.2285, loss: 2.2285, grad_norm: 1.9252 2020-09-29 16:19:53,302 - mmaction - INFO - Epoch [195][580/627] lr: 8.273e-02, eta: 12:09:35, time: 1.174, data_time: 0.089, memory: 8472, top1_acc: 0.4833, top5_acc: 0.7189, loss_cls: 2.2768, loss: 2.2768, grad_norm: 1.9625 2020-09-29 16:20:15,878 - mmaction - INFO - Epoch [195][600/627] lr: 8.273e-02, eta: 12:09:12, time: 1.130, data_time: 0.164, memory: 8472, top1_acc: 0.4797, top5_acc: 0.7206, loss_cls: 2.2655, loss: 2.2655, grad_norm: 1.9558 2020-09-29 16:20:37,283 - mmaction - INFO - Epoch [195][620/627] lr: 8.273e-02, eta: 12:08:49, time: 1.069, data_time: 0.114, memory: 8472, top1_acc: 0.4919, top5_acc: 0.7264, loss_cls: 2.2242, loss: 2.2242, grad_norm: 1.9555 2020-09-29 16:22:05,162 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 16:22:05,858 - mmaction - INFO - top1_acc 0.5264 top5_acc 0.7745 2020-09-29 16:22:05,858 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 16:22:05,903 - mmaction - INFO - mean_acc 0.5263 2020-09-29 16:22:05,903 - mmaction - INFO - Now best checkpoint is epoch_195.pth 2020-09-29 16:22:05,917 - mmaction - INFO - Epoch(val) [195][627] top1_acc: 0.5264, top5_acc: 0.7745, mean_class_accuracy: 0.5263 2020-09-29 16:22:57,090 - mmaction - INFO - Epoch [196][20/627] lr: 8.020e-02, eta: 12:08:24, time: 2.556, data_time: 1.381, memory: 8472, top1_acc: 0.4850, top5_acc: 0.7141, loss_cls: 2.2777, loss: 2.2777, grad_norm: 1.9676 2020-09-29 16:23:19,131 - mmaction - INFO - Epoch [196][40/627] lr: 8.020e-02, eta: 12:08:01, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.4871, top5_acc: 0.7259, loss_cls: 2.2377, loss: 2.2377, grad_norm: 1.9201 2020-09-29 16:23:42,688 - mmaction - INFO - Epoch [196][60/627] lr: 8.020e-02, eta: 12:07:39, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.5023, top5_acc: 0.7345, loss_cls: 2.1943, loss: 2.1943, grad_norm: 1.9103 2020-09-29 16:24:03,570 - mmaction - INFO - Epoch [196][80/627] lr: 8.020e-02, eta: 12:07:15, time: 1.042, data_time: 0.002, memory: 8472, top1_acc: 0.4996, top5_acc: 0.7294, loss_cls: 2.2021, loss: 2.2021, grad_norm: 1.9399 2020-09-29 16:24:26,872 - mmaction - INFO - Epoch [196][100/627] lr: 8.020e-02, eta: 12:06:52, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.5031, top5_acc: 0.7366, loss_cls: 2.1908, loss: 2.1908, grad_norm: 1.9358 2020-09-29 16:24:47,802 - mmaction - INFO - Epoch [196][120/627] lr: 8.020e-02, eta: 12:06:29, time: 1.049, data_time: 0.005, memory: 8472, top1_acc: 0.4868, top5_acc: 0.7221, loss_cls: 2.2343, loss: 2.2343, grad_norm: 1.9562 2020-09-29 16:25:09,722 - mmaction - INFO - Epoch [196][140/627] lr: 8.020e-02, eta: 12:06:06, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4896, top5_acc: 0.7197, loss_cls: 2.2596, loss: 2.2596, grad_norm: 1.9463 2020-09-29 16:25:33,873 - mmaction - INFO - Epoch [196][160/627] lr: 8.020e-02, eta: 12:05:43, time: 1.205, data_time: 0.001, memory: 8472, top1_acc: 0.4792, top5_acc: 0.7228, loss_cls: 2.2463, loss: 2.2463, grad_norm: 1.9464 2020-09-29 16:25:55,453 - mmaction - INFO - Epoch [196][180/627] lr: 8.020e-02, eta: 12:05:20, time: 1.080, data_time: 0.004, memory: 8472, top1_acc: 0.5001, top5_acc: 0.7246, loss_cls: 2.1836, loss: 2.1836, grad_norm: 1.9193 2020-09-29 16:26:17,167 - mmaction - INFO - Epoch [196][200/627] lr: 8.020e-02, eta: 12:04:57, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4928, top5_acc: 0.7263, loss_cls: 2.2156, loss: 2.2156, grad_norm: 1.9479 2020-09-29 16:26:39,838 - mmaction - INFO - Epoch [196][220/627] lr: 8.020e-02, eta: 12:04:34, time: 1.132, data_time: 0.001, memory: 8472, top1_acc: 0.4923, top5_acc: 0.7276, loss_cls: 2.2105, loss: 2.2105, grad_norm: 1.9619 2020-09-29 16:27:02,011 - mmaction - INFO - Epoch [196][240/627] lr: 8.020e-02, eta: 12:04:11, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.4853, top5_acc: 0.7223, loss_cls: 2.2565, loss: 2.2565, grad_norm: 1.9829 2020-09-29 16:27:24,572 - mmaction - INFO - Epoch [196][260/627] lr: 8.020e-02, eta: 12:03:48, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.5013, top5_acc: 0.7342, loss_cls: 2.1966, loss: 2.1966, grad_norm: 1.9550 2020-09-29 16:27:47,122 - mmaction - INFO - Epoch [196][280/627] lr: 8.020e-02, eta: 12:03:25, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.4977, top5_acc: 0.7365, loss_cls: 2.2106, loss: 2.2106, grad_norm: 1.9699 2020-09-29 16:28:08,927 - mmaction - INFO - Epoch [196][300/627] lr: 8.020e-02, eta: 12:03:02, time: 1.091, data_time: 0.003, memory: 8472, top1_acc: 0.4882, top5_acc: 0.7281, loss_cls: 2.2220, loss: 2.2220, grad_norm: 1.9459 2020-09-29 16:28:29,780 - mmaction - INFO - Epoch [196][320/627] lr: 8.020e-02, eta: 12:02:38, time: 1.044, data_time: 0.029, memory: 8472, top1_acc: 0.4939, top5_acc: 0.7316, loss_cls: 2.2229, loss: 2.2229, grad_norm: 1.9813 2020-09-29 16:28:51,824 - mmaction - INFO - Epoch [196][340/627] lr: 8.020e-02, eta: 12:02:15, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.4806, top5_acc: 0.7191, loss_cls: 2.2711, loss: 2.2711, grad_norm: 1.9920 2020-09-29 16:29:14,304 - mmaction - INFO - Epoch [196][360/627] lr: 8.020e-02, eta: 12:01:52, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.4871, top5_acc: 0.7250, loss_cls: 2.2353, loss: 2.2353, grad_norm: 1.9571 2020-09-29 16:29:36,504 - mmaction - INFO - Epoch [196][380/627] lr: 8.020e-02, eta: 12:01:29, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.4915, top5_acc: 0.7234, loss_cls: 2.2317, loss: 2.2317, grad_norm: 1.9323 2020-09-29 16:29:58,943 - mmaction - INFO - Epoch [196][400/627] lr: 8.020e-02, eta: 12:01:06, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.4936, top5_acc: 0.7271, loss_cls: 2.2153, loss: 2.2153, grad_norm: 1.9434 2020-09-29 16:30:21,246 - mmaction - INFO - Epoch [196][420/627] lr: 8.020e-02, eta: 12:00:43, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.4919, top5_acc: 0.7281, loss_cls: 2.2158, loss: 2.2158, grad_norm: 1.9795 2020-09-29 16:30:44,288 - mmaction - INFO - Epoch [196][440/627] lr: 8.020e-02, eta: 12:00:20, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.4826, top5_acc: 0.7181, loss_cls: 2.2773, loss: 2.2773, grad_norm: 1.9910 2020-09-29 16:31:05,185 - mmaction - INFO - Epoch [196][460/627] lr: 8.020e-02, eta: 11:59:57, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.4836, top5_acc: 0.7073, loss_cls: 2.2843, loss: 2.2843, grad_norm: 1.9590 2020-09-29 16:31:27,614 - mmaction - INFO - Epoch [196][480/627] lr: 8.020e-02, eta: 11:59:34, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.4811, top5_acc: 0.7126, loss_cls: 2.2944, loss: 2.2944, grad_norm: 1.9691 2020-09-29 16:31:49,765 - mmaction - INFO - Epoch [196][500/627] lr: 8.020e-02, eta: 11:59:11, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.4799, top5_acc: 0.7184, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.9494 2020-09-29 16:32:10,933 - mmaction - INFO - Epoch [196][520/627] lr: 8.020e-02, eta: 11:58:47, time: 1.058, data_time: 0.001, memory: 8472, top1_acc: 0.4889, top5_acc: 0.7148, loss_cls: 2.2747, loss: 2.2747, grad_norm: 1.9355 2020-09-29 16:32:33,862 - mmaction - INFO - Epoch [196][540/627] lr: 8.020e-02, eta: 11:58:24, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.4887, top5_acc: 0.7215, loss_cls: 2.2411, loss: 2.2411, grad_norm: 1.9298 2020-09-29 16:32:56,389 - mmaction - INFO - Epoch [196][560/627] lr: 8.020e-02, eta: 11:58:01, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.4915, top5_acc: 0.7297, loss_cls: 2.2105, loss: 2.2105, grad_norm: 1.9312 2020-09-29 16:33:17,911 - mmaction - INFO - Epoch [196][580/627] lr: 8.020e-02, eta: 11:57:38, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.4936, top5_acc: 0.7206, loss_cls: 2.2567, loss: 2.2567, grad_norm: 1.9883 2020-09-29 16:33:41,221 - mmaction - INFO - Epoch [196][600/627] lr: 8.020e-02, eta: 11:57:15, time: 1.165, data_time: 0.003, memory: 8472, top1_acc: 0.4957, top5_acc: 0.7344, loss_cls: 2.1979, loss: 2.1979, grad_norm: 1.9243 2020-09-29 16:34:02,762 - mmaction - INFO - Epoch [196][620/627] lr: 8.020e-02, eta: 11:56:52, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.4859, top5_acc: 0.7178, loss_cls: 2.2605, loss: 2.2605, grad_norm: 1.9416 2020-09-29 16:34:09,675 - mmaction - INFO - Saving checkpoint at 196 epochs 2020-09-29 16:35:02,239 - mmaction - INFO - Epoch [197][20/627] lr: 7.771e-02, eta: 11:56:28, time: 2.608, data_time: 1.271, memory: 8472, top1_acc: 0.5001, top5_acc: 0.7283, loss_cls: 2.2094, loss: 2.2094, grad_norm: 1.9608 2020-09-29 16:35:23,914 - mmaction - INFO - Epoch [197][40/627] lr: 7.771e-02, eta: 11:56:04, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7336, loss_cls: 2.1816, loss: 2.1816, grad_norm: 1.9651 2020-09-29 16:35:45,951 - mmaction - INFO - Epoch [197][60/627] lr: 7.771e-02, eta: 11:55:41, time: 1.101, data_time: 0.020, memory: 8472, top1_acc: 0.5060, top5_acc: 0.7329, loss_cls: 2.1780, loss: 2.1780, grad_norm: 1.9466 2020-09-29 16:36:09,018 - mmaction - INFO - Epoch [197][80/627] lr: 7.771e-02, eta: 11:55:19, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.5109, top5_acc: 0.7323, loss_cls: 2.1534, loss: 2.1534, grad_norm: 1.9203 2020-09-29 16:36:30,042 - mmaction - INFO - Epoch [197][100/627] lr: 7.771e-02, eta: 11:54:55, time: 1.048, data_time: 0.001, memory: 8472, top1_acc: 0.4934, top5_acc: 0.7344, loss_cls: 2.2008, loss: 2.2008, grad_norm: 1.9789 2020-09-29 16:36:53,455 - mmaction - INFO - Epoch [197][120/627] lr: 7.771e-02, eta: 11:54:32, time: 1.174, data_time: 0.004, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7348, loss_cls: 2.1752, loss: 2.1752, grad_norm: 1.9703 2020-09-29 16:37:14,917 - mmaction - INFO - Epoch [197][140/627] lr: 7.771e-02, eta: 11:54:09, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5064, top5_acc: 0.7292, loss_cls: 2.1914, loss: 2.1914, grad_norm: 1.9445 2020-09-29 16:37:37,067 - mmaction - INFO - Epoch [197][160/627] lr: 7.771e-02, eta: 11:53:46, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.4893, top5_acc: 0.7242, loss_cls: 2.2244, loss: 2.2244, grad_norm: 1.9637 2020-09-29 16:37:59,235 - mmaction - INFO - Epoch [197][180/627] lr: 7.771e-02, eta: 11:53:23, time: 1.110, data_time: 0.004, memory: 8472, top1_acc: 0.4973, top5_acc: 0.7293, loss_cls: 2.2046, loss: 2.2046, grad_norm: 1.9753 2020-09-29 16:38:22,108 - mmaction - INFO - Epoch [197][200/627] lr: 7.771e-02, eta: 11:53:00, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.4932, top5_acc: 0.7237, loss_cls: 2.2264, loss: 2.2264, grad_norm: 2.0079 2020-09-29 16:38:45,422 - mmaction - INFO - Epoch [197][220/627] lr: 7.771e-02, eta: 11:52:37, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.4911, top5_acc: 0.7299, loss_cls: 2.2117, loss: 2.2117, grad_norm: 1.9733 2020-09-29 16:39:07,382 - mmaction - INFO - Epoch [197][240/627] lr: 7.771e-02, eta: 11:52:14, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4915, top5_acc: 0.7215, loss_cls: 2.2441, loss: 2.2441, grad_norm: 2.0081 2020-09-29 16:39:28,692 - mmaction - INFO - Epoch [197][260/627] lr: 7.771e-02, eta: 11:51:51, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.4879, top5_acc: 0.7249, loss_cls: 2.2642, loss: 2.2642, grad_norm: 2.0058 2020-09-29 16:39:51,415 - mmaction - INFO - Epoch [197][280/627] lr: 7.771e-02, eta: 11:51:28, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.5013, top5_acc: 0.7255, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.9734 2020-09-29 16:40:12,581 - mmaction - INFO - Epoch [197][300/627] lr: 7.771e-02, eta: 11:51:05, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.4965, top5_acc: 0.7297, loss_cls: 2.2210, loss: 2.2210, grad_norm: 1.9546 2020-09-29 16:40:36,288 - mmaction - INFO - Epoch [197][320/627] lr: 7.771e-02, eta: 11:50:42, time: 1.187, data_time: 0.004, memory: 8472, top1_acc: 0.4917, top5_acc: 0.7243, loss_cls: 2.2398, loss: 2.2398, grad_norm: 1.9671 2020-09-29 16:40:57,252 - mmaction - INFO - Epoch [197][340/627] lr: 7.771e-02, eta: 11:50:19, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.4977, top5_acc: 0.7297, loss_cls: 2.2082, loss: 2.2082, grad_norm: 1.9318 2020-09-29 16:41:19,948 - mmaction - INFO - Epoch [197][360/627] lr: 7.771e-02, eta: 11:49:56, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.4966, top5_acc: 0.7318, loss_cls: 2.2023, loss: 2.2023, grad_norm: 1.9688 2020-09-29 16:41:41,743 - mmaction - INFO - Epoch [197][380/627] lr: 7.771e-02, eta: 11:49:32, time: 1.093, data_time: 0.023, memory: 8472, top1_acc: 0.4831, top5_acc: 0.7158, loss_cls: 2.2702, loss: 2.2702, grad_norm: 1.9949 2020-09-29 16:42:04,422 - mmaction - INFO - Epoch [197][400/627] lr: 7.771e-02, eta: 11:49:10, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.4913, top5_acc: 0.7199, loss_cls: 2.2547, loss: 2.2547, grad_norm: 2.0009 2020-09-29 16:42:27,625 - mmaction - INFO - Epoch [197][420/627] lr: 7.771e-02, eta: 11:48:47, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.4874, top5_acc: 0.7259, loss_cls: 2.2199, loss: 2.2199, grad_norm: 1.9629 2020-09-29 16:42:49,453 - mmaction - INFO - Epoch [197][440/627] lr: 7.771e-02, eta: 11:48:24, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.4849, top5_acc: 0.7223, loss_cls: 2.2310, loss: 2.2310, grad_norm: 1.9715 2020-09-29 16:43:11,160 - mmaction - INFO - Epoch [197][460/627] lr: 7.771e-02, eta: 11:48:00, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4788, top5_acc: 0.7241, loss_cls: 2.2625, loss: 2.2625, grad_norm: 2.0028 2020-09-29 16:43:33,839 - mmaction - INFO - Epoch [197][480/627] lr: 7.771e-02, eta: 11:47:37, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.4897, top5_acc: 0.7227, loss_cls: 2.2543, loss: 2.2543, grad_norm: 1.9783 2020-09-29 16:43:56,411 - mmaction - INFO - Epoch [197][500/627] lr: 7.771e-02, eta: 11:47:15, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.4991, top5_acc: 0.7311, loss_cls: 2.2003, loss: 2.2003, grad_norm: 1.9643 2020-09-29 16:44:17,587 - mmaction - INFO - Epoch [197][520/627] lr: 7.771e-02, eta: 11:46:51, time: 1.062, data_time: 0.004, memory: 8472, top1_acc: 0.4887, top5_acc: 0.7220, loss_cls: 2.2256, loss: 2.2256, grad_norm: 1.9874 2020-09-29 16:44:39,524 - mmaction - INFO - Epoch [197][540/627] lr: 7.771e-02, eta: 11:46:28, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.4887, top5_acc: 0.7301, loss_cls: 2.2389, loss: 2.2389, grad_norm: 1.9852 2020-09-29 16:45:01,262 - mmaction - INFO - Epoch [197][560/627] lr: 7.771e-02, eta: 11:46:05, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.4839, top5_acc: 0.7184, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.9973 2020-09-29 16:45:24,100 - mmaction - INFO - Epoch [197][580/627] lr: 7.771e-02, eta: 11:45:42, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.4967, top5_acc: 0.7290, loss_cls: 2.2332, loss: 2.2332, grad_norm: 1.9854 2020-09-29 16:45:46,038 - mmaction - INFO - Epoch [197][600/627] lr: 7.771e-02, eta: 11:45:19, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4882, top5_acc: 0.7281, loss_cls: 2.2230, loss: 2.2230, grad_norm: 1.9757 2020-09-29 16:46:07,780 - mmaction - INFO - Epoch [197][620/627] lr: 7.771e-02, eta: 11:44:56, time: 1.087, data_time: 0.005, memory: 8472, top1_acc: 0.4919, top5_acc: 0.7241, loss_cls: 2.2497, loss: 2.2497, grad_norm: 1.9851 2020-09-29 16:47:06,881 - mmaction - INFO - Epoch [198][20/627] lr: 7.526e-02, eta: 11:44:31, time: 2.564, data_time: 1.383, memory: 8472, top1_acc: 0.4949, top5_acc: 0.7329, loss_cls: 2.2115, loss: 2.2115, grad_norm: 1.9663 2020-09-29 16:47:29,429 - mmaction - INFO - Epoch [198][40/627] lr: 7.526e-02, eta: 11:44:08, time: 1.129, data_time: 0.005, memory: 8472, top1_acc: 0.5027, top5_acc: 0.7270, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.9741 2020-09-29 16:47:51,337 - mmaction - INFO - Epoch [198][60/627] lr: 7.526e-02, eta: 11:43:45, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.4913, top5_acc: 0.7344, loss_cls: 2.1969, loss: 2.1969, grad_norm: 1.9570 2020-09-29 16:48:13,854 - mmaction - INFO - Epoch [198][80/627] lr: 7.526e-02, eta: 11:43:22, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.4995, top5_acc: 0.7303, loss_cls: 2.1978, loss: 2.1978, grad_norm: 1.9406 2020-09-29 16:48:35,507 - mmaction - INFO - Epoch [198][100/627] lr: 7.526e-02, eta: 11:42:59, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.5046, top5_acc: 0.7305, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.9549 2020-09-29 16:48:57,767 - mmaction - INFO - Epoch [198][120/627] lr: 7.526e-02, eta: 11:42:35, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.5038, top5_acc: 0.7374, loss_cls: 2.1515, loss: 2.1515, grad_norm: 1.9620 2020-09-29 16:49:19,080 - mmaction - INFO - Epoch [198][140/627] lr: 7.526e-02, eta: 11:42:12, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.4984, top5_acc: 0.7327, loss_cls: 2.1686, loss: 2.1686, grad_norm: 1.9905 2020-09-29 16:49:42,754 - mmaction - INFO - Epoch [198][160/627] lr: 7.526e-02, eta: 11:41:50, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.4970, top5_acc: 0.7303, loss_cls: 2.1849, loss: 2.1849, grad_norm: 2.0144 2020-09-29 16:50:04,553 - mmaction - INFO - Epoch [198][180/627] lr: 7.526e-02, eta: 11:41:26, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.5009, top5_acc: 0.7302, loss_cls: 2.2267, loss: 2.2267, grad_norm: 2.0231 2020-09-29 16:50:26,325 - mmaction - INFO - Epoch [198][200/627] lr: 7.526e-02, eta: 11:41:03, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.5021, top5_acc: 0.7294, loss_cls: 2.2015, loss: 2.2015, grad_norm: 1.9925 2020-09-29 16:50:48,141 - mmaction - INFO - Epoch [198][220/627] lr: 7.526e-02, eta: 11:40:40, time: 1.091, data_time: 0.024, memory: 8472, top1_acc: 0.4958, top5_acc: 0.7255, loss_cls: 2.2141, loss: 2.2141, grad_norm: 2.0104 2020-09-29 16:51:10,257 - mmaction - INFO - Epoch [198][240/627] lr: 7.526e-02, eta: 11:40:17, time: 1.108, data_time: 0.031, memory: 8472, top1_acc: 0.4935, top5_acc: 0.7324, loss_cls: 2.2026, loss: 2.2026, grad_norm: 1.9974 2020-09-29 16:51:32,058 - mmaction - INFO - Epoch [198][260/627] lr: 7.526e-02, eta: 11:39:54, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.4983, top5_acc: 0.7323, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.9903 2020-09-29 16:51:55,013 - mmaction - INFO - Epoch [198][280/627] lr: 7.526e-02, eta: 11:39:31, time: 1.147, data_time: 0.001, memory: 8472, top1_acc: 0.4947, top5_acc: 0.7240, loss_cls: 2.2301, loss: 2.2301, grad_norm: 2.0075 2020-09-29 16:52:17,452 - mmaction - INFO - Epoch [198][300/627] lr: 7.526e-02, eta: 11:39:08, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.4952, top5_acc: 0.7286, loss_cls: 2.1958, loss: 2.1958, grad_norm: 2.0050 2020-09-29 16:52:39,190 - mmaction - INFO - Epoch [198][320/627] lr: 7.526e-02, eta: 11:38:45, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.4982, top5_acc: 0.7309, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.9920 2020-09-29 16:53:00,936 - mmaction - INFO - Epoch [198][340/627] lr: 7.526e-02, eta: 11:38:22, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.5034, top5_acc: 0.7283, loss_cls: 2.1996, loss: 2.1996, grad_norm: 2.0216 2020-09-29 16:53:24,253 - mmaction - INFO - Epoch [198][360/627] lr: 7.526e-02, eta: 11:37:59, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.4982, top5_acc: 0.7284, loss_cls: 2.1999, loss: 2.1999, grad_norm: 2.0320 2020-09-29 16:53:45,911 - mmaction - INFO - Epoch [198][380/627] lr: 7.526e-02, eta: 11:37:36, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.4882, top5_acc: 0.7184, loss_cls: 2.2280, loss: 2.2280, grad_norm: 2.0232 2020-09-29 16:54:07,407 - mmaction - INFO - Epoch [198][400/627] lr: 7.526e-02, eta: 11:37:12, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.4767, top5_acc: 0.7158, loss_cls: 2.2943, loss: 2.2943, grad_norm: 2.0425 2020-09-29 16:54:29,378 - mmaction - INFO - Epoch [198][420/627] lr: 7.526e-02, eta: 11:36:49, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.4957, top5_acc: 0.7258, loss_cls: 2.2180, loss: 2.2180, grad_norm: 2.0027 2020-09-29 16:54:51,817 - mmaction - INFO - Epoch [198][440/627] lr: 7.526e-02, eta: 11:36:26, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.4927, top5_acc: 0.7237, loss_cls: 2.2338, loss: 2.2338, grad_norm: 2.0108 2020-09-29 16:55:14,336 - mmaction - INFO - Epoch [198][460/627] lr: 7.526e-02, eta: 11:36:03, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7191, loss_cls: 2.2363, loss: 2.2363, grad_norm: 1.9944 2020-09-29 16:55:35,851 - mmaction - INFO - Epoch [198][480/627] lr: 7.526e-02, eta: 11:35:40, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.5007, top5_acc: 0.7355, loss_cls: 2.1738, loss: 2.1738, grad_norm: 1.9722 2020-09-29 16:55:58,198 - mmaction - INFO - Epoch [198][500/627] lr: 7.526e-02, eta: 11:35:17, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5016, top5_acc: 0.7388, loss_cls: 2.1651, loss: 2.1651, grad_norm: 1.9897 2020-09-29 16:56:20,345 - mmaction - INFO - Epoch [198][520/627] lr: 7.526e-02, eta: 11:34:54, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.4949, top5_acc: 0.7260, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.0229 2020-09-29 16:56:43,080 - mmaction - INFO - Epoch [198][540/627] lr: 7.526e-02, eta: 11:34:31, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.4884, top5_acc: 0.7249, loss_cls: 2.2490, loss: 2.2490, grad_norm: 2.0106 2020-09-29 16:57:04,471 - mmaction - INFO - Epoch [198][560/627] lr: 7.526e-02, eta: 11:34:08, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.4943, top5_acc: 0.7267, loss_cls: 2.2182, loss: 2.2182, grad_norm: 1.9821 2020-09-29 16:57:27,070 - mmaction - INFO - Epoch [198][580/627] lr: 7.526e-02, eta: 11:33:45, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.4924, top5_acc: 0.7203, loss_cls: 2.2538, loss: 2.2538, grad_norm: 2.0026 2020-09-29 16:57:48,412 - mmaction - INFO - Epoch [198][600/627] lr: 7.526e-02, eta: 11:33:21, time: 1.067, data_time: 0.003, memory: 8472, top1_acc: 0.4919, top5_acc: 0.7202, loss_cls: 2.2439, loss: 2.2439, grad_norm: 2.0098 2020-09-29 16:58:11,004 - mmaction - INFO - Epoch [198][620/627] lr: 7.526e-02, eta: 11:32:58, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.4870, top5_acc: 0.7238, loss_cls: 2.2613, loss: 2.2613, grad_norm: 2.0136 2020-09-29 16:59:11,464 - mmaction - INFO - Epoch [199][20/627] lr: 7.284e-02, eta: 11:32:34, time: 2.674, data_time: 1.505, memory: 8472, top1_acc: 0.5031, top5_acc: 0.7309, loss_cls: 2.1772, loss: 2.1772, grad_norm: 1.9662 2020-09-29 16:59:34,258 - mmaction - INFO - Epoch [199][40/627] lr: 7.284e-02, eta: 11:32:11, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.4974, top5_acc: 0.7289, loss_cls: 2.2065, loss: 2.2065, grad_norm: 2.0414 2020-09-29 16:59:56,041 - mmaction - INFO - Epoch [199][60/627] lr: 7.284e-02, eta: 11:31:48, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.4951, top5_acc: 0.7331, loss_cls: 2.1931, loss: 2.1931, grad_norm: 2.0147 2020-09-29 17:00:19,421 - mmaction - INFO - Epoch [199][80/627] lr: 7.284e-02, eta: 11:31:25, time: 1.168, data_time: 0.002, memory: 8472, top1_acc: 0.5001, top5_acc: 0.7286, loss_cls: 2.1889, loss: 2.1889, grad_norm: 2.0095 2020-09-29 17:00:41,593 - mmaction - INFO - Epoch [199][100/627] lr: 7.284e-02, eta: 11:31:02, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.4958, top5_acc: 0.7323, loss_cls: 2.1860, loss: 2.1860, grad_norm: 1.9950 2020-09-29 17:01:03,756 - mmaction - INFO - Epoch [199][120/627] lr: 7.284e-02, eta: 11:30:39, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.5031, top5_acc: 0.7279, loss_cls: 2.1823, loss: 2.1823, grad_norm: 1.9864 2020-09-29 17:01:26,341 - mmaction - INFO - Epoch [199][140/627] lr: 7.284e-02, eta: 11:30:16, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.4995, top5_acc: 0.7361, loss_cls: 2.1879, loss: 2.1879, grad_norm: 2.0313 2020-09-29 17:01:48,722 - mmaction - INFO - Epoch [199][160/627] lr: 7.284e-02, eta: 11:29:53, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.5008, top5_acc: 0.7336, loss_cls: 2.2028, loss: 2.2028, grad_norm: 2.0035 2020-09-29 17:02:10,418 - mmaction - INFO - Epoch [199][180/627] lr: 7.284e-02, eta: 11:29:30, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.5109, top5_acc: 0.7344, loss_cls: 2.1683, loss: 2.1683, grad_norm: 1.9882 2020-09-29 17:02:32,450 - mmaction - INFO - Epoch [199][200/627] lr: 7.284e-02, eta: 11:29:07, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.5121, top5_acc: 0.7339, loss_cls: 2.1748, loss: 2.1748, grad_norm: 2.0022 2020-09-29 17:02:54,370 - mmaction - INFO - Epoch [199][220/627] lr: 7.284e-02, eta: 11:28:44, time: 1.098, data_time: 0.004, memory: 8472, top1_acc: 0.5029, top5_acc: 0.7352, loss_cls: 2.1752, loss: 2.1752, grad_norm: 2.0006 2020-09-29 17:03:15,771 - mmaction - INFO - Epoch [199][240/627] lr: 7.284e-02, eta: 11:28:21, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.5043, top5_acc: 0.7341, loss_cls: 2.1760, loss: 2.1760, grad_norm: 2.0012 2020-09-29 17:03:39,876 - mmaction - INFO - Epoch [199][260/627] lr: 7.284e-02, eta: 11:27:58, time: 1.206, data_time: 0.002, memory: 8472, top1_acc: 0.5074, top5_acc: 0.7363, loss_cls: 2.1758, loss: 2.1758, grad_norm: 2.0160 2020-09-29 17:04:02,672 - mmaction - INFO - Epoch [199][280/627] lr: 7.284e-02, eta: 11:27:35, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.5010, top5_acc: 0.7344, loss_cls: 2.1849, loss: 2.1849, grad_norm: 2.0187 2020-09-29 17:04:23,905 - mmaction - INFO - Epoch [199][300/627] lr: 7.284e-02, eta: 11:27:12, time: 1.062, data_time: 0.003, memory: 8472, top1_acc: 0.4990, top5_acc: 0.7366, loss_cls: 2.1756, loss: 2.1756, grad_norm: 2.0346 2020-09-29 17:04:47,269 - mmaction - INFO - Epoch [199][320/627] lr: 7.284e-02, eta: 11:26:49, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.5012, top5_acc: 0.7324, loss_cls: 2.1876, loss: 2.1876, grad_norm: 2.0141 2020-09-29 17:05:09,254 - mmaction - INFO - Epoch [199][340/627] lr: 7.284e-02, eta: 11:26:26, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.4997, top5_acc: 0.7328, loss_cls: 2.1980, loss: 2.1980, grad_norm: 2.0357 2020-09-29 17:05:31,237 - mmaction - INFO - Epoch [199][360/627] lr: 7.284e-02, eta: 11:26:03, time: 1.099, data_time: 0.004, memory: 8472, top1_acc: 0.4983, top5_acc: 0.7249, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.0384 2020-09-29 17:05:53,266 - mmaction - INFO - Epoch [199][380/627] lr: 7.284e-02, eta: 11:25:40, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.4938, top5_acc: 0.7305, loss_cls: 2.1882, loss: 2.1882, grad_norm: 2.0073 2020-09-29 17:06:16,056 - mmaction - INFO - Epoch [199][400/627] lr: 7.284e-02, eta: 11:25:17, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.4945, top5_acc: 0.7296, loss_cls: 2.2092, loss: 2.2092, grad_norm: 2.0274 2020-09-29 17:06:38,475 - mmaction - INFO - Epoch [199][420/627] lr: 7.284e-02, eta: 11:24:54, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.5001, top5_acc: 0.7340, loss_cls: 2.1881, loss: 2.1881, grad_norm: 2.0279 2020-09-29 17:07:00,668 - mmaction - INFO - Epoch [199][440/627] lr: 7.284e-02, eta: 11:24:31, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4922, top5_acc: 0.7312, loss_cls: 2.2085, loss: 2.2085, grad_norm: 2.0195 2020-09-29 17:07:23,601 - mmaction - INFO - Epoch [199][460/627] lr: 7.284e-02, eta: 11:24:08, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.5039, top5_acc: 0.7315, loss_cls: 2.1886, loss: 2.1886, grad_norm: 2.0163 2020-09-29 17:07:45,647 - mmaction - INFO - Epoch [199][480/627] lr: 7.284e-02, eta: 11:23:45, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.4961, top5_acc: 0.7257, loss_cls: 2.2136, loss: 2.2136, grad_norm: 2.0513 2020-09-29 17:08:06,600 - mmaction - INFO - Epoch [199][500/627] lr: 7.284e-02, eta: 11:23:21, time: 1.044, data_time: 0.002, memory: 8472, top1_acc: 0.4931, top5_acc: 0.7260, loss_cls: 2.2236, loss: 2.2236, grad_norm: 2.0286 2020-09-29 17:08:29,037 - mmaction - INFO - Epoch [199][520/627] lr: 7.284e-02, eta: 11:22:59, time: 1.123, data_time: 0.005, memory: 8472, top1_acc: 0.5020, top5_acc: 0.7280, loss_cls: 2.1893, loss: 2.1893, grad_norm: 2.0070 2020-09-29 17:08:50,946 - mmaction - INFO - Epoch [199][540/627] lr: 7.284e-02, eta: 11:22:35, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.4844, top5_acc: 0.7207, loss_cls: 2.2409, loss: 2.2409, grad_norm: 2.0157 2020-09-29 17:09:14,282 - mmaction - INFO - Epoch [199][560/627] lr: 7.284e-02, eta: 11:22:13, time: 1.169, data_time: 0.065, memory: 8472, top1_acc: 0.4908, top5_acc: 0.7176, loss_cls: 2.2481, loss: 2.2481, grad_norm: 2.0355 2020-09-29 17:09:35,894 - mmaction - INFO - Epoch [199][580/627] lr: 7.284e-02, eta: 11:21:49, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.5017, top5_acc: 0.7307, loss_cls: 2.1768, loss: 2.1768, grad_norm: 1.9839 2020-09-29 17:09:57,577 - mmaction - INFO - Epoch [199][600/627] lr: 7.284e-02, eta: 11:21:26, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7207, loss_cls: 2.2235, loss: 2.2235, grad_norm: 2.0302 2020-09-29 17:10:18,840 - mmaction - INFO - Epoch [199][620/627] lr: 7.284e-02, eta: 11:21:03, time: 1.063, data_time: 0.012, memory: 8472, top1_acc: 0.4991, top5_acc: 0.7348, loss_cls: 2.2064, loss: 2.2064, grad_norm: 2.0336 2020-09-29 17:11:23,594 - mmaction - INFO - Epoch [200][20/627] lr: 7.045e-02, eta: 11:20:39, time: 2.820, data_time: 1.596, memory: 8472, top1_acc: 0.4909, top5_acc: 0.7318, loss_cls: 2.2163, loss: 2.2163, grad_norm: 2.0091 2020-09-29 17:11:45,544 - mmaction - INFO - Epoch [200][40/627] lr: 7.045e-02, eta: 11:20:16, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4941, top5_acc: 0.7331, loss_cls: 2.1886, loss: 2.1886, grad_norm: 2.0002 2020-09-29 17:12:06,469 - mmaction - INFO - Epoch [200][60/627] lr: 7.045e-02, eta: 11:19:53, time: 1.046, data_time: 0.002, memory: 8472, top1_acc: 0.4939, top5_acc: 0.7294, loss_cls: 2.1953, loss: 2.1953, grad_norm: 2.0114 2020-09-29 17:12:28,049 - mmaction - INFO - Epoch [200][80/627] lr: 7.045e-02, eta: 11:19:30, time: 1.077, data_time: 0.002, memory: 8472, top1_acc: 0.5027, top5_acc: 0.7307, loss_cls: 2.2113, loss: 2.2113, grad_norm: 2.0394 2020-09-29 17:12:49,940 - mmaction - INFO - Epoch [200][100/627] lr: 7.045e-02, eta: 11:19:06, time: 1.095, data_time: 0.031, memory: 8472, top1_acc: 0.5173, top5_acc: 0.7409, loss_cls: 2.1310, loss: 2.1310, grad_norm: 2.0087 2020-09-29 17:13:12,881 - mmaction - INFO - Epoch [200][120/627] lr: 7.045e-02, eta: 11:18:44, time: 1.149, data_time: 0.096, memory: 8472, top1_acc: 0.5036, top5_acc: 0.7365, loss_cls: 2.1712, loss: 2.1712, grad_norm: 2.0353 2020-09-29 17:13:36,284 - mmaction - INFO - Epoch [200][140/627] lr: 7.045e-02, eta: 11:18:21, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.4945, top5_acc: 0.7313, loss_cls: 2.1976, loss: 2.1976, grad_norm: 2.0225 2020-09-29 17:13:58,428 - mmaction - INFO - Epoch [200][160/627] lr: 7.045e-02, eta: 11:17:58, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.5009, top5_acc: 0.7382, loss_cls: 2.1671, loss: 2.1671, grad_norm: 2.0167 2020-09-29 17:14:19,466 - mmaction - INFO - Epoch [200][180/627] lr: 7.045e-02, eta: 11:17:34, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.5095, top5_acc: 0.7331, loss_cls: 2.1667, loss: 2.1667, grad_norm: 2.0279 2020-09-29 17:14:42,094 - mmaction - INFO - Epoch [200][200/627] lr: 7.045e-02, eta: 11:17:11, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5061, top5_acc: 0.7385, loss_cls: 2.1713, loss: 2.1713, grad_norm: 2.0264 2020-09-29 17:15:05,229 - mmaction - INFO - Epoch [200][220/627] lr: 7.045e-02, eta: 11:16:49, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.4987, top5_acc: 0.7322, loss_cls: 2.2047, loss: 2.2047, grad_norm: 2.0425 2020-09-29 17:15:26,583 - mmaction - INFO - Epoch [200][240/627] lr: 7.045e-02, eta: 11:16:25, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.5020, top5_acc: 0.7393, loss_cls: 2.1799, loss: 2.1799, grad_norm: 2.0249 2020-09-29 17:15:49,106 - mmaction - INFO - Epoch [200][260/627] lr: 7.045e-02, eta: 11:16:02, time: 1.126, data_time: 0.133, memory: 8472, top1_acc: 0.5120, top5_acc: 0.7354, loss_cls: 2.1538, loss: 2.1538, grad_norm: 1.9828 2020-09-29 17:16:11,293 - mmaction - INFO - Epoch [200][280/627] lr: 7.045e-02, eta: 11:15:39, time: 1.108, data_time: 0.123, memory: 8472, top1_acc: 0.5034, top5_acc: 0.7367, loss_cls: 2.1774, loss: 2.1774, grad_norm: 2.0401 2020-09-29 17:16:33,349 - mmaction - INFO - Epoch [200][300/627] lr: 7.045e-02, eta: 11:15:16, time: 1.103, data_time: 0.107, memory: 8472, top1_acc: 0.5025, top5_acc: 0.7366, loss_cls: 2.1696, loss: 2.1696, grad_norm: 2.0531 2020-09-29 17:16:55,711 - mmaction - INFO - Epoch [200][320/627] lr: 7.045e-02, eta: 11:14:53, time: 1.120, data_time: 0.145, memory: 8472, top1_acc: 0.5066, top5_acc: 0.7314, loss_cls: 2.1738, loss: 2.1738, grad_norm: 2.0427 2020-09-29 17:17:18,428 - mmaction - INFO - Epoch [200][340/627] lr: 7.045e-02, eta: 11:14:30, time: 1.135, data_time: 0.061, memory: 8472, top1_acc: 0.5014, top5_acc: 0.7358, loss_cls: 2.1886, loss: 2.1886, grad_norm: 2.0589 2020-09-29 17:17:40,235 - mmaction - INFO - Epoch [200][360/627] lr: 7.045e-02, eta: 11:14:07, time: 1.090, data_time: 0.139, memory: 8472, top1_acc: 0.5151, top5_acc: 0.7402, loss_cls: 2.1295, loss: 2.1295, grad_norm: 2.0008 2020-09-29 17:18:01,790 - mmaction - INFO - Epoch [200][380/627] lr: 7.045e-02, eta: 11:13:44, time: 1.079, data_time: 0.023, memory: 8472, top1_acc: 0.5052, top5_acc: 0.7393, loss_cls: 2.1632, loss: 2.1632, grad_norm: 2.0397 2020-09-29 17:18:23,938 - mmaction - INFO - Epoch [200][400/627] lr: 7.045e-02, eta: 11:13:21, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.5005, top5_acc: 0.7297, loss_cls: 2.1867, loss: 2.1867, grad_norm: 2.0358 2020-09-29 17:18:45,824 - mmaction - INFO - Epoch [200][420/627] lr: 7.045e-02, eta: 11:12:58, time: 1.095, data_time: 0.037, memory: 8472, top1_acc: 0.4971, top5_acc: 0.7290, loss_cls: 2.2104, loss: 2.2104, grad_norm: 2.0216 2020-09-29 17:19:08,198 - mmaction - INFO - Epoch [200][440/627] lr: 7.045e-02, eta: 11:12:35, time: 1.118, data_time: 0.009, memory: 8472, top1_acc: 0.4990, top5_acc: 0.7276, loss_cls: 2.2038, loss: 2.2038, grad_norm: 2.0134 2020-09-29 17:19:30,168 - mmaction - INFO - Epoch [200][460/627] lr: 7.045e-02, eta: 11:12:12, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.4962, top5_acc: 0.7230, loss_cls: 2.2264, loss: 2.2264, grad_norm: 2.0602 2020-09-29 17:19:52,372 - mmaction - INFO - Epoch [200][480/627] lr: 7.045e-02, eta: 11:11:49, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7251, loss_cls: 2.2256, loss: 2.2256, grad_norm: 2.0478 2020-09-29 17:20:13,406 - mmaction - INFO - Epoch [200][500/627] lr: 7.045e-02, eta: 11:11:25, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.4962, top5_acc: 0.7250, loss_cls: 2.2290, loss: 2.2290, grad_norm: 2.0442 2020-09-29 17:20:36,306 - mmaction - INFO - Epoch [200][520/627] lr: 7.045e-02, eta: 11:11:02, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.5115, top5_acc: 0.7376, loss_cls: 2.1443, loss: 2.1443, grad_norm: 2.0244 2020-09-29 17:20:58,272 - mmaction - INFO - Epoch [200][540/627] lr: 7.045e-02, eta: 11:10:39, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.5020, top5_acc: 0.7314, loss_cls: 2.1885, loss: 2.1885, grad_norm: 2.0251 2020-09-29 17:21:19,293 - mmaction - INFO - Epoch [200][560/627] lr: 7.045e-02, eta: 11:10:16, time: 1.050, data_time: 0.002, memory: 8472, top1_acc: 0.5043, top5_acc: 0.7440, loss_cls: 2.1338, loss: 2.1338, grad_norm: 2.0481 2020-09-29 17:21:41,570 - mmaction - INFO - Epoch [200][580/627] lr: 7.045e-02, eta: 11:09:53, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.5049, top5_acc: 0.7457, loss_cls: 2.1478, loss: 2.1478, grad_norm: 2.0575 2020-09-29 17:22:04,066 - mmaction - INFO - Epoch [200][600/627] lr: 7.045e-02, eta: 11:09:30, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.4921, top5_acc: 0.7358, loss_cls: 2.1612, loss: 2.1612, grad_norm: 2.0564 2020-09-29 17:22:25,076 - mmaction - INFO - Epoch [200][620/627] lr: 7.045e-02, eta: 11:09:06, time: 1.051, data_time: 0.002, memory: 8472, top1_acc: 0.4908, top5_acc: 0.7207, loss_cls: 2.2269, loss: 2.2269, grad_norm: 2.0205 2020-09-29 17:22:32,301 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-09-29 17:23:52,475 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 17:23:53,155 - mmaction - INFO - top1_acc 0.5575 top5_acc 0.7936 2020-09-29 17:23:53,155 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 17:23:53,200 - mmaction - INFO - mean_acc 0.5574 2020-09-29 17:23:53,200 - mmaction - INFO - Now best checkpoint is epoch_200.pth 2020-09-29 17:23:53,213 - mmaction - INFO - Epoch(val) [200][627] top1_acc: 0.5575, top5_acc: 0.7936, mean_class_accuracy: 0.5574 2020-09-29 17:24:44,009 - mmaction - INFO - Epoch [201][20/627] lr: 6.810e-02, eta: 11:08:41, time: 2.538, data_time: 1.467, memory: 8472, top1_acc: 0.5051, top5_acc: 0.7409, loss_cls: 2.1687, loss: 2.1687, grad_norm: 2.0415 2020-09-29 17:25:06,381 - mmaction - INFO - Epoch [201][40/627] lr: 6.810e-02, eta: 11:08:18, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5089, top5_acc: 0.7393, loss_cls: 2.1643, loss: 2.1643, grad_norm: 2.0226 2020-09-29 17:25:26,891 - mmaction - INFO - Epoch [201][60/627] lr: 6.810e-02, eta: 11:07:55, time: 1.027, data_time: 0.012, memory: 8472, top1_acc: 0.5118, top5_acc: 0.7393, loss_cls: 2.1460, loss: 2.1460, grad_norm: 2.0320 2020-09-29 17:25:49,364 - mmaction - INFO - Epoch [201][80/627] lr: 6.810e-02, eta: 11:07:32, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.5074, top5_acc: 0.7303, loss_cls: 2.1657, loss: 2.1657, grad_norm: 2.0574 2020-09-29 17:26:11,395 - mmaction - INFO - Epoch [201][100/627] lr: 6.810e-02, eta: 11:07:09, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.5007, top5_acc: 0.7375, loss_cls: 2.1608, loss: 2.1608, grad_norm: 2.0694 2020-09-29 17:26:34,364 - mmaction - INFO - Epoch [201][120/627] lr: 6.810e-02, eta: 11:06:46, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.5040, top5_acc: 0.7398, loss_cls: 2.1576, loss: 2.1576, grad_norm: 2.0694 2020-09-29 17:26:56,946 - mmaction - INFO - Epoch [201][140/627] lr: 6.810e-02, eta: 11:06:23, time: 1.130, data_time: 0.004, memory: 8472, top1_acc: 0.5018, top5_acc: 0.7268, loss_cls: 2.1860, loss: 2.1860, grad_norm: 2.0535 2020-09-29 17:27:18,978 - mmaction - INFO - Epoch [201][160/627] lr: 6.810e-02, eta: 11:06:00, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.5059, top5_acc: 0.7318, loss_cls: 2.1712, loss: 2.1712, grad_norm: 2.0342 2020-09-29 17:27:40,737 - mmaction - INFO - Epoch [201][180/627] lr: 6.810e-02, eta: 11:05:37, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4932, top5_acc: 0.7336, loss_cls: 2.2015, loss: 2.2015, grad_norm: 2.0585 2020-09-29 17:28:01,942 - mmaction - INFO - Epoch [201][200/627] lr: 6.810e-02, eta: 11:05:13, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.5130, top5_acc: 0.7497, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.0387 2020-09-29 17:28:24,203 - mmaction - INFO - Epoch [201][220/627] lr: 6.810e-02, eta: 11:04:50, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.4988, top5_acc: 0.7358, loss_cls: 2.1764, loss: 2.1764, grad_norm: 2.0729 2020-09-29 17:28:45,801 - mmaction - INFO - Epoch [201][240/627] lr: 6.810e-02, eta: 11:04:27, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.5063, top5_acc: 0.7305, loss_cls: 2.1698, loss: 2.1698, grad_norm: 2.0564 2020-09-29 17:29:08,460 - mmaction - INFO - Epoch [201][260/627] lr: 6.810e-02, eta: 11:04:04, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5126, top5_acc: 0.7410, loss_cls: 2.1397, loss: 2.1397, grad_norm: 2.0211 2020-09-29 17:29:31,562 - mmaction - INFO - Epoch [201][280/627] lr: 6.810e-02, eta: 11:03:41, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.5052, top5_acc: 0.7387, loss_cls: 2.1473, loss: 2.1473, grad_norm: 2.0561 2020-09-29 17:29:53,486 - mmaction - INFO - Epoch [201][300/627] lr: 6.810e-02, eta: 11:03:18, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.4996, top5_acc: 0.7426, loss_cls: 2.1636, loss: 2.1636, grad_norm: 2.0492 2020-09-29 17:30:15,638 - mmaction - INFO - Epoch [201][320/627] lr: 6.810e-02, eta: 11:02:55, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.5053, top5_acc: 0.7421, loss_cls: 2.1488, loss: 2.1488, grad_norm: 2.0191 2020-09-29 17:30:38,614 - mmaction - INFO - Epoch [201][340/627] lr: 6.810e-02, eta: 11:02:32, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.4949, top5_acc: 0.7307, loss_cls: 2.1919, loss: 2.1919, grad_norm: 2.0683 2020-09-29 17:31:00,446 - mmaction - INFO - Epoch [201][360/627] lr: 6.810e-02, eta: 11:02:09, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.5007, top5_acc: 0.7355, loss_cls: 2.1821, loss: 2.1821, grad_norm: 2.0759 2020-09-29 17:31:21,907 - mmaction - INFO - Epoch [201][380/627] lr: 6.810e-02, eta: 11:01:46, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.4884, top5_acc: 0.7242, loss_cls: 2.2239, loss: 2.2239, grad_norm: 2.0537 2020-09-29 17:31:43,253 - mmaction - INFO - Epoch [201][400/627] lr: 6.810e-02, eta: 11:01:22, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.5031, top5_acc: 0.7333, loss_cls: 2.1603, loss: 2.1603, grad_norm: 2.0570 2020-09-29 17:32:05,290 - mmaction - INFO - Epoch [201][420/627] lr: 6.810e-02, eta: 11:00:59, time: 1.104, data_time: 0.004, memory: 8472, top1_acc: 0.5035, top5_acc: 0.7358, loss_cls: 2.1634, loss: 2.1634, grad_norm: 2.0526 2020-09-29 17:32:27,865 - mmaction - INFO - Epoch [201][440/627] lr: 6.810e-02, eta: 11:00:36, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.4939, top5_acc: 0.7302, loss_cls: 2.2121, loss: 2.2121, grad_norm: 2.0883 2020-09-29 17:32:49,507 - mmaction - INFO - Epoch [201][460/627] lr: 6.810e-02, eta: 11:00:13, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.5111, top5_acc: 0.7457, loss_cls: 2.1366, loss: 2.1366, grad_norm: 2.0194 2020-09-29 17:33:11,367 - mmaction - INFO - Epoch [201][480/627] lr: 6.810e-02, eta: 10:59:50, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.5046, top5_acc: 0.7293, loss_cls: 2.1795, loss: 2.1795, grad_norm: 2.0603 2020-09-29 17:33:32,706 - mmaction - INFO - Epoch [201][500/627] lr: 6.810e-02, eta: 10:59:27, time: 1.064, data_time: 0.001, memory: 8472, top1_acc: 0.5051, top5_acc: 0.7383, loss_cls: 2.1807, loss: 2.1807, grad_norm: 2.0576 2020-09-29 17:33:55,384 - mmaction - INFO - Epoch [201][520/627] lr: 6.810e-02, eta: 10:59:04, time: 1.136, data_time: 0.005, memory: 8472, top1_acc: 0.5035, top5_acc: 0.7344, loss_cls: 2.1845, loss: 2.1845, grad_norm: 2.0927 2020-09-29 17:34:17,442 - mmaction - INFO - Epoch [201][540/627] lr: 6.810e-02, eta: 10:58:41, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.5115, top5_acc: 0.7408, loss_cls: 2.1365, loss: 2.1365, grad_norm: 2.0333 2020-09-29 17:34:39,141 - mmaction - INFO - Epoch [201][560/627] lr: 6.810e-02, eta: 10:58:18, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.5052, top5_acc: 0.7354, loss_cls: 2.1747, loss: 2.1747, grad_norm: 2.0722 2020-09-29 17:35:01,237 - mmaction - INFO - Epoch [201][580/627] lr: 6.810e-02, eta: 10:57:55, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.4939, top5_acc: 0.7297, loss_cls: 2.2068, loss: 2.2068, grad_norm: 2.0710 2020-09-29 17:35:23,932 - mmaction - INFO - Epoch [201][600/627] lr: 6.810e-02, eta: 10:57:32, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5025, top5_acc: 0.7318, loss_cls: 2.1875, loss: 2.1875, grad_norm: 2.0477 2020-09-29 17:35:45,552 - mmaction - INFO - Epoch [201][620/627] lr: 6.810e-02, eta: 10:57:08, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.5042, top5_acc: 0.7312, loss_cls: 2.2002, loss: 2.2002, grad_norm: 2.0785 2020-09-29 17:36:44,308 - mmaction - INFO - Epoch [202][20/627] lr: 6.578e-02, eta: 10:56:43, time: 2.590, data_time: 1.582, memory: 8472, top1_acc: 0.5107, top5_acc: 0.7401, loss_cls: 2.1463, loss: 2.1463, grad_norm: 2.0889 2020-09-29 17:37:06,180 - mmaction - INFO - Epoch [202][40/627] lr: 6.578e-02, eta: 10:56:20, time: 1.093, data_time: 0.072, memory: 8472, top1_acc: 0.5126, top5_acc: 0.7371, loss_cls: 2.1288, loss: 2.1288, grad_norm: 2.0696 2020-09-29 17:37:28,600 - mmaction - INFO - Epoch [202][60/627] lr: 6.578e-02, eta: 10:55:57, time: 1.124, data_time: 0.130, memory: 8472, top1_acc: 0.5139, top5_acc: 0.7452, loss_cls: 2.1121, loss: 2.1121, grad_norm: 2.0740 2020-09-29 17:37:50,482 - mmaction - INFO - Epoch [202][80/627] lr: 6.578e-02, eta: 10:55:34, time: 1.091, data_time: 0.009, memory: 8472, top1_acc: 0.5008, top5_acc: 0.7322, loss_cls: 2.1807, loss: 2.1807, grad_norm: 2.0853 2020-09-29 17:38:12,836 - mmaction - INFO - Epoch [202][100/627] lr: 6.578e-02, eta: 10:55:11, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.5036, top5_acc: 0.7368, loss_cls: 2.1676, loss: 2.1676, grad_norm: 2.0708 2020-09-29 17:38:35,071 - mmaction - INFO - Epoch [202][120/627] lr: 6.578e-02, eta: 10:54:48, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.5156, top5_acc: 0.7410, loss_cls: 2.1210, loss: 2.1210, grad_norm: 2.0222 2020-09-29 17:38:56,603 - mmaction - INFO - Epoch [202][140/627] lr: 6.578e-02, eta: 10:54:25, time: 1.078, data_time: 0.004, memory: 8472, top1_acc: 0.5125, top5_acc: 0.7430, loss_cls: 2.1196, loss: 2.1196, grad_norm: 2.0694 2020-09-29 17:39:19,180 - mmaction - INFO - Epoch [202][160/627] lr: 6.578e-02, eta: 10:54:02, time: 1.129, data_time: 0.083, memory: 8472, top1_acc: 0.5171, top5_acc: 0.7471, loss_cls: 2.1200, loss: 2.1200, grad_norm: 2.0803 2020-09-29 17:39:40,477 - mmaction - INFO - Epoch [202][180/627] lr: 6.578e-02, eta: 10:53:39, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.5115, top5_acc: 0.7404, loss_cls: 2.1312, loss: 2.1312, grad_norm: 2.0526 2020-09-29 17:40:03,202 - mmaction - INFO - Epoch [202][200/627] lr: 6.578e-02, eta: 10:53:16, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.5083, top5_acc: 0.7301, loss_cls: 2.1591, loss: 2.1591, grad_norm: 2.0499 2020-09-29 17:40:24,436 - mmaction - INFO - Epoch [202][220/627] lr: 6.578e-02, eta: 10:52:52, time: 1.062, data_time: 0.020, memory: 8472, top1_acc: 0.5130, top5_acc: 0.7396, loss_cls: 2.1348, loss: 2.1348, grad_norm: 2.0730 2020-09-29 17:40:47,127 - mmaction - INFO - Epoch [202][240/627] lr: 6.578e-02, eta: 10:52:29, time: 1.134, data_time: 0.107, memory: 8472, top1_acc: 0.5027, top5_acc: 0.7260, loss_cls: 2.2069, loss: 2.2069, grad_norm: 2.0989 2020-09-29 17:41:09,063 - mmaction - INFO - Epoch [202][260/627] lr: 6.578e-02, eta: 10:52:06, time: 1.097, data_time: 0.077, memory: 8472, top1_acc: 0.5007, top5_acc: 0.7315, loss_cls: 2.1868, loss: 2.1868, grad_norm: 2.0733 2020-09-29 17:41:30,405 - mmaction - INFO - Epoch [202][280/627] lr: 6.578e-02, eta: 10:51:43, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.5070, top5_acc: 0.7367, loss_cls: 2.1602, loss: 2.1602, grad_norm: 2.0890 2020-09-29 17:41:52,554 - mmaction - INFO - Epoch [202][300/627] lr: 6.578e-02, eta: 10:51:20, time: 1.108, data_time: 0.007, memory: 8472, top1_acc: 0.5077, top5_acc: 0.7397, loss_cls: 2.1591, loss: 2.1591, grad_norm: 2.0930 2020-09-29 17:42:14,568 - mmaction - INFO - Epoch [202][320/627] lr: 6.578e-02, eta: 10:50:57, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.5094, top5_acc: 0.7384, loss_cls: 2.1588, loss: 2.1588, grad_norm: 2.1107 2020-09-29 17:42:36,987 - mmaction - INFO - Epoch [202][340/627] lr: 6.578e-02, eta: 10:50:34, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.5017, top5_acc: 0.7277, loss_cls: 2.1777, loss: 2.1777, grad_norm: 2.0983 2020-09-29 17:42:58,631 - mmaction - INFO - Epoch [202][360/627] lr: 6.578e-02, eta: 10:50:11, time: 1.084, data_time: 0.004, memory: 8472, top1_acc: 0.5134, top5_acc: 0.7362, loss_cls: 2.1294, loss: 2.1294, grad_norm: 2.0936 2020-09-29 17:43:21,800 - mmaction - INFO - Epoch [202][380/627] lr: 6.578e-02, eta: 10:49:48, time: 1.158, data_time: 0.001, memory: 8472, top1_acc: 0.5030, top5_acc: 0.7331, loss_cls: 2.1770, loss: 2.1770, grad_norm: 2.0991 2020-09-29 17:43:44,166 - mmaction - INFO - Epoch [202][400/627] lr: 6.578e-02, eta: 10:49:25, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.4979, top5_acc: 0.7297, loss_cls: 2.2215, loss: 2.2215, grad_norm: 2.1018 2020-09-29 17:44:05,784 - mmaction - INFO - Epoch [202][420/627] lr: 6.578e-02, eta: 10:49:02, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.5150, top5_acc: 0.7422, loss_cls: 2.1327, loss: 2.1327, grad_norm: 2.0613 2020-09-29 17:44:27,475 - mmaction - INFO - Epoch [202][440/627] lr: 6.578e-02, eta: 10:48:39, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.5030, top5_acc: 0.7344, loss_cls: 2.1797, loss: 2.1797, grad_norm: 2.0810 2020-09-29 17:44:49,455 - mmaction - INFO - Epoch [202][460/627] lr: 6.578e-02, eta: 10:48:15, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.4996, top5_acc: 0.7402, loss_cls: 2.1674, loss: 2.1674, grad_norm: 2.1090 2020-09-29 17:45:12,257 - mmaction - INFO - Epoch [202][480/627] lr: 6.578e-02, eta: 10:47:53, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.5126, top5_acc: 0.7421, loss_cls: 2.1231, loss: 2.1231, grad_norm: 2.0524 2020-09-29 17:45:34,256 - mmaction - INFO - Epoch [202][500/627] lr: 6.578e-02, eta: 10:47:29, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.5053, top5_acc: 0.7362, loss_cls: 2.1553, loss: 2.1553, grad_norm: 2.0819 2020-09-29 17:45:56,598 - mmaction - INFO - Epoch [202][520/627] lr: 6.578e-02, eta: 10:47:06, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.5052, top5_acc: 0.7352, loss_cls: 2.1722, loss: 2.1722, grad_norm: 2.0887 2020-09-29 17:46:18,735 - mmaction - INFO - Epoch [202][540/627] lr: 6.578e-02, eta: 10:46:43, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5055, top5_acc: 0.7341, loss_cls: 2.1765, loss: 2.1765, grad_norm: 2.1005 2020-09-29 17:46:40,646 - mmaction - INFO - Epoch [202][560/627] lr: 6.578e-02, eta: 10:46:20, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.4991, top5_acc: 0.7350, loss_cls: 2.1744, loss: 2.1744, grad_norm: 2.1183 2020-09-29 17:47:02,422 - mmaction - INFO - Epoch [202][580/627] lr: 6.578e-02, eta: 10:45:57, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.4999, top5_acc: 0.7292, loss_cls: 2.1947, loss: 2.1947, grad_norm: 2.0843 2020-09-29 17:47:23,069 - mmaction - INFO - Epoch [202][600/627] lr: 6.578e-02, eta: 10:45:34, time: 1.034, data_time: 0.003, memory: 8472, top1_acc: 0.5090, top5_acc: 0.7326, loss_cls: 2.1611, loss: 2.1611, grad_norm: 2.0825 2020-09-29 17:47:45,221 - mmaction - INFO - Epoch [202][620/627] lr: 6.578e-02, eta: 10:45:11, time: 1.106, data_time: 0.113, memory: 8472, top1_acc: 0.5107, top5_acc: 0.7411, loss_cls: 2.1307, loss: 2.1307, grad_norm: 2.0634 2020-09-29 17:48:43,854 - mmaction - INFO - Epoch [203][20/627] lr: 6.350e-02, eta: 10:44:45, time: 2.581, data_time: 1.317, memory: 8472, top1_acc: 0.5040, top5_acc: 0.7380, loss_cls: 2.1361, loss: 2.1361, grad_norm: 2.0811 2020-09-29 17:49:06,459 - mmaction - INFO - Epoch [203][40/627] lr: 6.350e-02, eta: 10:44:22, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.4990, top5_acc: 0.7309, loss_cls: 2.1944, loss: 2.1944, grad_norm: 2.1061 2020-09-29 17:49:28,743 - mmaction - INFO - Epoch [203][60/627] lr: 6.350e-02, eta: 10:43:59, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.5165, top5_acc: 0.7474, loss_cls: 2.0952, loss: 2.0952, grad_norm: 2.0402 2020-09-29 17:49:51,666 - mmaction - INFO - Epoch [203][80/627] lr: 6.350e-02, eta: 10:43:37, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.5173, top5_acc: 0.7447, loss_cls: 2.1193, loss: 2.1193, grad_norm: 2.0666 2020-09-29 17:50:12,822 - mmaction - INFO - Epoch [203][100/627] lr: 6.350e-02, eta: 10:43:13, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.5188, top5_acc: 0.7492, loss_cls: 2.0992, loss: 2.0992, grad_norm: 2.1012 2020-09-29 17:50:35,309 - mmaction - INFO - Epoch [203][120/627] lr: 6.350e-02, eta: 10:42:50, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.5061, top5_acc: 0.7397, loss_cls: 2.1428, loss: 2.1428, grad_norm: 2.1205 2020-09-29 17:50:56,176 - mmaction - INFO - Epoch [203][140/627] lr: 6.350e-02, eta: 10:42:27, time: 1.044, data_time: 0.002, memory: 8472, top1_acc: 0.5167, top5_acc: 0.7445, loss_cls: 2.1120, loss: 2.1120, grad_norm: 2.0955 2020-09-29 17:51:18,823 - mmaction - INFO - Epoch [203][160/627] lr: 6.350e-02, eta: 10:42:04, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.5121, top5_acc: 0.7504, loss_cls: 2.0942, loss: 2.0942, grad_norm: 2.0910 2020-09-29 17:51:42,178 - mmaction - INFO - Epoch [203][180/627] lr: 6.350e-02, eta: 10:41:41, time: 1.171, data_time: 0.004, memory: 8472, top1_acc: 0.5160, top5_acc: 0.7443, loss_cls: 2.1065, loss: 2.1065, grad_norm: 2.0849 2020-09-29 17:52:03,805 - mmaction - INFO - Epoch [203][200/627] lr: 6.350e-02, eta: 10:41:18, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.5095, top5_acc: 0.7414, loss_cls: 2.1251, loss: 2.1251, grad_norm: 2.0899 2020-09-29 17:52:26,371 - mmaction - INFO - Epoch [203][220/627] lr: 6.350e-02, eta: 10:40:55, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.5237, top5_acc: 0.7507, loss_cls: 2.0849, loss: 2.0849, grad_norm: 2.0962 2020-09-29 17:52:48,742 - mmaction - INFO - Epoch [203][240/627] lr: 6.350e-02, eta: 10:40:32, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5122, top5_acc: 0.7413, loss_cls: 2.1503, loss: 2.1503, grad_norm: 2.1191 2020-09-29 17:53:09,979 - mmaction - INFO - Epoch [203][260/627] lr: 6.350e-02, eta: 10:40:09, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.5159, top5_acc: 0.7355, loss_cls: 2.1441, loss: 2.1441, grad_norm: 2.1048 2020-09-29 17:53:32,802 - mmaction - INFO - Epoch [203][280/627] lr: 6.350e-02, eta: 10:39:46, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.5085, top5_acc: 0.7389, loss_cls: 2.1345, loss: 2.1345, grad_norm: 2.0912 2020-09-29 17:53:53,020 - mmaction - INFO - Epoch [203][300/627] lr: 6.350e-02, eta: 10:39:22, time: 1.010, data_time: 0.003, memory: 8472, top1_acc: 0.5109, top5_acc: 0.7398, loss_cls: 2.1338, loss: 2.1338, grad_norm: 2.1230 2020-09-29 17:54:16,508 - mmaction - INFO - Epoch [203][320/627] lr: 6.350e-02, eta: 10:39:00, time: 1.176, data_time: 0.003, memory: 8472, top1_acc: 0.5061, top5_acc: 0.7350, loss_cls: 2.1594, loss: 2.1594, grad_norm: 2.0804 2020-09-29 17:54:38,030 - mmaction - INFO - Epoch [203][340/627] lr: 6.350e-02, eta: 10:38:36, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.5154, top5_acc: 0.7387, loss_cls: 2.1461, loss: 2.1461, grad_norm: 2.0923 2020-09-29 17:55:00,577 - mmaction - INFO - Epoch [203][360/627] lr: 6.350e-02, eta: 10:38:13, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.5135, top5_acc: 0.7448, loss_cls: 2.1153, loss: 2.1153, grad_norm: 2.0815 2020-09-29 17:55:23,032 - mmaction - INFO - Epoch [203][380/627] lr: 6.350e-02, eta: 10:37:50, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.5070, top5_acc: 0.7345, loss_cls: 2.1578, loss: 2.1578, grad_norm: 2.1047 2020-09-29 17:55:44,607 - mmaction - INFO - Epoch [203][400/627] lr: 6.350e-02, eta: 10:37:27, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.5128, top5_acc: 0.7395, loss_cls: 2.1436, loss: 2.1436, grad_norm: 2.1056 2020-09-29 17:56:06,897 - mmaction - INFO - Epoch [203][420/627] lr: 6.350e-02, eta: 10:37:04, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.5065, top5_acc: 0.7359, loss_cls: 2.1623, loss: 2.1623, grad_norm: 2.0870 2020-09-29 17:56:28,926 - mmaction - INFO - Epoch [203][440/627] lr: 6.350e-02, eta: 10:36:41, time: 1.101, data_time: 0.001, memory: 8472, top1_acc: 0.5087, top5_acc: 0.7404, loss_cls: 2.1309, loss: 2.1309, grad_norm: 2.1153 2020-09-29 17:56:51,816 - mmaction - INFO - Epoch [203][460/627] lr: 6.350e-02, eta: 10:36:18, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.5042, top5_acc: 0.7406, loss_cls: 2.1496, loss: 2.1496, grad_norm: 2.1246 2020-09-29 17:57:13,802 - mmaction - INFO - Epoch [203][480/627] lr: 6.350e-02, eta: 10:35:55, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.4997, top5_acc: 0.7270, loss_cls: 2.2083, loss: 2.2083, grad_norm: 2.1322 2020-09-29 17:57:37,174 - mmaction - INFO - Epoch [203][500/627] lr: 6.350e-02, eta: 10:35:33, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.4883, top5_acc: 0.7361, loss_cls: 2.1780, loss: 2.1780, grad_norm: 2.0927 2020-09-29 17:57:57,921 - mmaction - INFO - Epoch [203][520/627] lr: 6.350e-02, eta: 10:35:09, time: 1.038, data_time: 0.002, memory: 8472, top1_acc: 0.5122, top5_acc: 0.7436, loss_cls: 2.1126, loss: 2.1126, grad_norm: 2.0643 2020-09-29 17:58:19,637 - mmaction - INFO - Epoch [203][540/627] lr: 6.350e-02, eta: 10:34:46, time: 1.086, data_time: 0.001, memory: 8472, top1_acc: 0.5096, top5_acc: 0.7401, loss_cls: 2.1318, loss: 2.1318, grad_norm: 2.0646 2020-09-29 17:58:42,376 - mmaction - INFO - Epoch [203][560/627] lr: 6.350e-02, eta: 10:34:23, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.5118, top5_acc: 0.7444, loss_cls: 2.1403, loss: 2.1403, grad_norm: 2.1261 2020-09-29 17:59:04,009 - mmaction - INFO - Epoch [203][580/627] lr: 6.350e-02, eta: 10:34:00, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.5107, top5_acc: 0.7392, loss_cls: 2.1381, loss: 2.1381, grad_norm: 2.1011 2020-09-29 17:59:27,105 - mmaction - INFO - Epoch [203][600/627] lr: 6.350e-02, eta: 10:33:37, time: 1.157, data_time: 0.004, memory: 8472, top1_acc: 0.5020, top5_acc: 0.7402, loss_cls: 2.1552, loss: 2.1552, grad_norm: 2.1032 2020-09-29 17:59:49,498 - mmaction - INFO - Epoch [203][620/627] lr: 6.350e-02, eta: 10:33:14, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5094, top5_acc: 0.7320, loss_cls: 2.1577, loss: 2.1577, grad_norm: 2.0993 2020-09-29 18:00:55,979 - mmaction - INFO - Epoch [204][20/627] lr: 6.125e-02, eta: 10:32:51, time: 2.967, data_time: 1.692, memory: 8472, top1_acc: 0.5100, top5_acc: 0.7395, loss_cls: 2.1317, loss: 2.1317, grad_norm: 2.0934 2020-09-29 18:01:18,275 - mmaction - INFO - Epoch [204][40/627] lr: 6.125e-02, eta: 10:32:28, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5113, top5_acc: 0.7392, loss_cls: 2.1473, loss: 2.1473, grad_norm: 2.1261 2020-09-29 18:01:40,734 - mmaction - INFO - Epoch [204][60/627] lr: 6.125e-02, eta: 10:32:05, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.5160, top5_acc: 0.7428, loss_cls: 2.1330, loss: 2.1330, grad_norm: 2.1070 2020-09-29 18:02:02,088 - mmaction - INFO - Epoch [204][80/627] lr: 6.125e-02, eta: 10:31:41, time: 1.068, data_time: 0.004, memory: 8472, top1_acc: 0.5137, top5_acc: 0.7362, loss_cls: 2.1335, loss: 2.1335, grad_norm: 2.1188 2020-09-29 18:02:24,313 - mmaction - INFO - Epoch [204][100/627] lr: 6.125e-02, eta: 10:31:18, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.5115, top5_acc: 0.7408, loss_cls: 2.1295, loss: 2.1295, grad_norm: 2.1233 2020-09-29 18:02:47,200 - mmaction - INFO - Epoch [204][120/627] lr: 6.125e-02, eta: 10:30:55, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.5234, top5_acc: 0.7609, loss_cls: 2.0439, loss: 2.0439, grad_norm: 2.1109 2020-09-29 18:03:09,556 - mmaction - INFO - Epoch [204][140/627] lr: 6.125e-02, eta: 10:30:32, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.5178, top5_acc: 0.7432, loss_cls: 2.0899, loss: 2.0899, grad_norm: 2.1317 2020-09-29 18:03:32,991 - mmaction - INFO - Epoch [204][160/627] lr: 6.125e-02, eta: 10:30:10, time: 1.173, data_time: 0.005, memory: 8472, top1_acc: 0.5076, top5_acc: 0.7359, loss_cls: 2.1509, loss: 2.1509, grad_norm: 2.1267 2020-09-29 18:03:53,897 - mmaction - INFO - Epoch [204][180/627] lr: 6.125e-02, eta: 10:29:46, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.5113, top5_acc: 0.7408, loss_cls: 2.1206, loss: 2.1206, grad_norm: 2.1206 2020-09-29 18:04:15,867 - mmaction - INFO - Epoch [204][200/627] lr: 6.125e-02, eta: 10:29:23, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.5116, top5_acc: 0.7406, loss_cls: 2.1282, loss: 2.1282, grad_norm: 2.1562 2020-09-29 18:04:37,282 - mmaction - INFO - Epoch [204][220/627] lr: 6.125e-02, eta: 10:29:00, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.5232, top5_acc: 0.7456, loss_cls: 2.1022, loss: 2.1022, grad_norm: 2.1276 2020-09-29 18:04:59,361 - mmaction - INFO - Epoch [204][240/627] lr: 6.125e-02, eta: 10:28:37, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.5091, top5_acc: 0.7329, loss_cls: 2.1716, loss: 2.1716, grad_norm: 2.1584 2020-09-29 18:05:22,006 - mmaction - INFO - Epoch [204][260/627] lr: 6.125e-02, eta: 10:28:14, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5076, top5_acc: 0.7449, loss_cls: 2.1415, loss: 2.1415, grad_norm: 2.1367 2020-09-29 18:05:44,046 - mmaction - INFO - Epoch [204][280/627] lr: 6.125e-02, eta: 10:27:51, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.5113, top5_acc: 0.7422, loss_cls: 2.1368, loss: 2.1368, grad_norm: 2.1265 2020-09-29 18:06:06,050 - mmaction - INFO - Epoch [204][300/627] lr: 6.125e-02, eta: 10:27:28, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.5089, top5_acc: 0.7380, loss_cls: 2.1424, loss: 2.1424, grad_norm: 2.1641 2020-09-29 18:06:28,684 - mmaction - INFO - Epoch [204][320/627] lr: 6.125e-02, eta: 10:27:05, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.5258, top5_acc: 0.7444, loss_cls: 2.0972, loss: 2.0972, grad_norm: 2.1063 2020-09-29 18:06:50,306 - mmaction - INFO - Epoch [204][340/627] lr: 6.125e-02, eta: 10:26:42, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.5150, top5_acc: 0.7400, loss_cls: 2.1328, loss: 2.1328, grad_norm: 2.1411 2020-09-29 18:07:11,830 - mmaction - INFO - Epoch [204][360/627] lr: 6.125e-02, eta: 10:26:19, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.5194, top5_acc: 0.7467, loss_cls: 2.0969, loss: 2.0969, grad_norm: 2.1436 2020-09-29 18:07:33,639 - mmaction - INFO - Epoch [204][380/627] lr: 6.125e-02, eta: 10:25:55, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.5124, top5_acc: 0.7471, loss_cls: 2.1407, loss: 2.1407, grad_norm: 2.1682 2020-09-29 18:07:56,272 - mmaction - INFO - Epoch [204][400/627] lr: 6.125e-02, eta: 10:25:33, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.5156, top5_acc: 0.7387, loss_cls: 2.1495, loss: 2.1495, grad_norm: 2.1235 2020-09-29 18:08:18,091 - mmaction - INFO - Epoch [204][420/627] lr: 6.125e-02, eta: 10:25:09, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.5203, top5_acc: 0.7436, loss_cls: 2.1084, loss: 2.1084, grad_norm: 2.1084 2020-09-29 18:08:39,661 - mmaction - INFO - Epoch [204][440/627] lr: 6.125e-02, eta: 10:24:46, time: 1.081, data_time: 0.005, memory: 8472, top1_acc: 0.5142, top5_acc: 0.7393, loss_cls: 2.1224, loss: 2.1224, grad_norm: 2.1406 2020-09-29 18:09:02,452 - mmaction - INFO - Epoch [204][460/627] lr: 6.125e-02, eta: 10:24:23, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.5073, top5_acc: 0.7415, loss_cls: 2.1278, loss: 2.1278, grad_norm: 2.1476 2020-09-29 18:09:24,715 - mmaction - INFO - Epoch [204][480/627] lr: 6.125e-02, eta: 10:24:00, time: 1.116, data_time: 0.004, memory: 8472, top1_acc: 0.5134, top5_acc: 0.7417, loss_cls: 2.1336, loss: 2.1336, grad_norm: 2.1553 2020-09-29 18:09:47,117 - mmaction - INFO - Epoch [204][500/627] lr: 6.125e-02, eta: 10:23:37, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.5198, top5_acc: 0.7428, loss_cls: 2.1100, loss: 2.1100, grad_norm: 2.1172 2020-09-29 18:10:08,541 - mmaction - INFO - Epoch [204][520/627] lr: 6.125e-02, eta: 10:23:14, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5161, top5_acc: 0.7482, loss_cls: 2.0928, loss: 2.0928, grad_norm: 2.1072 2020-09-29 18:10:30,729 - mmaction - INFO - Epoch [204][540/627] lr: 6.125e-02, eta: 10:22:51, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.5143, top5_acc: 0.7363, loss_cls: 2.1164, loss: 2.1164, grad_norm: 2.1294 2020-09-29 18:10:53,252 - mmaction - INFO - Epoch [204][560/627] lr: 6.125e-02, eta: 10:22:28, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.5138, top5_acc: 0.7413, loss_cls: 2.1195, loss: 2.1195, grad_norm: 2.1373 2020-09-29 18:11:14,767 - mmaction - INFO - Epoch [204][580/627] lr: 6.125e-02, eta: 10:22:05, time: 1.073, data_time: 0.016, memory: 8472, top1_acc: 0.5012, top5_acc: 0.7354, loss_cls: 2.1758, loss: 2.1758, grad_norm: 2.1777 2020-09-29 18:11:38,193 - mmaction - INFO - Epoch [204][600/627] lr: 6.125e-02, eta: 10:21:42, time: 1.173, data_time: 0.004, memory: 8472, top1_acc: 0.5184, top5_acc: 0.7432, loss_cls: 2.0886, loss: 2.0886, grad_norm: 2.1420 2020-09-29 18:11:59,285 - mmaction - INFO - Epoch [204][620/627] lr: 6.125e-02, eta: 10:21:19, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.5145, top5_acc: 0.7435, loss_cls: 2.1329, loss: 2.1329, grad_norm: 2.1538 2020-09-29 18:12:06,772 - mmaction - INFO - Saving checkpoint at 204 epochs 2020-09-29 18:13:01,332 - mmaction - INFO - Epoch [205][20/627] lr: 5.904e-02, eta: 10:20:54, time: 2.707, data_time: 1.697, memory: 8472, top1_acc: 0.5142, top5_acc: 0.7378, loss_cls: 2.1432, loss: 2.1432, grad_norm: 2.1562 2020-09-29 18:13:23,713 - mmaction - INFO - Epoch [205][40/627] lr: 5.904e-02, eta: 10:20:31, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.5260, top5_acc: 0.7505, loss_cls: 2.0521, loss: 2.0521, grad_norm: 2.1198 2020-09-29 18:13:45,851 - mmaction - INFO - Epoch [205][60/627] lr: 5.904e-02, eta: 10:20:08, time: 1.105, data_time: 0.052, memory: 8472, top1_acc: 0.5105, top5_acc: 0.7440, loss_cls: 2.1266, loss: 2.1266, grad_norm: 2.1671 2020-09-29 18:14:08,043 - mmaction - INFO - Epoch [205][80/627] lr: 5.904e-02, eta: 10:19:45, time: 1.111, data_time: 0.069, memory: 8472, top1_acc: 0.5224, top5_acc: 0.7482, loss_cls: 2.0885, loss: 2.0885, grad_norm: 2.1239 2020-09-29 18:14:30,288 - mmaction - INFO - Epoch [205][100/627] lr: 5.904e-02, eta: 10:19:22, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.5169, top5_acc: 0.7493, loss_cls: 2.0930, loss: 2.0930, grad_norm: 2.1446 2020-09-29 18:14:52,237 - mmaction - INFO - Epoch [205][120/627] lr: 5.904e-02, eta: 10:18:59, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.5212, top5_acc: 0.7375, loss_cls: 2.1434, loss: 2.1434, grad_norm: 2.1588 2020-09-29 18:15:14,435 - mmaction - INFO - Epoch [205][140/627] lr: 5.904e-02, eta: 10:18:36, time: 1.109, data_time: 0.006, memory: 8472, top1_acc: 0.5270, top5_acc: 0.7497, loss_cls: 2.0837, loss: 2.0837, grad_norm: 2.1799 2020-09-29 18:15:37,775 - mmaction - INFO - Epoch [205][160/627] lr: 5.904e-02, eta: 10:18:13, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.5204, top5_acc: 0.7486, loss_cls: 2.0989, loss: 2.0989, grad_norm: 2.1735 2020-09-29 18:15:58,465 - mmaction - INFO - Epoch [205][180/627] lr: 5.904e-02, eta: 10:17:50, time: 1.034, data_time: 0.001, memory: 8472, top1_acc: 0.5150, top5_acc: 0.7484, loss_cls: 2.0946, loss: 2.0946, grad_norm: 2.1687 2020-09-29 18:16:21,684 - mmaction - INFO - Epoch [205][200/627] lr: 5.904e-02, eta: 10:17:27, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.5167, top5_acc: 0.7479, loss_cls: 2.1002, loss: 2.1002, grad_norm: 2.1468 2020-09-29 18:16:42,883 - mmaction - INFO - Epoch [205][220/627] lr: 5.904e-02, eta: 10:17:03, time: 1.060, data_time: 0.003, memory: 8472, top1_acc: 0.5133, top5_acc: 0.7423, loss_cls: 2.1275, loss: 2.1275, grad_norm: 2.1496 2020-09-29 18:17:05,724 - mmaction - INFO - Epoch [205][240/627] lr: 5.904e-02, eta: 10:16:41, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.5245, top5_acc: 0.7457, loss_cls: 2.0981, loss: 2.0981, grad_norm: 2.1681 2020-09-29 18:17:28,229 - mmaction - INFO - Epoch [205][260/627] lr: 5.904e-02, eta: 10:16:18, time: 1.125, data_time: 0.001, memory: 8472, top1_acc: 0.5133, top5_acc: 0.7473, loss_cls: 2.0961, loss: 2.0961, grad_norm: 2.1285 2020-09-29 18:17:50,033 - mmaction - INFO - Epoch [205][280/627] lr: 5.904e-02, eta: 10:15:54, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.5240, top5_acc: 0.7465, loss_cls: 2.0971, loss: 2.0971, grad_norm: 2.1626 2020-09-29 18:18:12,488 - mmaction - INFO - Epoch [205][300/627] lr: 5.904e-02, eta: 10:15:32, time: 1.124, data_time: 0.004, memory: 8472, top1_acc: 0.5095, top5_acc: 0.7391, loss_cls: 2.1352, loss: 2.1352, grad_norm: 2.1877 2020-09-29 18:18:34,068 - mmaction - INFO - Epoch [205][320/627] lr: 5.904e-02, eta: 10:15:08, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.4986, top5_acc: 0.7303, loss_cls: 2.1805, loss: 2.1805, grad_norm: 2.1810 2020-09-29 18:18:56,563 - mmaction - INFO - Epoch [205][340/627] lr: 5.904e-02, eta: 10:14:45, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.5156, top5_acc: 0.7418, loss_cls: 2.1077, loss: 2.1077, grad_norm: 2.1532 2020-09-29 18:19:18,217 - mmaction - INFO - Epoch [205][360/627] lr: 5.904e-02, eta: 10:14:22, time: 1.082, data_time: 0.001, memory: 8472, top1_acc: 0.5219, top5_acc: 0.7512, loss_cls: 2.0904, loss: 2.0904, grad_norm: 2.1724 2020-09-29 18:19:40,728 - mmaction - INFO - Epoch [205][380/627] lr: 5.904e-02, eta: 10:13:59, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.5150, top5_acc: 0.7380, loss_cls: 2.1312, loss: 2.1312, grad_norm: 2.1510 2020-09-29 18:20:01,785 - mmaction - INFO - Epoch [205][400/627] lr: 5.904e-02, eta: 10:13:36, time: 1.054, data_time: 0.003, memory: 8472, top1_acc: 0.5117, top5_acc: 0.7437, loss_cls: 2.1066, loss: 2.1066, grad_norm: 2.1499 2020-09-29 18:20:24,733 - mmaction - INFO - Epoch [205][420/627] lr: 5.904e-02, eta: 10:13:13, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.5126, top5_acc: 0.7484, loss_cls: 2.1052, loss: 2.1052, grad_norm: 2.1864 2020-09-29 18:20:47,834 - mmaction - INFO - Epoch [205][440/627] lr: 5.904e-02, eta: 10:12:50, time: 1.158, data_time: 0.005, memory: 8472, top1_acc: 0.5116, top5_acc: 0.7406, loss_cls: 2.1213, loss: 2.1213, grad_norm: 2.1670 2020-09-29 18:21:08,562 - mmaction - INFO - Epoch [205][460/627] lr: 5.904e-02, eta: 10:12:27, time: 1.036, data_time: 0.003, memory: 8472, top1_acc: 0.5219, top5_acc: 0.7512, loss_cls: 2.0833, loss: 2.0833, grad_norm: 2.1577 2020-09-29 18:21:30,445 - mmaction - INFO - Epoch [205][480/627] lr: 5.904e-02, eta: 10:12:04, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.5159, top5_acc: 0.7466, loss_cls: 2.1188, loss: 2.1188, grad_norm: 2.1512 2020-09-29 18:21:53,504 - mmaction - INFO - Epoch [205][500/627] lr: 5.904e-02, eta: 10:11:41, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.5164, top5_acc: 0.7430, loss_cls: 2.1004, loss: 2.1004, grad_norm: 2.1508 2020-09-29 18:22:16,091 - mmaction - INFO - Epoch [205][520/627] lr: 5.904e-02, eta: 10:11:18, time: 1.129, data_time: 0.003, memory: 8472, top1_acc: 0.5217, top5_acc: 0.7449, loss_cls: 2.0684, loss: 2.0684, grad_norm: 2.1423 2020-09-29 18:22:38,813 - mmaction - INFO - Epoch [205][540/627] lr: 5.904e-02, eta: 10:10:55, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.5092, top5_acc: 0.7440, loss_cls: 2.1428, loss: 2.1428, grad_norm: 2.1940 2020-09-29 18:22:59,573 - mmaction - INFO - Epoch [205][560/627] lr: 5.904e-02, eta: 10:10:32, time: 1.038, data_time: 0.002, memory: 8472, top1_acc: 0.5122, top5_acc: 0.7393, loss_cls: 2.1235, loss: 2.1235, grad_norm: 2.1788 2020-09-29 18:23:22,939 - mmaction - INFO - Epoch [205][580/627] lr: 5.904e-02, eta: 10:10:09, time: 1.169, data_time: 0.002, memory: 8472, top1_acc: 0.5151, top5_acc: 0.7353, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.1972 2020-09-29 18:23:43,579 - mmaction - INFO - Epoch [205][600/627] lr: 5.904e-02, eta: 10:09:46, time: 1.031, data_time: 0.001, memory: 8472, top1_acc: 0.5168, top5_acc: 0.7444, loss_cls: 2.1212, loss: 2.1212, grad_norm: 2.1650 2020-09-29 18:24:05,302 - mmaction - INFO - Epoch [205][620/627] lr: 5.904e-02, eta: 10:09:22, time: 1.085, data_time: 0.004, memory: 8472, top1_acc: 0.5151, top5_acc: 0.7443, loss_cls: 2.1183, loss: 2.1183, grad_norm: 2.1709 2020-09-29 18:25:33,874 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 18:25:34,570 - mmaction - INFO - top1_acc 0.5753 top5_acc 0.8115 2020-09-29 18:25:34,570 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 18:25:34,615 - mmaction - INFO - mean_acc 0.5751 2020-09-29 18:25:34,615 - mmaction - INFO - Now best checkpoint is epoch_205.pth 2020-09-29 18:25:34,630 - mmaction - INFO - Epoch(val) [205][627] top1_acc: 0.5753, top5_acc: 0.8115, mean_class_accuracy: 0.5751 2020-09-29 18:26:25,821 - mmaction - INFO - Epoch [206][20/627] lr: 5.686e-02, eta: 10:08:57, time: 2.557, data_time: 1.463, memory: 8472, top1_acc: 0.5236, top5_acc: 0.7466, loss_cls: 2.0734, loss: 2.0734, grad_norm: 2.1413 2020-09-29 18:26:47,406 - mmaction - INFO - Epoch [206][40/627] lr: 5.686e-02, eta: 10:08:33, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5292, top5_acc: 0.7518, loss_cls: 2.0610, loss: 2.0610, grad_norm: 2.1572 2020-09-29 18:27:10,293 - mmaction - INFO - Epoch [206][60/627] lr: 5.686e-02, eta: 10:08:11, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.5161, top5_acc: 0.7391, loss_cls: 2.1110, loss: 2.1110, grad_norm: 2.1716 2020-09-29 18:27:32,699 - mmaction - INFO - Epoch [206][80/627] lr: 5.686e-02, eta: 10:07:48, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.5161, top5_acc: 0.7434, loss_cls: 2.1002, loss: 2.1002, grad_norm: 2.2031 2020-09-29 18:27:55,040 - mmaction - INFO - Epoch [206][100/627] lr: 5.686e-02, eta: 10:07:25, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5263, top5_acc: 0.7530, loss_cls: 2.0615, loss: 2.0615, grad_norm: 2.1669 2020-09-29 18:28:16,645 - mmaction - INFO - Epoch [206][120/627] lr: 5.686e-02, eta: 10:07:01, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.5135, top5_acc: 0.7438, loss_cls: 2.1150, loss: 2.1150, grad_norm: 2.2102 2020-09-29 18:28:40,091 - mmaction - INFO - Epoch [206][140/627] lr: 5.686e-02, eta: 10:06:39, time: 1.172, data_time: 0.002, memory: 8472, top1_acc: 0.5184, top5_acc: 0.7461, loss_cls: 2.0813, loss: 2.0813, grad_norm: 2.1530 2020-09-29 18:29:01,564 - mmaction - INFO - Epoch [206][160/627] lr: 5.686e-02, eta: 10:06:15, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.5113, top5_acc: 0.7387, loss_cls: 2.1122, loss: 2.1122, grad_norm: 2.1861 2020-09-29 18:29:22,723 - mmaction - INFO - Epoch [206][180/627] lr: 5.686e-02, eta: 10:05:52, time: 1.057, data_time: 0.001, memory: 8472, top1_acc: 0.5266, top5_acc: 0.7512, loss_cls: 2.0755, loss: 2.0755, grad_norm: 2.1911 2020-09-29 18:29:45,448 - mmaction - INFO - Epoch [206][200/627] lr: 5.686e-02, eta: 10:05:29, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.5249, top5_acc: 0.7483, loss_cls: 2.0783, loss: 2.0783, grad_norm: 2.1807 2020-09-29 18:30:06,996 - mmaction - INFO - Epoch [206][220/627] lr: 5.686e-02, eta: 10:05:06, time: 1.077, data_time: 0.005, memory: 8472, top1_acc: 0.5158, top5_acc: 0.7447, loss_cls: 2.0997, loss: 2.0997, grad_norm: 2.1576 2020-09-29 18:30:29,146 - mmaction - INFO - Epoch [206][240/627] lr: 5.686e-02, eta: 10:04:43, time: 1.106, data_time: 0.078, memory: 8472, top1_acc: 0.5073, top5_acc: 0.7324, loss_cls: 2.1578, loss: 2.1578, grad_norm: 2.1864 2020-09-29 18:30:51,181 - mmaction - INFO - Epoch [206][260/627] lr: 5.686e-02, eta: 10:04:20, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.5155, top5_acc: 0.7482, loss_cls: 2.1147, loss: 2.1147, grad_norm: 2.1906 2020-09-29 18:31:13,500 - mmaction - INFO - Epoch [206][280/627] lr: 5.686e-02, eta: 10:03:57, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5212, top5_acc: 0.7510, loss_cls: 2.0859, loss: 2.0859, grad_norm: 2.1794 2020-09-29 18:31:35,821 - mmaction - INFO - Epoch [206][300/627] lr: 5.686e-02, eta: 10:03:34, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5133, top5_acc: 0.7392, loss_cls: 2.1557, loss: 2.1557, grad_norm: 2.2108 2020-09-29 18:31:57,722 - mmaction - INFO - Epoch [206][320/627] lr: 5.686e-02, eta: 10:03:11, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.5210, top5_acc: 0.7411, loss_cls: 2.1281, loss: 2.1281, grad_norm: 2.2015 2020-09-29 18:32:19,559 - mmaction - INFO - Epoch [206][340/627] lr: 5.686e-02, eta: 10:02:48, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.5165, top5_acc: 0.7443, loss_cls: 2.0975, loss: 2.0975, grad_norm: 2.1619 2020-09-29 18:32:42,500 - mmaction - INFO - Epoch [206][360/627] lr: 5.686e-02, eta: 10:02:25, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.5214, top5_acc: 0.7431, loss_cls: 2.1014, loss: 2.1014, grad_norm: 2.1931 2020-09-29 18:33:03,044 - mmaction - INFO - Epoch [206][380/627] lr: 5.686e-02, eta: 10:02:01, time: 1.027, data_time: 0.003, memory: 8472, top1_acc: 0.5195, top5_acc: 0.7393, loss_cls: 2.1128, loss: 2.1128, grad_norm: 2.2173 2020-09-29 18:33:24,578 - mmaction - INFO - Epoch [206][400/627] lr: 5.686e-02, eta: 10:01:38, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.5232, top5_acc: 0.7449, loss_cls: 2.1014, loss: 2.1014, grad_norm: 2.1773 2020-09-29 18:33:47,028 - mmaction - INFO - Epoch [206][420/627] lr: 5.686e-02, eta: 10:01:15, time: 1.123, data_time: 0.046, memory: 8472, top1_acc: 0.5185, top5_acc: 0.7478, loss_cls: 2.0816, loss: 2.0816, grad_norm: 2.1618 2020-09-29 18:34:10,646 - mmaction - INFO - Epoch [206][440/627] lr: 5.686e-02, eta: 10:00:53, time: 1.180, data_time: 0.018, memory: 8472, top1_acc: 0.5147, top5_acc: 0.7484, loss_cls: 2.0914, loss: 2.0914, grad_norm: 2.1980 2020-09-29 18:34:33,082 - mmaction - INFO - Epoch [206][460/627] lr: 5.686e-02, eta: 10:00:30, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.5237, top5_acc: 0.7507, loss_cls: 2.0748, loss: 2.0748, grad_norm: 2.1891 2020-09-29 18:34:55,208 - mmaction - INFO - Epoch [206][480/627] lr: 5.686e-02, eta: 10:00:07, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5199, top5_acc: 0.7483, loss_cls: 2.0963, loss: 2.0963, grad_norm: 2.1788 2020-09-29 18:35:16,488 - mmaction - INFO - Epoch [206][500/627] lr: 5.686e-02, eta: 9:59:43, time: 1.066, data_time: 0.004, memory: 8472, top1_acc: 0.5187, top5_acc: 0.7439, loss_cls: 2.0939, loss: 2.0939, grad_norm: 2.1792 2020-09-29 18:35:39,038 - mmaction - INFO - Epoch [206][520/627] lr: 5.686e-02, eta: 9:59:20, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.5230, top5_acc: 0.7492, loss_cls: 2.0917, loss: 2.0917, grad_norm: 2.2115 2020-09-29 18:36:00,637 - mmaction - INFO - Epoch [206][540/627] lr: 5.686e-02, eta: 9:58:57, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.5035, top5_acc: 0.7435, loss_cls: 2.1320, loss: 2.1320, grad_norm: 2.2178 2020-09-29 18:36:22,834 - mmaction - INFO - Epoch [206][560/627] lr: 5.686e-02, eta: 9:58:34, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.5184, top5_acc: 0.7435, loss_cls: 2.1033, loss: 2.1033, grad_norm: 2.1624 2020-09-29 18:36:45,636 - mmaction - INFO - Epoch [206][580/627] lr: 5.686e-02, eta: 9:58:11, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.5146, top5_acc: 0.7454, loss_cls: 2.1147, loss: 2.1147, grad_norm: 2.1778 2020-09-29 18:37:07,917 - mmaction - INFO - Epoch [206][600/627] lr: 5.686e-02, eta: 9:57:48, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.5203, top5_acc: 0.7462, loss_cls: 2.0835, loss: 2.0835, grad_norm: 2.1997 2020-09-29 18:37:30,179 - mmaction - INFO - Epoch [206][620/627] lr: 5.686e-02, eta: 9:57:25, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.5113, top5_acc: 0.7375, loss_cls: 2.1469, loss: 2.1469, grad_norm: 2.1691 2020-09-29 18:38:30,216 - mmaction - INFO - Epoch [207][20/627] lr: 5.472e-02, eta: 9:57:00, time: 2.664, data_time: 1.549, memory: 8472, top1_acc: 0.5219, top5_acc: 0.7471, loss_cls: 2.0887, loss: 2.0887, grad_norm: 2.1676 2020-09-29 18:38:52,689 - mmaction - INFO - Epoch [207][40/627] lr: 5.472e-02, eta: 9:56:37, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.5362, top5_acc: 0.7562, loss_cls: 2.0343, loss: 2.0343, grad_norm: 2.1642 2020-09-29 18:39:15,706 - mmaction - INFO - Epoch [207][60/627] lr: 5.472e-02, eta: 9:56:14, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.5309, top5_acc: 0.7549, loss_cls: 2.0473, loss: 2.0473, grad_norm: 2.1910 2020-09-29 18:39:38,223 - mmaction - INFO - Epoch [207][80/627] lr: 5.472e-02, eta: 9:55:51, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.5268, top5_acc: 0.7509, loss_cls: 2.0544, loss: 2.0544, grad_norm: 2.1483 2020-09-29 18:39:59,302 - mmaction - INFO - Epoch [207][100/627] lr: 5.472e-02, eta: 9:55:28, time: 1.053, data_time: 0.013, memory: 8472, top1_acc: 0.5107, top5_acc: 0.7424, loss_cls: 2.1165, loss: 2.1165, grad_norm: 2.1997 2020-09-29 18:40:22,252 - mmaction - INFO - Epoch [207][120/627] lr: 5.472e-02, eta: 9:55:05, time: 1.149, data_time: 0.006, memory: 8472, top1_acc: 0.5247, top5_acc: 0.7535, loss_cls: 2.0670, loss: 2.0670, grad_norm: 2.1843 2020-09-29 18:40:44,457 - mmaction - INFO - Epoch [207][140/627] lr: 5.472e-02, eta: 9:54:42, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.5191, top5_acc: 0.7509, loss_cls: 2.0910, loss: 2.0910, grad_norm: 2.2066 2020-09-29 18:41:06,732 - mmaction - INFO - Epoch [207][160/627] lr: 5.472e-02, eta: 9:54:19, time: 1.115, data_time: 0.008, memory: 8472, top1_acc: 0.5247, top5_acc: 0.7401, loss_cls: 2.1014, loss: 2.1014, grad_norm: 2.2100 2020-09-29 18:41:28,723 - mmaction - INFO - Epoch [207][180/627] lr: 5.472e-02, eta: 9:53:56, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.5280, top5_acc: 0.7581, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.2080 2020-09-29 18:41:51,286 - mmaction - INFO - Epoch [207][200/627] lr: 5.472e-02, eta: 9:53:33, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.5236, top5_acc: 0.7492, loss_cls: 2.0765, loss: 2.0765, grad_norm: 2.1904 2020-09-29 18:42:13,153 - mmaction - INFO - Epoch [207][220/627] lr: 5.472e-02, eta: 9:53:10, time: 1.093, data_time: 0.001, memory: 8472, top1_acc: 0.5225, top5_acc: 0.7457, loss_cls: 2.0961, loss: 2.0961, grad_norm: 2.2069 2020-09-29 18:42:37,329 - mmaction - INFO - Epoch [207][240/627] lr: 5.472e-02, eta: 9:52:47, time: 1.208, data_time: 0.002, memory: 8472, top1_acc: 0.5172, top5_acc: 0.7440, loss_cls: 2.1182, loss: 2.1182, grad_norm: 2.2460 2020-09-29 18:42:57,363 - mmaction - INFO - Epoch [207][260/627] lr: 5.472e-02, eta: 9:52:24, time: 1.003, data_time: 0.003, memory: 8472, top1_acc: 0.5251, top5_acc: 0.7553, loss_cls: 2.0692, loss: 2.0692, grad_norm: 2.2075 2020-09-29 18:43:20,442 - mmaction - INFO - Epoch [207][280/627] lr: 5.472e-02, eta: 9:52:01, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.5243, top5_acc: 0.7500, loss_cls: 2.0749, loss: 2.0749, grad_norm: 2.1800 2020-09-29 18:43:42,947 - mmaction - INFO - Epoch [207][300/627] lr: 5.472e-02, eta: 9:51:38, time: 1.126, data_time: 0.005, memory: 8472, top1_acc: 0.5228, top5_acc: 0.7477, loss_cls: 2.0942, loss: 2.0942, grad_norm: 2.2083 2020-09-29 18:44:04,207 - mmaction - INFO - Epoch [207][320/627] lr: 5.472e-02, eta: 9:51:15, time: 1.064, data_time: 0.004, memory: 8472, top1_acc: 0.5234, top5_acc: 0.7552, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.1802 2020-09-29 18:44:26,486 - mmaction - INFO - Epoch [207][340/627] lr: 5.472e-02, eta: 9:50:52, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.5145, top5_acc: 0.7488, loss_cls: 2.1159, loss: 2.1159, grad_norm: 2.2015 2020-09-29 18:44:48,286 - mmaction - INFO - Epoch [207][360/627] lr: 5.472e-02, eta: 9:50:29, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.5207, top5_acc: 0.7465, loss_cls: 2.1059, loss: 2.1059, grad_norm: 2.2047 2020-09-29 18:45:10,858 - mmaction - INFO - Epoch [207][380/627] lr: 5.472e-02, eta: 9:50:06, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.5184, top5_acc: 0.7495, loss_cls: 2.0855, loss: 2.0855, grad_norm: 2.2502 2020-09-29 18:45:32,246 - mmaction - INFO - Epoch [207][400/627] lr: 5.472e-02, eta: 9:49:42, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.5189, top5_acc: 0.7530, loss_cls: 2.0632, loss: 2.0632, grad_norm: 2.1957 2020-09-29 18:45:53,632 - mmaction - INFO - Epoch [207][420/627] lr: 5.472e-02, eta: 9:49:19, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.5271, top5_acc: 0.7520, loss_cls: 2.0790, loss: 2.0790, grad_norm: 2.1889 2020-09-29 18:46:16,673 - mmaction - INFO - Epoch [207][440/627] lr: 5.472e-02, eta: 9:48:56, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.5236, top5_acc: 0.7500, loss_cls: 2.0732, loss: 2.0732, grad_norm: 2.1499 2020-09-29 18:46:38,656 - mmaction - INFO - Epoch [207][460/627] lr: 5.472e-02, eta: 9:48:33, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.5275, top5_acc: 0.7467, loss_cls: 2.0797, loss: 2.0797, grad_norm: 2.1755 2020-09-29 18:47:00,124 - mmaction - INFO - Epoch [207][480/627] lr: 5.472e-02, eta: 9:48:10, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5229, top5_acc: 0.7456, loss_cls: 2.0968, loss: 2.0968, grad_norm: 2.2098 2020-09-29 18:47:22,517 - mmaction - INFO - Epoch [207][500/627] lr: 5.472e-02, eta: 9:47:47, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.5210, top5_acc: 0.7536, loss_cls: 2.0503, loss: 2.0503, grad_norm: 2.2026 2020-09-29 18:47:44,631 - mmaction - INFO - Epoch [207][520/627] lr: 5.472e-02, eta: 9:47:24, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5215, top5_acc: 0.7487, loss_cls: 2.0867, loss: 2.0867, grad_norm: 2.2251 2020-09-29 18:48:06,640 - mmaction - INFO - Epoch [207][540/627] lr: 5.472e-02, eta: 9:47:01, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.5143, top5_acc: 0.7422, loss_cls: 2.1168, loss: 2.1168, grad_norm: 2.2169 2020-09-29 18:48:29,962 - mmaction - INFO - Epoch [207][560/627] lr: 5.472e-02, eta: 9:46:38, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.5246, top5_acc: 0.7490, loss_cls: 2.0649, loss: 2.0649, grad_norm: 2.1967 2020-09-29 18:48:50,779 - mmaction - INFO - Epoch [207][580/627] lr: 5.472e-02, eta: 9:46:15, time: 1.040, data_time: 0.003, memory: 8472, top1_acc: 0.5194, top5_acc: 0.7531, loss_cls: 2.0847, loss: 2.0847, grad_norm: 2.2123 2020-09-29 18:49:11,921 - mmaction - INFO - Epoch [207][600/627] lr: 5.472e-02, eta: 9:45:52, time: 1.059, data_time: 0.004, memory: 8472, top1_acc: 0.5198, top5_acc: 0.7454, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.2158 2020-09-29 18:49:36,543 - mmaction - INFO - Epoch [207][620/627] lr: 5.472e-02, eta: 9:45:29, time: 1.230, data_time: 0.002, memory: 8472, top1_acc: 0.5206, top5_acc: 0.7482, loss_cls: 2.0969, loss: 2.0969, grad_norm: 2.2042 2020-09-29 18:50:36,284 - mmaction - INFO - Epoch [208][20/627] lr: 5.262e-02, eta: 9:45:04, time: 2.640, data_time: 1.500, memory: 8472, top1_acc: 0.5311, top5_acc: 0.7605, loss_cls: 2.0257, loss: 2.0257, grad_norm: 2.1826 2020-09-29 18:50:57,851 - mmaction - INFO - Epoch [208][40/627] lr: 5.262e-02, eta: 9:44:40, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.5378, top5_acc: 0.7505, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.2232 2020-09-29 18:51:21,025 - mmaction - INFO - Epoch [208][60/627] lr: 5.262e-02, eta: 9:44:18, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.5266, top5_acc: 0.7546, loss_cls: 2.0286, loss: 2.0286, grad_norm: 2.1949 2020-09-29 18:51:43,849 - mmaction - INFO - Epoch [208][80/627] lr: 5.262e-02, eta: 9:43:55, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.5243, top5_acc: 0.7490, loss_cls: 2.0831, loss: 2.0831, grad_norm: 2.2182 2020-09-29 18:52:06,175 - mmaction - INFO - Epoch [208][100/627] lr: 5.262e-02, eta: 9:43:32, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.5311, top5_acc: 0.7559, loss_cls: 2.0237, loss: 2.0237, grad_norm: 2.1682 2020-09-29 18:52:26,529 - mmaction - INFO - Epoch [208][120/627] lr: 5.262e-02, eta: 9:43:08, time: 1.016, data_time: 0.002, memory: 8472, top1_acc: 0.5224, top5_acc: 0.7466, loss_cls: 2.0956, loss: 2.0956, grad_norm: 2.2505 2020-09-29 18:52:48,616 - mmaction - INFO - Epoch [208][140/627] lr: 5.262e-02, eta: 9:42:45, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.5169, top5_acc: 0.7464, loss_cls: 2.0668, loss: 2.0668, grad_norm: 2.2323 2020-09-29 18:53:10,774 - mmaction - INFO - Epoch [208][160/627] lr: 5.262e-02, eta: 9:42:22, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.5186, top5_acc: 0.7409, loss_cls: 2.1006, loss: 2.1006, grad_norm: 2.2101 2020-09-29 18:53:33,256 - mmaction - INFO - Epoch [208][180/627] lr: 5.262e-02, eta: 9:41:59, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.5292, top5_acc: 0.7469, loss_cls: 2.0764, loss: 2.0764, grad_norm: 2.2094 2020-09-29 18:53:55,664 - mmaction - INFO - Epoch [208][200/627] lr: 5.262e-02, eta: 9:41:36, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.5258, top5_acc: 0.7523, loss_cls: 2.0503, loss: 2.0503, grad_norm: 2.2068 2020-09-29 18:54:17,886 - mmaction - INFO - Epoch [208][220/627] lr: 5.262e-02, eta: 9:41:13, time: 1.112, data_time: 0.005, memory: 8472, top1_acc: 0.5132, top5_acc: 0.7484, loss_cls: 2.1119, loss: 2.1119, grad_norm: 2.2557 2020-09-29 18:54:38,865 - mmaction - INFO - Epoch [208][240/627] lr: 5.262e-02, eta: 9:40:50, time: 1.051, data_time: 0.006, memory: 8472, top1_acc: 0.5297, top5_acc: 0.7499, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.2187 2020-09-29 18:55:01,444 - mmaction - INFO - Epoch [208][260/627] lr: 5.262e-02, eta: 9:40:27, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.5272, top5_acc: 0.7466, loss_cls: 2.0894, loss: 2.0894, grad_norm: 2.2401 2020-09-29 18:55:24,073 - mmaction - INFO - Epoch [208][280/627] lr: 5.262e-02, eta: 9:40:04, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5181, top5_acc: 0.7452, loss_cls: 2.0936, loss: 2.0936, grad_norm: 2.2217 2020-09-29 18:55:46,384 - mmaction - INFO - Epoch [208][300/627] lr: 5.262e-02, eta: 9:39:41, time: 1.116, data_time: 0.003, memory: 8472, top1_acc: 0.5327, top5_acc: 0.7509, loss_cls: 2.0449, loss: 2.0449, grad_norm: 2.2022 2020-09-29 18:56:07,207 - mmaction - INFO - Epoch [208][320/627] lr: 5.262e-02, eta: 9:39:18, time: 1.041, data_time: 0.003, memory: 8472, top1_acc: 0.5268, top5_acc: 0.7475, loss_cls: 2.0571, loss: 2.0571, grad_norm: 2.2309 2020-09-29 18:56:29,795 - mmaction - INFO - Epoch [208][340/627] lr: 5.262e-02, eta: 9:38:55, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.5211, top5_acc: 0.7447, loss_cls: 2.0981, loss: 2.0981, grad_norm: 2.2168 2020-09-29 18:56:52,348 - mmaction - INFO - Epoch [208][360/627] lr: 5.262e-02, eta: 9:38:32, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.5268, top5_acc: 0.7507, loss_cls: 2.0691, loss: 2.0691, grad_norm: 2.2614 2020-09-29 18:57:13,975 - mmaction - INFO - Epoch [208][380/627] lr: 5.262e-02, eta: 9:38:09, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.5260, top5_acc: 0.7469, loss_cls: 2.0714, loss: 2.0714, grad_norm: 2.2079 2020-09-29 18:57:36,757 - mmaction - INFO - Epoch [208][400/627] lr: 5.262e-02, eta: 9:37:46, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.5193, top5_acc: 0.7435, loss_cls: 2.0993, loss: 2.0993, grad_norm: 2.2611 2020-09-29 18:57:57,987 - mmaction - INFO - Epoch [208][420/627] lr: 5.262e-02, eta: 9:37:23, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.5230, top5_acc: 0.7471, loss_cls: 2.0812, loss: 2.0812, grad_norm: 2.2152 2020-09-29 18:58:20,961 - mmaction - INFO - Epoch [208][440/627] lr: 5.262e-02, eta: 9:37:00, time: 1.149, data_time: 0.001, memory: 8472, top1_acc: 0.5260, top5_acc: 0.7549, loss_cls: 2.0601, loss: 2.0601, grad_norm: 2.2337 2020-09-29 18:58:42,329 - mmaction - INFO - Epoch [208][460/627] lr: 5.262e-02, eta: 9:36:37, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.5142, top5_acc: 0.7509, loss_cls: 2.0768, loss: 2.0768, grad_norm: 2.2569 2020-09-29 18:59:04,412 - mmaction - INFO - Epoch [208][480/627] lr: 5.262e-02, eta: 9:36:14, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5174, top5_acc: 0.7493, loss_cls: 2.0615, loss: 2.0615, grad_norm: 2.2392 2020-09-29 18:59:26,688 - mmaction - INFO - Epoch [208][500/627] lr: 5.262e-02, eta: 9:35:50, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.5281, top5_acc: 0.7487, loss_cls: 2.0691, loss: 2.0691, grad_norm: 2.2312 2020-09-29 18:59:50,751 - mmaction - INFO - Epoch [208][520/627] lr: 5.262e-02, eta: 9:35:28, time: 1.203, data_time: 0.002, memory: 8472, top1_acc: 0.5174, top5_acc: 0.7411, loss_cls: 2.1177, loss: 2.1177, grad_norm: 2.2270 2020-09-29 19:00:13,314 - mmaction - INFO - Epoch [208][540/627] lr: 5.262e-02, eta: 9:35:05, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.5247, top5_acc: 0.7555, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.2106 2020-09-29 19:00:35,353 - mmaction - INFO - Epoch [208][560/627] lr: 5.262e-02, eta: 9:34:42, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.5275, top5_acc: 0.7546, loss_cls: 2.0507, loss: 2.0507, grad_norm: 2.2025 2020-09-29 19:00:57,217 - mmaction - INFO - Epoch [208][580/627] lr: 5.262e-02, eta: 9:34:19, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.5087, top5_acc: 0.7380, loss_cls: 2.1398, loss: 2.1398, grad_norm: 2.2707 2020-09-29 19:01:19,591 - mmaction - INFO - Epoch [208][600/627] lr: 5.262e-02, eta: 9:33:56, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.5146, top5_acc: 0.7467, loss_cls: 2.1015, loss: 2.1015, grad_norm: 2.2254 2020-09-29 19:01:41,781 - mmaction - INFO - Epoch [208][620/627] lr: 5.262e-02, eta: 9:33:33, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.5241, top5_acc: 0.7576, loss_cls: 2.0508, loss: 2.0508, grad_norm: 2.2400 2020-09-29 19:01:49,812 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-09-29 19:02:46,196 - mmaction - INFO - Epoch [209][20/627] lr: 5.056e-02, eta: 9:33:08, time: 2.798, data_time: 1.643, memory: 8472, top1_acc: 0.5254, top5_acc: 0.7546, loss_cls: 2.0427, loss: 2.0427, grad_norm: 2.2248 2020-09-29 19:03:09,360 - mmaction - INFO - Epoch [209][40/627] lr: 5.056e-02, eta: 9:32:45, time: 1.159, data_time: 0.051, memory: 8472, top1_acc: 0.5353, top5_acc: 0.7634, loss_cls: 1.9937, loss: 1.9937, grad_norm: 2.2123 2020-09-29 19:03:31,435 - mmaction - INFO - Epoch [209][60/627] lr: 5.056e-02, eta: 9:32:22, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.5263, top5_acc: 0.7525, loss_cls: 2.0558, loss: 2.0558, grad_norm: 2.2246 2020-09-29 19:03:53,672 - mmaction - INFO - Epoch [209][80/627] lr: 5.056e-02, eta: 9:31:59, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.5349, top5_acc: 0.7625, loss_cls: 1.9991, loss: 1.9991, grad_norm: 2.1850 2020-09-29 19:04:16,045 - mmaction - INFO - Epoch [209][100/627] lr: 5.056e-02, eta: 9:31:36, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5344, top5_acc: 0.7595, loss_cls: 2.0045, loss: 2.0045, grad_norm: 2.2137 2020-09-29 19:04:37,280 - mmaction - INFO - Epoch [209][120/627] lr: 5.056e-02, eta: 9:31:13, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.5292, top5_acc: 0.7589, loss_cls: 2.0481, loss: 2.0481, grad_norm: 2.2659 2020-09-29 19:04:59,291 - mmaction - INFO - Epoch [209][140/627] lr: 5.056e-02, eta: 9:30:50, time: 1.099, data_time: 0.053, memory: 8472, top1_acc: 0.5294, top5_acc: 0.7569, loss_cls: 2.0548, loss: 2.0548, grad_norm: 2.2517 2020-09-29 19:05:21,418 - mmaction - INFO - Epoch [209][160/627] lr: 5.056e-02, eta: 9:30:27, time: 1.108, data_time: 0.144, memory: 8472, top1_acc: 0.5318, top5_acc: 0.7518, loss_cls: 2.0526, loss: 2.0526, grad_norm: 2.2312 2020-09-29 19:05:43,837 - mmaction - INFO - Epoch [209][180/627] lr: 5.056e-02, eta: 9:30:04, time: 1.122, data_time: 0.157, memory: 8472, top1_acc: 0.5268, top5_acc: 0.7526, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.2346 2020-09-29 19:06:07,004 - mmaction - INFO - Epoch [209][200/627] lr: 5.056e-02, eta: 9:29:41, time: 1.157, data_time: 0.175, memory: 8472, top1_acc: 0.5332, top5_acc: 0.7518, loss_cls: 2.0337, loss: 2.0337, grad_norm: 2.2468 2020-09-29 19:06:28,646 - mmaction - INFO - Epoch [209][220/627] lr: 5.056e-02, eta: 9:29:18, time: 1.082, data_time: 0.059, memory: 8472, top1_acc: 0.5257, top5_acc: 0.7517, loss_cls: 2.0688, loss: 2.0688, grad_norm: 2.2631 2020-09-29 19:06:50,394 - mmaction - INFO - Epoch [209][240/627] lr: 5.056e-02, eta: 9:28:55, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.5270, top5_acc: 0.7547, loss_cls: 2.0710, loss: 2.0710, grad_norm: 2.2622 2020-09-29 19:07:12,977 - mmaction - INFO - Epoch [209][260/627] lr: 5.056e-02, eta: 9:28:32, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.5285, top5_acc: 0.7500, loss_cls: 2.0537, loss: 2.0537, grad_norm: 2.2751 2020-09-29 19:07:34,792 - mmaction - INFO - Epoch [209][280/627] lr: 5.056e-02, eta: 9:28:08, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.5289, top5_acc: 0.7510, loss_cls: 2.0579, loss: 2.0579, grad_norm: 2.2477 2020-09-29 19:07:57,592 - mmaction - INFO - Epoch [209][300/627] lr: 5.056e-02, eta: 9:27:46, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.5393, top5_acc: 0.7572, loss_cls: 2.0233, loss: 2.0233, grad_norm: 2.2372 2020-09-29 19:08:20,227 - mmaction - INFO - Epoch [209][320/627] lr: 5.056e-02, eta: 9:27:23, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5224, top5_acc: 0.7477, loss_cls: 2.0822, loss: 2.0822, grad_norm: 2.2845 2020-09-29 19:08:40,873 - mmaction - INFO - Epoch [209][340/627] lr: 5.056e-02, eta: 9:26:59, time: 1.033, data_time: 0.002, memory: 8472, top1_acc: 0.5227, top5_acc: 0.7509, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.2550 2020-09-29 19:09:03,394 - mmaction - INFO - Epoch [209][360/627] lr: 5.056e-02, eta: 9:26:36, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.5363, top5_acc: 0.7488, loss_cls: 2.0718, loss: 2.0718, grad_norm: 2.2388 2020-09-29 19:09:26,041 - mmaction - INFO - Epoch [209][380/627] lr: 5.056e-02, eta: 9:26:13, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5257, top5_acc: 0.7544, loss_cls: 2.0400, loss: 2.0400, grad_norm: 2.2482 2020-09-29 19:09:48,507 - mmaction - INFO - Epoch [209][400/627] lr: 5.056e-02, eta: 9:25:51, time: 1.124, data_time: 0.009, memory: 8472, top1_acc: 0.5249, top5_acc: 0.7531, loss_cls: 2.0414, loss: 2.0414, grad_norm: 2.2482 2020-09-29 19:10:10,821 - mmaction - INFO - Epoch [209][420/627] lr: 5.056e-02, eta: 9:25:28, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.5298, top5_acc: 0.7467, loss_cls: 2.0851, loss: 2.0851, grad_norm: 2.2704 2020-09-29 19:10:33,652 - mmaction - INFO - Epoch [209][440/627] lr: 5.056e-02, eta: 9:25:05, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.5346, top5_acc: 0.7562, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.2766 2020-09-29 19:10:55,947 - mmaction - INFO - Epoch [209][460/627] lr: 5.056e-02, eta: 9:24:42, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5276, top5_acc: 0.7553, loss_cls: 2.0382, loss: 2.0382, grad_norm: 2.2292 2020-09-29 19:11:17,543 - mmaction - INFO - Epoch [209][480/627] lr: 5.056e-02, eta: 9:24:18, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.5221, top5_acc: 0.7438, loss_cls: 2.1101, loss: 2.1101, grad_norm: 2.2702 2020-09-29 19:11:39,519 - mmaction - INFO - Epoch [209][500/627] lr: 5.056e-02, eta: 9:23:55, time: 1.100, data_time: 0.009, memory: 8472, top1_acc: 0.5158, top5_acc: 0.7484, loss_cls: 2.0983, loss: 2.0983, grad_norm: 2.2608 2020-09-29 19:12:01,165 - mmaction - INFO - Epoch [209][520/627] lr: 5.056e-02, eta: 9:23:32, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.5288, top5_acc: 0.7518, loss_cls: 2.0522, loss: 2.0522, grad_norm: 2.2410 2020-09-29 19:12:22,902 - mmaction - INFO - Epoch [209][540/627] lr: 5.056e-02, eta: 9:23:09, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.5215, top5_acc: 0.7457, loss_cls: 2.0779, loss: 2.0779, grad_norm: 2.2379 2020-09-29 19:12:45,536 - mmaction - INFO - Epoch [209][560/627] lr: 5.056e-02, eta: 9:22:46, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5228, top5_acc: 0.7530, loss_cls: 2.0545, loss: 2.0545, grad_norm: 2.2738 2020-09-29 19:13:07,004 - mmaction - INFO - Epoch [209][580/627] lr: 5.056e-02, eta: 9:22:23, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.5185, top5_acc: 0.7441, loss_cls: 2.1059, loss: 2.1059, grad_norm: 2.3040 2020-09-29 19:13:29,094 - mmaction - INFO - Epoch [209][600/627] lr: 5.056e-02, eta: 9:22:00, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.5246, top5_acc: 0.7500, loss_cls: 2.0680, loss: 2.0680, grad_norm: 2.2688 2020-09-29 19:13:52,107 - mmaction - INFO - Epoch [209][620/627] lr: 5.056e-02, eta: 9:21:37, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.5322, top5_acc: 0.7562, loss_cls: 2.0453, loss: 2.0453, grad_norm: 2.2564 2020-09-29 19:14:53,730 - mmaction - INFO - Epoch [210][20/627] lr: 4.853e-02, eta: 9:21:12, time: 2.727, data_time: 1.620, memory: 8472, top1_acc: 0.5328, top5_acc: 0.7589, loss_cls: 2.0263, loss: 2.0263, grad_norm: 2.2845 2020-09-29 19:15:17,191 - mmaction - INFO - Epoch [210][40/627] lr: 4.853e-02, eta: 9:20:49, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.5275, top5_acc: 0.7552, loss_cls: 2.0538, loss: 2.0538, grad_norm: 2.2787 2020-09-29 19:15:39,139 - mmaction - INFO - Epoch [210][60/627] lr: 4.853e-02, eta: 9:20:26, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.5379, top5_acc: 0.7600, loss_cls: 2.0089, loss: 2.0089, grad_norm: 2.2483 2020-09-29 19:16:00,882 - mmaction - INFO - Epoch [210][80/627] lr: 4.853e-02, eta: 9:20:03, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.5316, top5_acc: 0.7556, loss_cls: 2.0482, loss: 2.0482, grad_norm: 2.2699 2020-09-29 19:16:23,186 - mmaction - INFO - Epoch [210][100/627] lr: 4.853e-02, eta: 9:19:40, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.5378, top5_acc: 0.7531, loss_cls: 2.0154, loss: 2.0154, grad_norm: 2.2446 2020-09-29 19:16:46,663 - mmaction - INFO - Epoch [210][120/627] lr: 4.853e-02, eta: 9:19:17, time: 1.174, data_time: 0.003, memory: 8472, top1_acc: 0.5410, top5_acc: 0.7622, loss_cls: 2.0016, loss: 2.0016, grad_norm: 2.2768 2020-09-29 19:17:07,372 - mmaction - INFO - Epoch [210][140/627] lr: 4.853e-02, eta: 9:18:54, time: 1.035, data_time: 0.002, memory: 8472, top1_acc: 0.5221, top5_acc: 0.7491, loss_cls: 2.0563, loss: 2.0563, grad_norm: 2.2879 2020-09-29 19:17:31,279 - mmaction - INFO - Epoch [210][160/627] lr: 4.853e-02, eta: 9:18:31, time: 1.197, data_time: 0.003, memory: 8472, top1_acc: 0.5296, top5_acc: 0.7630, loss_cls: 2.0122, loss: 2.0122, grad_norm: 2.2662 2020-09-29 19:17:52,963 - mmaction - INFO - Epoch [210][180/627] lr: 4.853e-02, eta: 9:18:08, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.5255, top5_acc: 0.7530, loss_cls: 2.0571, loss: 2.0571, grad_norm: 2.2590 2020-09-29 19:18:15,114 - mmaction - INFO - Epoch [210][200/627] lr: 4.853e-02, eta: 9:17:45, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.5281, top5_acc: 0.7569, loss_cls: 2.0255, loss: 2.0255, grad_norm: 2.2726 2020-09-29 19:18:37,535 - mmaction - INFO - Epoch [210][220/627] lr: 4.853e-02, eta: 9:17:22, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.5383, top5_acc: 0.7635, loss_cls: 1.9935, loss: 1.9935, grad_norm: 2.2590 2020-09-29 19:19:00,279 - mmaction - INFO - Epoch [210][240/627] lr: 4.853e-02, eta: 9:16:59, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.5335, top5_acc: 0.7603, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.2888 2020-09-29 19:19:22,677 - mmaction - INFO - Epoch [210][260/627] lr: 4.853e-02, eta: 9:16:36, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5240, top5_acc: 0.7514, loss_cls: 2.0658, loss: 2.0658, grad_norm: 2.3084 2020-09-29 19:19:44,329 - mmaction - INFO - Epoch [210][280/627] lr: 4.853e-02, eta: 9:16:13, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.5156, top5_acc: 0.7508, loss_cls: 2.0705, loss: 2.0705, grad_norm: 2.3385 2020-09-29 19:20:06,723 - mmaction - INFO - Epoch [210][300/627] lr: 4.853e-02, eta: 9:15:50, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5376, top5_acc: 0.7579, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.2889 2020-09-29 19:20:28,306 - mmaction - INFO - Epoch [210][320/627] lr: 4.853e-02, eta: 9:15:27, time: 1.078, data_time: 0.001, memory: 8472, top1_acc: 0.5293, top5_acc: 0.7608, loss_cls: 2.0292, loss: 2.0292, grad_norm: 2.2713 2020-09-29 19:20:50,482 - mmaction - INFO - Epoch [210][340/627] lr: 4.853e-02, eta: 9:15:04, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.5342, top5_acc: 0.7505, loss_cls: 2.0319, loss: 2.0319, grad_norm: 2.2832 2020-09-29 19:21:12,961 - mmaction - INFO - Epoch [210][360/627] lr: 4.853e-02, eta: 9:14:41, time: 1.125, data_time: 0.005, memory: 8472, top1_acc: 0.5273, top5_acc: 0.7553, loss_cls: 2.0470, loss: 2.0470, grad_norm: 2.2874 2020-09-29 19:21:34,920 - mmaction - INFO - Epoch [210][380/627] lr: 4.853e-02, eta: 9:14:18, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.5292, top5_acc: 0.7546, loss_cls: 2.0483, loss: 2.0483, grad_norm: 2.2557 2020-09-29 19:21:57,319 - mmaction - INFO - Epoch [210][400/627] lr: 4.853e-02, eta: 9:13:55, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.5284, top5_acc: 0.7529, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.2637 2020-09-29 19:22:19,594 - mmaction - INFO - Epoch [210][420/627] lr: 4.853e-02, eta: 9:13:32, time: 1.114, data_time: 0.038, memory: 8472, top1_acc: 0.5288, top5_acc: 0.7570, loss_cls: 2.0143, loss: 2.0143, grad_norm: 2.2755 2020-09-29 19:22:41,959 - mmaction - INFO - Epoch [210][440/627] lr: 4.853e-02, eta: 9:13:09, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.5303, top5_acc: 0.7499, loss_cls: 2.0530, loss: 2.0530, grad_norm: 2.3013 2020-09-29 19:23:03,656 - mmaction - INFO - Epoch [210][460/627] lr: 4.853e-02, eta: 9:12:46, time: 1.085, data_time: 0.006, memory: 8472, top1_acc: 0.5301, top5_acc: 0.7526, loss_cls: 2.0603, loss: 2.0603, grad_norm: 2.2999 2020-09-29 19:23:26,558 - mmaction - INFO - Epoch [210][480/627] lr: 4.853e-02, eta: 9:12:23, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.5314, top5_acc: 0.7477, loss_cls: 2.0723, loss: 2.0723, grad_norm: 2.2817 2020-09-29 19:23:49,034 - mmaction - INFO - Epoch [210][500/627] lr: 4.853e-02, eta: 9:12:00, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.5251, top5_acc: 0.7573, loss_cls: 2.0487, loss: 2.0487, grad_norm: 2.3088 2020-09-29 19:24:10,331 - mmaction - INFO - Epoch [210][520/627] lr: 4.853e-02, eta: 9:11:37, time: 1.067, data_time: 0.004, memory: 8472, top1_acc: 0.5215, top5_acc: 0.7435, loss_cls: 2.0889, loss: 2.0889, grad_norm: 2.2844 2020-09-29 19:24:33,507 - mmaction - INFO - Epoch [210][540/627] lr: 4.853e-02, eta: 9:11:14, time: 1.159, data_time: 0.001, memory: 8472, top1_acc: 0.5251, top5_acc: 0.7504, loss_cls: 2.0705, loss: 2.0705, grad_norm: 2.2939 2020-09-29 19:24:55,657 - mmaction - INFO - Epoch [210][560/627] lr: 4.853e-02, eta: 9:10:51, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.5277, top5_acc: 0.7530, loss_cls: 2.0402, loss: 2.0402, grad_norm: 2.3005 2020-09-29 19:25:17,956 - mmaction - INFO - Epoch [210][580/627] lr: 4.853e-02, eta: 9:10:28, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5260, top5_acc: 0.7535, loss_cls: 2.0520, loss: 2.0520, grad_norm: 2.2735 2020-09-29 19:25:40,638 - mmaction - INFO - Epoch [210][600/627] lr: 4.853e-02, eta: 9:10:05, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5354, top5_acc: 0.7632, loss_cls: 1.9894, loss: 1.9894, grad_norm: 2.3053 2020-09-29 19:26:03,117 - mmaction - INFO - Epoch [210][620/627] lr: 4.853e-02, eta: 9:09:42, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.5259, top5_acc: 0.7564, loss_cls: 2.0410, loss: 2.0410, grad_norm: 2.3327 2020-09-29 19:27:31,043 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 19:27:31,712 - mmaction - INFO - top1_acc 0.5837 top5_acc 0.8115 2020-09-29 19:27:31,712 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 19:27:31,757 - mmaction - INFO - mean_acc 0.5836 2020-09-29 19:27:31,757 - mmaction - INFO - Now best checkpoint is epoch_210.pth 2020-09-29 19:27:31,769 - mmaction - INFO - Epoch(val) [210][627] top1_acc: 0.5837, top5_acc: 0.8115, mean_class_accuracy: 0.5836 2020-09-29 19:28:21,000 - mmaction - INFO - Epoch [211][20/627] lr: 4.654e-02, eta: 9:09:15, time: 2.459, data_time: 1.362, memory: 8472, top1_acc: 0.5385, top5_acc: 0.7637, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.2866 2020-09-29 19:28:43,138 - mmaction - INFO - Epoch [211][40/627] lr: 4.654e-02, eta: 9:08:52, time: 1.108, data_time: 0.004, memory: 8472, top1_acc: 0.5361, top5_acc: 0.7538, loss_cls: 2.0145, loss: 2.0145, grad_norm: 2.3105 2020-09-29 19:29:05,952 - mmaction - INFO - Epoch [211][60/627] lr: 4.654e-02, eta: 9:08:29, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.5345, top5_acc: 0.7598, loss_cls: 2.0015, loss: 2.0015, grad_norm: 2.2929 2020-09-29 19:29:27,817 - mmaction - INFO - Epoch [211][80/627] lr: 4.654e-02, eta: 9:08:06, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.5419, top5_acc: 0.7706, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.2357 2020-09-29 19:29:50,542 - mmaction - INFO - Epoch [211][100/627] lr: 4.654e-02, eta: 9:07:43, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5401, top5_acc: 0.7612, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.2784 2020-09-29 19:30:12,500 - mmaction - INFO - Epoch [211][120/627] lr: 4.654e-02, eta: 9:07:20, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.5362, top5_acc: 0.7529, loss_cls: 2.0414, loss: 2.0414, grad_norm: 2.3169 2020-09-29 19:30:34,508 - mmaction - INFO - Epoch [211][140/627] lr: 4.654e-02, eta: 9:06:57, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.5337, top5_acc: 0.7617, loss_cls: 2.0057, loss: 2.0057, grad_norm: 2.2910 2020-09-29 19:30:56,475 - mmaction - INFO - Epoch [211][160/627] lr: 4.654e-02, eta: 9:06:34, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.5346, top5_acc: 0.7546, loss_cls: 2.0282, loss: 2.0282, grad_norm: 2.3260 2020-09-29 19:31:18,946 - mmaction - INFO - Epoch [211][180/627] lr: 4.654e-02, eta: 9:06:11, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.5299, top5_acc: 0.7543, loss_cls: 2.0424, loss: 2.0424, grad_norm: 2.3285 2020-09-29 19:31:41,352 - mmaction - INFO - Epoch [211][200/627] lr: 4.654e-02, eta: 9:05:48, time: 1.119, data_time: 0.001, memory: 8472, top1_acc: 0.5393, top5_acc: 0.7633, loss_cls: 2.0029, loss: 2.0029, grad_norm: 2.3147 2020-09-29 19:32:02,722 - mmaction - INFO - Epoch [211][220/627] lr: 4.654e-02, eta: 9:05:25, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.5375, top5_acc: 0.7658, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.3054 2020-09-29 19:32:24,612 - mmaction - INFO - Epoch [211][240/627] lr: 4.654e-02, eta: 9:05:02, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.5285, top5_acc: 0.7490, loss_cls: 2.0581, loss: 2.0581, grad_norm: 2.3186 2020-09-29 19:32:47,840 - mmaction - INFO - Epoch [211][260/627] lr: 4.654e-02, eta: 9:04:39, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.5306, top5_acc: 0.7503, loss_cls: 2.0373, loss: 2.0373, grad_norm: 2.3292 2020-09-29 19:33:10,194 - mmaction - INFO - Epoch [211][280/627] lr: 4.654e-02, eta: 9:04:16, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.5341, top5_acc: 0.7638, loss_cls: 2.0090, loss: 2.0090, grad_norm: 2.2750 2020-09-29 19:33:33,572 - mmaction - INFO - Epoch [211][300/627] lr: 4.654e-02, eta: 9:03:53, time: 1.168, data_time: 0.003, memory: 8472, top1_acc: 0.5406, top5_acc: 0.7667, loss_cls: 1.9928, loss: 1.9928, grad_norm: 2.3073 2020-09-29 19:33:55,283 - mmaction - INFO - Epoch [211][320/627] lr: 4.654e-02, eta: 9:03:30, time: 1.086, data_time: 0.003, memory: 8472, top1_acc: 0.5409, top5_acc: 0.7688, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.3357 2020-09-29 19:34:17,184 - mmaction - INFO - Epoch [211][340/627] lr: 4.654e-02, eta: 9:03:07, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.5421, top5_acc: 0.7591, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.3018 2020-09-29 19:34:39,832 - mmaction - INFO - Epoch [211][360/627] lr: 4.654e-02, eta: 9:02:44, time: 1.133, data_time: 0.001, memory: 8472, top1_acc: 0.5391, top5_acc: 0.7668, loss_cls: 2.0037, loss: 2.0037, grad_norm: 2.3270 2020-09-29 19:35:01,508 - mmaction - INFO - Epoch [211][380/627] lr: 4.654e-02, eta: 9:02:21, time: 1.082, data_time: 0.001, memory: 8472, top1_acc: 0.5316, top5_acc: 0.7613, loss_cls: 2.0383, loss: 2.0383, grad_norm: 2.3061 2020-09-29 19:35:24,295 - mmaction - INFO - Epoch [211][400/627] lr: 4.654e-02, eta: 9:01:58, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.5385, top5_acc: 0.7594, loss_cls: 2.0000, loss: 2.0000, grad_norm: 2.3171 2020-09-29 19:35:46,548 - mmaction - INFO - Epoch [211][420/627] lr: 4.654e-02, eta: 9:01:35, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.5341, top5_acc: 0.7544, loss_cls: 2.0450, loss: 2.0450, grad_norm: 2.3319 2020-09-29 19:36:08,869 - mmaction - INFO - Epoch [211][440/627] lr: 4.654e-02, eta: 9:01:12, time: 1.118, data_time: 0.005, memory: 8472, top1_acc: 0.5224, top5_acc: 0.7464, loss_cls: 2.0643, loss: 2.0643, grad_norm: 2.3002 2020-09-29 19:36:30,960 - mmaction - INFO - Epoch [211][460/627] lr: 4.654e-02, eta: 9:00:49, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.5289, top5_acc: 0.7530, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.3302 2020-09-29 19:36:52,876 - mmaction - INFO - Epoch [211][480/627] lr: 4.654e-02, eta: 9:00:26, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.5339, top5_acc: 0.7543, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.3068 2020-09-29 19:37:15,033 - mmaction - INFO - Epoch [211][500/627] lr: 4.654e-02, eta: 9:00:03, time: 1.109, data_time: 0.004, memory: 8472, top1_acc: 0.5385, top5_acc: 0.7612, loss_cls: 1.9950, loss: 1.9950, grad_norm: 2.2715 2020-09-29 19:37:37,105 - mmaction - INFO - Epoch [211][520/627] lr: 4.654e-02, eta: 8:59:40, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.5297, top5_acc: 0.7520, loss_cls: 2.0378, loss: 2.0378, grad_norm: 2.3194 2020-09-29 19:37:59,404 - mmaction - INFO - Epoch [211][540/627] lr: 4.654e-02, eta: 8:59:17, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.5245, top5_acc: 0.7505, loss_cls: 2.0692, loss: 2.0692, grad_norm: 2.3409 2020-09-29 19:38:20,951 - mmaction - INFO - Epoch [211][560/627] lr: 4.654e-02, eta: 8:58:54, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.5340, top5_acc: 0.7568, loss_cls: 2.0239, loss: 2.0239, grad_norm: 2.3216 2020-09-29 19:38:43,416 - mmaction - INFO - Epoch [211][580/627] lr: 4.654e-02, eta: 8:58:31, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.5272, top5_acc: 0.7568, loss_cls: 2.0474, loss: 2.0474, grad_norm: 2.3386 2020-09-29 19:39:05,136 - mmaction - INFO - Epoch [211][600/627] lr: 4.654e-02, eta: 8:58:08, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.5371, top5_acc: 0.7594, loss_cls: 2.0151, loss: 2.0151, grad_norm: 2.3280 2020-09-29 19:39:27,774 - mmaction - INFO - Epoch [211][620/627] lr: 4.654e-02, eta: 8:57:45, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5277, top5_acc: 0.7526, loss_cls: 2.0358, loss: 2.0358, grad_norm: 2.3115 2020-09-29 19:40:28,204 - mmaction - INFO - Epoch [212][20/627] lr: 4.459e-02, eta: 8:57:19, time: 2.668, data_time: 1.426, memory: 8472, top1_acc: 0.5388, top5_acc: 0.7618, loss_cls: 2.0095, loss: 2.0095, grad_norm: 2.3264 2020-09-29 19:40:51,163 - mmaction - INFO - Epoch [212][40/627] lr: 4.459e-02, eta: 8:56:56, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.5415, top5_acc: 0.7663, loss_cls: 1.9793, loss: 1.9793, grad_norm: 2.3379 2020-09-29 19:41:13,562 - mmaction - INFO - Epoch [212][60/627] lr: 4.459e-02, eta: 8:56:33, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.5427, top5_acc: 0.7618, loss_cls: 1.9806, loss: 1.9806, grad_norm: 2.3078 2020-09-29 19:41:35,508 - mmaction - INFO - Epoch [212][80/627] lr: 4.459e-02, eta: 8:56:10, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.5272, top5_acc: 0.7539, loss_cls: 2.0386, loss: 2.0386, grad_norm: 2.3733 2020-09-29 19:41:57,852 - mmaction - INFO - Epoch [212][100/627] lr: 4.459e-02, eta: 8:55:47, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.5359, top5_acc: 0.7641, loss_cls: 1.9915, loss: 1.9915, grad_norm: 2.3273 2020-09-29 19:42:21,186 - mmaction - INFO - Epoch [212][120/627] lr: 4.459e-02, eta: 8:55:24, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.5411, top5_acc: 0.7583, loss_cls: 2.0151, loss: 2.0151, grad_norm: 2.3359 2020-09-29 19:42:43,577 - mmaction - INFO - Epoch [212][140/627] lr: 4.459e-02, eta: 8:55:01, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.5367, top5_acc: 0.7633, loss_cls: 1.9987, loss: 1.9987, grad_norm: 2.3373 2020-09-29 19:43:06,258 - mmaction - INFO - Epoch [212][160/627] lr: 4.459e-02, eta: 8:54:38, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5431, top5_acc: 0.7585, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.3014 2020-09-29 19:43:28,943 - mmaction - INFO - Epoch [212][180/627] lr: 4.459e-02, eta: 8:54:15, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.5340, top5_acc: 0.7626, loss_cls: 2.0039, loss: 2.0039, grad_norm: 2.3218 2020-09-29 19:43:51,823 - mmaction - INFO - Epoch [212][200/627] lr: 4.459e-02, eta: 8:53:53, time: 1.144, data_time: 0.003, memory: 8472, top1_acc: 0.5267, top5_acc: 0.7556, loss_cls: 2.0196, loss: 2.0196, grad_norm: 2.3169 2020-09-29 19:44:13,508 - mmaction - INFO - Epoch [212][220/627] lr: 4.459e-02, eta: 8:53:29, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.5405, top5_acc: 0.7603, loss_cls: 2.0041, loss: 2.0041, grad_norm: 2.3280 2020-09-29 19:44:35,172 - mmaction - INFO - Epoch [212][240/627] lr: 4.459e-02, eta: 8:53:06, time: 1.082, data_time: 0.001, memory: 8472, top1_acc: 0.5336, top5_acc: 0.7500, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.3577 2020-09-29 19:44:58,453 - mmaction - INFO - Epoch [212][260/627] lr: 4.459e-02, eta: 8:52:44, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.5379, top5_acc: 0.7596, loss_cls: 2.0032, loss: 2.0032, grad_norm: 2.3379 2020-09-29 19:45:19,374 - mmaction - INFO - Epoch [212][280/627] lr: 4.459e-02, eta: 8:52:20, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.5305, top5_acc: 0.7538, loss_cls: 2.0485, loss: 2.0485, grad_norm: 2.3165 2020-09-29 19:45:41,716 - mmaction - INFO - Epoch [212][300/627] lr: 4.459e-02, eta: 8:51:57, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.5445, top5_acc: 0.7609, loss_cls: 1.9818, loss: 1.9818, grad_norm: 2.3431 2020-09-29 19:46:04,023 - mmaction - INFO - Epoch [212][320/627] lr: 4.459e-02, eta: 8:51:34, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5467, top5_acc: 0.7672, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.3418 2020-09-29 19:46:25,486 - mmaction - INFO - Epoch [212][340/627] lr: 4.459e-02, eta: 8:51:11, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.5329, top5_acc: 0.7628, loss_cls: 2.0239, loss: 2.0239, grad_norm: 2.2973 2020-09-29 19:46:48,651 - mmaction - INFO - Epoch [212][360/627] lr: 4.459e-02, eta: 8:50:48, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.5366, top5_acc: 0.7664, loss_cls: 1.9900, loss: 1.9900, grad_norm: 2.3431 2020-09-29 19:47:10,643 - mmaction - INFO - Epoch [212][380/627] lr: 4.459e-02, eta: 8:50:25, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.5211, top5_acc: 0.7546, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.3458 2020-09-29 19:47:32,054 - mmaction - INFO - Epoch [212][400/627] lr: 4.459e-02, eta: 8:50:02, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.5272, top5_acc: 0.7585, loss_cls: 2.0179, loss: 2.0179, grad_norm: 2.3537 2020-09-29 19:47:54,074 - mmaction - INFO - Epoch [212][420/627] lr: 4.459e-02, eta: 8:49:39, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.5340, top5_acc: 0.7465, loss_cls: 2.0592, loss: 2.0592, grad_norm: 2.3688 2020-09-29 19:48:16,446 - mmaction - INFO - Epoch [212][440/627] lr: 4.459e-02, eta: 8:49:16, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.5215, top5_acc: 0.7570, loss_cls: 2.0425, loss: 2.0425, grad_norm: 2.3832 2020-09-29 19:48:39,063 - mmaction - INFO - Epoch [212][460/627] lr: 4.459e-02, eta: 8:48:53, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.5388, top5_acc: 0.7646, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.3090 2020-09-29 19:49:01,356 - mmaction - INFO - Epoch [212][480/627] lr: 4.459e-02, eta: 8:48:30, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.5375, top5_acc: 0.7578, loss_cls: 2.0247, loss: 2.0247, grad_norm: 2.3345 2020-09-29 19:49:24,123 - mmaction - INFO - Epoch [212][500/627] lr: 4.459e-02, eta: 8:48:07, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.5296, top5_acc: 0.7538, loss_cls: 2.0324, loss: 2.0324, grad_norm: 2.3318 2020-09-29 19:49:45,815 - mmaction - INFO - Epoch [212][520/627] lr: 4.459e-02, eta: 8:47:44, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.5371, top5_acc: 0.7578, loss_cls: 2.0021, loss: 2.0021, grad_norm: 2.3223 2020-09-29 19:50:08,596 - mmaction - INFO - Epoch [212][540/627] lr: 4.459e-02, eta: 8:47:21, time: 1.138, data_time: 0.003, memory: 8472, top1_acc: 0.5462, top5_acc: 0.7643, loss_cls: 1.9760, loss: 1.9760, grad_norm: 2.3199 2020-09-29 19:50:30,966 - mmaction - INFO - Epoch [212][560/627] lr: 4.459e-02, eta: 8:46:58, time: 1.119, data_time: 0.004, memory: 8472, top1_acc: 0.5411, top5_acc: 0.7616, loss_cls: 1.9956, loss: 1.9956, grad_norm: 2.3330 2020-09-29 19:50:53,721 - mmaction - INFO - Epoch [212][580/627] lr: 4.459e-02, eta: 8:46:35, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.5333, top5_acc: 0.7553, loss_cls: 2.0203, loss: 2.0203, grad_norm: 2.3710 2020-09-29 19:51:15,376 - mmaction - INFO - Epoch [212][600/627] lr: 4.459e-02, eta: 8:46:12, time: 1.083, data_time: 0.003, memory: 8472, top1_acc: 0.5336, top5_acc: 0.7630, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.3590 2020-09-29 19:51:38,276 - mmaction - INFO - Epoch [212][620/627] lr: 4.459e-02, eta: 8:45:49, time: 1.146, data_time: 0.020, memory: 8472, top1_acc: 0.5434, top5_acc: 0.7578, loss_cls: 1.9933, loss: 1.9933, grad_norm: 2.3447 2020-09-29 19:51:45,096 - mmaction - INFO - Saving checkpoint at 212 epochs 2020-09-29 19:52:38,911 - mmaction - INFO - Epoch [213][20/627] lr: 4.268e-02, eta: 8:45:23, time: 2.672, data_time: 1.310, memory: 8472, top1_acc: 0.5385, top5_acc: 0.7643, loss_cls: 1.9867, loss: 1.9867, grad_norm: 2.3450 2020-09-29 19:53:00,623 - mmaction - INFO - Epoch [213][40/627] lr: 4.268e-02, eta: 8:45:00, time: 1.084, data_time: 0.003, memory: 8472, top1_acc: 0.5473, top5_acc: 0.7660, loss_cls: 1.9563, loss: 1.9563, grad_norm: 2.3231 2020-09-29 19:53:23,120 - mmaction - INFO - Epoch [213][60/627] lr: 4.268e-02, eta: 8:44:37, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.5479, top5_acc: 0.7635, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.3608 2020-09-29 19:53:44,982 - mmaction - INFO - Epoch [213][80/627] lr: 4.268e-02, eta: 8:44:14, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.5361, top5_acc: 0.7659, loss_cls: 1.9851, loss: 1.9851, grad_norm: 2.3670 2020-09-29 19:54:06,490 - mmaction - INFO - Epoch [213][100/627] lr: 4.268e-02, eta: 8:43:51, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.5454, top5_acc: 0.7664, loss_cls: 1.9514, loss: 1.9514, grad_norm: 2.3207 2020-09-29 19:54:28,769 - mmaction - INFO - Epoch [213][120/627] lr: 4.268e-02, eta: 8:43:28, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5443, top5_acc: 0.7685, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.3405 2020-09-29 19:54:51,284 - mmaction - INFO - Epoch [213][140/627] lr: 4.268e-02, eta: 8:43:05, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.5497, top5_acc: 0.7697, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.3513 2020-09-29 19:55:13,451 - mmaction - INFO - Epoch [213][160/627] lr: 4.268e-02, eta: 8:42:42, time: 1.108, data_time: 0.002, memory: 8472, top1_acc: 0.5549, top5_acc: 0.7702, loss_cls: 1.9419, loss: 1.9419, grad_norm: 2.3585 2020-09-29 19:55:35,926 - mmaction - INFO - Epoch [213][180/627] lr: 4.268e-02, eta: 8:42:19, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.5389, top5_acc: 0.7641, loss_cls: 1.9970, loss: 1.9970, grad_norm: 2.4258 2020-09-29 19:55:59,567 - mmaction - INFO - Epoch [213][200/627] lr: 4.268e-02, eta: 8:41:56, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.5419, top5_acc: 0.7607, loss_cls: 2.0006, loss: 2.0006, grad_norm: 2.3374 2020-09-29 19:56:21,703 - mmaction - INFO - Epoch [213][220/627] lr: 4.268e-02, eta: 8:41:33, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.5457, top5_acc: 0.7622, loss_cls: 1.9732, loss: 1.9732, grad_norm: 2.3290 2020-09-29 19:56:43,636 - mmaction - INFO - Epoch [213][240/627] lr: 4.268e-02, eta: 8:41:10, time: 1.096, data_time: 0.141, memory: 8472, top1_acc: 0.5400, top5_acc: 0.7659, loss_cls: 1.9829, loss: 1.9829, grad_norm: 2.3494 2020-09-29 19:57:06,735 - mmaction - INFO - Epoch [213][260/627] lr: 4.268e-02, eta: 8:40:47, time: 1.154, data_time: 0.049, memory: 8472, top1_acc: 0.5453, top5_acc: 0.7654, loss_cls: 1.9641, loss: 1.9641, grad_norm: 2.3800 2020-09-29 19:57:29,395 - mmaction - INFO - Epoch [213][280/627] lr: 4.268e-02, eta: 8:40:25, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5320, top5_acc: 0.7617, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.4098 2020-09-29 19:57:52,782 - mmaction - INFO - Epoch [213][300/627] lr: 4.268e-02, eta: 8:40:02, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.5417, top5_acc: 0.7656, loss_cls: 1.9670, loss: 1.9670, grad_norm: 2.3378 2020-09-29 19:58:13,375 - mmaction - INFO - Epoch [213][320/627] lr: 4.268e-02, eta: 8:39:38, time: 1.031, data_time: 0.003, memory: 8472, top1_acc: 0.5427, top5_acc: 0.7607, loss_cls: 1.9710, loss: 1.9710, grad_norm: 2.3402 2020-09-29 19:58:36,961 - mmaction - INFO - Epoch [213][340/627] lr: 4.268e-02, eta: 8:39:16, time: 1.180, data_time: 0.001, memory: 8472, top1_acc: 0.5344, top5_acc: 0.7583, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.3588 2020-09-29 19:58:58,002 - mmaction - INFO - Epoch [213][360/627] lr: 4.268e-02, eta: 8:38:53, time: 1.051, data_time: 0.001, memory: 8472, top1_acc: 0.5440, top5_acc: 0.7658, loss_cls: 1.9820, loss: 1.9820, grad_norm: 2.3703 2020-09-29 19:59:21,045 - mmaction - INFO - Epoch [213][380/627] lr: 4.268e-02, eta: 8:38:30, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.5409, top5_acc: 0.7583, loss_cls: 1.9921, loss: 1.9921, grad_norm: 2.3506 2020-09-29 19:59:43,774 - mmaction - INFO - Epoch [213][400/627] lr: 4.268e-02, eta: 8:38:07, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.5456, top5_acc: 0.7652, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.3577 2020-09-29 20:00:06,295 - mmaction - INFO - Epoch [213][420/627] lr: 4.268e-02, eta: 8:37:44, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.5313, top5_acc: 0.7546, loss_cls: 2.0162, loss: 2.0162, grad_norm: 2.3908 2020-09-29 20:00:28,381 - mmaction - INFO - Epoch [213][440/627] lr: 4.268e-02, eta: 8:37:21, time: 1.108, data_time: 0.007, memory: 8472, top1_acc: 0.5443, top5_acc: 0.7691, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.3430 2020-09-29 20:00:51,109 - mmaction - INFO - Epoch [213][460/627] lr: 4.268e-02, eta: 8:36:58, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5495, top5_acc: 0.7712, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.3584 2020-09-29 20:01:12,869 - mmaction - INFO - Epoch [213][480/627] lr: 4.268e-02, eta: 8:36:35, time: 1.089, data_time: 0.004, memory: 8472, top1_acc: 0.5374, top5_acc: 0.7621, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.3421 2020-09-29 20:01:34,368 - mmaction - INFO - Epoch [213][500/627] lr: 4.268e-02, eta: 8:36:12, time: 1.076, data_time: 0.066, memory: 8472, top1_acc: 0.5428, top5_acc: 0.7589, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.4041 2020-09-29 20:01:58,128 - mmaction - INFO - Epoch [213][520/627] lr: 4.268e-02, eta: 8:35:49, time: 1.185, data_time: 0.089, memory: 8472, top1_acc: 0.5441, top5_acc: 0.7658, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.3913 2020-09-29 20:02:20,489 - mmaction - INFO - Epoch [213][540/627] lr: 4.268e-02, eta: 8:35:26, time: 1.121, data_time: 0.006, memory: 8472, top1_acc: 0.5284, top5_acc: 0.7548, loss_cls: 2.0406, loss: 2.0406, grad_norm: 2.4644 2020-09-29 20:02:43,060 - mmaction - INFO - Epoch [213][560/627] lr: 4.268e-02, eta: 8:35:03, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.5376, top5_acc: 0.7625, loss_cls: 1.9885, loss: 1.9885, grad_norm: 2.3841 2020-09-29 20:03:04,968 - mmaction - INFO - Epoch [213][580/627] lr: 4.268e-02, eta: 8:34:40, time: 1.095, data_time: 0.001, memory: 8472, top1_acc: 0.5349, top5_acc: 0.7570, loss_cls: 2.0217, loss: 2.0217, grad_norm: 2.3961 2020-09-29 20:03:27,765 - mmaction - INFO - Epoch [213][600/627] lr: 4.268e-02, eta: 8:34:17, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.5389, top5_acc: 0.7555, loss_cls: 2.0122, loss: 2.0122, grad_norm: 2.3917 2020-09-29 20:03:50,063 - mmaction - INFO - Epoch [213][620/627] lr: 4.268e-02, eta: 8:33:54, time: 1.116, data_time: 0.004, memory: 8472, top1_acc: 0.5306, top5_acc: 0.7611, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.4098 2020-09-29 20:04:54,288 - mmaction - INFO - Epoch [214][20/627] lr: 4.081e-02, eta: 8:33:28, time: 2.811, data_time: 1.722, memory: 8472, top1_acc: 0.5465, top5_acc: 0.7733, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.3772 2020-09-29 20:05:17,435 - mmaction - INFO - Epoch [214][40/627] lr: 4.081e-02, eta: 8:33:06, time: 1.157, data_time: 0.127, memory: 8472, top1_acc: 0.5478, top5_acc: 0.7648, loss_cls: 1.9670, loss: 1.9670, grad_norm: 2.3949 2020-09-29 20:05:38,771 - mmaction - INFO - Epoch [214][60/627] lr: 4.081e-02, eta: 8:32:42, time: 1.067, data_time: 0.117, memory: 8472, top1_acc: 0.5539, top5_acc: 0.7768, loss_cls: 1.9156, loss: 1.9156, grad_norm: 2.3601 2020-09-29 20:06:00,742 - mmaction - INFO - Epoch [214][80/627] lr: 4.081e-02, eta: 8:32:19, time: 1.100, data_time: 0.107, memory: 8472, top1_acc: 0.5479, top5_acc: 0.7626, loss_cls: 1.9645, loss: 1.9645, grad_norm: 2.3997 2020-09-29 20:06:23,309 - mmaction - INFO - Epoch [214][100/627] lr: 4.081e-02, eta: 8:31:56, time: 1.126, data_time: 0.001, memory: 8472, top1_acc: 0.5451, top5_acc: 0.7622, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.3769 2020-09-29 20:06:46,296 - mmaction - INFO - Epoch [214][120/627] lr: 4.081e-02, eta: 8:31:34, time: 1.151, data_time: 0.073, memory: 8472, top1_acc: 0.5370, top5_acc: 0.7652, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.3747 2020-09-29 20:07:07,094 - mmaction - INFO - Epoch [214][140/627] lr: 4.081e-02, eta: 8:31:10, time: 1.040, data_time: 0.014, memory: 8472, top1_acc: 0.5488, top5_acc: 0.7685, loss_cls: 1.9528, loss: 1.9528, grad_norm: 2.3695 2020-09-29 20:07:29,292 - mmaction - INFO - Epoch [214][160/627] lr: 4.081e-02, eta: 8:30:47, time: 1.111, data_time: 0.040, memory: 8472, top1_acc: 0.5366, top5_acc: 0.7656, loss_cls: 2.0097, loss: 2.0097, grad_norm: 2.3978 2020-09-29 20:07:52,458 - mmaction - INFO - Epoch [214][180/627] lr: 4.081e-02, eta: 8:30:24, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.5423, top5_acc: 0.7694, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.3638 2020-09-29 20:08:14,923 - mmaction - INFO - Epoch [214][200/627] lr: 4.081e-02, eta: 8:30:02, time: 1.124, data_time: 0.004, memory: 8472, top1_acc: 0.5469, top5_acc: 0.7663, loss_cls: 1.9501, loss: 1.9501, grad_norm: 2.3353 2020-09-29 20:08:37,464 - mmaction - INFO - Epoch [214][220/627] lr: 4.081e-02, eta: 8:29:39, time: 1.127, data_time: 0.037, memory: 8472, top1_acc: 0.5585, top5_acc: 0.7775, loss_cls: 1.9258, loss: 1.9258, grad_norm: 2.3690 2020-09-29 20:08:58,405 - mmaction - INFO - Epoch [214][240/627] lr: 4.081e-02, eta: 8:29:15, time: 1.048, data_time: 0.004, memory: 8472, top1_acc: 0.5423, top5_acc: 0.7665, loss_cls: 1.9438, loss: 1.9438, grad_norm: 2.3504 2020-09-29 20:09:20,181 - mmaction - INFO - Epoch [214][260/627] lr: 4.081e-02, eta: 8:28:52, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.5432, top5_acc: 0.7665, loss_cls: 1.9563, loss: 1.9563, grad_norm: 2.3839 2020-09-29 20:09:42,387 - mmaction - INFO - Epoch [214][280/627] lr: 4.081e-02, eta: 8:28:29, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.5413, top5_acc: 0.7607, loss_cls: 1.9959, loss: 1.9959, grad_norm: 2.3968 2020-09-29 20:10:06,393 - mmaction - INFO - Epoch [214][300/627] lr: 4.081e-02, eta: 8:28:07, time: 1.200, data_time: 0.003, memory: 8472, top1_acc: 0.5464, top5_acc: 0.7647, loss_cls: 1.9784, loss: 1.9784, grad_norm: 2.4216 2020-09-29 20:10:27,085 - mmaction - INFO - Epoch [214][320/627] lr: 4.081e-02, eta: 8:27:43, time: 1.034, data_time: 0.003, memory: 8472, top1_acc: 0.5415, top5_acc: 0.7607, loss_cls: 1.9865, loss: 1.9865, grad_norm: 2.4213 2020-09-29 20:10:49,750 - mmaction - INFO - Epoch [214][340/627] lr: 4.081e-02, eta: 8:27:20, time: 1.134, data_time: 0.003, memory: 8472, top1_acc: 0.5371, top5_acc: 0.7590, loss_cls: 1.9988, loss: 1.9988, grad_norm: 2.4119 2020-09-29 20:11:12,020 - mmaction - INFO - Epoch [214][360/627] lr: 4.081e-02, eta: 8:26:57, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.5418, top5_acc: 0.7655, loss_cls: 1.9754, loss: 1.9754, grad_norm: 2.3755 2020-09-29 20:11:33,462 - mmaction - INFO - Epoch [214][380/627] lr: 4.081e-02, eta: 8:26:34, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5466, top5_acc: 0.7615, loss_cls: 1.9753, loss: 1.9753, grad_norm: 2.4072 2020-09-29 20:11:55,714 - mmaction - INFO - Epoch [214][400/627] lr: 4.081e-02, eta: 8:26:11, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.5496, top5_acc: 0.7651, loss_cls: 1.9594, loss: 1.9594, grad_norm: 2.3930 2020-09-29 20:12:18,234 - mmaction - INFO - Epoch [214][420/627] lr: 4.081e-02, eta: 8:25:48, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.5398, top5_acc: 0.7620, loss_cls: 1.9934, loss: 1.9934, grad_norm: 2.4277 2020-09-29 20:12:41,208 - mmaction - INFO - Epoch [214][440/627] lr: 4.081e-02, eta: 8:25:25, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.5380, top5_acc: 0.7694, loss_cls: 1.9669, loss: 1.9669, grad_norm: 2.3796 2020-09-29 20:13:02,633 - mmaction - INFO - Epoch [214][460/627] lr: 4.081e-02, eta: 8:25:02, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5466, top5_acc: 0.7617, loss_cls: 1.9896, loss: 1.9896, grad_norm: 2.3868 2020-09-29 20:13:23,702 - mmaction - INFO - Epoch [214][480/627] lr: 4.081e-02, eta: 8:24:39, time: 1.051, data_time: 0.001, memory: 8472, top1_acc: 0.5423, top5_acc: 0.7667, loss_cls: 1.9737, loss: 1.9737, grad_norm: 2.4109 2020-09-29 20:13:46,867 - mmaction - INFO - Epoch [214][500/627] lr: 4.081e-02, eta: 8:24:16, time: 1.159, data_time: 0.019, memory: 8472, top1_acc: 0.5469, top5_acc: 0.7585, loss_cls: 1.9953, loss: 1.9953, grad_norm: 2.4209 2020-09-29 20:14:08,746 - mmaction - INFO - Epoch [214][520/627] lr: 4.081e-02, eta: 8:23:53, time: 1.094, data_time: 0.067, memory: 8472, top1_acc: 0.5329, top5_acc: 0.7664, loss_cls: 1.9998, loss: 1.9998, grad_norm: 2.4393 2020-09-29 20:14:31,092 - mmaction - INFO - Epoch [214][540/627] lr: 4.081e-02, eta: 8:23:30, time: 1.118, data_time: 0.081, memory: 8472, top1_acc: 0.5323, top5_acc: 0.7562, loss_cls: 2.0065, loss: 2.0065, grad_norm: 2.4249 2020-09-29 20:14:53,449 - mmaction - INFO - Epoch [214][560/627] lr: 4.081e-02, eta: 8:23:07, time: 1.115, data_time: 0.042, memory: 8472, top1_acc: 0.5430, top5_acc: 0.7622, loss_cls: 2.0122, loss: 2.0122, grad_norm: 2.4159 2020-09-29 20:15:16,167 - mmaction - INFO - Epoch [214][580/627] lr: 4.081e-02, eta: 8:22:44, time: 1.137, data_time: 0.166, memory: 8472, top1_acc: 0.5501, top5_acc: 0.7711, loss_cls: 1.9394, loss: 1.9394, grad_norm: 2.3698 2020-09-29 20:15:38,057 - mmaction - INFO - Epoch [214][600/627] lr: 4.081e-02, eta: 8:22:21, time: 1.097, data_time: 0.008, memory: 8472, top1_acc: 0.5354, top5_acc: 0.7621, loss_cls: 1.9920, loss: 1.9920, grad_norm: 2.4260 2020-09-29 20:16:00,156 - mmaction - INFO - Epoch [214][620/627] lr: 4.081e-02, eta: 8:21:58, time: 1.104, data_time: 0.095, memory: 8472, top1_acc: 0.5387, top5_acc: 0.7570, loss_cls: 2.0144, loss: 2.0144, grad_norm: 2.4318 2020-09-29 20:16:59,045 - mmaction - INFO - Epoch [215][20/627] lr: 3.897e-02, eta: 8:21:32, time: 2.606, data_time: 1.600, memory: 8472, top1_acc: 0.5559, top5_acc: 0.7792, loss_cls: 1.9131, loss: 1.9131, grad_norm: 2.3896 2020-09-29 20:17:22,079 - mmaction - INFO - Epoch [215][40/627] lr: 3.897e-02, eta: 8:21:09, time: 1.153, data_time: 0.175, memory: 8472, top1_acc: 0.5560, top5_acc: 0.7749, loss_cls: 1.9349, loss: 1.9349, grad_norm: 2.3745 2020-09-29 20:17:43,224 - mmaction - INFO - Epoch [215][60/627] lr: 3.897e-02, eta: 8:20:46, time: 1.058, data_time: 0.096, memory: 8472, top1_acc: 0.5480, top5_acc: 0.7702, loss_cls: 1.9399, loss: 1.9399, grad_norm: 2.3696 2020-09-29 20:18:06,333 - mmaction - INFO - Epoch [215][80/627] lr: 3.897e-02, eta: 8:20:23, time: 1.153, data_time: 0.042, memory: 8472, top1_acc: 0.5410, top5_acc: 0.7651, loss_cls: 1.9636, loss: 1.9636, grad_norm: 2.4162 2020-09-29 20:18:28,198 - mmaction - INFO - Epoch [215][100/627] lr: 3.897e-02, eta: 8:20:00, time: 1.095, data_time: 0.004, memory: 8472, top1_acc: 0.5452, top5_acc: 0.7674, loss_cls: 1.9437, loss: 1.9437, grad_norm: 2.4032 2020-09-29 20:18:51,432 - mmaction - INFO - Epoch [215][120/627] lr: 3.897e-02, eta: 8:19:37, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.5564, top5_acc: 0.7706, loss_cls: 1.9113, loss: 1.9113, grad_norm: 2.3840 2020-09-29 20:19:12,214 - mmaction - INFO - Epoch [215][140/627] lr: 3.897e-02, eta: 8:19:14, time: 1.038, data_time: 0.001, memory: 8472, top1_acc: 0.5586, top5_acc: 0.7775, loss_cls: 1.8909, loss: 1.8909, grad_norm: 2.4168 2020-09-29 20:19:33,461 - mmaction - INFO - Epoch [215][160/627] lr: 3.897e-02, eta: 8:18:50, time: 1.062, data_time: 0.046, memory: 8472, top1_acc: 0.5540, top5_acc: 0.7740, loss_cls: 1.9070, loss: 1.9070, grad_norm: 2.4331 2020-09-29 20:19:56,392 - mmaction - INFO - Epoch [215][180/627] lr: 3.897e-02, eta: 8:18:28, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.5586, top5_acc: 0.7772, loss_cls: 1.9023, loss: 1.9023, grad_norm: 2.4657 2020-09-29 20:20:18,890 - mmaction - INFO - Epoch [215][200/627] lr: 3.897e-02, eta: 8:18:05, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.5413, top5_acc: 0.7648, loss_cls: 1.9700, loss: 1.9700, grad_norm: 2.4447 2020-09-29 20:20:41,327 - mmaction - INFO - Epoch [215][220/627] lr: 3.897e-02, eta: 8:17:42, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.5509, top5_acc: 0.7647, loss_cls: 1.9544, loss: 1.9544, grad_norm: 2.3841 2020-09-29 20:21:02,220 - mmaction - INFO - Epoch [215][240/627] lr: 3.897e-02, eta: 8:17:18, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.5505, top5_acc: 0.7663, loss_cls: 1.9554, loss: 1.9554, grad_norm: 2.4444 2020-09-29 20:21:23,707 - mmaction - INFO - Epoch [215][260/627] lr: 3.897e-02, eta: 8:16:55, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.5432, top5_acc: 0.7609, loss_cls: 1.9836, loss: 1.9836, grad_norm: 2.4593 2020-09-29 20:21:46,405 - mmaction - INFO - Epoch [215][280/627] lr: 3.897e-02, eta: 8:16:32, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5460, top5_acc: 0.7592, loss_cls: 1.9813, loss: 1.9813, grad_norm: 2.4348 2020-09-29 20:22:09,341 - mmaction - INFO - Epoch [215][300/627] lr: 3.897e-02, eta: 8:16:09, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.5482, top5_acc: 0.7753, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.4043 2020-09-29 20:22:30,507 - mmaction - INFO - Epoch [215][320/627] lr: 3.897e-02, eta: 8:15:46, time: 1.057, data_time: 0.002, memory: 8472, top1_acc: 0.5508, top5_acc: 0.7720, loss_cls: 1.9452, loss: 1.9452, grad_norm: 2.4081 2020-09-29 20:22:52,180 - mmaction - INFO - Epoch [215][340/627] lr: 3.897e-02, eta: 8:15:23, time: 1.084, data_time: 0.047, memory: 8472, top1_acc: 0.5462, top5_acc: 0.7721, loss_cls: 1.9421, loss: 1.9421, grad_norm: 2.4182 2020-09-29 20:23:15,101 - mmaction - INFO - Epoch [215][360/627] lr: 3.897e-02, eta: 8:15:00, time: 1.146, data_time: 0.192, memory: 8472, top1_acc: 0.5534, top5_acc: 0.7694, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.4487 2020-09-29 20:23:37,170 - mmaction - INFO - Epoch [215][380/627] lr: 3.897e-02, eta: 8:14:37, time: 1.105, data_time: 0.145, memory: 8472, top1_acc: 0.5480, top5_acc: 0.7650, loss_cls: 1.9756, loss: 1.9756, grad_norm: 2.4579 2020-09-29 20:23:59,382 - mmaction - INFO - Epoch [215][400/627] lr: 3.897e-02, eta: 8:14:14, time: 1.110, data_time: 0.152, memory: 8472, top1_acc: 0.5480, top5_acc: 0.7624, loss_cls: 1.9772, loss: 1.9772, grad_norm: 2.4506 2020-09-29 20:24:21,456 - mmaction - INFO - Epoch [215][420/627] lr: 3.897e-02, eta: 8:13:51, time: 1.103, data_time: 0.150, memory: 8472, top1_acc: 0.5451, top5_acc: 0.7665, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.4470 2020-09-29 20:24:44,567 - mmaction - INFO - Epoch [215][440/627] lr: 3.897e-02, eta: 8:13:28, time: 1.156, data_time: 0.132, memory: 8472, top1_acc: 0.5499, top5_acc: 0.7704, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.4111 2020-09-29 20:25:07,281 - mmaction - INFO - Epoch [215][460/627] lr: 3.897e-02, eta: 8:13:06, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5316, top5_acc: 0.7634, loss_cls: 1.9987, loss: 1.9987, grad_norm: 2.4659 2020-09-29 20:25:29,856 - mmaction - INFO - Epoch [215][480/627] lr: 3.897e-02, eta: 8:12:43, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.5467, top5_acc: 0.7776, loss_cls: 1.9214, loss: 1.9214, grad_norm: 2.4338 2020-09-29 20:25:50,935 - mmaction - INFO - Epoch [215][500/627] lr: 3.897e-02, eta: 8:12:19, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.5462, top5_acc: 0.7672, loss_cls: 1.9854, loss: 1.9854, grad_norm: 2.4502 2020-09-29 20:26:12,975 - mmaction - INFO - Epoch [215][520/627] lr: 3.897e-02, eta: 8:11:56, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.5517, top5_acc: 0.7656, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.3928 2020-09-29 20:26:35,948 - mmaction - INFO - Epoch [215][540/627] lr: 3.897e-02, eta: 8:11:34, time: 1.150, data_time: 0.017, memory: 8472, top1_acc: 0.5491, top5_acc: 0.7690, loss_cls: 1.9378, loss: 1.9378, grad_norm: 2.4100 2020-09-29 20:26:57,442 - mmaction - INFO - Epoch [215][560/627] lr: 3.897e-02, eta: 8:11:10, time: 1.074, data_time: 0.003, memory: 8472, top1_acc: 0.5560, top5_acc: 0.7691, loss_cls: 1.9439, loss: 1.9439, grad_norm: 2.4125 2020-09-29 20:27:19,473 - mmaction - INFO - Epoch [215][580/627] lr: 3.897e-02, eta: 8:10:47, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.5370, top5_acc: 0.7586, loss_cls: 1.9904, loss: 1.9904, grad_norm: 2.4600 2020-09-29 20:27:41,746 - mmaction - INFO - Epoch [215][600/627] lr: 3.897e-02, eta: 8:10:24, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.5327, top5_acc: 0.7585, loss_cls: 2.0014, loss: 2.0014, grad_norm: 2.4634 2020-09-29 20:28:04,615 - mmaction - INFO - Epoch [215][620/627] lr: 3.897e-02, eta: 8:10:02, time: 1.145, data_time: 0.004, memory: 8472, top1_acc: 0.5457, top5_acc: 0.7688, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.4187 2020-09-29 20:29:32,284 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 20:29:32,955 - mmaction - INFO - top1_acc 0.5973 top5_acc 0.8211 2020-09-29 20:29:32,956 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 20:29:33,000 - mmaction - INFO - mean_acc 0.5971 2020-09-29 20:29:33,000 - mmaction - INFO - Now best checkpoint is epoch_215.pth 2020-09-29 20:29:33,013 - mmaction - INFO - Epoch(val) [215][627] top1_acc: 0.5973, top5_acc: 0.8211, mean_class_accuracy: 0.5971 2020-09-29 20:30:22,884 - mmaction - INFO - Epoch [216][20/627] lr: 3.718e-02, eta: 8:09:34, time: 2.492, data_time: 1.272, memory: 8472, top1_acc: 0.5417, top5_acc: 0.7667, loss_cls: 1.9680, loss: 1.9680, grad_norm: 2.5003 2020-09-29 20:30:44,541 - mmaction - INFO - Epoch [216][40/627] lr: 3.718e-02, eta: 8:09:11, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.5512, top5_acc: 0.7651, loss_cls: 1.9312, loss: 1.9312, grad_norm: 2.4429 2020-09-29 20:31:07,364 - mmaction - INFO - Epoch [216][60/627] lr: 3.718e-02, eta: 8:08:48, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.5460, top5_acc: 0.7707, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.4501 2020-09-29 20:31:28,891 - mmaction - INFO - Epoch [216][80/627] lr: 3.718e-02, eta: 8:08:25, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.5466, top5_acc: 0.7749, loss_cls: 1.9415, loss: 1.9415, grad_norm: 2.4487 2020-09-29 20:31:51,892 - mmaction - INFO - Epoch [216][100/627] lr: 3.718e-02, eta: 8:08:02, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.5477, top5_acc: 0.7633, loss_cls: 1.9597, loss: 1.9597, grad_norm: 2.4345 2020-09-29 20:32:13,294 - mmaction - INFO - Epoch [216][120/627] lr: 3.718e-02, eta: 8:07:39, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.5600, top5_acc: 0.7678, loss_cls: 1.9350, loss: 1.9350, grad_norm: 2.4147 2020-09-29 20:32:35,392 - mmaction - INFO - Epoch [216][140/627] lr: 3.718e-02, eta: 8:07:16, time: 1.106, data_time: 0.005, memory: 8472, top1_acc: 0.5452, top5_acc: 0.7772, loss_cls: 1.9379, loss: 1.9379, grad_norm: 2.4637 2020-09-29 20:32:57,695 - mmaction - INFO - Epoch [216][160/627] lr: 3.718e-02, eta: 8:06:53, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.5641, top5_acc: 0.7824, loss_cls: 1.8680, loss: 1.8680, grad_norm: 2.4109 2020-09-29 20:33:21,510 - mmaction - INFO - Epoch [216][180/627] lr: 3.718e-02, eta: 8:06:30, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.5371, top5_acc: 0.7651, loss_cls: 1.9764, loss: 1.9764, grad_norm: 2.4638 2020-09-29 20:33:42,509 - mmaction - INFO - Epoch [216][200/627] lr: 3.718e-02, eta: 8:06:07, time: 1.049, data_time: 0.002, memory: 8472, top1_acc: 0.5480, top5_acc: 0.7780, loss_cls: 1.9219, loss: 1.9219, grad_norm: 2.4139 2020-09-29 20:34:05,374 - mmaction - INFO - Epoch [216][220/627] lr: 3.718e-02, eta: 8:05:44, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.5596, top5_acc: 0.7745, loss_cls: 1.8964, loss: 1.8964, grad_norm: 2.4321 2020-09-29 20:34:27,318 - mmaction - INFO - Epoch [216][240/627] lr: 3.718e-02, eta: 8:05:21, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.5497, top5_acc: 0.7727, loss_cls: 1.9285, loss: 1.9285, grad_norm: 2.4671 2020-09-29 20:34:49,732 - mmaction - INFO - Epoch [216][260/627] lr: 3.718e-02, eta: 8:04:58, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.5595, top5_acc: 0.7810, loss_cls: 1.8935, loss: 1.8935, grad_norm: 2.4014 2020-09-29 20:35:11,703 - mmaction - INFO - Epoch [216][280/627] lr: 3.718e-02, eta: 8:04:35, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.5462, top5_acc: 0.7727, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.5090 2020-09-29 20:35:33,797 - mmaction - INFO - Epoch [216][300/627] lr: 3.718e-02, eta: 8:04:12, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.5471, top5_acc: 0.7693, loss_cls: 1.9500, loss: 1.9500, grad_norm: 2.5148 2020-09-29 20:35:56,886 - mmaction - INFO - Epoch [216][320/627] lr: 3.718e-02, eta: 8:03:49, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.5497, top5_acc: 0.7664, loss_cls: 1.9450, loss: 1.9450, grad_norm: 2.4766 2020-09-29 20:36:20,272 - mmaction - INFO - Epoch [216][340/627] lr: 3.718e-02, eta: 8:03:27, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.5577, top5_acc: 0.7786, loss_cls: 1.9242, loss: 1.9242, grad_norm: 2.4711 2020-09-29 20:36:40,556 - mmaction - INFO - Epoch [216][360/627] lr: 3.718e-02, eta: 8:03:03, time: 1.016, data_time: 0.003, memory: 8472, top1_acc: 0.5513, top5_acc: 0.7676, loss_cls: 1.9490, loss: 1.9490, grad_norm: 2.4613 2020-09-29 20:37:03,916 - mmaction - INFO - Epoch [216][380/627] lr: 3.718e-02, eta: 8:02:41, time: 1.168, data_time: 0.002, memory: 8472, top1_acc: 0.5421, top5_acc: 0.7641, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.4741 2020-09-29 20:37:26,236 - mmaction - INFO - Epoch [216][400/627] lr: 3.718e-02, eta: 8:02:18, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5500, top5_acc: 0.7711, loss_cls: 1.9368, loss: 1.9368, grad_norm: 2.4581 2020-09-29 20:37:47,879 - mmaction - INFO - Epoch [216][420/627] lr: 3.718e-02, eta: 8:01:55, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.5428, top5_acc: 0.7659, loss_cls: 1.9607, loss: 1.9607, grad_norm: 2.4787 2020-09-29 20:38:09,626 - mmaction - INFO - Epoch [216][440/627] lr: 3.718e-02, eta: 8:01:31, time: 1.088, data_time: 0.043, memory: 8472, top1_acc: 0.5520, top5_acc: 0.7732, loss_cls: 1.9118, loss: 1.9118, grad_norm: 2.4510 2020-09-29 20:38:33,402 - mmaction - INFO - Epoch [216][460/627] lr: 3.718e-02, eta: 8:01:09, time: 1.190, data_time: 0.009, memory: 8472, top1_acc: 0.5447, top5_acc: 0.7648, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.4474 2020-09-29 20:38:56,017 - mmaction - INFO - Epoch [216][480/627] lr: 3.718e-02, eta: 8:00:46, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.5508, top5_acc: 0.7691, loss_cls: 1.9264, loss: 1.9264, grad_norm: 2.4311 2020-09-29 20:39:16,529 - mmaction - INFO - Epoch [216][500/627] lr: 3.718e-02, eta: 8:00:22, time: 1.028, data_time: 0.003, memory: 8472, top1_acc: 0.5497, top5_acc: 0.7708, loss_cls: 1.9572, loss: 1.9572, grad_norm: 2.4733 2020-09-29 20:39:38,505 - mmaction - INFO - Epoch [216][520/627] lr: 3.718e-02, eta: 7:59:59, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.5521, top5_acc: 0.7686, loss_cls: 1.9347, loss: 1.9347, grad_norm: 2.4352 2020-09-29 20:40:00,737 - mmaction - INFO - Epoch [216][540/627] lr: 3.718e-02, eta: 7:59:36, time: 1.111, data_time: 0.085, memory: 8472, top1_acc: 0.5557, top5_acc: 0.7746, loss_cls: 1.9206, loss: 1.9206, grad_norm: 2.4904 2020-09-29 20:40:23,482 - mmaction - INFO - Epoch [216][560/627] lr: 3.718e-02, eta: 7:59:14, time: 1.138, data_time: 0.057, memory: 8472, top1_acc: 0.5414, top5_acc: 0.7590, loss_cls: 1.9974, loss: 1.9974, grad_norm: 2.4962 2020-09-29 20:40:45,938 - mmaction - INFO - Epoch [216][580/627] lr: 3.718e-02, eta: 7:58:51, time: 1.123, data_time: 0.011, memory: 8472, top1_acc: 0.5444, top5_acc: 0.7620, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.4568 2020-09-29 20:41:08,976 - mmaction - INFO - Epoch [216][600/627] lr: 3.718e-02, eta: 7:58:28, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.5395, top5_acc: 0.7646, loss_cls: 1.9795, loss: 1.9795, grad_norm: 2.4569 2020-09-29 20:41:30,710 - mmaction - INFO - Epoch [216][620/627] lr: 3.718e-02, eta: 7:58:05, time: 1.087, data_time: 0.002, memory: 8472, top1_acc: 0.5533, top5_acc: 0.7784, loss_cls: 1.9194, loss: 1.9194, grad_norm: 2.4543 2020-09-29 20:41:37,560 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-09-29 20:42:31,466 - mmaction - INFO - Epoch [217][20/627] lr: 3.542e-02, eta: 7:57:38, time: 2.677, data_time: 1.526, memory: 8472, top1_acc: 0.5552, top5_acc: 0.7786, loss_cls: 1.8842, loss: 1.8842, grad_norm: 2.4247 2020-09-29 20:42:54,046 - mmaction - INFO - Epoch [217][40/627] lr: 3.542e-02, eta: 7:57:15, time: 1.129, data_time: 0.001, memory: 8472, top1_acc: 0.5620, top5_acc: 0.7740, loss_cls: 1.8972, loss: 1.8972, grad_norm: 2.4731 2020-09-29 20:43:15,621 - mmaction - INFO - Epoch [217][60/627] lr: 3.542e-02, eta: 7:56:52, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5621, top5_acc: 0.7764, loss_cls: 1.8900, loss: 1.8900, grad_norm: 2.4419 2020-09-29 20:43:37,993 - mmaction - INFO - Epoch [217][80/627] lr: 3.542e-02, eta: 7:56:29, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5604, top5_acc: 0.7732, loss_cls: 1.9121, loss: 1.9121, grad_norm: 2.4682 2020-09-29 20:43:59,880 - mmaction - INFO - Epoch [217][100/627] lr: 3.542e-02, eta: 7:56:06, time: 1.093, data_time: 0.037, memory: 8472, top1_acc: 0.5525, top5_acc: 0.7716, loss_cls: 1.9244, loss: 1.9244, grad_norm: 2.4763 2020-09-29 20:44:22,570 - mmaction - INFO - Epoch [217][120/627] lr: 3.542e-02, eta: 7:55:43, time: 1.136, data_time: 0.004, memory: 8472, top1_acc: 0.5651, top5_acc: 0.7810, loss_cls: 1.8673, loss: 1.8673, grad_norm: 2.4623 2020-09-29 20:44:46,764 - mmaction - INFO - Epoch [217][140/627] lr: 3.542e-02, eta: 7:55:20, time: 1.211, data_time: 0.003, memory: 8472, top1_acc: 0.5488, top5_acc: 0.7737, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.4921 2020-09-29 20:45:08,549 - mmaction - INFO - Epoch [217][160/627] lr: 3.542e-02, eta: 7:54:57, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.5548, top5_acc: 0.7754, loss_cls: 1.9044, loss: 1.9044, grad_norm: 2.4681 2020-09-29 20:45:29,832 - mmaction - INFO - Epoch [217][180/627] lr: 3.542e-02, eta: 7:54:34, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.5533, top5_acc: 0.7741, loss_cls: 1.9159, loss: 1.9159, grad_norm: 2.4597 2020-09-29 20:45:53,261 - mmaction - INFO - Epoch [217][200/627] lr: 3.542e-02, eta: 7:54:11, time: 1.171, data_time: 0.002, memory: 8472, top1_acc: 0.5573, top5_acc: 0.7818, loss_cls: 1.8962, loss: 1.8962, grad_norm: 2.4693 2020-09-29 20:46:15,171 - mmaction - INFO - Epoch [217][220/627] lr: 3.542e-02, eta: 7:53:48, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.5628, top5_acc: 0.7724, loss_cls: 1.8948, loss: 1.8948, grad_norm: 2.4934 2020-09-29 20:46:37,605 - mmaction - INFO - Epoch [217][240/627] lr: 3.542e-02, eta: 7:53:25, time: 1.120, data_time: 0.001, memory: 8472, top1_acc: 0.5492, top5_acc: 0.7664, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.4786 2020-09-29 20:47:00,335 - mmaction - INFO - Epoch [217][260/627] lr: 3.542e-02, eta: 7:53:03, time: 1.138, data_time: 0.004, memory: 8472, top1_acc: 0.5546, top5_acc: 0.7687, loss_cls: 1.9520, loss: 1.9520, grad_norm: 2.4721 2020-09-29 20:47:23,037 - mmaction - INFO - Epoch [217][280/627] lr: 3.542e-02, eta: 7:52:40, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5608, top5_acc: 0.7777, loss_cls: 1.8878, loss: 1.8878, grad_norm: 2.4719 2020-09-29 20:47:46,227 - mmaction - INFO - Epoch [217][300/627] lr: 3.542e-02, eta: 7:52:17, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.5556, top5_acc: 0.7708, loss_cls: 1.9552, loss: 1.9552, grad_norm: 2.5070 2020-09-29 20:48:06,486 - mmaction - INFO - Epoch [217][320/627] lr: 3.542e-02, eta: 7:51:53, time: 1.014, data_time: 0.002, memory: 8472, top1_acc: 0.5531, top5_acc: 0.7723, loss_cls: 1.9238, loss: 1.9238, grad_norm: 2.4998 2020-09-29 20:48:30,406 - mmaction - INFO - Epoch [217][340/627] lr: 3.542e-02, eta: 7:51:31, time: 1.195, data_time: 0.001, memory: 8472, top1_acc: 0.5523, top5_acc: 0.7693, loss_cls: 1.9267, loss: 1.9267, grad_norm: 2.4714 2020-09-29 20:48:52,642 - mmaction - INFO - Epoch [217][360/627] lr: 3.542e-02, eta: 7:51:08, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.5590, top5_acc: 0.7780, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.4989 2020-09-29 20:49:15,652 - mmaction - INFO - Epoch [217][380/627] lr: 3.542e-02, eta: 7:50:45, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.5423, top5_acc: 0.7661, loss_cls: 1.9859, loss: 1.9859, grad_norm: 2.5474 2020-09-29 20:49:36,690 - mmaction - INFO - Epoch [217][400/627] lr: 3.542e-02, eta: 7:50:22, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.5460, top5_acc: 0.7682, loss_cls: 1.9469, loss: 1.9469, grad_norm: 2.5036 2020-09-29 20:49:57,928 - mmaction - INFO - Epoch [217][420/627] lr: 3.542e-02, eta: 7:49:59, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.5642, top5_acc: 0.7780, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.4799 2020-09-29 20:50:20,364 - mmaction - INFO - Epoch [217][440/627] lr: 3.542e-02, eta: 7:49:36, time: 1.121, data_time: 0.001, memory: 8472, top1_acc: 0.5507, top5_acc: 0.7699, loss_cls: 1.9516, loss: 1.9516, grad_norm: 2.5013 2020-09-29 20:50:43,639 - mmaction - INFO - Epoch [217][460/627] lr: 3.542e-02, eta: 7:49:13, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.5617, top5_acc: 0.7801, loss_cls: 1.8853, loss: 1.8853, grad_norm: 2.4703 2020-09-29 20:51:05,786 - mmaction - INFO - Epoch [217][480/627] lr: 3.542e-02, eta: 7:48:50, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5608, top5_acc: 0.7789, loss_cls: 1.9012, loss: 1.9012, grad_norm: 2.4783 2020-09-29 20:51:26,959 - mmaction - INFO - Epoch [217][500/627] lr: 3.542e-02, eta: 7:48:27, time: 1.062, data_time: 0.005, memory: 8472, top1_acc: 0.5509, top5_acc: 0.7693, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.4782 2020-09-29 20:51:49,735 - mmaction - INFO - Epoch [217][520/627] lr: 3.542e-02, eta: 7:48:04, time: 1.137, data_time: 0.001, memory: 8472, top1_acc: 0.5456, top5_acc: 0.7737, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.4846 2020-09-29 20:52:11,287 - mmaction - INFO - Epoch [217][540/627] lr: 3.542e-02, eta: 7:47:41, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.5454, top5_acc: 0.7658, loss_cls: 1.9402, loss: 1.9402, grad_norm: 2.4993 2020-09-29 20:52:35,742 - mmaction - INFO - Epoch [217][560/627] lr: 3.542e-02, eta: 7:47:18, time: 1.223, data_time: 0.003, memory: 8472, top1_acc: 0.5518, top5_acc: 0.7746, loss_cls: 1.9381, loss: 1.9381, grad_norm: 2.5048 2020-09-29 20:52:58,027 - mmaction - INFO - Epoch [217][580/627] lr: 3.542e-02, eta: 7:46:55, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5505, top5_acc: 0.7688, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.4788 2020-09-29 20:53:19,408 - mmaction - INFO - Epoch [217][600/627] lr: 3.542e-02, eta: 7:46:32, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.5570, top5_acc: 0.7676, loss_cls: 1.9319, loss: 1.9319, grad_norm: 2.4798 2020-09-29 20:53:41,043 - mmaction - INFO - Epoch [217][620/627] lr: 3.542e-02, eta: 7:46:09, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.5437, top5_acc: 0.7608, loss_cls: 1.9951, loss: 1.9951, grad_norm: 2.5159 2020-09-29 20:54:41,619 - mmaction - INFO - Epoch [218][20/627] lr: 3.371e-02, eta: 7:45:42, time: 2.674, data_time: 1.398, memory: 8472, top1_acc: 0.5617, top5_acc: 0.7727, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.4874 2020-09-29 20:55:03,639 - mmaction - INFO - Epoch [218][40/627] lr: 3.371e-02, eta: 7:45:19, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.5501, top5_acc: 0.7690, loss_cls: 1.9472, loss: 1.9472, grad_norm: 2.5041 2020-09-29 20:55:25,208 - mmaction - INFO - Epoch [218][60/627] lr: 3.371e-02, eta: 7:44:56, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.5578, top5_acc: 0.7737, loss_cls: 1.9188, loss: 1.9188, grad_norm: 2.4913 2020-09-29 20:55:47,643 - mmaction - INFO - Epoch [218][80/627] lr: 3.371e-02, eta: 7:44:33, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.5669, top5_acc: 0.7846, loss_cls: 1.8642, loss: 1.8642, grad_norm: 2.5098 2020-09-29 20:56:10,136 - mmaction - INFO - Epoch [218][100/627] lr: 3.371e-02, eta: 7:44:10, time: 1.126, data_time: 0.004, memory: 8472, top1_acc: 0.5585, top5_acc: 0.7746, loss_cls: 1.9001, loss: 1.9001, grad_norm: 2.5159 2020-09-29 20:56:31,717 - mmaction - INFO - Epoch [218][120/627] lr: 3.371e-02, eta: 7:43:47, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5573, top5_acc: 0.7750, loss_cls: 1.9032, loss: 1.9032, grad_norm: 2.5042 2020-09-29 20:56:54,112 - mmaction - INFO - Epoch [218][140/627] lr: 3.371e-02, eta: 7:43:24, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.5564, top5_acc: 0.7741, loss_cls: 1.9112, loss: 1.9112, grad_norm: 2.5430 2020-09-29 20:57:15,007 - mmaction - INFO - Epoch [218][160/627] lr: 3.371e-02, eta: 7:43:01, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.5616, top5_acc: 0.7790, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.4788 2020-09-29 20:57:37,842 - mmaction - INFO - Epoch [218][180/627] lr: 3.371e-02, eta: 7:42:38, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.5583, top5_acc: 0.7745, loss_cls: 1.8846, loss: 1.8846, grad_norm: 2.5055 2020-09-29 20:57:59,452 - mmaction - INFO - Epoch [218][200/627] lr: 3.371e-02, eta: 7:42:15, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.5559, top5_acc: 0.7826, loss_cls: 1.8765, loss: 1.8765, grad_norm: 2.5102 2020-09-29 20:58:22,664 - mmaction - INFO - Epoch [218][220/627] lr: 3.371e-02, eta: 7:41:52, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.5525, top5_acc: 0.7753, loss_cls: 1.9174, loss: 1.9174, grad_norm: 2.5444 2020-09-29 20:58:44,630 - mmaction - INFO - Epoch [218][240/627] lr: 3.371e-02, eta: 7:41:29, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.5587, top5_acc: 0.7741, loss_cls: 1.9028, loss: 1.9028, grad_norm: 2.4920 2020-09-29 20:59:05,929 - mmaction - INFO - Epoch [218][260/627] lr: 3.371e-02, eta: 7:41:06, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.5633, top5_acc: 0.7753, loss_cls: 1.9032, loss: 1.9032, grad_norm: 2.5275 2020-09-29 20:59:27,924 - mmaction - INFO - Epoch [218][280/627] lr: 3.371e-02, eta: 7:40:43, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.5582, top5_acc: 0.7759, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.5178 2020-09-29 20:59:50,088 - mmaction - INFO - Epoch [218][300/627] lr: 3.371e-02, eta: 7:40:20, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.5419, top5_acc: 0.7715, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.5581 2020-09-29 21:00:13,909 - mmaction - INFO - Epoch [218][320/627] lr: 3.371e-02, eta: 7:39:57, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.5512, top5_acc: 0.7669, loss_cls: 1.9354, loss: 1.9354, grad_norm: 2.5227 2020-09-29 21:00:35,765 - mmaction - INFO - Epoch [218][340/627] lr: 3.371e-02, eta: 7:39:34, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.5533, top5_acc: 0.7736, loss_cls: 1.9123, loss: 1.9123, grad_norm: 2.5213 2020-09-29 21:00:57,190 - mmaction - INFO - Epoch [218][360/627] lr: 3.371e-02, eta: 7:39:11, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.5659, top5_acc: 0.7798, loss_cls: 1.8692, loss: 1.8692, grad_norm: 2.5207 2020-09-29 21:01:19,793 - mmaction - INFO - Epoch [218][380/627] lr: 3.371e-02, eta: 7:38:48, time: 1.129, data_time: 0.014, memory: 8472, top1_acc: 0.5564, top5_acc: 0.7823, loss_cls: 1.8914, loss: 1.8914, grad_norm: 2.5285 2020-09-29 21:01:42,209 - mmaction - INFO - Epoch [218][400/627] lr: 3.371e-02, eta: 7:38:25, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.5577, top5_acc: 0.7745, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.5383 2020-09-29 21:02:04,439 - mmaction - INFO - Epoch [218][420/627] lr: 3.371e-02, eta: 7:38:02, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.5535, top5_acc: 0.7763, loss_cls: 1.9262, loss: 1.9262, grad_norm: 2.5563 2020-09-29 21:02:26,858 - mmaction - INFO - Epoch [218][440/627] lr: 3.371e-02, eta: 7:37:39, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.5563, top5_acc: 0.7637, loss_cls: 1.9536, loss: 1.9536, grad_norm: 2.5365 2020-09-29 21:02:48,948 - mmaction - INFO - Epoch [218][460/627] lr: 3.371e-02, eta: 7:37:16, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.5523, top5_acc: 0.7754, loss_cls: 1.9176, loss: 1.9176, grad_norm: 2.5451 2020-09-29 21:03:10,217 - mmaction - INFO - Epoch [218][480/627] lr: 3.371e-02, eta: 7:36:53, time: 1.063, data_time: 0.003, memory: 8472, top1_acc: 0.5559, top5_acc: 0.7678, loss_cls: 1.9513, loss: 1.9513, grad_norm: 2.5338 2020-09-29 21:03:32,588 - mmaction - INFO - Epoch [218][500/627] lr: 3.371e-02, eta: 7:36:30, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.5591, top5_acc: 0.7734, loss_cls: 1.9131, loss: 1.9131, grad_norm: 2.5300 2020-09-29 21:03:54,255 - mmaction - INFO - Epoch [218][520/627] lr: 3.371e-02, eta: 7:36:07, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.5589, top5_acc: 0.7829, loss_cls: 1.8889, loss: 1.8889, grad_norm: 2.4889 2020-09-29 21:04:15,737 - mmaction - INFO - Epoch [218][540/627] lr: 3.371e-02, eta: 7:35:44, time: 1.074, data_time: 0.001, memory: 8472, top1_acc: 0.5641, top5_acc: 0.7854, loss_cls: 1.8533, loss: 1.8533, grad_norm: 2.5081 2020-09-29 21:04:39,764 - mmaction - INFO - Epoch [218][560/627] lr: 3.371e-02, eta: 7:35:21, time: 1.199, data_time: 0.002, memory: 8472, top1_acc: 0.5549, top5_acc: 0.7740, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.5574 2020-09-29 21:05:00,912 - mmaction - INFO - Epoch [218][580/627] lr: 3.371e-02, eta: 7:34:58, time: 1.057, data_time: 0.003, memory: 8472, top1_acc: 0.5612, top5_acc: 0.7764, loss_cls: 1.8947, loss: 1.8947, grad_norm: 2.4992 2020-09-29 21:05:22,753 - mmaction - INFO - Epoch [218][600/627] lr: 3.371e-02, eta: 7:34:35, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.5637, top5_acc: 0.7773, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.5379 2020-09-29 21:05:45,900 - mmaction - INFO - Epoch [218][620/627] lr: 3.371e-02, eta: 7:34:12, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.5507, top5_acc: 0.7716, loss_cls: 1.9126, loss: 1.9126, grad_norm: 2.5496 2020-09-29 21:06:47,995 - mmaction - INFO - Epoch [219][20/627] lr: 3.203e-02, eta: 7:33:45, time: 2.691, data_time: 1.371, memory: 8472, top1_acc: 0.5556, top5_acc: 0.7681, loss_cls: 1.9179, loss: 1.9179, grad_norm: 2.5465 2020-09-29 21:07:09,640 - mmaction - INFO - Epoch [219][40/627] lr: 3.203e-02, eta: 7:33:22, time: 1.084, data_time: 0.005, memory: 8472, top1_acc: 0.5677, top5_acc: 0.7833, loss_cls: 1.8570, loss: 1.8570, grad_norm: 2.5175 2020-09-29 21:07:32,191 - mmaction - INFO - Epoch [219][60/627] lr: 3.203e-02, eta: 7:32:59, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.5724, top5_acc: 0.7770, loss_cls: 1.8759, loss: 1.8759, grad_norm: 2.4941 2020-09-29 21:07:54,558 - mmaction - INFO - Epoch [219][80/627] lr: 3.203e-02, eta: 7:32:36, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.5585, top5_acc: 0.7828, loss_cls: 1.8805, loss: 1.8805, grad_norm: 2.5120 2020-09-29 21:08:16,385 - mmaction - INFO - Epoch [219][100/627] lr: 3.203e-02, eta: 7:32:13, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.5695, top5_acc: 0.7871, loss_cls: 1.8418, loss: 1.8418, grad_norm: 2.5177 2020-09-29 21:08:38,340 - mmaction - INFO - Epoch [219][120/627] lr: 3.203e-02, eta: 7:31:50, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.5689, top5_acc: 0.7810, loss_cls: 1.8495, loss: 1.8495, grad_norm: 2.5333 2020-09-29 21:09:00,967 - mmaction - INFO - Epoch [219][140/627] lr: 3.203e-02, eta: 7:31:27, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5710, top5_acc: 0.7777, loss_cls: 1.8622, loss: 1.8622, grad_norm: 2.5237 2020-09-29 21:09:22,860 - mmaction - INFO - Epoch [219][160/627] lr: 3.203e-02, eta: 7:31:04, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.5616, top5_acc: 0.7792, loss_cls: 1.8880, loss: 1.8880, grad_norm: 2.5646 2020-09-29 21:09:45,300 - mmaction - INFO - Epoch [219][180/627] lr: 3.203e-02, eta: 7:30:41, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.5730, top5_acc: 0.7875, loss_cls: 1.8547, loss: 1.8547, grad_norm: 2.5193 2020-09-29 21:10:06,607 - mmaction - INFO - Epoch [219][200/627] lr: 3.203e-02, eta: 7:30:18, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.5573, top5_acc: 0.7741, loss_cls: 1.8965, loss: 1.8965, grad_norm: 2.5132 2020-09-29 21:10:28,062 - mmaction - INFO - Epoch [219][220/627] lr: 3.203e-02, eta: 7:29:55, time: 1.072, data_time: 0.003, memory: 8472, top1_acc: 0.5499, top5_acc: 0.7760, loss_cls: 1.9103, loss: 1.9103, grad_norm: 2.5445 2020-09-29 21:10:50,896 - mmaction - INFO - Epoch [219][240/627] lr: 3.203e-02, eta: 7:29:32, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.5706, top5_acc: 0.7819, loss_cls: 1.8722, loss: 1.8722, grad_norm: 2.5175 2020-09-29 21:11:13,923 - mmaction - INFO - Epoch [219][260/627] lr: 3.203e-02, eta: 7:29:09, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.5573, top5_acc: 0.7779, loss_cls: 1.8941, loss: 1.8941, grad_norm: 2.5756 2020-09-29 21:11:36,606 - mmaction - INFO - Epoch [219][280/627] lr: 3.203e-02, eta: 7:28:46, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5714, top5_acc: 0.7858, loss_cls: 1.8249, loss: 1.8249, grad_norm: 2.5209 2020-09-29 21:11:58,269 - mmaction - INFO - Epoch [219][300/627] lr: 3.203e-02, eta: 7:28:23, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.5672, top5_acc: 0.7828, loss_cls: 1.8677, loss: 1.8677, grad_norm: 2.5330 2020-09-29 21:12:20,488 - mmaction - INFO - Epoch [219][320/627] lr: 3.203e-02, eta: 7:28:00, time: 1.109, data_time: 0.010, memory: 8472, top1_acc: 0.5612, top5_acc: 0.7781, loss_cls: 1.8908, loss: 1.8908, grad_norm: 2.5233 2020-09-29 21:12:43,806 - mmaction - INFO - Epoch [219][340/627] lr: 3.203e-02, eta: 7:27:37, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.5664, top5_acc: 0.7727, loss_cls: 1.8809, loss: 1.8809, grad_norm: 2.5644 2020-09-29 21:13:06,291 - mmaction - INFO - Epoch [219][360/627] lr: 3.203e-02, eta: 7:27:15, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.5583, top5_acc: 0.7734, loss_cls: 1.9135, loss: 1.9135, grad_norm: 2.5855 2020-09-29 21:13:26,797 - mmaction - INFO - Epoch [219][380/627] lr: 3.203e-02, eta: 7:26:51, time: 1.027, data_time: 0.004, memory: 8472, top1_acc: 0.5546, top5_acc: 0.7763, loss_cls: 1.8956, loss: 1.8956, grad_norm: 2.5905 2020-09-29 21:13:49,108 - mmaction - INFO - Epoch [219][400/627] lr: 3.203e-02, eta: 7:26:28, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.5728, top5_acc: 0.7823, loss_cls: 1.8439, loss: 1.8439, grad_norm: 2.5182 2020-09-29 21:14:12,733 - mmaction - INFO - Epoch [219][420/627] lr: 3.203e-02, eta: 7:26:06, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.5577, top5_acc: 0.7693, loss_cls: 1.9170, loss: 1.9170, grad_norm: 2.5289 2020-09-29 21:14:33,955 - mmaction - INFO - Epoch [219][440/627] lr: 3.203e-02, eta: 7:25:42, time: 1.061, data_time: 0.002, memory: 8472, top1_acc: 0.5551, top5_acc: 0.7695, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.5614 2020-09-29 21:14:56,561 - mmaction - INFO - Epoch [219][460/627] lr: 3.203e-02, eta: 7:25:19, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.5555, top5_acc: 0.7711, loss_cls: 1.9182, loss: 1.9182, grad_norm: 2.5784 2020-09-29 21:15:20,044 - mmaction - INFO - Epoch [219][480/627] lr: 3.203e-02, eta: 7:24:57, time: 1.177, data_time: 0.005, memory: 8472, top1_acc: 0.5655, top5_acc: 0.7783, loss_cls: 1.8938, loss: 1.8938, grad_norm: 2.5708 2020-09-29 21:15:41,325 - mmaction - INFO - Epoch [219][500/627] lr: 3.203e-02, eta: 7:24:34, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.5673, top5_acc: 0.7853, loss_cls: 1.8616, loss: 1.8616, grad_norm: 2.5716 2020-09-29 21:16:02,524 - mmaction - INFO - Epoch [219][520/627] lr: 3.203e-02, eta: 7:24:10, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.5684, top5_acc: 0.7806, loss_cls: 1.8546, loss: 1.8546, grad_norm: 2.5506 2020-09-29 21:16:24,634 - mmaction - INFO - Epoch [219][540/627] lr: 3.203e-02, eta: 7:23:47, time: 1.107, data_time: 0.004, memory: 8472, top1_acc: 0.5604, top5_acc: 0.7740, loss_cls: 1.9077, loss: 1.9077, grad_norm: 2.5743 2020-09-29 21:16:48,044 - mmaction - INFO - Epoch [219][560/627] lr: 3.203e-02, eta: 7:23:25, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.5508, top5_acc: 0.7723, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.5489 2020-09-29 21:17:09,607 - mmaction - INFO - Epoch [219][580/627] lr: 3.203e-02, eta: 7:23:02, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5577, top5_acc: 0.7715, loss_cls: 1.9025, loss: 1.9025, grad_norm: 2.5460 2020-09-29 21:17:31,303 - mmaction - INFO - Epoch [219][600/627] lr: 3.203e-02, eta: 7:22:38, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.5555, top5_acc: 0.7770, loss_cls: 1.9080, loss: 1.9080, grad_norm: 2.5435 2020-09-29 21:17:53,776 - mmaction - INFO - Epoch [219][620/627] lr: 3.203e-02, eta: 7:22:16, time: 1.124, data_time: 0.003, memory: 8472, top1_acc: 0.5540, top5_acc: 0.7801, loss_cls: 1.9055, loss: 1.9055, grad_norm: 2.5997 2020-09-29 21:18:52,542 - mmaction - INFO - Epoch [220][20/627] lr: 3.040e-02, eta: 7:21:48, time: 2.586, data_time: 1.493, memory: 8472, top1_acc: 0.5736, top5_acc: 0.7863, loss_cls: 1.8484, loss: 1.8484, grad_norm: 2.5346 2020-09-29 21:19:15,170 - mmaction - INFO - Epoch [220][40/627] lr: 3.040e-02, eta: 7:21:25, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5694, top5_acc: 0.7876, loss_cls: 1.8597, loss: 1.8597, grad_norm: 2.5560 2020-09-29 21:19:37,275 - mmaction - INFO - Epoch [220][60/627] lr: 3.040e-02, eta: 7:21:02, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.5634, top5_acc: 0.7892, loss_cls: 1.8496, loss: 1.8496, grad_norm: 2.5473 2020-09-29 21:19:59,518 - mmaction - INFO - Epoch [220][80/627] lr: 3.040e-02, eta: 7:20:39, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.5693, top5_acc: 0.7796, loss_cls: 1.8401, loss: 1.8401, grad_norm: 2.5335 2020-09-29 21:20:22,121 - mmaction - INFO - Epoch [220][100/627] lr: 3.040e-02, eta: 7:20:16, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.5645, top5_acc: 0.7805, loss_cls: 1.8846, loss: 1.8846, grad_norm: 2.5416 2020-09-29 21:20:45,209 - mmaction - INFO - Epoch [220][120/627] lr: 3.040e-02, eta: 7:19:54, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.5734, top5_acc: 0.7870, loss_cls: 1.8403, loss: 1.8403, grad_norm: 2.5418 2020-09-29 21:21:07,477 - mmaction - INFO - Epoch [220][140/627] lr: 3.040e-02, eta: 7:19:31, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.5712, top5_acc: 0.7807, loss_cls: 1.8560, loss: 1.8560, grad_norm: 2.5579 2020-09-29 21:21:29,237 - mmaction - INFO - Epoch [220][160/627] lr: 3.040e-02, eta: 7:19:08, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.5708, top5_acc: 0.7844, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.5321 2020-09-29 21:21:51,437 - mmaction - INFO - Epoch [220][180/627] lr: 3.040e-02, eta: 7:18:45, time: 1.111, data_time: 0.040, memory: 8472, top1_acc: 0.5733, top5_acc: 0.7857, loss_cls: 1.8417, loss: 1.8417, grad_norm: 2.5401 2020-09-29 21:22:14,270 - mmaction - INFO - Epoch [220][200/627] lr: 3.040e-02, eta: 7:18:22, time: 1.140, data_time: 0.178, memory: 8472, top1_acc: 0.5655, top5_acc: 0.7859, loss_cls: 1.8593, loss: 1.8593, grad_norm: 2.5796 2020-09-29 21:22:35,377 - mmaction - INFO - Epoch [220][220/627] lr: 3.040e-02, eta: 7:17:58, time: 1.057, data_time: 0.107, memory: 8472, top1_acc: 0.5691, top5_acc: 0.7846, loss_cls: 1.8356, loss: 1.8356, grad_norm: 2.5772 2020-09-29 21:22:57,947 - mmaction - INFO - Epoch [220][240/627] lr: 3.040e-02, eta: 7:17:36, time: 1.130, data_time: 0.019, memory: 8472, top1_acc: 0.5691, top5_acc: 0.7801, loss_cls: 1.8750, loss: 1.8750, grad_norm: 2.5721 2020-09-29 21:23:20,080 - mmaction - INFO - Epoch [220][260/627] lr: 3.040e-02, eta: 7:17:13, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.5771, top5_acc: 0.7842, loss_cls: 1.8410, loss: 1.8410, grad_norm: 2.5687 2020-09-29 21:23:42,635 - mmaction - INFO - Epoch [220][280/627] lr: 3.040e-02, eta: 7:16:50, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.5628, top5_acc: 0.7758, loss_cls: 1.8719, loss: 1.8719, grad_norm: 2.6191 2020-09-29 21:24:05,735 - mmaction - INFO - Epoch [220][300/627] lr: 3.040e-02, eta: 7:16:27, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.5626, top5_acc: 0.7799, loss_cls: 1.8929, loss: 1.8929, grad_norm: 2.6343 2020-09-29 21:24:27,373 - mmaction - INFO - Epoch [220][320/627] lr: 3.040e-02, eta: 7:16:04, time: 1.085, data_time: 0.005, memory: 8472, top1_acc: 0.5625, top5_acc: 0.7788, loss_cls: 1.8908, loss: 1.8908, grad_norm: 2.6076 2020-09-29 21:24:50,666 - mmaction - INFO - Epoch [220][340/627] lr: 3.040e-02, eta: 7:15:41, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.5586, top5_acc: 0.7802, loss_cls: 1.8688, loss: 1.8688, grad_norm: 2.5959 2020-09-29 21:25:10,763 - mmaction - INFO - Epoch [220][360/627] lr: 3.040e-02, eta: 7:15:18, time: 1.004, data_time: 0.002, memory: 8472, top1_acc: 0.5596, top5_acc: 0.7736, loss_cls: 1.9088, loss: 1.9088, grad_norm: 2.6206 2020-09-29 21:25:33,387 - mmaction - INFO - Epoch [220][380/627] lr: 3.040e-02, eta: 7:14:55, time: 1.132, data_time: 0.003, memory: 8472, top1_acc: 0.5638, top5_acc: 0.7792, loss_cls: 1.8845, loss: 1.8845, grad_norm: 2.5961 2020-09-29 21:25:55,487 - mmaction - INFO - Epoch [220][400/627] lr: 3.040e-02, eta: 7:14:32, time: 1.104, data_time: 0.001, memory: 8472, top1_acc: 0.5622, top5_acc: 0.7701, loss_cls: 1.8956, loss: 1.8956, grad_norm: 2.6238 2020-09-29 21:26:17,476 - mmaction - INFO - Epoch [220][420/627] lr: 3.040e-02, eta: 7:14:09, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.5626, top5_acc: 0.7793, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.6260 2020-09-29 21:26:41,366 - mmaction - INFO - Epoch [220][440/627] lr: 3.040e-02, eta: 7:13:46, time: 1.194, data_time: 0.002, memory: 8472, top1_acc: 0.5689, top5_acc: 0.7766, loss_cls: 1.8753, loss: 1.8753, grad_norm: 2.5861 2020-09-29 21:27:03,937 - mmaction - INFO - Epoch [220][460/627] lr: 3.040e-02, eta: 7:13:23, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.5563, top5_acc: 0.7768, loss_cls: 1.8982, loss: 1.8982, grad_norm: 2.5938 2020-09-29 21:27:26,585 - mmaction - INFO - Epoch [220][480/627] lr: 3.040e-02, eta: 7:13:00, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5633, top5_acc: 0.7823, loss_cls: 1.8739, loss: 1.8739, grad_norm: 2.5845 2020-09-29 21:27:49,605 - mmaction - INFO - Epoch [220][500/627] lr: 3.040e-02, eta: 7:12:37, time: 1.151, data_time: 0.001, memory: 8472, top1_acc: 0.5607, top5_acc: 0.7779, loss_cls: 1.8738, loss: 1.8738, grad_norm: 2.5978 2020-09-29 21:28:10,809 - mmaction - INFO - Epoch [220][520/627] lr: 3.040e-02, eta: 7:12:14, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.5585, top5_acc: 0.7784, loss_cls: 1.8824, loss: 1.8824, grad_norm: 2.6285 2020-09-29 21:28:31,869 - mmaction - INFO - Epoch [220][540/627] lr: 3.040e-02, eta: 7:11:51, time: 1.053, data_time: 0.003, memory: 8472, top1_acc: 0.5673, top5_acc: 0.7819, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.5746 2020-09-29 21:28:55,474 - mmaction - INFO - Epoch [220][560/627] lr: 3.040e-02, eta: 7:11:28, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.5673, top5_acc: 0.7889, loss_cls: 1.8528, loss: 1.8528, grad_norm: 2.6033 2020-09-29 21:29:18,665 - mmaction - INFO - Epoch [220][580/627] lr: 3.040e-02, eta: 7:11:05, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.5665, top5_acc: 0.7814, loss_cls: 1.8600, loss: 1.8600, grad_norm: 2.6035 2020-09-29 21:29:39,364 - mmaction - INFO - Epoch [220][600/627] lr: 3.040e-02, eta: 7:10:42, time: 1.036, data_time: 0.004, memory: 8472, top1_acc: 0.5566, top5_acc: 0.7757, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.6343 2020-09-29 21:30:02,017 - mmaction - INFO - Epoch [220][620/627] lr: 3.040e-02, eta: 7:10:19, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.5608, top5_acc: 0.7807, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.6051 2020-09-29 21:30:09,107 - mmaction - INFO - Saving checkpoint at 220 epochs 2020-09-29 21:31:29,685 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 21:31:30,365 - mmaction - INFO - top1_acc 0.6101 top5_acc 0.8294 2020-09-29 21:31:30,365 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 21:31:30,412 - mmaction - INFO - mean_acc 0.6100 2020-09-29 21:31:30,412 - mmaction - INFO - Now best checkpoint is epoch_220.pth 2020-09-29 21:31:30,425 - mmaction - INFO - Epoch(val) [220][627] top1_acc: 0.6101, top5_acc: 0.8294, mean_class_accuracy: 0.6100 2020-09-29 21:32:21,379 - mmaction - INFO - Epoch [221][20/627] lr: 2.880e-02, eta: 7:09:52, time: 2.543, data_time: 1.348, memory: 8472, top1_acc: 0.5648, top5_acc: 0.7796, loss_cls: 1.8603, loss: 1.8603, grad_norm: 2.5903 2020-09-29 21:32:44,120 - mmaction - INFO - Epoch [221][40/627] lr: 2.880e-02, eta: 7:09:29, time: 1.139, data_time: 0.019, memory: 8472, top1_acc: 0.5747, top5_acc: 0.7889, loss_cls: 1.8127, loss: 1.8127, grad_norm: 2.5948 2020-09-29 21:33:05,918 - mmaction - INFO - Epoch [221][60/627] lr: 2.880e-02, eta: 7:09:06, time: 1.091, data_time: 0.004, memory: 8472, top1_acc: 0.5689, top5_acc: 0.7816, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.6049 2020-09-29 21:33:27,544 - mmaction - INFO - Epoch [221][80/627] lr: 2.880e-02, eta: 7:08:43, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.5677, top5_acc: 0.7879, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.6147 2020-09-29 21:33:51,115 - mmaction - INFO - Epoch [221][100/627] lr: 2.880e-02, eta: 7:08:20, time: 1.178, data_time: 0.003, memory: 8472, top1_acc: 0.5743, top5_acc: 0.7865, loss_cls: 1.8411, loss: 1.8411, grad_norm: 2.6038 2020-09-29 21:34:13,110 - mmaction - INFO - Epoch [221][120/627] lr: 2.880e-02, eta: 7:07:57, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.5645, top5_acc: 0.7781, loss_cls: 1.8720, loss: 1.8720, grad_norm: 2.6287 2020-09-29 21:34:34,637 - mmaction - INFO - Epoch [221][140/627] lr: 2.880e-02, eta: 7:07:34, time: 1.078, data_time: 0.004, memory: 8472, top1_acc: 0.5702, top5_acc: 0.7833, loss_cls: 1.8434, loss: 1.8434, grad_norm: 2.6067 2020-09-29 21:34:57,614 - mmaction - INFO - Epoch [221][160/627] lr: 2.880e-02, eta: 7:07:11, time: 1.149, data_time: 0.011, memory: 8472, top1_acc: 0.5812, top5_acc: 0.7855, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.5661 2020-09-29 21:35:20,259 - mmaction - INFO - Epoch [221][180/627] lr: 2.880e-02, eta: 7:06:48, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5812, top5_acc: 0.7884, loss_cls: 1.8219, loss: 1.8219, grad_norm: 2.6037 2020-09-29 21:35:42,916 - mmaction - INFO - Epoch [221][200/627] lr: 2.880e-02, eta: 7:06:25, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.5716, top5_acc: 0.7823, loss_cls: 1.8459, loss: 1.8459, grad_norm: 2.6079 2020-09-29 21:36:04,795 - mmaction - INFO - Epoch [221][220/627] lr: 2.880e-02, eta: 7:06:02, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.5772, top5_acc: 0.7859, loss_cls: 1.8092, loss: 1.8092, grad_norm: 2.5928 2020-09-29 21:36:25,437 - mmaction - INFO - Epoch [221][240/627] lr: 2.880e-02, eta: 7:05:39, time: 1.032, data_time: 0.018, memory: 8472, top1_acc: 0.5730, top5_acc: 0.7818, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.6277 2020-09-29 21:36:48,560 - mmaction - INFO - Epoch [221][260/627] lr: 2.880e-02, eta: 7:05:16, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.5648, top5_acc: 0.7858, loss_cls: 1.8526, loss: 1.8526, grad_norm: 2.6478 2020-09-29 21:37:12,426 - mmaction - INFO - Epoch [221][280/627] lr: 2.880e-02, eta: 7:04:53, time: 1.193, data_time: 0.002, memory: 8472, top1_acc: 0.5635, top5_acc: 0.7811, loss_cls: 1.8649, loss: 1.8649, grad_norm: 2.6136 2020-09-29 21:37:33,565 - mmaction - INFO - Epoch [221][300/627] lr: 2.880e-02, eta: 7:04:30, time: 1.056, data_time: 0.002, memory: 8472, top1_acc: 0.5678, top5_acc: 0.7779, loss_cls: 1.8818, loss: 1.8818, grad_norm: 2.6019 2020-09-29 21:37:56,592 - mmaction - INFO - Epoch [221][320/627] lr: 2.880e-02, eta: 7:04:07, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.5669, top5_acc: 0.7793, loss_cls: 1.8634, loss: 1.8634, grad_norm: 2.5846 2020-09-29 21:38:18,401 - mmaction - INFO - Epoch [221][340/627] lr: 2.880e-02, eta: 7:03:44, time: 1.091, data_time: 0.011, memory: 8472, top1_acc: 0.5703, top5_acc: 0.7760, loss_cls: 1.8709, loss: 1.8709, grad_norm: 2.5913 2020-09-29 21:38:39,958 - mmaction - INFO - Epoch [221][360/627] lr: 2.880e-02, eta: 7:03:21, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5643, top5_acc: 0.7710, loss_cls: 1.9045, loss: 1.9045, grad_norm: 2.6353 2020-09-29 21:39:01,503 - mmaction - INFO - Epoch [221][380/627] lr: 2.880e-02, eta: 7:02:58, time: 1.076, data_time: 0.002, memory: 8472, top1_acc: 0.5703, top5_acc: 0.7836, loss_cls: 1.8388, loss: 1.8388, grad_norm: 2.5903 2020-09-29 21:39:24,381 - mmaction - INFO - Epoch [221][400/627] lr: 2.880e-02, eta: 7:02:35, time: 1.145, data_time: 0.092, memory: 8472, top1_acc: 0.5622, top5_acc: 0.7846, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.6059 2020-09-29 21:39:45,581 - mmaction - INFO - Epoch [221][420/627] lr: 2.880e-02, eta: 7:02:12, time: 1.059, data_time: 0.001, memory: 8472, top1_acc: 0.5698, top5_acc: 0.7812, loss_cls: 1.8540, loss: 1.8540, grad_norm: 2.6109 2020-09-29 21:40:08,378 - mmaction - INFO - Epoch [221][440/627] lr: 2.880e-02, eta: 7:01:49, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.5568, top5_acc: 0.7655, loss_cls: 1.9114, loss: 1.9114, grad_norm: 2.6368 2020-09-29 21:40:29,680 - mmaction - INFO - Epoch [221][460/627] lr: 2.880e-02, eta: 7:01:26, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.5803, top5_acc: 0.7857, loss_cls: 1.8287, loss: 1.8287, grad_norm: 2.5635 2020-09-29 21:40:51,768 - mmaction - INFO - Epoch [221][480/627] lr: 2.880e-02, eta: 7:01:03, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.5733, top5_acc: 0.7884, loss_cls: 1.8215, loss: 1.8215, grad_norm: 2.6198 2020-09-29 21:41:14,326 - mmaction - INFO - Epoch [221][500/627] lr: 2.880e-02, eta: 7:00:40, time: 1.129, data_time: 0.004, memory: 8472, top1_acc: 0.5728, top5_acc: 0.7871, loss_cls: 1.8431, loss: 1.8431, grad_norm: 2.5938 2020-09-29 21:41:37,363 - mmaction - INFO - Epoch [221][520/627] lr: 2.880e-02, eta: 7:00:17, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.5673, top5_acc: 0.7829, loss_cls: 1.8698, loss: 1.8698, grad_norm: 2.6557 2020-09-29 21:41:59,727 - mmaction - INFO - Epoch [221][540/627] lr: 2.880e-02, eta: 6:59:54, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.5671, top5_acc: 0.7828, loss_cls: 1.8647, loss: 1.8647, grad_norm: 2.6810 2020-09-29 21:42:21,569 - mmaction - INFO - Epoch [221][560/627] lr: 2.880e-02, eta: 6:59:31, time: 1.092, data_time: 0.003, memory: 8472, top1_acc: 0.5681, top5_acc: 0.7822, loss_cls: 1.8501, loss: 1.8501, grad_norm: 2.6447 2020-09-29 21:42:44,786 - mmaction - INFO - Epoch [221][580/627] lr: 2.880e-02, eta: 6:59:09, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.5687, top5_acc: 0.7806, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.6225 2020-09-29 21:43:07,355 - mmaction - INFO - Epoch [221][600/627] lr: 2.880e-02, eta: 6:58:46, time: 1.131, data_time: 0.004, memory: 8472, top1_acc: 0.5625, top5_acc: 0.7749, loss_cls: 1.8965, loss: 1.8965, grad_norm: 2.6610 2020-09-29 21:43:27,880 - mmaction - INFO - Epoch [221][620/627] lr: 2.880e-02, eta: 6:58:22, time: 1.026, data_time: 0.002, memory: 8472, top1_acc: 0.5576, top5_acc: 0.7784, loss_cls: 1.8584, loss: 1.8584, grad_norm: 2.6517 2020-09-29 21:44:26,997 - mmaction - INFO - Epoch [222][20/627] lr: 2.725e-02, eta: 6:57:55, time: 2.606, data_time: 1.386, memory: 8472, top1_acc: 0.5783, top5_acc: 0.7815, loss_cls: 1.8364, loss: 1.8364, grad_norm: 2.6076 2020-09-29 21:44:49,840 - mmaction - INFO - Epoch [222][40/627] lr: 2.725e-02, eta: 6:57:32, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.5806, top5_acc: 0.7839, loss_cls: 1.8225, loss: 1.8225, grad_norm: 2.6026 2020-09-29 21:45:11,845 - mmaction - INFO - Epoch [222][60/627] lr: 2.725e-02, eta: 6:57:09, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.5766, top5_acc: 0.7884, loss_cls: 1.8102, loss: 1.8102, grad_norm: 2.5966 2020-09-29 21:45:33,630 - mmaction - INFO - Epoch [222][80/627] lr: 2.725e-02, eta: 6:56:46, time: 1.088, data_time: 0.003, memory: 8472, top1_acc: 0.5563, top5_acc: 0.7781, loss_cls: 1.8893, loss: 1.8893, grad_norm: 2.6669 2020-09-29 21:45:55,497 - mmaction - INFO - Epoch [222][100/627] lr: 2.725e-02, eta: 6:56:23, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.5693, top5_acc: 0.7811, loss_cls: 1.8495, loss: 1.8495, grad_norm: 2.6639 2020-09-29 21:46:17,272 - mmaction - INFO - Epoch [222][120/627] lr: 2.725e-02, eta: 6:56:00, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.5759, top5_acc: 0.7891, loss_cls: 1.8219, loss: 1.8219, grad_norm: 2.6360 2020-09-29 21:46:39,300 - mmaction - INFO - Epoch [222][140/627] lr: 2.725e-02, eta: 6:55:37, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.5659, top5_acc: 0.7806, loss_cls: 1.8558, loss: 1.8558, grad_norm: 2.6459 2020-09-29 21:47:03,338 - mmaction - INFO - Epoch [222][160/627] lr: 2.725e-02, eta: 6:55:14, time: 1.201, data_time: 0.002, memory: 8472, top1_acc: 0.5746, top5_acc: 0.7915, loss_cls: 1.8215, loss: 1.8215, grad_norm: 2.6569 2020-09-29 21:47:24,328 - mmaction - INFO - Epoch [222][180/627] lr: 2.725e-02, eta: 6:54:51, time: 1.049, data_time: 0.003, memory: 8472, top1_acc: 0.5730, top5_acc: 0.7876, loss_cls: 1.8329, loss: 1.8329, grad_norm: 2.6259 2020-09-29 21:47:47,517 - mmaction - INFO - Epoch [222][200/627] lr: 2.725e-02, eta: 6:54:28, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.5602, top5_acc: 0.7779, loss_cls: 1.8700, loss: 1.8700, grad_norm: 2.6470 2020-09-29 21:48:09,987 - mmaction - INFO - Epoch [222][220/627] lr: 2.725e-02, eta: 6:54:05, time: 1.122, data_time: 0.002, memory: 8472, top1_acc: 0.5763, top5_acc: 0.7906, loss_cls: 1.8188, loss: 1.8188, grad_norm: 2.6325 2020-09-29 21:48:30,806 - mmaction - INFO - Epoch [222][240/627] lr: 2.725e-02, eta: 6:53:42, time: 1.043, data_time: 0.003, memory: 8472, top1_acc: 0.5676, top5_acc: 0.7775, loss_cls: 1.8643, loss: 1.8643, grad_norm: 2.6607 2020-09-29 21:48:52,488 - mmaction - INFO - Epoch [222][260/627] lr: 2.725e-02, eta: 6:53:19, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.5766, top5_acc: 0.7917, loss_cls: 1.8301, loss: 1.8301, grad_norm: 2.6388 2020-09-29 21:49:16,326 - mmaction - INFO - Epoch [222][280/627] lr: 2.725e-02, eta: 6:52:56, time: 1.191, data_time: 0.003, memory: 8472, top1_acc: 0.5797, top5_acc: 0.7893, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.5806 2020-09-29 21:49:37,322 - mmaction - INFO - Epoch [222][300/627] lr: 2.725e-02, eta: 6:52:33, time: 1.051, data_time: 0.003, memory: 8472, top1_acc: 0.5810, top5_acc: 0.7859, loss_cls: 1.8146, loss: 1.8146, grad_norm: 2.6443 2020-09-29 21:49:59,240 - mmaction - INFO - Epoch [222][320/627] lr: 2.725e-02, eta: 6:52:10, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.5682, top5_acc: 0.7792, loss_cls: 1.8609, loss: 1.8609, grad_norm: 2.6517 2020-09-29 21:50:22,038 - mmaction - INFO - Epoch [222][340/627] lr: 2.725e-02, eta: 6:51:47, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.5697, top5_acc: 0.7828, loss_cls: 1.8695, loss: 1.8695, grad_norm: 2.6850 2020-09-29 21:50:45,175 - mmaction - INFO - Epoch [222][360/627] lr: 2.725e-02, eta: 6:51:24, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.5728, top5_acc: 0.7841, loss_cls: 1.8304, loss: 1.8304, grad_norm: 2.6498 2020-09-29 21:51:06,064 - mmaction - INFO - Epoch [222][380/627] lr: 2.725e-02, eta: 6:51:01, time: 1.043, data_time: 0.002, memory: 8472, top1_acc: 0.5620, top5_acc: 0.7812, loss_cls: 1.8694, loss: 1.8694, grad_norm: 2.6862 2020-09-29 21:51:28,989 - mmaction - INFO - Epoch [222][400/627] lr: 2.725e-02, eta: 6:50:38, time: 1.147, data_time: 0.004, memory: 8472, top1_acc: 0.5746, top5_acc: 0.7878, loss_cls: 1.8368, loss: 1.8368, grad_norm: 2.6297 2020-09-29 21:51:52,180 - mmaction - INFO - Epoch [222][420/627] lr: 2.725e-02, eta: 6:50:15, time: 1.161, data_time: 0.003, memory: 8472, top1_acc: 0.5573, top5_acc: 0.7841, loss_cls: 1.8745, loss: 1.8745, grad_norm: 2.6598 2020-09-29 21:52:14,697 - mmaction - INFO - Epoch [222][440/627] lr: 2.725e-02, eta: 6:49:53, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.5728, top5_acc: 0.7812, loss_cls: 1.8622, loss: 1.8622, grad_norm: 2.6452 2020-09-29 21:52:36,594 - mmaction - INFO - Epoch [222][460/627] lr: 2.725e-02, eta: 6:49:30, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.5672, top5_acc: 0.7870, loss_cls: 1.8412, loss: 1.8412, grad_norm: 2.6585 2020-09-29 21:52:57,254 - mmaction - INFO - Epoch [222][480/627] lr: 2.725e-02, eta: 6:49:06, time: 1.032, data_time: 0.002, memory: 8472, top1_acc: 0.5685, top5_acc: 0.7783, loss_cls: 1.8744, loss: 1.8744, grad_norm: 2.6729 2020-09-29 21:53:20,176 - mmaction - INFO - Epoch [222][500/627] lr: 2.725e-02, eta: 6:48:43, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.5771, top5_acc: 0.7844, loss_cls: 1.8415, loss: 1.8415, grad_norm: 2.6454 2020-09-29 21:53:43,495 - mmaction - INFO - Epoch [222][520/627] lr: 2.725e-02, eta: 6:48:21, time: 1.164, data_time: 0.001, memory: 8472, top1_acc: 0.5776, top5_acc: 0.7909, loss_cls: 1.8039, loss: 1.8039, grad_norm: 2.6785 2020-09-29 21:54:05,418 - mmaction - INFO - Epoch [222][540/627] lr: 2.725e-02, eta: 6:47:58, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.5711, top5_acc: 0.7855, loss_cls: 1.8366, loss: 1.8366, grad_norm: 2.6652 2020-09-29 21:54:27,579 - mmaction - INFO - Epoch [222][560/627] lr: 2.725e-02, eta: 6:47:35, time: 1.105, data_time: 0.001, memory: 8472, top1_acc: 0.5608, top5_acc: 0.7870, loss_cls: 1.8719, loss: 1.8719, grad_norm: 2.7010 2020-09-29 21:54:49,633 - mmaction - INFO - Epoch [222][580/627] lr: 2.725e-02, eta: 6:47:12, time: 1.104, data_time: 0.005, memory: 8472, top1_acc: 0.5823, top5_acc: 0.7918, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.6543 2020-09-29 21:55:12,554 - mmaction - INFO - Epoch [222][600/627] lr: 2.725e-02, eta: 6:46:49, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.5676, top5_acc: 0.7842, loss_cls: 1.8442, loss: 1.8442, grad_norm: 2.6926 2020-09-29 21:55:36,146 - mmaction - INFO - Epoch [222][620/627] lr: 2.725e-02, eta: 6:46:26, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.5686, top5_acc: 0.7798, loss_cls: 1.8710, loss: 1.8710, grad_norm: 2.6391 2020-09-29 21:56:37,805 - mmaction - INFO - Epoch [223][20/627] lr: 2.574e-02, eta: 6:45:59, time: 2.744, data_time: 1.721, memory: 8472, top1_acc: 0.5734, top5_acc: 0.7891, loss_cls: 1.8182, loss: 1.8182, grad_norm: 2.6471 2020-09-29 21:56:59,121 - mmaction - INFO - Epoch [223][40/627] lr: 2.574e-02, eta: 6:45:36, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.5789, top5_acc: 0.7878, loss_cls: 1.8197, loss: 1.8197, grad_norm: 2.6233 2020-09-29 21:57:22,607 - mmaction - INFO - Epoch [223][60/627] lr: 2.574e-02, eta: 6:45:13, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.5793, top5_acc: 0.7937, loss_cls: 1.7736, loss: 1.7736, grad_norm: 2.6352 2020-09-29 21:57:44,051 - mmaction - INFO - Epoch [223][80/627] lr: 2.574e-02, eta: 6:44:50, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.5796, top5_acc: 0.7924, loss_cls: 1.7893, loss: 1.7893, grad_norm: 2.6885 2020-09-29 21:58:06,818 - mmaction - INFO - Epoch [223][100/627] lr: 2.574e-02, eta: 6:44:27, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.5789, top5_acc: 0.7909, loss_cls: 1.7951, loss: 1.7951, grad_norm: 2.6675 2020-09-29 21:58:27,533 - mmaction - INFO - Epoch [223][120/627] lr: 2.574e-02, eta: 6:44:04, time: 1.036, data_time: 0.003, memory: 8472, top1_acc: 0.5874, top5_acc: 0.7971, loss_cls: 1.7943, loss: 1.7943, grad_norm: 2.6729 2020-09-29 21:58:50,809 - mmaction - INFO - Epoch [223][140/627] lr: 2.574e-02, eta: 6:43:41, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.5848, top5_acc: 0.7951, loss_cls: 1.7601, loss: 1.7601, grad_norm: 2.6497 2020-09-29 21:59:12,534 - mmaction - INFO - Epoch [223][160/627] lr: 2.574e-02, eta: 6:43:18, time: 1.084, data_time: 0.002, memory: 8472, top1_acc: 0.5781, top5_acc: 0.7863, loss_cls: 1.8086, loss: 1.8086, grad_norm: 2.6512 2020-09-29 21:59:34,596 - mmaction - INFO - Epoch [223][180/627] lr: 2.574e-02, eta: 6:42:55, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.5724, top5_acc: 0.7979, loss_cls: 1.8130, loss: 1.8130, grad_norm: 2.7058 2020-09-29 21:59:56,217 - mmaction - INFO - Epoch [223][200/627] lr: 2.574e-02, eta: 6:42:32, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.5801, top5_acc: 0.7931, loss_cls: 1.7901, loss: 1.7901, grad_norm: 2.6548 2020-09-29 22:00:19,807 - mmaction - INFO - Epoch [223][220/627] lr: 2.574e-02, eta: 6:42:09, time: 1.180, data_time: 0.002, memory: 8472, top1_acc: 0.5733, top5_acc: 0.7841, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.6875 2020-09-29 22:00:41,598 - mmaction - INFO - Epoch [223][240/627] lr: 2.574e-02, eta: 6:41:46, time: 1.088, data_time: 0.002, memory: 8472, top1_acc: 0.5794, top5_acc: 0.7888, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.6849 2020-09-29 22:01:04,654 - mmaction - INFO - Epoch [223][260/627] lr: 2.574e-02, eta: 6:41:23, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.5639, top5_acc: 0.7802, loss_cls: 1.8675, loss: 1.8675, grad_norm: 2.7485 2020-09-29 22:01:26,088 - mmaction - INFO - Epoch [223][280/627] lr: 2.574e-02, eta: 6:41:00, time: 1.071, data_time: 0.001, memory: 8472, top1_acc: 0.5848, top5_acc: 0.7926, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.6894 2020-09-29 22:01:47,953 - mmaction - INFO - Epoch [223][300/627] lr: 2.574e-02, eta: 6:40:37, time: 1.093, data_time: 0.004, memory: 8472, top1_acc: 0.5730, top5_acc: 0.7917, loss_cls: 1.8090, loss: 1.8090, grad_norm: 2.7082 2020-09-29 22:02:10,906 - mmaction - INFO - Epoch [223][320/627] lr: 2.574e-02, eta: 6:40:14, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.5766, top5_acc: 0.7898, loss_cls: 1.7929, loss: 1.7929, grad_norm: 2.6996 2020-09-29 22:02:32,800 - mmaction - INFO - Epoch [223][340/627] lr: 2.574e-02, eta: 6:39:51, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.5823, top5_acc: 0.7893, loss_cls: 1.8166, loss: 1.8166, grad_norm: 2.7000 2020-09-29 22:02:54,240 - mmaction - INFO - Epoch [223][360/627] lr: 2.574e-02, eta: 6:39:28, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.5758, top5_acc: 0.7849, loss_cls: 1.8167, loss: 1.8167, grad_norm: 2.6754 2020-09-29 22:03:16,933 - mmaction - INFO - Epoch [223][380/627] lr: 2.574e-02, eta: 6:39:05, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5754, top5_acc: 0.7941, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.6893 2020-09-29 22:03:40,639 - mmaction - INFO - Epoch [223][400/627] lr: 2.574e-02, eta: 6:38:42, time: 1.185, data_time: 0.001, memory: 8472, top1_acc: 0.5725, top5_acc: 0.7848, loss_cls: 1.8320, loss: 1.8320, grad_norm: 2.7194 2020-09-29 22:04:03,008 - mmaction - INFO - Epoch [223][420/627] lr: 2.574e-02, eta: 6:38:19, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.5773, top5_acc: 0.7949, loss_cls: 1.8183, loss: 1.8183, grad_norm: 2.7542 2020-09-29 22:04:25,161 - mmaction - INFO - Epoch [223][440/627] lr: 2.574e-02, eta: 6:37:56, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.5645, top5_acc: 0.7853, loss_cls: 1.8553, loss: 1.8553, grad_norm: 2.7244 2020-09-29 22:04:47,631 - mmaction - INFO - Epoch [223][460/627] lr: 2.574e-02, eta: 6:37:34, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.5828, top5_acc: 0.7885, loss_cls: 1.8039, loss: 1.8039, grad_norm: 2.6910 2020-09-29 22:05:09,762 - mmaction - INFO - Epoch [223][480/627] lr: 2.574e-02, eta: 6:37:11, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.5602, top5_acc: 0.7797, loss_cls: 1.8848, loss: 1.8848, grad_norm: 2.7388 2020-09-29 22:05:31,325 - mmaction - INFO - Epoch [223][500/627] lr: 2.574e-02, eta: 6:36:48, time: 1.078, data_time: 0.002, memory: 8472, top1_acc: 0.5701, top5_acc: 0.7809, loss_cls: 1.8421, loss: 1.8421, grad_norm: 2.7025 2020-09-29 22:05:54,799 - mmaction - INFO - Epoch [223][520/627] lr: 2.574e-02, eta: 6:36:25, time: 1.173, data_time: 0.001, memory: 8472, top1_acc: 0.5714, top5_acc: 0.7842, loss_cls: 1.8439, loss: 1.8439, grad_norm: 2.6929 2020-09-29 22:06:17,766 - mmaction - INFO - Epoch [223][540/627] lr: 2.574e-02, eta: 6:36:02, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.5699, top5_acc: 0.7840, loss_cls: 1.8255, loss: 1.8255, grad_norm: 2.7323 2020-09-29 22:06:40,501 - mmaction - INFO - Epoch [223][560/627] lr: 2.574e-02, eta: 6:35:39, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.5677, top5_acc: 0.7891, loss_cls: 1.8380, loss: 1.8380, grad_norm: 2.7448 2020-09-29 22:07:01,707 - mmaction - INFO - Epoch [223][580/627] lr: 2.574e-02, eta: 6:35:16, time: 1.061, data_time: 0.004, memory: 8472, top1_acc: 0.5786, top5_acc: 0.7902, loss_cls: 1.8185, loss: 1.8185, grad_norm: 2.6748 2020-09-29 22:07:22,628 - mmaction - INFO - Epoch [223][600/627] lr: 2.574e-02, eta: 6:34:53, time: 1.046, data_time: 0.003, memory: 8472, top1_acc: 0.5732, top5_acc: 0.7763, loss_cls: 1.8634, loss: 1.8634, grad_norm: 2.7165 2020-09-29 22:07:45,086 - mmaction - INFO - Epoch [223][620/627] lr: 2.574e-02, eta: 6:34:30, time: 1.123, data_time: 0.004, memory: 8472, top1_acc: 0.5715, top5_acc: 0.7882, loss_cls: 1.8164, loss: 1.8164, grad_norm: 2.6875 2020-09-29 22:08:50,435 - mmaction - INFO - Epoch [224][20/627] lr: 2.427e-02, eta: 6:34:03, time: 2.859, data_time: 1.625, memory: 8472, top1_acc: 0.5931, top5_acc: 0.8013, loss_cls: 1.7552, loss: 1.7552, grad_norm: 2.6592 2020-09-29 22:09:12,825 - mmaction - INFO - Epoch [224][40/627] lr: 2.427e-02, eta: 6:33:40, time: 1.120, data_time: 0.004, memory: 8472, top1_acc: 0.5840, top5_acc: 0.7904, loss_cls: 1.7852, loss: 1.7852, grad_norm: 2.6777 2020-09-29 22:09:34,949 - mmaction - INFO - Epoch [224][60/627] lr: 2.427e-02, eta: 6:33:17, time: 1.106, data_time: 0.002, memory: 8472, top1_acc: 0.5829, top5_acc: 0.7927, loss_cls: 1.7815, loss: 1.7815, grad_norm: 2.6950 2020-09-29 22:09:57,350 - mmaction - INFO - Epoch [224][80/627] lr: 2.427e-02, eta: 6:32:54, time: 1.120, data_time: 0.003, memory: 8472, top1_acc: 0.5702, top5_acc: 0.7901, loss_cls: 1.8167, loss: 1.8167, grad_norm: 2.7100 2020-09-29 22:10:19,430 - mmaction - INFO - Epoch [224][100/627] lr: 2.427e-02, eta: 6:32:31, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.5783, top5_acc: 0.7944, loss_cls: 1.8033, loss: 1.8033, grad_norm: 2.7067 2020-09-29 22:10:41,049 - mmaction - INFO - Epoch [224][120/627] lr: 2.427e-02, eta: 6:32:08, time: 1.079, data_time: 0.001, memory: 8472, top1_acc: 0.5794, top5_acc: 0.7896, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.7248 2020-09-29 22:11:03,825 - mmaction - INFO - Epoch [224][140/627] lr: 2.427e-02, eta: 6:31:45, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.5913, top5_acc: 0.7947, loss_cls: 1.7796, loss: 1.7796, grad_norm: 2.6905 2020-09-29 22:11:26,453 - mmaction - INFO - Epoch [224][160/627] lr: 2.427e-02, eta: 6:31:22, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.5775, top5_acc: 0.7908, loss_cls: 1.8100, loss: 1.8100, grad_norm: 2.6970 2020-09-29 22:11:48,014 - mmaction - INFO - Epoch [224][180/627] lr: 2.427e-02, eta: 6:30:59, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.5801, top5_acc: 0.7910, loss_cls: 1.7820, loss: 1.7820, grad_norm: 2.7116 2020-09-29 22:12:09,487 - mmaction - INFO - Epoch [224][200/627] lr: 2.427e-02, eta: 6:30:36, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.5797, top5_acc: 0.7883, loss_cls: 1.8002, loss: 1.8002, grad_norm: 2.6560 2020-09-29 22:12:31,258 - mmaction - INFO - Epoch [224][220/627] lr: 2.427e-02, eta: 6:30:13, time: 1.087, data_time: 0.012, memory: 8472, top1_acc: 0.5827, top5_acc: 0.7932, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.6909 2020-09-29 22:12:54,441 - mmaction - INFO - Epoch [224][240/627] lr: 2.427e-02, eta: 6:29:50, time: 1.161, data_time: 0.013, memory: 8472, top1_acc: 0.5797, top5_acc: 0.7921, loss_cls: 1.8246, loss: 1.8246, grad_norm: 2.7244 2020-09-29 22:13:16,409 - mmaction - INFO - Epoch [224][260/627] lr: 2.427e-02, eta: 6:29:27, time: 1.097, data_time: 0.001, memory: 8472, top1_acc: 0.5910, top5_acc: 0.7993, loss_cls: 1.7635, loss: 1.7635, grad_norm: 2.7284 2020-09-29 22:13:38,678 - mmaction - INFO - Epoch [224][280/627] lr: 2.427e-02, eta: 6:29:04, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.5799, top5_acc: 0.7867, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.7329 2020-09-29 22:14:01,116 - mmaction - INFO - Epoch [224][300/627] lr: 2.427e-02, eta: 6:28:41, time: 1.121, data_time: 0.054, memory: 8472, top1_acc: 0.5776, top5_acc: 0.7865, loss_cls: 1.8111, loss: 1.8111, grad_norm: 2.7278 2020-09-29 22:14:23,038 - mmaction - INFO - Epoch [224][320/627] lr: 2.427e-02, eta: 6:28:18, time: 1.096, data_time: 0.035, memory: 8472, top1_acc: 0.5822, top5_acc: 0.7913, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.7339 2020-09-29 22:14:44,740 - mmaction - INFO - Epoch [224][340/627] lr: 2.427e-02, eta: 6:27:55, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.5845, top5_acc: 0.7975, loss_cls: 1.7844, loss: 1.7844, grad_norm: 2.7307 2020-09-29 22:15:07,447 - mmaction - INFO - Epoch [224][360/627] lr: 2.427e-02, eta: 6:27:32, time: 1.135, data_time: 0.034, memory: 8472, top1_acc: 0.5815, top5_acc: 0.7923, loss_cls: 1.8148, loss: 1.8148, grad_norm: 2.7306 2020-09-29 22:15:29,145 - mmaction - INFO - Epoch [224][380/627] lr: 2.427e-02, eta: 6:27:09, time: 1.083, data_time: 0.026, memory: 8472, top1_acc: 0.5797, top5_acc: 0.7870, loss_cls: 1.8358, loss: 1.8358, grad_norm: 2.7409 2020-09-29 22:15:52,027 - mmaction - INFO - Epoch [224][400/627] lr: 2.427e-02, eta: 6:26:46, time: 1.146, data_time: 0.054, memory: 8472, top1_acc: 0.5815, top5_acc: 0.7905, loss_cls: 1.7983, loss: 1.7983, grad_norm: 2.7344 2020-09-29 22:16:14,533 - mmaction - INFO - Epoch [224][420/627] lr: 2.427e-02, eta: 6:26:23, time: 1.124, data_time: 0.001, memory: 8472, top1_acc: 0.5796, top5_acc: 0.7901, loss_cls: 1.8032, loss: 1.8032, grad_norm: 2.7050 2020-09-29 22:16:37,046 - mmaction - INFO - Epoch [224][440/627] lr: 2.427e-02, eta: 6:26:00, time: 1.125, data_time: 0.002, memory: 8472, top1_acc: 0.5902, top5_acc: 0.7966, loss_cls: 1.7784, loss: 1.7784, grad_norm: 2.6890 2020-09-29 22:16:58,466 - mmaction - INFO - Epoch [224][460/627] lr: 2.427e-02, eta: 6:25:37, time: 1.071, data_time: 0.004, memory: 8472, top1_acc: 0.5822, top5_acc: 0.7909, loss_cls: 1.7947, loss: 1.7947, grad_norm: 2.7247 2020-09-29 22:17:20,134 - mmaction - INFO - Epoch [224][480/627] lr: 2.427e-02, eta: 6:25:14, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.5818, top5_acc: 0.7932, loss_cls: 1.7919, loss: 1.7919, grad_norm: 2.6912 2020-09-29 22:17:42,137 - mmaction - INFO - Epoch [224][500/627] lr: 2.427e-02, eta: 6:24:51, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.5754, top5_acc: 0.7870, loss_cls: 1.8102, loss: 1.8102, grad_norm: 2.7376 2020-09-29 22:18:04,337 - mmaction - INFO - Epoch [224][520/627] lr: 2.427e-02, eta: 6:24:28, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.5743, top5_acc: 0.7824, loss_cls: 1.8434, loss: 1.8434, grad_norm: 2.7663 2020-09-29 22:18:27,076 - mmaction - INFO - Epoch [224][540/627] lr: 2.427e-02, eta: 6:24:05, time: 1.136, data_time: 0.001, memory: 8472, top1_acc: 0.5882, top5_acc: 0.7935, loss_cls: 1.7790, loss: 1.7790, grad_norm: 2.7164 2020-09-29 22:18:49,195 - mmaction - INFO - Epoch [224][560/627] lr: 2.427e-02, eta: 6:23:42, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5716, top5_acc: 0.7841, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.8184 2020-09-29 22:19:11,094 - mmaction - INFO - Epoch [224][580/627] lr: 2.427e-02, eta: 6:23:19, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.5854, top5_acc: 0.7902, loss_cls: 1.7881, loss: 1.7881, grad_norm: 2.7214 2020-09-29 22:19:33,198 - mmaction - INFO - Epoch [224][600/627] lr: 2.427e-02, eta: 6:22:56, time: 1.105, data_time: 0.002, memory: 8472, top1_acc: 0.5794, top5_acc: 0.7911, loss_cls: 1.7988, loss: 1.7988, grad_norm: 2.7489 2020-09-29 22:19:56,118 - mmaction - INFO - Epoch [224][620/627] lr: 2.427e-02, eta: 6:22:34, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.5811, top5_acc: 0.7908, loss_cls: 1.7954, loss: 1.7954, grad_norm: 2.7695 2020-09-29 22:20:02,864 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-09-29 22:20:56,246 - mmaction - INFO - Epoch [225][20/627] lr: 2.284e-02, eta: 6:22:06, time: 2.649, data_time: 1.272, memory: 8472, top1_acc: 0.5859, top5_acc: 0.7944, loss_cls: 1.7741, loss: 1.7741, grad_norm: 2.7056 2020-09-29 22:21:17,646 - mmaction - INFO - Epoch [225][40/627] lr: 2.284e-02, eta: 6:21:43, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.5927, top5_acc: 0.7975, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.7244 2020-09-29 22:21:39,287 - mmaction - INFO - Epoch [225][60/627] lr: 2.284e-02, eta: 6:21:20, time: 1.084, data_time: 0.011, memory: 8472, top1_acc: 0.5922, top5_acc: 0.7999, loss_cls: 1.7444, loss: 1.7444, grad_norm: 2.7017 2020-09-29 22:22:01,380 - mmaction - INFO - Epoch [225][80/627] lr: 2.284e-02, eta: 6:20:57, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.5872, top5_acc: 0.7991, loss_cls: 1.7722, loss: 1.7722, grad_norm: 2.7620 2020-09-29 22:22:24,573 - mmaction - INFO - Epoch [225][100/627] lr: 2.284e-02, eta: 6:20:34, time: 1.159, data_time: 0.001, memory: 8472, top1_acc: 0.5807, top5_acc: 0.7863, loss_cls: 1.8059, loss: 1.8059, grad_norm: 2.7797 2020-09-29 22:22:46,825 - mmaction - INFO - Epoch [225][120/627] lr: 2.284e-02, eta: 6:20:11, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.5918, top5_acc: 0.8029, loss_cls: 1.7446, loss: 1.7446, grad_norm: 2.7149 2020-09-29 22:23:10,024 - mmaction - INFO - Epoch [225][140/627] lr: 2.284e-02, eta: 6:19:48, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.5883, top5_acc: 0.7969, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.7175 2020-09-29 22:23:31,835 - mmaction - INFO - Epoch [225][160/627] lr: 2.284e-02, eta: 6:19:25, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.5801, top5_acc: 0.7952, loss_cls: 1.7768, loss: 1.7768, grad_norm: 2.7745 2020-09-29 22:23:53,299 - mmaction - INFO - Epoch [225][180/627] lr: 2.284e-02, eta: 6:19:02, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.5815, top5_acc: 0.7895, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.7231 2020-09-29 22:24:16,286 - mmaction - INFO - Epoch [225][200/627] lr: 2.284e-02, eta: 6:18:39, time: 1.151, data_time: 0.004, memory: 8472, top1_acc: 0.5941, top5_acc: 0.7973, loss_cls: 1.7456, loss: 1.7456, grad_norm: 2.7601 2020-09-29 22:24:38,185 - mmaction - INFO - Epoch [225][220/627] lr: 2.284e-02, eta: 6:18:16, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.5926, top5_acc: 0.8007, loss_cls: 1.7411, loss: 1.7411, grad_norm: 2.7600 2020-09-29 22:25:00,507 - mmaction - INFO - Epoch [225][240/627] lr: 2.284e-02, eta: 6:17:53, time: 1.117, data_time: 0.002, memory: 8472, top1_acc: 0.5777, top5_acc: 0.7891, loss_cls: 1.8112, loss: 1.8112, grad_norm: 2.7803 2020-09-29 22:25:22,427 - mmaction - INFO - Epoch [225][260/627] lr: 2.284e-02, eta: 6:17:30, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.5835, top5_acc: 0.7934, loss_cls: 1.7976, loss: 1.7976, grad_norm: 2.7552 2020-09-29 22:25:44,309 - mmaction - INFO - Epoch [225][280/627] lr: 2.284e-02, eta: 6:17:07, time: 1.092, data_time: 0.001, memory: 8472, top1_acc: 0.5815, top5_acc: 0.7914, loss_cls: 1.8029, loss: 1.8029, grad_norm: 2.7486 2020-09-29 22:26:06,951 - mmaction - INFO - Epoch [225][300/627] lr: 2.284e-02, eta: 6:16:44, time: 1.134, data_time: 0.004, memory: 8472, top1_acc: 0.5868, top5_acc: 0.7957, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.7482 2020-09-29 22:26:29,238 - mmaction - INFO - Epoch [225][320/627] lr: 2.284e-02, eta: 6:16:21, time: 1.113, data_time: 0.001, memory: 8472, top1_acc: 0.5819, top5_acc: 0.7926, loss_cls: 1.7767, loss: 1.7767, grad_norm: 2.7699 2020-09-29 22:26:52,944 - mmaction - INFO - Epoch [225][340/627] lr: 2.284e-02, eta: 6:15:58, time: 1.186, data_time: 0.002, memory: 8472, top1_acc: 0.5822, top5_acc: 0.7984, loss_cls: 1.7775, loss: 1.7775, grad_norm: 2.7971 2020-09-29 22:27:14,748 - mmaction - INFO - Epoch [225][360/627] lr: 2.284e-02, eta: 6:15:35, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.5750, top5_acc: 0.7885, loss_cls: 1.8190, loss: 1.8190, grad_norm: 2.7875 2020-09-29 22:27:37,017 - mmaction - INFO - Epoch [225][380/627] lr: 2.284e-02, eta: 6:15:13, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5913, top5_acc: 0.7901, loss_cls: 1.7659, loss: 1.7659, grad_norm: 2.7224 2020-09-29 22:27:59,004 - mmaction - INFO - Epoch [225][400/627] lr: 2.284e-02, eta: 6:14:50, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.5852, top5_acc: 0.7905, loss_cls: 1.7830, loss: 1.7830, grad_norm: 2.7842 2020-09-29 22:28:22,134 - mmaction - INFO - Epoch [225][420/627] lr: 2.284e-02, eta: 6:14:27, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.5783, top5_acc: 0.7911, loss_cls: 1.7892, loss: 1.7892, grad_norm: 2.7892 2020-09-29 22:28:43,703 - mmaction - INFO - Epoch [225][440/627] lr: 2.284e-02, eta: 6:14:04, time: 1.077, data_time: 0.001, memory: 8472, top1_acc: 0.5729, top5_acc: 0.7875, loss_cls: 1.8210, loss: 1.8210, grad_norm: 2.7649 2020-09-29 22:29:05,345 - mmaction - INFO - Epoch [225][460/627] lr: 2.284e-02, eta: 6:13:41, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.5841, top5_acc: 0.7979, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.7415 2020-09-29 22:29:27,172 - mmaction - INFO - Epoch [225][480/627] lr: 2.284e-02, eta: 6:13:18, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.5898, top5_acc: 0.7983, loss_cls: 1.7484, loss: 1.7484, grad_norm: 2.7596 2020-09-29 22:29:49,690 - mmaction - INFO - Epoch [225][500/627] lr: 2.284e-02, eta: 6:12:55, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.5840, top5_acc: 0.7953, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.7637 2020-09-29 22:30:11,549 - mmaction - INFO - Epoch [225][520/627] lr: 2.284e-02, eta: 6:12:32, time: 1.094, data_time: 0.004, memory: 8472, top1_acc: 0.5828, top5_acc: 0.7971, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.7952 2020-09-29 22:30:35,457 - mmaction - INFO - Epoch [225][540/627] lr: 2.284e-02, eta: 6:12:09, time: 1.195, data_time: 0.002, memory: 8472, top1_acc: 0.5773, top5_acc: 0.7849, loss_cls: 1.8235, loss: 1.8235, grad_norm: 2.8043 2020-09-29 22:30:56,705 - mmaction - INFO - Epoch [225][560/627] lr: 2.284e-02, eta: 6:11:46, time: 1.062, data_time: 0.002, memory: 8472, top1_acc: 0.5813, top5_acc: 0.7934, loss_cls: 1.7877, loss: 1.7877, grad_norm: 2.7745 2020-09-29 22:31:20,313 - mmaction - INFO - Epoch [225][580/627] lr: 2.284e-02, eta: 6:11:23, time: 1.181, data_time: 0.002, memory: 8472, top1_acc: 0.5845, top5_acc: 0.7932, loss_cls: 1.7893, loss: 1.7893, grad_norm: 2.7873 2020-09-29 22:31:42,113 - mmaction - INFO - Epoch [225][600/627] lr: 2.284e-02, eta: 6:11:00, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.5841, top5_acc: 0.7905, loss_cls: 1.7977, loss: 1.7977, grad_norm: 2.8046 2020-09-29 22:32:04,821 - mmaction - INFO - Epoch [225][620/627] lr: 2.284e-02, eta: 6:10:37, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.5862, top5_acc: 0.7958, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.7537 2020-09-29 22:33:32,854 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 22:33:33,530 - mmaction - INFO - top1_acc 0.6254 top5_acc 0.8415 2020-09-29 22:33:33,530 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 22:33:33,574 - mmaction - INFO - mean_acc 0.6253 2020-09-29 22:33:33,575 - mmaction - INFO - Now best checkpoint is epoch_225.pth 2020-09-29 22:33:33,588 - mmaction - INFO - Epoch(val) [225][627] top1_acc: 0.6254, top5_acc: 0.8415, mean_class_accuracy: 0.6253 2020-09-29 22:34:24,635 - mmaction - INFO - Epoch [226][20/627] lr: 2.145e-02, eta: 6:10:09, time: 2.552, data_time: 1.426, memory: 8472, top1_acc: 0.5970, top5_acc: 0.8043, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.7301 2020-09-29 22:34:47,427 - mmaction - INFO - Epoch [226][40/627] lr: 2.145e-02, eta: 6:09:46, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.5919, top5_acc: 0.7975, loss_cls: 1.7381, loss: 1.7381, grad_norm: 2.7389 2020-09-29 22:35:10,157 - mmaction - INFO - Epoch [226][60/627] lr: 2.145e-02, eta: 6:09:23, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.5874, top5_acc: 0.8046, loss_cls: 1.7528, loss: 1.7528, grad_norm: 2.8135 2020-09-29 22:35:31,282 - mmaction - INFO - Epoch [226][80/627] lr: 2.145e-02, eta: 6:09:00, time: 1.054, data_time: 0.002, memory: 8472, top1_acc: 0.5868, top5_acc: 0.7949, loss_cls: 1.7562, loss: 1.7562, grad_norm: 2.7698 2020-09-29 22:35:53,314 - mmaction - INFO - Epoch [226][100/627] lr: 2.145e-02, eta: 6:08:37, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.5885, top5_acc: 0.7986, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.8027 2020-09-29 22:36:15,610 - mmaction - INFO - Epoch [226][120/627] lr: 2.145e-02, eta: 6:08:14, time: 1.117, data_time: 0.005, memory: 8472, top1_acc: 0.5919, top5_acc: 0.7979, loss_cls: 1.7465, loss: 1.7465, grad_norm: 2.8306 2020-09-29 22:36:37,473 - mmaction - INFO - Epoch [226][140/627] lr: 2.145e-02, eta: 6:07:51, time: 1.094, data_time: 0.002, memory: 8472, top1_acc: 0.5937, top5_acc: 0.7984, loss_cls: 1.7540, loss: 1.7540, grad_norm: 2.7927 2020-09-29 22:37:00,216 - mmaction - INFO - Epoch [226][160/627] lr: 2.145e-02, eta: 6:07:28, time: 1.136, data_time: 0.002, memory: 8472, top1_acc: 0.5908, top5_acc: 0.8018, loss_cls: 1.7303, loss: 1.7303, grad_norm: 2.8056 2020-09-29 22:37:22,634 - mmaction - INFO - Epoch [226][180/627] lr: 2.145e-02, eta: 6:07:05, time: 1.121, data_time: 0.003, memory: 8472, top1_acc: 0.5848, top5_acc: 0.7974, loss_cls: 1.7724, loss: 1.7724, grad_norm: 2.8139 2020-09-29 22:37:45,298 - mmaction - INFO - Epoch [226][200/627] lr: 2.145e-02, eta: 6:06:42, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.5918, top5_acc: 0.8012, loss_cls: 1.7310, loss: 1.7310, grad_norm: 2.7727 2020-09-29 22:38:07,881 - mmaction - INFO - Epoch [226][220/627] lr: 2.145e-02, eta: 6:06:19, time: 1.130, data_time: 0.003, memory: 8472, top1_acc: 0.5822, top5_acc: 0.7922, loss_cls: 1.7679, loss: 1.7679, grad_norm: 2.7798 2020-09-29 22:38:30,693 - mmaction - INFO - Epoch [226][240/627] lr: 2.145e-02, eta: 6:05:57, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.5757, top5_acc: 0.7921, loss_cls: 1.7872, loss: 1.7872, grad_norm: 2.8341 2020-09-29 22:38:50,830 - mmaction - INFO - Epoch [226][260/627] lr: 2.145e-02, eta: 6:05:33, time: 1.007, data_time: 0.002, memory: 8472, top1_acc: 0.5829, top5_acc: 0.7983, loss_cls: 1.7711, loss: 1.7711, grad_norm: 2.7988 2020-09-29 22:39:13,909 - mmaction - INFO - Epoch [226][280/627] lr: 2.145e-02, eta: 6:05:10, time: 1.155, data_time: 0.002, memory: 8472, top1_acc: 0.5936, top5_acc: 0.7969, loss_cls: 1.7351, loss: 1.7351, grad_norm: 2.7589 2020-09-29 22:39:36,291 - mmaction - INFO - Epoch [226][300/627] lr: 2.145e-02, eta: 6:04:48, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5844, top5_acc: 0.7960, loss_cls: 1.7722, loss: 1.7722, grad_norm: 2.8134 2020-09-29 22:39:58,172 - mmaction - INFO - Epoch [226][320/627] lr: 2.145e-02, eta: 6:04:25, time: 1.094, data_time: 0.001, memory: 8472, top1_acc: 0.5874, top5_acc: 0.7964, loss_cls: 1.7556, loss: 1.7556, grad_norm: 2.8326 2020-09-29 22:40:19,313 - mmaction - INFO - Epoch [226][340/627] lr: 2.145e-02, eta: 6:04:01, time: 1.056, data_time: 0.001, memory: 8472, top1_acc: 0.5837, top5_acc: 0.7879, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.8956 2020-09-29 22:40:41,979 - mmaction - INFO - Epoch [226][360/627] lr: 2.145e-02, eta: 6:03:39, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.5758, top5_acc: 0.7868, loss_cls: 1.8175, loss: 1.8175, grad_norm: 2.8190 2020-09-29 22:41:04,005 - mmaction - INFO - Epoch [226][380/627] lr: 2.145e-02, eta: 6:03:16, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.5948, top5_acc: 0.8016, loss_cls: 1.7276, loss: 1.7276, grad_norm: 2.7748 2020-09-29 22:41:26,621 - mmaction - INFO - Epoch [226][400/627] lr: 2.145e-02, eta: 6:02:53, time: 1.133, data_time: 0.036, memory: 8472, top1_acc: 0.5897, top5_acc: 0.8039, loss_cls: 1.7306, loss: 1.7306, grad_norm: 2.8039 2020-09-29 22:41:48,299 - mmaction - INFO - Epoch [226][420/627] lr: 2.145e-02, eta: 6:02:30, time: 1.083, data_time: 0.001, memory: 8472, top1_acc: 0.5786, top5_acc: 0.7928, loss_cls: 1.7950, loss: 1.7950, grad_norm: 2.8431 2020-09-29 22:42:11,051 - mmaction - INFO - Epoch [226][440/627] lr: 2.145e-02, eta: 6:02:07, time: 1.138, data_time: 0.094, memory: 8472, top1_acc: 0.5796, top5_acc: 0.7975, loss_cls: 1.7721, loss: 1.7721, grad_norm: 2.7917 2020-09-29 22:42:32,936 - mmaction - INFO - Epoch [226][460/627] lr: 2.145e-02, eta: 6:01:44, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.5911, top5_acc: 0.7988, loss_cls: 1.7592, loss: 1.7592, grad_norm: 2.7937 2020-09-29 22:42:56,458 - mmaction - INFO - Epoch [226][480/627] lr: 2.145e-02, eta: 6:01:21, time: 1.178, data_time: 0.004, memory: 8472, top1_acc: 0.5841, top5_acc: 0.7949, loss_cls: 1.7777, loss: 1.7777, grad_norm: 2.8276 2020-09-29 22:43:18,264 - mmaction - INFO - Epoch [226][500/627] lr: 2.145e-02, eta: 6:00:58, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.5863, top5_acc: 0.7865, loss_cls: 1.7979, loss: 1.7979, grad_norm: 2.7942 2020-09-29 22:43:41,006 - mmaction - INFO - Epoch [226][520/627] lr: 2.145e-02, eta: 6:00:35, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.5911, top5_acc: 0.8047, loss_cls: 1.7052, loss: 1.7052, grad_norm: 2.8242 2020-09-29 22:44:02,024 - mmaction - INFO - Epoch [226][540/627] lr: 2.145e-02, eta: 6:00:12, time: 1.050, data_time: 0.001, memory: 8472, top1_acc: 0.5863, top5_acc: 0.7885, loss_cls: 1.7784, loss: 1.7784, grad_norm: 2.8652 2020-09-29 22:44:24,272 - mmaction - INFO - Epoch [226][560/627] lr: 2.145e-02, eta: 5:59:49, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.5848, top5_acc: 0.7926, loss_cls: 1.7948, loss: 1.7948, grad_norm: 2.8164 2020-09-29 22:44:47,105 - mmaction - INFO - Epoch [226][580/627] lr: 2.145e-02, eta: 5:59:26, time: 1.141, data_time: 0.001, memory: 8472, top1_acc: 0.5953, top5_acc: 0.7988, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.7952 2020-09-29 22:45:09,425 - mmaction - INFO - Epoch [226][600/627] lr: 2.145e-02, eta: 5:59:03, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5771, top5_acc: 0.7896, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.8686 2020-09-29 22:45:30,040 - mmaction - INFO - Epoch [226][620/627] lr: 2.145e-02, eta: 5:58:40, time: 1.031, data_time: 0.049, memory: 8472, top1_acc: 0.5910, top5_acc: 0.8007, loss_cls: 1.7410, loss: 1.7410, grad_norm: 2.8095 2020-09-29 22:46:29,545 - mmaction - INFO - Epoch [227][20/627] lr: 2.010e-02, eta: 5:58:12, time: 2.629, data_time: 1.483, memory: 8472, top1_acc: 0.5979, top5_acc: 0.7978, loss_cls: 1.7252, loss: 1.7252, grad_norm: 2.7553 2020-09-29 22:46:51,736 - mmaction - INFO - Epoch [227][40/627] lr: 2.010e-02, eta: 5:57:49, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.5984, top5_acc: 0.7986, loss_cls: 1.7094, loss: 1.7094, grad_norm: 2.7893 2020-09-29 22:47:13,672 - mmaction - INFO - Epoch [227][60/627] lr: 2.010e-02, eta: 5:57:26, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.5897, top5_acc: 0.7979, loss_cls: 1.7474, loss: 1.7474, grad_norm: 2.8266 2020-09-29 22:47:36,358 - mmaction - INFO - Epoch [227][80/627] lr: 2.010e-02, eta: 5:57:03, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.5884, top5_acc: 0.7945, loss_cls: 1.7560, loss: 1.7560, grad_norm: 2.8019 2020-09-29 22:47:58,069 - mmaction - INFO - Epoch [227][100/627] lr: 2.010e-02, eta: 5:56:40, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.5995, top5_acc: 0.8025, loss_cls: 1.7158, loss: 1.7158, grad_norm: 2.7738 2020-09-29 22:48:20,304 - mmaction - INFO - Epoch [227][120/627] lr: 2.010e-02, eta: 5:56:17, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.5910, top5_acc: 0.7999, loss_cls: 1.7444, loss: 1.7444, grad_norm: 2.7910 2020-09-29 22:48:40,830 - mmaction - INFO - Epoch [227][140/627] lr: 2.010e-02, eta: 5:55:54, time: 1.027, data_time: 0.004, memory: 8472, top1_acc: 0.5973, top5_acc: 0.8030, loss_cls: 1.7163, loss: 1.7163, grad_norm: 2.8311 2020-09-29 22:49:02,932 - mmaction - INFO - Epoch [227][160/627] lr: 2.010e-02, eta: 5:55:31, time: 1.105, data_time: 0.040, memory: 8472, top1_acc: 0.5995, top5_acc: 0.8048, loss_cls: 1.7169, loss: 1.7169, grad_norm: 2.8395 2020-09-29 22:49:26,475 - mmaction - INFO - Epoch [227][180/627] lr: 2.010e-02, eta: 5:55:08, time: 1.177, data_time: 0.003, memory: 8472, top1_acc: 0.5958, top5_acc: 0.7996, loss_cls: 1.7175, loss: 1.7175, grad_norm: 2.8098 2020-09-29 22:49:49,425 - mmaction - INFO - Epoch [227][200/627] lr: 2.010e-02, eta: 5:54:45, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.5988, top5_acc: 0.8048, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.8292 2020-09-29 22:50:10,992 - mmaction - INFO - Epoch [227][220/627] lr: 2.010e-02, eta: 5:54:22, time: 1.079, data_time: 0.003, memory: 8472, top1_acc: 0.5848, top5_acc: 0.7921, loss_cls: 1.7674, loss: 1.7674, grad_norm: 2.8930 2020-09-29 22:50:33,005 - mmaction - INFO - Epoch [227][240/627] lr: 2.010e-02, eta: 5:53:59, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.5846, top5_acc: 0.7938, loss_cls: 1.7514, loss: 1.7514, grad_norm: 2.8400 2020-09-29 22:50:54,620 - mmaction - INFO - Epoch [227][260/627] lr: 2.010e-02, eta: 5:53:36, time: 1.081, data_time: 0.002, memory: 8472, top1_acc: 0.5911, top5_acc: 0.7958, loss_cls: 1.7557, loss: 1.7557, grad_norm: 2.8640 2020-09-29 22:51:17,110 - mmaction - INFO - Epoch [227][280/627] lr: 2.010e-02, eta: 5:53:13, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.5937, top5_acc: 0.7943, loss_cls: 1.7377, loss: 1.7377, grad_norm: 2.8131 2020-09-29 22:51:39,243 - mmaction - INFO - Epoch [227][300/627] lr: 2.010e-02, eta: 5:52:50, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.5931, top5_acc: 0.7931, loss_cls: 1.7632, loss: 1.7632, grad_norm: 2.8247 2020-09-29 22:52:00,601 - mmaction - INFO - Epoch [227][320/627] lr: 2.010e-02, eta: 5:52:27, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.5880, top5_acc: 0.7931, loss_cls: 1.7615, loss: 1.7615, grad_norm: 2.8551 2020-09-29 22:52:23,506 - mmaction - INFO - Epoch [227][340/627] lr: 2.010e-02, eta: 5:52:04, time: 1.145, data_time: 0.001, memory: 8472, top1_acc: 0.5810, top5_acc: 0.7971, loss_cls: 1.7638, loss: 1.7638, grad_norm: 2.8288 2020-09-29 22:52:45,333 - mmaction - INFO - Epoch [227][360/627] lr: 2.010e-02, eta: 5:51:41, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.5951, top5_acc: 0.8059, loss_cls: 1.7262, loss: 1.7262, grad_norm: 2.8398 2020-09-29 22:53:08,653 - mmaction - INFO - Epoch [227][380/627] lr: 2.010e-02, eta: 5:51:19, time: 1.167, data_time: 0.003, memory: 8472, top1_acc: 0.5967, top5_acc: 0.8043, loss_cls: 1.7245, loss: 1.7245, grad_norm: 2.8390 2020-09-29 22:53:30,361 - mmaction - INFO - Epoch [227][400/627] lr: 2.010e-02, eta: 5:50:55, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.5901, top5_acc: 0.7954, loss_cls: 1.7689, loss: 1.7689, grad_norm: 2.8774 2020-09-29 22:53:53,267 - mmaction - INFO - Epoch [227][420/627] lr: 2.010e-02, eta: 5:50:33, time: 1.146, data_time: 0.002, memory: 8472, top1_acc: 0.5923, top5_acc: 0.7987, loss_cls: 1.7434, loss: 1.7434, grad_norm: 2.8588 2020-09-29 22:54:13,658 - mmaction - INFO - Epoch [227][440/627] lr: 2.010e-02, eta: 5:50:09, time: 1.020, data_time: 0.002, memory: 8472, top1_acc: 0.6049, top5_acc: 0.8109, loss_cls: 1.6950, loss: 1.6950, grad_norm: 2.8164 2020-09-29 22:54:36,785 - mmaction - INFO - Epoch [227][460/627] lr: 2.010e-02, eta: 5:49:47, time: 1.155, data_time: 0.001, memory: 8472, top1_acc: 0.5975, top5_acc: 0.8012, loss_cls: 1.7420, loss: 1.7420, grad_norm: 2.8606 2020-09-29 22:54:59,832 - mmaction - INFO - Epoch [227][480/627] lr: 2.010e-02, eta: 5:49:24, time: 1.153, data_time: 0.002, memory: 8472, top1_acc: 0.5859, top5_acc: 0.7973, loss_cls: 1.7782, loss: 1.7782, grad_norm: 2.8768 2020-09-29 22:55:21,374 - mmaction - INFO - Epoch [227][500/627] lr: 2.010e-02, eta: 5:49:01, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.5874, top5_acc: 0.7951, loss_cls: 1.7657, loss: 1.7657, grad_norm: 2.8849 2020-09-29 22:55:44,711 - mmaction - INFO - Epoch [227][520/627] lr: 2.010e-02, eta: 5:48:38, time: 1.168, data_time: 0.004, memory: 8472, top1_acc: 0.5944, top5_acc: 0.7975, loss_cls: 1.7270, loss: 1.7270, grad_norm: 2.8309 2020-09-29 22:56:06,566 - mmaction - INFO - Epoch [227][540/627] lr: 2.010e-02, eta: 5:48:15, time: 1.092, data_time: 0.002, memory: 8472, top1_acc: 0.5841, top5_acc: 0.7936, loss_cls: 1.7653, loss: 1.7653, grad_norm: 2.8502 2020-09-29 22:56:28,829 - mmaction - INFO - Epoch [227][560/627] lr: 2.010e-02, eta: 5:47:52, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.5943, top5_acc: 0.8033, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.8518 2020-09-29 22:56:51,451 - mmaction - INFO - Epoch [227][580/627] lr: 2.010e-02, eta: 5:47:29, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.5953, top5_acc: 0.7997, loss_cls: 1.7462, loss: 1.7462, grad_norm: 2.8527 2020-09-29 22:57:13,375 - mmaction - INFO - Epoch [227][600/627] lr: 2.010e-02, eta: 5:47:06, time: 1.095, data_time: 0.002, memory: 8472, top1_acc: 0.5839, top5_acc: 0.7940, loss_cls: 1.7833, loss: 1.7833, grad_norm: 2.9142 2020-09-29 22:57:35,824 - mmaction - INFO - Epoch [227][620/627] lr: 2.010e-02, eta: 5:46:43, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.5934, top5_acc: 0.8022, loss_cls: 1.7373, loss: 1.7373, grad_norm: 2.8451 2020-09-29 22:58:36,786 - mmaction - INFO - Epoch [228][20/627] lr: 1.880e-02, eta: 5:46:15, time: 2.695, data_time: 1.659, memory: 8472, top1_acc: 0.5885, top5_acc: 0.7958, loss_cls: 1.7607, loss: 1.7607, grad_norm: 2.8500 2020-09-29 22:58:58,525 - mmaction - INFO - Epoch [228][40/627] lr: 1.880e-02, eta: 5:45:52, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.5902, top5_acc: 0.8036, loss_cls: 1.7322, loss: 1.7322, grad_norm: 2.8780 2020-09-29 22:59:21,811 - mmaction - INFO - Epoch [228][60/627] lr: 1.880e-02, eta: 5:45:29, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.6001, top5_acc: 0.7992, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.8319 2020-09-29 22:59:43,645 - mmaction - INFO - Epoch [228][80/627] lr: 1.880e-02, eta: 5:45:06, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.6012, top5_acc: 0.8056, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.8245 2020-09-29 23:00:06,491 - mmaction - INFO - Epoch [228][100/627] lr: 1.880e-02, eta: 5:44:43, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.6082, top5_acc: 0.8061, loss_cls: 1.6720, loss: 1.6720, grad_norm: 2.8100 2020-09-29 23:00:29,015 - mmaction - INFO - Epoch [228][120/627] lr: 1.880e-02, eta: 5:44:20, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.6064, top5_acc: 0.8126, loss_cls: 1.6765, loss: 1.6765, grad_norm: 2.8545 2020-09-29 23:00:50,731 - mmaction - INFO - Epoch [228][140/627] lr: 1.880e-02, eta: 5:43:57, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.5962, top5_acc: 0.8007, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.8151 2020-09-29 23:01:14,582 - mmaction - INFO - Epoch [228][160/627] lr: 1.880e-02, eta: 5:43:35, time: 1.194, data_time: 0.004, memory: 8472, top1_acc: 0.6048, top5_acc: 0.8090, loss_cls: 1.6926, loss: 1.6926, grad_norm: 2.8237 2020-09-29 23:01:35,301 - mmaction - INFO - Epoch [228][180/627] lr: 1.880e-02, eta: 5:43:12, time: 1.036, data_time: 0.002, memory: 8472, top1_acc: 0.5939, top5_acc: 0.8059, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.8583 2020-09-29 23:01:57,278 - mmaction - INFO - Epoch [228][200/627] lr: 1.880e-02, eta: 5:42:49, time: 1.099, data_time: 0.002, memory: 8472, top1_acc: 0.5960, top5_acc: 0.8027, loss_cls: 1.7136, loss: 1.7136, grad_norm: 2.8441 2020-09-29 23:02:19,841 - mmaction - INFO - Epoch [228][220/627] lr: 1.880e-02, eta: 5:42:26, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.5983, top5_acc: 0.8048, loss_cls: 1.7329, loss: 1.7329, grad_norm: 2.8695 2020-09-29 23:02:42,180 - mmaction - INFO - Epoch [228][240/627] lr: 1.880e-02, eta: 5:42:03, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.6091, top5_acc: 0.8030, loss_cls: 1.7085, loss: 1.7085, grad_norm: 2.8726 2020-09-29 23:03:04,510 - mmaction - INFO - Epoch [228][260/627] lr: 1.880e-02, eta: 5:41:40, time: 1.116, data_time: 0.002, memory: 8472, top1_acc: 0.5952, top5_acc: 0.7993, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.8773 2020-09-29 23:03:25,848 - mmaction - INFO - Epoch [228][280/627] lr: 1.880e-02, eta: 5:41:17, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.5935, top5_acc: 0.7973, loss_cls: 1.7693, loss: 1.7693, grad_norm: 2.8938 2020-09-29 23:03:48,359 - mmaction - INFO - Epoch [228][300/627] lr: 1.880e-02, eta: 5:40:54, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.5966, top5_acc: 0.8001, loss_cls: 1.7192, loss: 1.7192, grad_norm: 2.9041 2020-09-29 23:04:11,220 - mmaction - INFO - Epoch [228][320/627] lr: 1.880e-02, eta: 5:40:31, time: 1.143, data_time: 0.003, memory: 8472, top1_acc: 0.6089, top5_acc: 0.8086, loss_cls: 1.6802, loss: 1.6802, grad_norm: 2.8404 2020-09-29 23:04:33,626 - mmaction - INFO - Epoch [228][340/627] lr: 1.880e-02, eta: 5:40:08, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.5889, top5_acc: 0.7997, loss_cls: 1.7282, loss: 1.7282, grad_norm: 2.8760 2020-09-29 23:04:55,641 - mmaction - INFO - Epoch [228][360/627] lr: 1.880e-02, eta: 5:39:45, time: 1.101, data_time: 0.004, memory: 8472, top1_acc: 0.5956, top5_acc: 0.8038, loss_cls: 1.7210, loss: 1.7210, grad_norm: 2.8273 2020-09-29 23:05:19,893 - mmaction - INFO - Epoch [228][380/627] lr: 1.880e-02, eta: 5:39:22, time: 1.214, data_time: 0.004, memory: 8472, top1_acc: 0.5901, top5_acc: 0.7960, loss_cls: 1.7697, loss: 1.7697, grad_norm: 2.8718 2020-09-29 23:05:41,241 - mmaction - INFO - Epoch [228][400/627] lr: 1.880e-02, eta: 5:38:59, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.5997, top5_acc: 0.8026, loss_cls: 1.7141, loss: 1.7141, grad_norm: 2.8357 2020-09-29 23:06:02,960 - mmaction - INFO - Epoch [228][420/627] lr: 1.880e-02, eta: 5:38:36, time: 1.088, data_time: 0.005, memory: 8472, top1_acc: 0.6081, top5_acc: 0.8091, loss_cls: 1.6761, loss: 1.6761, grad_norm: 2.8470 2020-09-29 23:06:24,830 - mmaction - INFO - Epoch [228][440/627] lr: 1.880e-02, eta: 5:38:13, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.5957, top5_acc: 0.7988, loss_cls: 1.7208, loss: 1.7208, grad_norm: 2.9181 2020-09-29 23:06:46,936 - mmaction - INFO - Epoch [228][460/627] lr: 1.880e-02, eta: 5:37:50, time: 1.104, data_time: 0.002, memory: 8472, top1_acc: 0.6008, top5_acc: 0.8052, loss_cls: 1.7029, loss: 1.7029, grad_norm: 2.8845 2020-09-29 23:07:10,125 - mmaction - INFO - Epoch [228][480/627] lr: 1.880e-02, eta: 5:37:27, time: 1.158, data_time: 0.003, memory: 8472, top1_acc: 0.5961, top5_acc: 0.8095, loss_cls: 1.6941, loss: 1.6941, grad_norm: 2.8540 2020-09-29 23:07:31,813 - mmaction - INFO - Epoch [228][500/627] lr: 1.880e-02, eta: 5:37:04, time: 1.087, data_time: 0.004, memory: 8472, top1_acc: 0.5878, top5_acc: 0.7947, loss_cls: 1.7762, loss: 1.7762, grad_norm: 2.9161 2020-09-29 23:07:54,508 - mmaction - INFO - Epoch [228][520/627] lr: 1.880e-02, eta: 5:36:41, time: 1.135, data_time: 0.001, memory: 8472, top1_acc: 0.5934, top5_acc: 0.8010, loss_cls: 1.7307, loss: 1.7307, grad_norm: 2.8627 2020-09-29 23:08:17,046 - mmaction - INFO - Epoch [228][540/627] lr: 1.880e-02, eta: 5:36:19, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.5967, top5_acc: 0.7986, loss_cls: 1.7394, loss: 1.7394, grad_norm: 2.8496 2020-09-29 23:08:38,894 - mmaction - INFO - Epoch [228][560/627] lr: 1.880e-02, eta: 5:35:56, time: 1.091, data_time: 0.001, memory: 8472, top1_acc: 0.5939, top5_acc: 0.7980, loss_cls: 1.7313, loss: 1.7313, grad_norm: 2.9014 2020-09-29 23:09:01,327 - mmaction - INFO - Epoch [228][580/627] lr: 1.880e-02, eta: 5:35:33, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.5987, top5_acc: 0.8007, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.8855 2020-09-29 23:09:23,737 - mmaction - INFO - Epoch [228][600/627] lr: 1.880e-02, eta: 5:35:10, time: 1.118, data_time: 0.001, memory: 8472, top1_acc: 0.5924, top5_acc: 0.8001, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.8951 2020-09-29 23:09:45,377 - mmaction - INFO - Epoch [228][620/627] lr: 1.880e-02, eta: 5:34:47, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.5875, top5_acc: 0.7964, loss_cls: 1.7441, loss: 1.7441, grad_norm: 2.9148 2020-09-29 23:09:53,379 - mmaction - INFO - Saving checkpoint at 228 epochs 2020-09-29 23:10:48,676 - mmaction - INFO - Epoch [229][20/627] lr: 1.754e-02, eta: 5:34:19, time: 2.746, data_time: 1.596, memory: 8472, top1_acc: 0.5986, top5_acc: 0.8021, loss_cls: 1.7261, loss: 1.7261, grad_norm: 2.8907 2020-09-29 23:11:11,586 - mmaction - INFO - Epoch [229][40/627] lr: 1.754e-02, eta: 5:33:56, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.6070, top5_acc: 0.8099, loss_cls: 1.6713, loss: 1.6713, grad_norm: 2.8553 2020-09-29 23:11:33,011 - mmaction - INFO - Epoch [229][60/627] lr: 1.754e-02, eta: 5:33:33, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.5958, top5_acc: 0.8102, loss_cls: 1.7017, loss: 1.7017, grad_norm: 2.8921 2020-09-29 23:11:55,334 - mmaction - INFO - Epoch [229][80/627] lr: 1.754e-02, eta: 5:33:10, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.6029, top5_acc: 0.8072, loss_cls: 1.6644, loss: 1.6644, grad_norm: 2.8900 2020-09-29 23:12:17,296 - mmaction - INFO - Epoch [229][100/627] lr: 1.754e-02, eta: 5:32:47, time: 1.096, data_time: 0.042, memory: 8472, top1_acc: 0.6102, top5_acc: 0.8077, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.8982 2020-09-29 23:12:40,102 - mmaction - INFO - Epoch [229][120/627] lr: 1.754e-02, eta: 5:32:24, time: 1.139, data_time: 0.004, memory: 8472, top1_acc: 0.5970, top5_acc: 0.8010, loss_cls: 1.7201, loss: 1.7201, grad_norm: 2.9002 2020-09-29 23:13:01,986 - mmaction - INFO - Epoch [229][140/627] lr: 1.754e-02, eta: 5:32:01, time: 1.096, data_time: 0.006, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8042, loss_cls: 1.6983, loss: 1.6983, grad_norm: 2.9256 2020-09-29 23:13:24,037 - mmaction - INFO - Epoch [229][160/627] lr: 1.754e-02, eta: 5:31:38, time: 1.103, data_time: 0.003, memory: 8472, top1_acc: 0.6048, top5_acc: 0.8083, loss_cls: 1.6999, loss: 1.6999, grad_norm: 2.9296 2020-09-29 23:13:46,009 - mmaction - INFO - Epoch [229][180/627] lr: 1.754e-02, eta: 5:31:15, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.6090, top5_acc: 0.8086, loss_cls: 1.6690, loss: 1.6690, grad_norm: 2.8586 2020-09-29 23:14:08,589 - mmaction - INFO - Epoch [229][200/627] lr: 1.754e-02, eta: 5:30:52, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.5962, top5_acc: 0.8064, loss_cls: 1.6928, loss: 1.6928, grad_norm: 2.8848 2020-09-29 23:14:29,905 - mmaction - INFO - Epoch [229][220/627] lr: 1.754e-02, eta: 5:30:29, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.6086, top5_acc: 0.8163, loss_cls: 1.6513, loss: 1.6513, grad_norm: 2.9167 2020-09-29 23:14:52,397 - mmaction - INFO - Epoch [229][240/627] lr: 1.754e-02, eta: 5:30:06, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.6029, top5_acc: 0.8079, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.9921 2020-09-29 23:15:15,026 - mmaction - INFO - Epoch [229][260/627] lr: 1.754e-02, eta: 5:29:43, time: 1.131, data_time: 0.003, memory: 8472, top1_acc: 0.5979, top5_acc: 0.8034, loss_cls: 1.7162, loss: 1.7162, grad_norm: 2.9740 2020-09-29 23:15:36,637 - mmaction - INFO - Epoch [229][280/627] lr: 1.754e-02, eta: 5:29:20, time: 1.082, data_time: 0.003, memory: 8472, top1_acc: 0.5991, top5_acc: 0.8034, loss_cls: 1.7192, loss: 1.7192, grad_norm: 2.9256 2020-09-29 23:15:59,615 - mmaction - INFO - Epoch [229][300/627] lr: 1.754e-02, eta: 5:28:57, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.5900, top5_acc: 0.8016, loss_cls: 1.7236, loss: 1.7236, grad_norm: 2.9423 2020-09-29 23:16:21,130 - mmaction - INFO - Epoch [229][320/627] lr: 1.754e-02, eta: 5:28:34, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.6017, top5_acc: 0.8070, loss_cls: 1.7023, loss: 1.7023, grad_norm: 2.8774 2020-09-29 23:16:43,079 - mmaction - INFO - Epoch [229][340/627] lr: 1.754e-02, eta: 5:28:11, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.6004, top5_acc: 0.8068, loss_cls: 1.6907, loss: 1.6907, grad_norm: 2.8907 2020-09-29 23:17:06,659 - mmaction - INFO - Epoch [229][360/627] lr: 1.754e-02, eta: 5:27:48, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.5865, top5_acc: 0.8013, loss_cls: 1.7370, loss: 1.7370, grad_norm: 2.9720 2020-09-29 23:17:28,057 - mmaction - INFO - Epoch [229][380/627] lr: 1.754e-02, eta: 5:27:25, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.6052, top5_acc: 0.8092, loss_cls: 1.6736, loss: 1.6736, grad_norm: 2.9245 2020-09-29 23:17:49,465 - mmaction - INFO - Epoch [229][400/627] lr: 1.754e-02, eta: 5:27:02, time: 1.069, data_time: 0.001, memory: 8472, top1_acc: 0.6044, top5_acc: 0.8100, loss_cls: 1.6674, loss: 1.6674, grad_norm: 2.8945 2020-09-29 23:18:12,357 - mmaction - INFO - Epoch [229][420/627] lr: 1.754e-02, eta: 5:26:39, time: 1.145, data_time: 0.003, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8017, loss_cls: 1.7046, loss: 1.7046, grad_norm: 2.9075 2020-09-29 23:18:35,399 - mmaction - INFO - Epoch [229][440/627] lr: 1.754e-02, eta: 5:26:17, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.6008, top5_acc: 0.8057, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.9398 2020-09-29 23:18:56,778 - mmaction - INFO - Epoch [229][460/627] lr: 1.754e-02, eta: 5:25:54, time: 1.069, data_time: 0.002, memory: 8472, top1_acc: 0.6014, top5_acc: 0.8036, loss_cls: 1.6965, loss: 1.6965, grad_norm: 2.9005 2020-09-29 23:19:19,936 - mmaction - INFO - Epoch [229][480/627] lr: 1.754e-02, eta: 5:25:31, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.5987, top5_acc: 0.7986, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.9264 2020-09-29 23:19:41,325 - mmaction - INFO - Epoch [229][500/627] lr: 1.754e-02, eta: 5:25:08, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.6042, top5_acc: 0.8060, loss_cls: 1.6881, loss: 1.6881, grad_norm: 2.9136 2020-09-29 23:20:02,815 - mmaction - INFO - Epoch [229][520/627] lr: 1.754e-02, eta: 5:24:45, time: 1.077, data_time: 0.003, memory: 8472, top1_acc: 0.5969, top5_acc: 0.8001, loss_cls: 1.6992, loss: 1.6992, grad_norm: 2.9243 2020-09-29 23:20:26,275 - mmaction - INFO - Epoch [229][540/627] lr: 1.754e-02, eta: 5:24:22, time: 1.171, data_time: 0.021, memory: 8472, top1_acc: 0.6047, top5_acc: 0.8079, loss_cls: 1.6912, loss: 1.6912, grad_norm: 2.9723 2020-09-29 23:20:47,664 - mmaction - INFO - Epoch [229][560/627] lr: 1.754e-02, eta: 5:23:59, time: 1.070, data_time: 0.034, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8056, loss_cls: 1.6999, loss: 1.6999, grad_norm: 2.9466 2020-09-29 23:21:09,323 - mmaction - INFO - Epoch [229][580/627] lr: 1.754e-02, eta: 5:23:36, time: 1.084, data_time: 0.041, memory: 8472, top1_acc: 0.5960, top5_acc: 0.7941, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.9587 2020-09-29 23:21:31,668 - mmaction - INFO - Epoch [229][600/627] lr: 1.754e-02, eta: 5:23:13, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.5970, top5_acc: 0.7932, loss_cls: 1.7490, loss: 1.7490, grad_norm: 2.9376 2020-09-29 23:21:54,230 - mmaction - INFO - Epoch [229][620/627] lr: 1.754e-02, eta: 5:22:50, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.6023, top5_acc: 0.8042, loss_cls: 1.7220, loss: 1.7220, grad_norm: 2.9016 2020-09-29 23:22:55,217 - mmaction - INFO - Epoch [230][20/627] lr: 1.632e-02, eta: 5:22:22, time: 2.709, data_time: 1.550, memory: 8472, top1_acc: 0.6132, top5_acc: 0.8109, loss_cls: 1.6482, loss: 1.6482, grad_norm: 2.8825 2020-09-29 23:23:17,333 - mmaction - INFO - Epoch [230][40/627] lr: 1.632e-02, eta: 5:21:59, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8057, loss_cls: 1.6964, loss: 1.6964, grad_norm: 2.9662 2020-09-29 23:23:40,566 - mmaction - INFO - Epoch [230][60/627] lr: 1.632e-02, eta: 5:21:36, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.6083, top5_acc: 0.8133, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.9506 2020-09-29 23:24:02,360 - mmaction - INFO - Epoch [230][80/627] lr: 1.632e-02, eta: 5:21:13, time: 1.090, data_time: 0.001, memory: 8472, top1_acc: 0.6074, top5_acc: 0.8118, loss_cls: 1.6689, loss: 1.6689, grad_norm: 2.9258 2020-09-29 23:24:23,813 - mmaction - INFO - Epoch [230][100/627] lr: 1.632e-02, eta: 5:20:50, time: 1.070, data_time: 0.001, memory: 8472, top1_acc: 0.6148, top5_acc: 0.8181, loss_cls: 1.6436, loss: 1.6436, grad_norm: 2.9036 2020-09-29 23:24:45,841 - mmaction - INFO - Epoch [230][120/627] lr: 1.632e-02, eta: 5:20:27, time: 1.102, data_time: 0.020, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8055, loss_cls: 1.7216, loss: 1.7216, grad_norm: 2.9310 2020-09-29 23:25:09,926 - mmaction - INFO - Epoch [230][140/627] lr: 1.632e-02, eta: 5:20:04, time: 1.205, data_time: 0.026, memory: 8472, top1_acc: 0.6085, top5_acc: 0.8022, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.9696 2020-09-29 23:25:30,832 - mmaction - INFO - Epoch [230][160/627] lr: 1.632e-02, eta: 5:19:41, time: 1.044, data_time: 0.003, memory: 8472, top1_acc: 0.5941, top5_acc: 0.8020, loss_cls: 1.7083, loss: 1.7083, grad_norm: 3.0019 2020-09-29 23:25:53,057 - mmaction - INFO - Epoch [230][180/627] lr: 1.632e-02, eta: 5:19:18, time: 1.113, data_time: 0.004, memory: 8472, top1_acc: 0.6077, top5_acc: 0.8102, loss_cls: 1.6669, loss: 1.6669, grad_norm: 2.9533 2020-09-29 23:26:16,950 - mmaction - INFO - Epoch [230][200/627] lr: 1.632e-02, eta: 5:18:55, time: 1.195, data_time: 0.002, memory: 8472, top1_acc: 0.6134, top5_acc: 0.8048, loss_cls: 1.6782, loss: 1.6782, grad_norm: 2.9386 2020-09-29 23:26:39,017 - mmaction - INFO - Epoch [230][220/627] lr: 1.632e-02, eta: 5:18:32, time: 1.102, data_time: 0.001, memory: 8472, top1_acc: 0.6073, top5_acc: 0.8137, loss_cls: 1.6651, loss: 1.6651, grad_norm: 2.9171 2020-09-29 23:27:00,737 - mmaction - INFO - Epoch [230][240/627] lr: 1.632e-02, eta: 5:18:09, time: 1.086, data_time: 0.004, memory: 8472, top1_acc: 0.6059, top5_acc: 0.8056, loss_cls: 1.6897, loss: 1.6897, grad_norm: 2.9760 2020-09-29 23:27:23,240 - mmaction - INFO - Epoch [230][260/627] lr: 1.632e-02, eta: 5:17:46, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.6098, top5_acc: 0.8095, loss_cls: 1.6788, loss: 1.6788, grad_norm: 2.9376 2020-09-29 23:27:46,703 - mmaction - INFO - Epoch [230][280/627] lr: 1.632e-02, eta: 5:17:24, time: 1.173, data_time: 0.002, memory: 8472, top1_acc: 0.6034, top5_acc: 0.8029, loss_cls: 1.6986, loss: 1.6986, grad_norm: 2.9575 2020-09-29 23:28:09,160 - mmaction - INFO - Epoch [230][300/627] lr: 1.632e-02, eta: 5:17:01, time: 1.123, data_time: 0.003, memory: 8472, top1_acc: 0.5982, top5_acc: 0.8031, loss_cls: 1.7289, loss: 1.7289, grad_norm: 2.9349 2020-09-29 23:28:30,127 - mmaction - INFO - Epoch [230][320/627] lr: 1.632e-02, eta: 5:16:38, time: 1.048, data_time: 0.002, memory: 8472, top1_acc: 0.5965, top5_acc: 0.8010, loss_cls: 1.7217, loss: 1.7217, grad_norm: 2.9731 2020-09-29 23:28:52,839 - mmaction - INFO - Epoch [230][340/627] lr: 1.632e-02, eta: 5:16:15, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.5895, top5_acc: 0.7960, loss_cls: 1.7389, loss: 1.7389, grad_norm: 2.9718 2020-09-29 23:29:15,133 - mmaction - INFO - Epoch [230][360/627] lr: 1.632e-02, eta: 5:15:52, time: 1.117, data_time: 0.004, memory: 8472, top1_acc: 0.6077, top5_acc: 0.8138, loss_cls: 1.6579, loss: 1.6579, grad_norm: 2.9349 2020-09-29 23:29:37,526 - mmaction - INFO - Epoch [230][380/627] lr: 1.632e-02, eta: 5:15:29, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8020, loss_cls: 1.7086, loss: 1.7086, grad_norm: 2.9411 2020-09-29 23:29:59,937 - mmaction - INFO - Epoch [230][400/627] lr: 1.632e-02, eta: 5:15:06, time: 1.121, data_time: 0.004, memory: 8472, top1_acc: 0.6040, top5_acc: 0.8033, loss_cls: 1.6974, loss: 1.6974, grad_norm: 2.9488 2020-09-29 23:30:22,964 - mmaction - INFO - Epoch [230][420/627] lr: 1.632e-02, eta: 5:14:43, time: 1.152, data_time: 0.003, memory: 8472, top1_acc: 0.6087, top5_acc: 0.8096, loss_cls: 1.6519, loss: 1.6519, grad_norm: 2.9261 2020-09-29 23:30:44,211 - mmaction - INFO - Epoch [230][440/627] lr: 1.632e-02, eta: 5:14:20, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.5993, top5_acc: 0.7960, loss_cls: 1.7325, loss: 1.7325, grad_norm: 2.9527 2020-09-29 23:31:06,809 - mmaction - INFO - Epoch [230][460/627] lr: 1.632e-02, eta: 5:13:57, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.6109, top5_acc: 0.8125, loss_cls: 1.6636, loss: 1.6636, grad_norm: 2.9259 2020-09-29 23:31:28,121 - mmaction - INFO - Epoch [230][480/627] lr: 1.632e-02, eta: 5:13:34, time: 1.065, data_time: 0.002, memory: 8472, top1_acc: 0.5973, top5_acc: 0.8040, loss_cls: 1.7102, loss: 1.7102, grad_norm: 2.9741 2020-09-29 23:31:49,782 - mmaction - INFO - Epoch [230][500/627] lr: 1.632e-02, eta: 5:13:11, time: 1.083, data_time: 0.004, memory: 8472, top1_acc: 0.6026, top5_acc: 0.8089, loss_cls: 1.6897, loss: 1.6897, grad_norm: 2.9494 2020-09-29 23:32:13,447 - mmaction - INFO - Epoch [230][520/627] lr: 1.632e-02, eta: 5:12:48, time: 1.184, data_time: 0.003, memory: 8472, top1_acc: 0.6009, top5_acc: 0.8069, loss_cls: 1.7016, loss: 1.7016, grad_norm: 2.9755 2020-09-29 23:32:34,103 - mmaction - INFO - Epoch [230][540/627] lr: 1.632e-02, eta: 5:12:25, time: 1.033, data_time: 0.003, memory: 8472, top1_acc: 0.6047, top5_acc: 0.8022, loss_cls: 1.6954, loss: 1.6954, grad_norm: 2.9673 2020-09-29 23:32:56,096 - mmaction - INFO - Epoch [230][560/627] lr: 1.632e-02, eta: 5:12:02, time: 1.100, data_time: 0.002, memory: 8472, top1_acc: 0.6033, top5_acc: 0.8073, loss_cls: 1.6747, loss: 1.6747, grad_norm: 2.9405 2020-09-29 23:33:18,346 - mmaction - INFO - Epoch [230][580/627] lr: 1.632e-02, eta: 5:11:39, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.6081, top5_acc: 0.8100, loss_cls: 1.6827, loss: 1.6827, grad_norm: 2.9624 2020-09-29 23:33:40,110 - mmaction - INFO - Epoch [230][600/627] lr: 1.632e-02, eta: 5:11:16, time: 1.088, data_time: 0.001, memory: 8472, top1_acc: 0.6034, top5_acc: 0.8040, loss_cls: 1.6943, loss: 1.6943, grad_norm: 2.9818 2020-09-29 23:34:02,972 - mmaction - INFO - Epoch [230][620/627] lr: 1.632e-02, eta: 5:10:53, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.5940, top5_acc: 0.7962, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.9744 2020-09-29 23:35:30,342 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-29 23:35:31,016 - mmaction - INFO - top1_acc 0.6399 top5_acc 0.8485 2020-09-29 23:35:31,017 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-29 23:35:31,064 - mmaction - INFO - mean_acc 0.6397 2020-09-29 23:35:31,064 - mmaction - INFO - Now best checkpoint is epoch_230.pth 2020-09-29 23:35:31,078 - mmaction - INFO - Epoch(val) [230][627] top1_acc: 0.6399, top5_acc: 0.8485, mean_class_accuracy: 0.6397 2020-09-29 23:36:20,978 - mmaction - INFO - Epoch [231][20/627] lr: 1.514e-02, eta: 5:10:25, time: 2.492, data_time: 1.312, memory: 8472, top1_acc: 0.6121, top5_acc: 0.8145, loss_cls: 1.6422, loss: 1.6422, grad_norm: 2.9145 2020-09-29 23:36:43,497 - mmaction - INFO - Epoch [231][40/627] lr: 1.514e-02, eta: 5:10:02, time: 1.125, data_time: 0.004, memory: 8472, top1_acc: 0.6047, top5_acc: 0.8065, loss_cls: 1.6829, loss: 1.6829, grad_norm: 2.9459 2020-09-29 23:37:07,297 - mmaction - INFO - Epoch [231][60/627] lr: 1.514e-02, eta: 5:09:39, time: 1.191, data_time: 0.005, memory: 8472, top1_acc: 0.6051, top5_acc: 0.8065, loss_cls: 1.6823, loss: 1.6823, grad_norm: 2.9532 2020-09-29 23:37:30,198 - mmaction - INFO - Epoch [231][80/627] lr: 1.514e-02, eta: 5:09:16, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.6132, top5_acc: 0.8118, loss_cls: 1.6626, loss: 1.6626, grad_norm: 2.9340 2020-09-29 23:37:51,717 - mmaction - INFO - Epoch [231][100/627] lr: 1.514e-02, eta: 5:08:53, time: 1.075, data_time: 0.001, memory: 8472, top1_acc: 0.5988, top5_acc: 0.8092, loss_cls: 1.6930, loss: 1.6930, grad_norm: 2.9931 2020-09-29 23:38:13,887 - mmaction - INFO - Epoch [231][120/627] lr: 1.514e-02, eta: 5:08:30, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.6117, top5_acc: 0.8121, loss_cls: 1.6467, loss: 1.6467, grad_norm: 2.9296 2020-09-29 23:38:34,730 - mmaction - INFO - Epoch [231][140/627] lr: 1.514e-02, eta: 5:08:07, time: 1.042, data_time: 0.040, memory: 8472, top1_acc: 0.6029, top5_acc: 0.8086, loss_cls: 1.6830, loss: 1.6830, grad_norm: 2.9512 2020-09-29 23:38:58,861 - mmaction - INFO - Epoch [231][160/627] lr: 1.514e-02, eta: 5:07:44, time: 1.207, data_time: 0.011, memory: 8472, top1_acc: 0.6117, top5_acc: 0.8118, loss_cls: 1.6603, loss: 1.6603, grad_norm: 2.9233 2020-09-29 23:39:20,866 - mmaction - INFO - Epoch [231][180/627] lr: 1.514e-02, eta: 5:07:21, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.6092, top5_acc: 0.8060, loss_cls: 1.6753, loss: 1.6753, grad_norm: 2.9882 2020-09-29 23:39:42,662 - mmaction - INFO - Epoch [231][200/627] lr: 1.514e-02, eta: 5:06:58, time: 1.092, data_time: 0.006, memory: 8472, top1_acc: 0.6089, top5_acc: 0.8111, loss_cls: 1.6547, loss: 1.6547, grad_norm: 2.9586 2020-09-29 23:40:05,336 - mmaction - INFO - Epoch [231][220/627] lr: 1.514e-02, eta: 5:06:35, time: 1.135, data_time: 0.004, memory: 8472, top1_acc: 0.6141, top5_acc: 0.8085, loss_cls: 1.6404, loss: 1.6404, grad_norm: 2.9372 2020-09-29 23:40:27,766 - mmaction - INFO - Epoch [231][240/627] lr: 1.514e-02, eta: 5:06:12, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.6171, top5_acc: 0.8086, loss_cls: 1.6563, loss: 1.6563, grad_norm: 2.9654 2020-09-29 23:40:49,605 - mmaction - INFO - Epoch [231][260/627] lr: 1.514e-02, eta: 5:05:49, time: 1.096, data_time: 0.006, memory: 8472, top1_acc: 0.6109, top5_acc: 0.8112, loss_cls: 1.6713, loss: 1.6713, grad_norm: 2.9961 2020-09-29 23:41:13,320 - mmaction - INFO - Epoch [231][280/627] lr: 1.514e-02, eta: 5:05:27, time: 1.186, data_time: 0.002, memory: 8472, top1_acc: 0.6125, top5_acc: 0.8180, loss_cls: 1.6322, loss: 1.6322, grad_norm: 2.9448 2020-09-29 23:41:35,077 - mmaction - INFO - Epoch [231][300/627] lr: 1.514e-02, eta: 5:05:04, time: 1.086, data_time: 0.001, memory: 8472, top1_acc: 0.6159, top5_acc: 0.8137, loss_cls: 1.6339, loss: 1.6339, grad_norm: 2.9324 2020-09-29 23:41:57,222 - mmaction - INFO - Epoch [231][320/627] lr: 1.514e-02, eta: 5:04:41, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.6102, top5_acc: 0.8134, loss_cls: 1.6543, loss: 1.6543, grad_norm: 2.9374 2020-09-29 23:42:18,614 - mmaction - INFO - Epoch [231][340/627] lr: 1.514e-02, eta: 5:04:18, time: 1.069, data_time: 0.003, memory: 8472, top1_acc: 0.6077, top5_acc: 0.8008, loss_cls: 1.6923, loss: 1.6923, grad_norm: 3.0220 2020-09-29 23:42:40,886 - mmaction - INFO - Epoch [231][360/627] lr: 1.514e-02, eta: 5:03:55, time: 1.114, data_time: 0.034, memory: 8472, top1_acc: 0.6076, top5_acc: 0.8062, loss_cls: 1.6750, loss: 1.6750, grad_norm: 2.9967 2020-09-29 23:43:04,620 - mmaction - INFO - Epoch [231][380/627] lr: 1.514e-02, eta: 5:03:32, time: 1.187, data_time: 0.002, memory: 8472, top1_acc: 0.6044, top5_acc: 0.8020, loss_cls: 1.7162, loss: 1.7162, grad_norm: 3.0246 2020-09-29 23:43:25,912 - mmaction - INFO - Epoch [231][400/627] lr: 1.514e-02, eta: 5:03:09, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.6171, top5_acc: 0.8098, loss_cls: 1.6611, loss: 1.6611, grad_norm: 2.9577 2020-09-29 23:43:47,066 - mmaction - INFO - Epoch [231][420/627] lr: 1.514e-02, eta: 5:02:46, time: 1.059, data_time: 0.003, memory: 8472, top1_acc: 0.6043, top5_acc: 0.8109, loss_cls: 1.6892, loss: 1.6892, grad_norm: 2.9975 2020-09-29 23:44:08,936 - mmaction - INFO - Epoch [231][440/627] lr: 1.514e-02, eta: 5:02:23, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.6112, top5_acc: 0.8111, loss_cls: 1.6643, loss: 1.6643, grad_norm: 3.0526 2020-09-29 23:44:31,733 - mmaction - INFO - Epoch [231][460/627] lr: 1.514e-02, eta: 5:02:00, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.6052, top5_acc: 0.8107, loss_cls: 1.6893, loss: 1.6893, grad_norm: 3.0192 2020-09-29 23:44:53,469 - mmaction - INFO - Epoch [231][480/627] lr: 1.514e-02, eta: 5:01:37, time: 1.087, data_time: 0.004, memory: 8472, top1_acc: 0.5982, top5_acc: 0.8017, loss_cls: 1.7248, loss: 1.7248, grad_norm: 3.0467 2020-09-29 23:45:16,666 - mmaction - INFO - Epoch [231][500/627] lr: 1.514e-02, eta: 5:01:14, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.6038, top5_acc: 0.8083, loss_cls: 1.6830, loss: 1.6830, grad_norm: 3.0199 2020-09-29 23:45:37,831 - mmaction - INFO - Epoch [231][520/627] lr: 1.514e-02, eta: 5:00:51, time: 1.059, data_time: 0.002, memory: 8472, top1_acc: 0.6185, top5_acc: 0.8134, loss_cls: 1.6585, loss: 1.6585, grad_norm: 2.9923 2020-09-29 23:45:59,776 - mmaction - INFO - Epoch [231][540/627] lr: 1.514e-02, eta: 5:00:28, time: 1.096, data_time: 0.001, memory: 8472, top1_acc: 0.5943, top5_acc: 0.8021, loss_cls: 1.7176, loss: 1.7176, grad_norm: 3.0288 2020-09-29 23:46:22,163 - mmaction - INFO - Epoch [231][560/627] lr: 1.514e-02, eta: 5:00:05, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.6030, top5_acc: 0.8047, loss_cls: 1.6827, loss: 1.6827, grad_norm: 2.9746 2020-09-29 23:46:45,185 - mmaction - INFO - Epoch [231][580/627] lr: 1.514e-02, eta: 4:59:42, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.6083, top5_acc: 0.8115, loss_cls: 1.6778, loss: 1.6778, grad_norm: 3.0025 2020-09-29 23:47:07,251 - mmaction - INFO - Epoch [231][600/627] lr: 1.514e-02, eta: 4:59:19, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.6135, top5_acc: 0.8172, loss_cls: 1.6510, loss: 1.6510, grad_norm: 2.9774 2020-09-29 23:47:28,616 - mmaction - INFO - Epoch [231][620/627] lr: 1.514e-02, eta: 4:58:56, time: 1.070, data_time: 0.003, memory: 8472, top1_acc: 0.6151, top5_acc: 0.8132, loss_cls: 1.6570, loss: 1.6570, grad_norm: 2.9608 2020-09-29 23:48:29,212 - mmaction - INFO - Epoch [232][20/627] lr: 1.401e-02, eta: 4:58:28, time: 2.669, data_time: 1.509, memory: 8472, top1_acc: 0.6160, top5_acc: 0.8126, loss_cls: 1.6242, loss: 1.6242, grad_norm: 2.9664 2020-09-29 23:48:51,941 - mmaction - INFO - Epoch [232][40/627] lr: 1.401e-02, eta: 4:58:05, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.6142, top5_acc: 0.8159, loss_cls: 1.6421, loss: 1.6421, grad_norm: 3.0193 2020-09-29 23:49:14,139 - mmaction - INFO - Epoch [232][60/627] lr: 1.401e-02, eta: 4:57:42, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.6116, top5_acc: 0.8126, loss_cls: 1.6351, loss: 1.6351, grad_norm: 3.0179 2020-09-29 23:49:36,365 - mmaction - INFO - Epoch [232][80/627] lr: 1.401e-02, eta: 4:57:19, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.6152, top5_acc: 0.8133, loss_cls: 1.6376, loss: 1.6376, grad_norm: 2.9859 2020-09-29 23:49:58,774 - mmaction - INFO - Epoch [232][100/627] lr: 1.401e-02, eta: 4:56:56, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.6021, top5_acc: 0.8083, loss_cls: 1.6819, loss: 1.6819, grad_norm: 3.0260 2020-09-29 23:50:21,588 - mmaction - INFO - Epoch [232][120/627] lr: 1.401e-02, eta: 4:56:33, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.6169, top5_acc: 0.8161, loss_cls: 1.6257, loss: 1.6257, grad_norm: 2.9636 2020-09-29 23:50:42,821 - mmaction - INFO - Epoch [232][140/627] lr: 1.401e-02, eta: 4:56:10, time: 1.060, data_time: 0.001, memory: 8472, top1_acc: 0.6215, top5_acc: 0.8224, loss_cls: 1.5932, loss: 1.5932, grad_norm: 3.0005 2020-09-29 23:51:04,695 - mmaction - INFO - Epoch [232][160/627] lr: 1.401e-02, eta: 4:55:47, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.6078, top5_acc: 0.8125, loss_cls: 1.6691, loss: 1.6691, grad_norm: 3.0358 2020-09-29 23:51:26,805 - mmaction - INFO - Epoch [232][180/627] lr: 1.401e-02, eta: 4:55:24, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.6186, top5_acc: 0.8164, loss_cls: 1.6318, loss: 1.6318, grad_norm: 3.0169 2020-09-29 23:51:50,312 - mmaction - INFO - Epoch [232][200/627] lr: 1.401e-02, eta: 4:55:01, time: 1.175, data_time: 0.002, memory: 8472, top1_acc: 0.6155, top5_acc: 0.8173, loss_cls: 1.6417, loss: 1.6417, grad_norm: 3.0050 2020-09-29 23:52:12,191 - mmaction - INFO - Epoch [232][220/627] lr: 1.401e-02, eta: 4:54:38, time: 1.094, data_time: 0.003, memory: 8472, top1_acc: 0.6077, top5_acc: 0.8072, loss_cls: 1.6795, loss: 1.6795, grad_norm: 3.0412 2020-09-29 23:52:34,753 - mmaction - INFO - Epoch [232][240/627] lr: 1.401e-02, eta: 4:54:15, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.6202, top5_acc: 0.8139, loss_cls: 1.6267, loss: 1.6267, grad_norm: 3.0134 2020-09-29 23:52:56,816 - mmaction - INFO - Epoch [232][260/627] lr: 1.401e-02, eta: 4:53:52, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.6147, top5_acc: 0.8177, loss_cls: 1.6289, loss: 1.6289, grad_norm: 3.0581 2020-09-29 23:53:19,018 - mmaction - INFO - Epoch [232][280/627] lr: 1.401e-02, eta: 4:53:30, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.6132, top5_acc: 0.8161, loss_cls: 1.6360, loss: 1.6360, grad_norm: 3.0115 2020-09-29 23:53:40,809 - mmaction - INFO - Epoch [232][300/627] lr: 1.401e-02, eta: 4:53:07, time: 1.089, data_time: 0.002, memory: 8472, top1_acc: 0.6206, top5_acc: 0.8193, loss_cls: 1.6083, loss: 1.6083, grad_norm: 2.9993 2020-09-29 23:54:02,172 - mmaction - INFO - Epoch [232][320/627] lr: 1.401e-02, eta: 4:52:44, time: 1.068, data_time: 0.002, memory: 8472, top1_acc: 0.6167, top5_acc: 0.8060, loss_cls: 1.6577, loss: 1.6577, grad_norm: 3.0013 2020-09-29 23:54:25,493 - mmaction - INFO - Epoch [232][340/627] lr: 1.401e-02, eta: 4:52:21, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.6117, top5_acc: 0.8086, loss_cls: 1.6571, loss: 1.6571, grad_norm: 3.0362 2020-09-29 23:54:46,585 - mmaction - INFO - Epoch [232][360/627] lr: 1.401e-02, eta: 4:51:58, time: 1.055, data_time: 0.004, memory: 8472, top1_acc: 0.6125, top5_acc: 0.8137, loss_cls: 1.6555, loss: 1.6555, grad_norm: 3.0229 2020-09-29 23:55:08,621 - mmaction - INFO - Epoch [232][380/627] lr: 1.401e-02, eta: 4:51:35, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.6169, top5_acc: 0.8135, loss_cls: 1.6412, loss: 1.6412, grad_norm: 3.0336 2020-09-29 23:55:31,146 - mmaction - INFO - Epoch [232][400/627] lr: 1.401e-02, eta: 4:51:12, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.6061, top5_acc: 0.8043, loss_cls: 1.7004, loss: 1.7004, grad_norm: 3.0430 2020-09-29 23:55:53,332 - mmaction - INFO - Epoch [232][420/627] lr: 1.401e-02, eta: 4:50:49, time: 1.112, data_time: 0.004, memory: 8472, top1_acc: 0.5990, top5_acc: 0.8049, loss_cls: 1.6892, loss: 1.6892, grad_norm: 3.0484 2020-09-29 23:56:15,040 - mmaction - INFO - Epoch [232][440/627] lr: 1.401e-02, eta: 4:50:26, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.6120, top5_acc: 0.8064, loss_cls: 1.6542, loss: 1.6542, grad_norm: 3.0159 2020-09-29 23:56:37,600 - mmaction - INFO - Epoch [232][460/627] lr: 1.401e-02, eta: 4:50:03, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.6130, top5_acc: 0.8189, loss_cls: 1.6247, loss: 1.6247, grad_norm: 3.0519 2020-09-29 23:57:00,530 - mmaction - INFO - Epoch [232][480/627] lr: 1.401e-02, eta: 4:49:40, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.6121, top5_acc: 0.8099, loss_cls: 1.6489, loss: 1.6489, grad_norm: 3.0344 2020-09-29 23:57:23,719 - mmaction - INFO - Epoch [232][500/627] lr: 1.401e-02, eta: 4:49:17, time: 1.160, data_time: 0.003, memory: 8472, top1_acc: 0.6125, top5_acc: 0.8160, loss_cls: 1.6286, loss: 1.6286, grad_norm: 3.0384 2020-09-29 23:57:45,755 - mmaction - INFO - Epoch [232][520/627] lr: 1.401e-02, eta: 4:48:54, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.6215, top5_acc: 0.8137, loss_cls: 1.6402, loss: 1.6402, grad_norm: 2.9990 2020-09-29 23:58:07,448 - mmaction - INFO - Epoch [232][540/627] lr: 1.401e-02, eta: 4:48:31, time: 1.085, data_time: 0.002, memory: 8472, top1_acc: 0.6095, top5_acc: 0.8070, loss_cls: 1.6759, loss: 1.6759, grad_norm: 3.0419 2020-09-29 23:58:30,196 - mmaction - INFO - Epoch [232][560/627] lr: 1.401e-02, eta: 4:48:08, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.6151, top5_acc: 0.8133, loss_cls: 1.6475, loss: 1.6475, grad_norm: 3.0280 2020-09-29 23:58:51,824 - mmaction - INFO - Epoch [232][580/627] lr: 1.401e-02, eta: 4:47:45, time: 1.080, data_time: 0.001, memory: 8472, top1_acc: 0.6020, top5_acc: 0.8109, loss_cls: 1.6659, loss: 1.6659, grad_norm: 3.0898 2020-09-29 23:59:14,331 - mmaction - INFO - Epoch [232][600/627] lr: 1.401e-02, eta: 4:47:22, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.6020, top5_acc: 0.8095, loss_cls: 1.6815, loss: 1.6815, grad_norm: 3.0735 2020-09-29 23:59:36,224 - mmaction - INFO - Epoch [232][620/627] lr: 1.401e-02, eta: 4:46:59, time: 1.095, data_time: 0.003, memory: 8472, top1_acc: 0.6156, top5_acc: 0.8177, loss_cls: 1.6110, loss: 1.6110, grad_norm: 2.9902 2020-09-29 23:59:44,417 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-09-30 00:00:42,859 - mmaction - INFO - Epoch [233][20/627] lr: 1.292e-02, eta: 4:46:31, time: 2.902, data_time: 1.806, memory: 8472, top1_acc: 0.6150, top5_acc: 0.8099, loss_cls: 1.6578, loss: 1.6578, grad_norm: 3.0470 2020-09-30 00:01:04,733 - mmaction - INFO - Epoch [233][40/627] lr: 1.292e-02, eta: 4:46:08, time: 1.095, data_time: 0.024, memory: 8472, top1_acc: 0.6238, top5_acc: 0.8171, loss_cls: 1.5947, loss: 1.5947, grad_norm: 2.9720 2020-09-30 00:01:27,757 - mmaction - INFO - Epoch [233][60/627] lr: 1.292e-02, eta: 4:45:45, time: 1.151, data_time: 0.166, memory: 8472, top1_acc: 0.6224, top5_acc: 0.8168, loss_cls: 1.5980, loss: 1.5980, grad_norm: 3.0252 2020-09-30 00:01:49,689 - mmaction - INFO - Epoch [233][80/627] lr: 1.292e-02, eta: 4:45:23, time: 1.095, data_time: 0.088, memory: 8472, top1_acc: 0.6146, top5_acc: 0.8122, loss_cls: 1.6401, loss: 1.6401, grad_norm: 3.0299 2020-09-30 00:02:12,491 - mmaction - INFO - Epoch [233][100/627] lr: 1.292e-02, eta: 4:45:00, time: 1.141, data_time: 0.148, memory: 8472, top1_acc: 0.6022, top5_acc: 0.8077, loss_cls: 1.6688, loss: 1.6688, grad_norm: 3.0927 2020-09-30 00:02:33,976 - mmaction - INFO - Epoch [233][120/627] lr: 1.292e-02, eta: 4:44:37, time: 1.075, data_time: 0.085, memory: 8472, top1_acc: 0.6159, top5_acc: 0.8240, loss_cls: 1.5817, loss: 1.5817, grad_norm: 3.0651 2020-09-30 00:02:56,161 - mmaction - INFO - Epoch [233][140/627] lr: 1.292e-02, eta: 4:44:14, time: 1.110, data_time: 0.096, memory: 8472, top1_acc: 0.6111, top5_acc: 0.8161, loss_cls: 1.6474, loss: 1.6474, grad_norm: 3.0774 2020-09-30 00:03:18,779 - mmaction - INFO - Epoch [233][160/627] lr: 1.292e-02, eta: 4:43:51, time: 1.130, data_time: 0.044, memory: 8472, top1_acc: 0.6193, top5_acc: 0.8204, loss_cls: 1.6118, loss: 1.6118, grad_norm: 3.0830 2020-09-30 00:03:41,196 - mmaction - INFO - Epoch [233][180/627] lr: 1.292e-02, eta: 4:43:28, time: 1.121, data_time: 0.002, memory: 8472, top1_acc: 0.6117, top5_acc: 0.8108, loss_cls: 1.6513, loss: 1.6513, grad_norm: 3.0808 2020-09-30 00:04:03,864 - mmaction - INFO - Epoch [233][200/627] lr: 1.292e-02, eta: 4:43:05, time: 1.134, data_time: 0.002, memory: 8472, top1_acc: 0.6078, top5_acc: 0.8099, loss_cls: 1.6473, loss: 1.6473, grad_norm: 3.0523 2020-09-30 00:04:26,973 - mmaction - INFO - Epoch [233][220/627] lr: 1.292e-02, eta: 4:42:42, time: 1.154, data_time: 0.001, memory: 8472, top1_acc: 0.6158, top5_acc: 0.8128, loss_cls: 1.6360, loss: 1.6360, grad_norm: 3.0478 2020-09-30 00:04:48,288 - mmaction - INFO - Epoch [233][240/627] lr: 1.292e-02, eta: 4:42:19, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.6189, top5_acc: 0.8095, loss_cls: 1.6275, loss: 1.6275, grad_norm: 3.0525 2020-09-30 00:05:10,490 - mmaction - INFO - Epoch [233][260/627] lr: 1.292e-02, eta: 4:41:56, time: 1.111, data_time: 0.002, memory: 8472, top1_acc: 0.6065, top5_acc: 0.8130, loss_cls: 1.6612, loss: 1.6612, grad_norm: 3.0985 2020-09-30 00:05:32,424 - mmaction - INFO - Epoch [233][280/627] lr: 1.292e-02, eta: 4:41:33, time: 1.095, data_time: 0.057, memory: 8472, top1_acc: 0.6169, top5_acc: 0.8193, loss_cls: 1.6226, loss: 1.6226, grad_norm: 3.0564 2020-09-30 00:05:54,666 - mmaction - INFO - Epoch [233][300/627] lr: 1.292e-02, eta: 4:41:10, time: 1.114, data_time: 0.105, memory: 8472, top1_acc: 0.6158, top5_acc: 0.8138, loss_cls: 1.6263, loss: 1.6263, grad_norm: 3.0946 2020-09-30 00:06:16,813 - mmaction - INFO - Epoch [233][320/627] lr: 1.292e-02, eta: 4:40:47, time: 1.106, data_time: 0.048, memory: 8472, top1_acc: 0.6143, top5_acc: 0.8095, loss_cls: 1.6405, loss: 1.6405, grad_norm: 3.0925 2020-09-30 00:06:38,184 - mmaction - INFO - Epoch [233][340/627] lr: 1.292e-02, eta: 4:40:24, time: 1.071, data_time: 0.003, memory: 8472, top1_acc: 0.6076, top5_acc: 0.8094, loss_cls: 1.6523, loss: 1.6523, grad_norm: 3.0787 2020-09-30 00:07:01,949 - mmaction - INFO - Epoch [233][360/627] lr: 1.292e-02, eta: 4:40:01, time: 1.188, data_time: 0.001, memory: 8472, top1_acc: 0.6202, top5_acc: 0.8133, loss_cls: 1.6257, loss: 1.6257, grad_norm: 3.0155 2020-09-30 00:07:24,264 - mmaction - INFO - Epoch [233][380/627] lr: 1.292e-02, eta: 4:39:38, time: 1.114, data_time: 0.001, memory: 8472, top1_acc: 0.6031, top5_acc: 0.8092, loss_cls: 1.6783, loss: 1.6783, grad_norm: 3.1090 2020-09-30 00:07:46,467 - mmaction - INFO - Epoch [233][400/627] lr: 1.292e-02, eta: 4:39:16, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.6193, top5_acc: 0.8258, loss_cls: 1.5982, loss: 1.5982, grad_norm: 3.0339 2020-09-30 00:08:08,707 - mmaction - INFO - Epoch [233][420/627] lr: 1.292e-02, eta: 4:38:53, time: 1.111, data_time: 0.003, memory: 8472, top1_acc: 0.6224, top5_acc: 0.8198, loss_cls: 1.5944, loss: 1.5944, grad_norm: 3.0449 2020-09-30 00:08:30,788 - mmaction - INFO - Epoch [233][440/627] lr: 1.292e-02, eta: 4:38:30, time: 1.106, data_time: 0.014, memory: 8472, top1_acc: 0.6165, top5_acc: 0.8128, loss_cls: 1.6309, loss: 1.6309, grad_norm: 3.0647 2020-09-30 00:08:53,141 - mmaction - INFO - Epoch [233][460/627] lr: 1.292e-02, eta: 4:38:07, time: 1.117, data_time: 0.013, memory: 8472, top1_acc: 0.6180, top5_acc: 0.8171, loss_cls: 1.6214, loss: 1.6214, grad_norm: 3.0844 2020-09-30 00:09:15,619 - mmaction - INFO - Epoch [233][480/627] lr: 1.292e-02, eta: 4:37:44, time: 1.124, data_time: 0.009, memory: 8472, top1_acc: 0.6156, top5_acc: 0.8107, loss_cls: 1.6365, loss: 1.6365, grad_norm: 3.1240 2020-09-30 00:09:37,300 - mmaction - INFO - Epoch [233][500/627] lr: 1.292e-02, eta: 4:37:21, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.6216, top5_acc: 0.8194, loss_cls: 1.6076, loss: 1.6076, grad_norm: 3.1040 2020-09-30 00:09:58,811 - mmaction - INFO - Epoch [233][520/627] lr: 1.292e-02, eta: 4:36:58, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.6087, top5_acc: 0.8125, loss_cls: 1.6516, loss: 1.6516, grad_norm: 3.1300 2020-09-30 00:10:21,678 - mmaction - INFO - Epoch [233][540/627] lr: 1.292e-02, eta: 4:36:35, time: 1.146, data_time: 0.005, memory: 8472, top1_acc: 0.6132, top5_acc: 0.8094, loss_cls: 1.6536, loss: 1.6536, grad_norm: 3.1141 2020-09-30 00:10:45,116 - mmaction - INFO - Epoch [233][560/627] lr: 1.292e-02, eta: 4:36:12, time: 1.172, data_time: 0.003, memory: 8472, top1_acc: 0.6096, top5_acc: 0.8122, loss_cls: 1.6304, loss: 1.6304, grad_norm: 3.1035 2020-09-30 00:11:07,210 - mmaction - INFO - Epoch [233][580/627] lr: 1.292e-02, eta: 4:35:49, time: 1.105, data_time: 0.003, memory: 8472, top1_acc: 0.6201, top5_acc: 0.8167, loss_cls: 1.6275, loss: 1.6275, grad_norm: 3.0831 2020-09-30 00:11:28,275 - mmaction - INFO - Epoch [233][600/627] lr: 1.292e-02, eta: 4:35:26, time: 1.052, data_time: 0.002, memory: 8472, top1_acc: 0.6142, top5_acc: 0.8117, loss_cls: 1.6492, loss: 1.6492, grad_norm: 3.0847 2020-09-30 00:11:51,196 - mmaction - INFO - Epoch [233][620/627] lr: 1.292e-02, eta: 4:35:03, time: 1.146, data_time: 0.003, memory: 8472, top1_acc: 0.6207, top5_acc: 0.8090, loss_cls: 1.6261, loss: 1.6261, grad_norm: 3.0447 2020-09-30 00:12:53,360 - mmaction - INFO - Epoch [234][20/627] lr: 1.187e-02, eta: 4:34:35, time: 2.758, data_time: 1.358, memory: 8472, top1_acc: 0.6143, top5_acc: 0.8171, loss_cls: 1.6207, loss: 1.6207, grad_norm: 3.0886 2020-09-30 00:13:14,555 - mmaction - INFO - Epoch [234][40/627] lr: 1.187e-02, eta: 4:34:12, time: 1.058, data_time: 0.002, memory: 8472, top1_acc: 0.6117, top5_acc: 0.8133, loss_cls: 1.6271, loss: 1.6271, grad_norm: 3.1302 2020-09-30 00:13:36,575 - mmaction - INFO - Epoch [234][60/627] lr: 1.187e-02, eta: 4:33:49, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.6241, top5_acc: 0.8180, loss_cls: 1.5874, loss: 1.5874, grad_norm: 3.0456 2020-09-30 00:14:00,010 - mmaction - INFO - Epoch [234][80/627] lr: 1.187e-02, eta: 4:33:26, time: 1.174, data_time: 0.004, memory: 8472, top1_acc: 0.6219, top5_acc: 0.8154, loss_cls: 1.6065, loss: 1.6065, grad_norm: 3.0760 2020-09-30 00:14:22,155 - mmaction - INFO - Epoch [234][100/627] lr: 1.187e-02, eta: 4:33:03, time: 1.107, data_time: 0.001, memory: 8472, top1_acc: 0.6204, top5_acc: 0.8284, loss_cls: 1.5892, loss: 1.5892, grad_norm: 3.0948 2020-09-30 00:14:43,618 - mmaction - INFO - Epoch [234][120/627] lr: 1.187e-02, eta: 4:32:40, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.6158, top5_acc: 0.8178, loss_cls: 1.6412, loss: 1.6412, grad_norm: 3.1291 2020-09-30 00:15:05,683 - mmaction - INFO - Epoch [234][140/627] lr: 1.187e-02, eta: 4:32:17, time: 1.102, data_time: 0.004, memory: 8472, top1_acc: 0.6154, top5_acc: 0.8158, loss_cls: 1.6252, loss: 1.6252, grad_norm: 3.1165 2020-09-30 00:15:26,936 - mmaction - INFO - Epoch [234][160/627] lr: 1.187e-02, eta: 4:31:54, time: 1.063, data_time: 0.037, memory: 8472, top1_acc: 0.6259, top5_acc: 0.8203, loss_cls: 1.5944, loss: 1.5944, grad_norm: 3.0911 2020-09-30 00:15:48,267 - mmaction - INFO - Epoch [234][180/627] lr: 1.187e-02, eta: 4:31:31, time: 1.067, data_time: 0.002, memory: 8472, top1_acc: 0.6324, top5_acc: 0.8246, loss_cls: 1.5583, loss: 1.5583, grad_norm: 3.0272 2020-09-30 00:16:10,434 - mmaction - INFO - Epoch [234][200/627] lr: 1.187e-02, eta: 4:31:08, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.6293, top5_acc: 0.8266, loss_cls: 1.5668, loss: 1.5668, grad_norm: 3.0694 2020-09-30 00:16:32,541 - mmaction - INFO - Epoch [234][220/627] lr: 1.187e-02, eta: 4:30:45, time: 1.106, data_time: 0.116, memory: 8472, top1_acc: 0.6201, top5_acc: 0.8195, loss_cls: 1.6048, loss: 1.6048, grad_norm: 3.1137 2020-09-30 00:16:54,602 - mmaction - INFO - Epoch [234][240/627] lr: 1.187e-02, eta: 4:30:22, time: 1.101, data_time: 0.145, memory: 8472, top1_acc: 0.6254, top5_acc: 0.8148, loss_cls: 1.5938, loss: 1.5938, grad_norm: 3.0983 2020-09-30 00:17:16,526 - mmaction - INFO - Epoch [234][260/627] lr: 1.187e-02, eta: 4:29:59, time: 1.097, data_time: 0.075, memory: 8472, top1_acc: 0.6195, top5_acc: 0.8164, loss_cls: 1.6172, loss: 1.6172, grad_norm: 3.1571 2020-09-30 00:17:39,850 - mmaction - INFO - Epoch [234][280/627] lr: 1.187e-02, eta: 4:29:36, time: 1.168, data_time: 0.011, memory: 8472, top1_acc: 0.6273, top5_acc: 0.8227, loss_cls: 1.6114, loss: 1.6114, grad_norm: 3.1376 2020-09-30 00:18:01,272 - mmaction - INFO - Epoch [234][300/627] lr: 1.187e-02, eta: 4:29:13, time: 1.068, data_time: 0.001, memory: 8472, top1_acc: 0.6270, top5_acc: 0.8167, loss_cls: 1.6077, loss: 1.6077, grad_norm: 3.1322 2020-09-30 00:18:23,610 - mmaction - INFO - Epoch [234][320/627] lr: 1.187e-02, eta: 4:28:50, time: 1.118, data_time: 0.004, memory: 8472, top1_acc: 0.6087, top5_acc: 0.8063, loss_cls: 1.6537, loss: 1.6537, grad_norm: 3.1759 2020-09-30 00:18:46,426 - mmaction - INFO - Epoch [234][340/627] lr: 1.187e-02, eta: 4:28:27, time: 1.142, data_time: 0.003, memory: 8472, top1_acc: 0.6203, top5_acc: 0.8216, loss_cls: 1.5900, loss: 1.5900, grad_norm: 3.1087 2020-09-30 00:19:07,683 - mmaction - INFO - Epoch [234][360/627] lr: 1.187e-02, eta: 4:28:04, time: 1.063, data_time: 0.002, memory: 8472, top1_acc: 0.6206, top5_acc: 0.8120, loss_cls: 1.6403, loss: 1.6403, grad_norm: 3.1538 2020-09-30 00:19:29,877 - mmaction - INFO - Epoch [234][380/627] lr: 1.187e-02, eta: 4:27:41, time: 1.108, data_time: 0.001, memory: 8472, top1_acc: 0.6186, top5_acc: 0.8172, loss_cls: 1.6315, loss: 1.6315, grad_norm: 3.1433 2020-09-30 00:19:52,236 - mmaction - INFO - Epoch [234][400/627] lr: 1.187e-02, eta: 4:27:18, time: 1.119, data_time: 0.019, memory: 8472, top1_acc: 0.6187, top5_acc: 0.8142, loss_cls: 1.6347, loss: 1.6347, grad_norm: 3.1329 2020-09-30 00:20:14,484 - mmaction - INFO - Epoch [234][420/627] lr: 1.187e-02, eta: 4:26:55, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.6164, top5_acc: 0.8057, loss_cls: 1.6312, loss: 1.6312, grad_norm: 3.1088 2020-09-30 00:20:36,911 - mmaction - INFO - Epoch [234][440/627] lr: 1.187e-02, eta: 4:26:33, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.6270, top5_acc: 0.8221, loss_cls: 1.5731, loss: 1.5731, grad_norm: 3.1510 2020-09-30 00:20:58,740 - mmaction - INFO - Epoch [234][460/627] lr: 1.187e-02, eta: 4:26:10, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.6138, top5_acc: 0.8191, loss_cls: 1.6202, loss: 1.6202, grad_norm: 3.1389 2020-09-30 00:21:20,283 - mmaction - INFO - Epoch [234][480/627] lr: 1.187e-02, eta: 4:25:47, time: 1.078, data_time: 0.003, memory: 8472, top1_acc: 0.6202, top5_acc: 0.8164, loss_cls: 1.6150, loss: 1.6150, grad_norm: 3.1111 2020-09-30 00:21:43,522 - mmaction - INFO - Epoch [234][500/627] lr: 1.187e-02, eta: 4:25:24, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.6158, top5_acc: 0.8090, loss_cls: 1.6427, loss: 1.6427, grad_norm: 3.1015 2020-09-30 00:22:05,920 - mmaction - INFO - Epoch [234][520/627] lr: 1.187e-02, eta: 4:25:01, time: 1.124, data_time: 0.006, memory: 8472, top1_acc: 0.6217, top5_acc: 0.8161, loss_cls: 1.6278, loss: 1.6278, grad_norm: 3.1515 2020-09-30 00:22:26,150 - mmaction - INFO - Epoch [234][540/627] lr: 1.187e-02, eta: 4:24:38, time: 1.012, data_time: 0.001, memory: 8472, top1_acc: 0.6210, top5_acc: 0.8237, loss_cls: 1.5927, loss: 1.5927, grad_norm: 3.1158 2020-09-30 00:22:48,812 - mmaction - INFO - Epoch [234][560/627] lr: 1.187e-02, eta: 4:24:15, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.6211, top5_acc: 0.8126, loss_cls: 1.6323, loss: 1.6323, grad_norm: 3.1236 2020-09-30 00:23:10,423 - mmaction - INFO - Epoch [234][580/627] lr: 1.187e-02, eta: 4:23:52, time: 1.079, data_time: 0.002, memory: 8472, top1_acc: 0.6247, top5_acc: 0.8211, loss_cls: 1.5978, loss: 1.5978, grad_norm: 3.1164 2020-09-30 00:23:33,391 - mmaction - INFO - Epoch [234][600/627] lr: 1.187e-02, eta: 4:23:29, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.6242, top5_acc: 0.8276, loss_cls: 1.5631, loss: 1.5631, grad_norm: 3.0718 2020-09-30 00:23:56,125 - mmaction - INFO - Epoch [234][620/627] lr: 1.187e-02, eta: 4:23:06, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6233, top5_acc: 0.8150, loss_cls: 1.5957, loss: 1.5957, grad_norm: 3.1048 2020-09-30 00:24:56,881 - mmaction - INFO - Epoch [235][20/627] lr: 1.087e-02, eta: 4:22:37, time: 2.695, data_time: 1.598, memory: 8472, top1_acc: 0.6234, top5_acc: 0.8259, loss_cls: 1.5744, loss: 1.5744, grad_norm: 3.1045 2020-09-30 00:25:19,536 - mmaction - INFO - Epoch [235][40/627] lr: 1.087e-02, eta: 4:22:14, time: 1.133, data_time: 0.003, memory: 8472, top1_acc: 0.6298, top5_acc: 0.8201, loss_cls: 1.5696, loss: 1.5696, grad_norm: 3.1102 2020-09-30 00:25:41,939 - mmaction - INFO - Epoch [235][60/627] lr: 1.087e-02, eta: 4:21:51, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.6328, top5_acc: 0.8298, loss_cls: 1.5575, loss: 1.5575, grad_norm: 3.1199 2020-09-30 00:26:04,215 - mmaction - INFO - Epoch [235][80/627] lr: 1.087e-02, eta: 4:21:29, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.6301, top5_acc: 0.8137, loss_cls: 1.6141, loss: 1.6141, grad_norm: 3.0758 2020-09-30 00:26:25,483 - mmaction - INFO - Epoch [235][100/627] lr: 1.087e-02, eta: 4:21:06, time: 1.064, data_time: 0.003, memory: 8472, top1_acc: 0.6266, top5_acc: 0.8237, loss_cls: 1.5752, loss: 1.5752, grad_norm: 3.1345 2020-09-30 00:26:48,833 - mmaction - INFO - Epoch [235][120/627] lr: 1.087e-02, eta: 4:20:43, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.6255, top5_acc: 0.8214, loss_cls: 1.5732, loss: 1.5732, grad_norm: 3.0857 2020-09-30 00:27:11,185 - mmaction - INFO - Epoch [235][140/627] lr: 1.087e-02, eta: 4:20:20, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.6354, top5_acc: 0.8254, loss_cls: 1.5553, loss: 1.5553, grad_norm: 3.1175 2020-09-30 00:27:33,011 - mmaction - INFO - Epoch [235][160/627] lr: 1.087e-02, eta: 4:19:57, time: 1.093, data_time: 0.003, memory: 8472, top1_acc: 0.6254, top5_acc: 0.8171, loss_cls: 1.6013, loss: 1.6013, grad_norm: 3.1443 2020-09-30 00:27:55,298 - mmaction - INFO - Epoch [235][180/627] lr: 1.087e-02, eta: 4:19:34, time: 1.114, data_time: 0.002, memory: 8472, top1_acc: 0.6094, top5_acc: 0.8104, loss_cls: 1.6556, loss: 1.6556, grad_norm: 3.1844 2020-09-30 00:28:17,283 - mmaction - INFO - Epoch [235][200/627] lr: 1.087e-02, eta: 4:19:11, time: 1.099, data_time: 0.001, memory: 8472, top1_acc: 0.6340, top5_acc: 0.8276, loss_cls: 1.5616, loss: 1.5616, grad_norm: 3.0917 2020-09-30 00:28:39,686 - mmaction - INFO - Epoch [235][220/627] lr: 1.087e-02, eta: 4:18:48, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.6224, top5_acc: 0.8169, loss_cls: 1.5902, loss: 1.5902, grad_norm: 3.1238 2020-09-30 00:29:02,683 - mmaction - INFO - Epoch [235][240/627] lr: 1.087e-02, eta: 4:18:25, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.6215, top5_acc: 0.8171, loss_cls: 1.6142, loss: 1.6142, grad_norm: 3.1598 2020-09-30 00:29:22,825 - mmaction - INFO - Epoch [235][260/627] lr: 1.087e-02, eta: 4:18:02, time: 1.008, data_time: 0.003, memory: 8472, top1_acc: 0.6270, top5_acc: 0.8243, loss_cls: 1.5611, loss: 1.5611, grad_norm: 3.1364 2020-09-30 00:29:45,980 - mmaction - INFO - Epoch [235][280/627] lr: 1.087e-02, eta: 4:17:39, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.6242, top5_acc: 0.8169, loss_cls: 1.5987, loss: 1.5987, grad_norm: 3.1641 2020-09-30 00:30:08,050 - mmaction - INFO - Epoch [235][300/627] lr: 1.087e-02, eta: 4:17:16, time: 1.101, data_time: 0.002, memory: 8472, top1_acc: 0.6215, top5_acc: 0.8227, loss_cls: 1.5957, loss: 1.5957, grad_norm: 3.1668 2020-09-30 00:30:30,125 - mmaction - INFO - Epoch [235][320/627] lr: 1.087e-02, eta: 4:16:53, time: 1.106, data_time: 0.004, memory: 8472, top1_acc: 0.6276, top5_acc: 0.8193, loss_cls: 1.5855, loss: 1.5855, grad_norm: 3.1437 2020-09-30 00:30:52,044 - mmaction - INFO - Epoch [235][340/627] lr: 1.087e-02, eta: 4:16:30, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.6202, top5_acc: 0.8138, loss_cls: 1.6413, loss: 1.6413, grad_norm: 3.1518 2020-09-30 00:31:13,926 - mmaction - INFO - Epoch [235][360/627] lr: 1.087e-02, eta: 4:16:07, time: 1.090, data_time: 0.002, memory: 8472, top1_acc: 0.6272, top5_acc: 0.8198, loss_cls: 1.5766, loss: 1.5766, grad_norm: 3.1488 2020-09-30 00:31:35,220 - mmaction - INFO - Epoch [235][380/627] lr: 1.087e-02, eta: 4:15:44, time: 1.067, data_time: 0.005, memory: 8472, top1_acc: 0.6335, top5_acc: 0.8237, loss_cls: 1.5684, loss: 1.5684, grad_norm: 3.1519 2020-09-30 00:31:57,740 - mmaction - INFO - Epoch [235][400/627] lr: 1.087e-02, eta: 4:15:21, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.6216, top5_acc: 0.8158, loss_cls: 1.6120, loss: 1.6120, grad_norm: 3.1562 2020-09-30 00:32:20,581 - mmaction - INFO - Epoch [235][420/627] lr: 1.087e-02, eta: 4:14:58, time: 1.140, data_time: 0.001, memory: 8472, top1_acc: 0.6240, top5_acc: 0.8211, loss_cls: 1.6009, loss: 1.6009, grad_norm: 3.1737 2020-09-30 00:32:41,667 - mmaction - INFO - Epoch [235][440/627] lr: 1.087e-02, eta: 4:14:35, time: 1.055, data_time: 0.030, memory: 8472, top1_acc: 0.6271, top5_acc: 0.8267, loss_cls: 1.5704, loss: 1.5704, grad_norm: 3.1324 2020-09-30 00:33:03,605 - mmaction - INFO - Epoch [235][460/627] lr: 1.087e-02, eta: 4:14:12, time: 1.098, data_time: 0.068, memory: 8472, top1_acc: 0.6227, top5_acc: 0.8161, loss_cls: 1.6159, loss: 1.6159, grad_norm: 3.1441 2020-09-30 00:33:25,795 - mmaction - INFO - Epoch [235][480/627] lr: 1.087e-02, eta: 4:13:49, time: 1.109, data_time: 0.011, memory: 8472, top1_acc: 0.6298, top5_acc: 0.8255, loss_cls: 1.5430, loss: 1.5430, grad_norm: 3.1079 2020-09-30 00:33:47,525 - mmaction - INFO - Epoch [235][500/627] lr: 1.087e-02, eta: 4:13:26, time: 1.085, data_time: 0.005, memory: 8472, top1_acc: 0.6207, top5_acc: 0.8148, loss_cls: 1.6074, loss: 1.6074, grad_norm: 3.1897 2020-09-30 00:34:10,002 - mmaction - INFO - Epoch [235][520/627] lr: 1.087e-02, eta: 4:13:04, time: 1.126, data_time: 0.014, memory: 8472, top1_acc: 0.6279, top5_acc: 0.8195, loss_cls: 1.5670, loss: 1.5670, grad_norm: 3.1423 2020-09-30 00:34:32,227 - mmaction - INFO - Epoch [235][540/627] lr: 1.087e-02, eta: 4:12:41, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.6191, top5_acc: 0.8229, loss_cls: 1.5835, loss: 1.5835, grad_norm: 3.1911 2020-09-30 00:34:53,776 - mmaction - INFO - Epoch [235][560/627] lr: 1.087e-02, eta: 4:12:18, time: 1.076, data_time: 0.003, memory: 8472, top1_acc: 0.6319, top5_acc: 0.8229, loss_cls: 1.5659, loss: 1.5659, grad_norm: 3.1846 2020-09-30 00:35:17,813 - mmaction - INFO - Epoch [235][580/627] lr: 1.087e-02, eta: 4:11:55, time: 1.205, data_time: 0.004, memory: 8472, top1_acc: 0.6151, top5_acc: 0.8124, loss_cls: 1.6320, loss: 1.6320, grad_norm: 3.2281 2020-09-30 00:35:38,483 - mmaction - INFO - Epoch [235][600/627] lr: 1.087e-02, eta: 4:11:32, time: 1.031, data_time: 0.002, memory: 8472, top1_acc: 0.6181, top5_acc: 0.8197, loss_cls: 1.5950, loss: 1.5950, grad_norm: 3.2048 2020-09-30 00:36:01,405 - mmaction - INFO - Epoch [235][620/627] lr: 1.087e-02, eta: 4:11:09, time: 1.147, data_time: 0.004, memory: 8472, top1_acc: 0.6238, top5_acc: 0.8225, loss_cls: 1.5942, loss: 1.5942, grad_norm: 3.2061 2020-09-30 00:37:30,772 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-30 00:37:31,436 - mmaction - INFO - top1_acc 0.6490 top5_acc 0.8535 2020-09-30 00:37:31,437 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-30 00:37:31,481 - mmaction - INFO - mean_acc 0.6488 2020-09-30 00:37:31,481 - mmaction - INFO - Now best checkpoint is epoch_235.pth 2020-09-30 00:37:31,494 - mmaction - INFO - Epoch(val) [235][627] top1_acc: 0.6490, top5_acc: 0.8535, mean_class_accuracy: 0.6488 2020-09-30 00:38:22,776 - mmaction - INFO - Epoch [236][20/627] lr: 9.907e-03, eta: 4:10:40, time: 2.562, data_time: 1.380, memory: 8472, top1_acc: 0.6388, top5_acc: 0.8331, loss_cls: 1.5307, loss: 1.5307, grad_norm: 3.1189 2020-09-30 00:38:45,317 - mmaction - INFO - Epoch [236][40/627] lr: 9.907e-03, eta: 4:10:17, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.6283, top5_acc: 0.8207, loss_cls: 1.5796, loss: 1.5796, grad_norm: 3.1860 2020-09-30 00:39:09,144 - mmaction - INFO - Epoch [236][60/627] lr: 9.907e-03, eta: 4:09:54, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.6264, top5_acc: 0.8262, loss_cls: 1.5659, loss: 1.5659, grad_norm: 3.1714 2020-09-30 00:39:30,147 - mmaction - INFO - Epoch [236][80/627] lr: 9.907e-03, eta: 4:09:31, time: 1.049, data_time: 0.001, memory: 8472, top1_acc: 0.6319, top5_acc: 0.8310, loss_cls: 1.5356, loss: 1.5356, grad_norm: 3.1521 2020-09-30 00:39:52,850 - mmaction - INFO - Epoch [236][100/627] lr: 9.907e-03, eta: 4:09:08, time: 1.135, data_time: 0.003, memory: 8472, top1_acc: 0.6327, top5_acc: 0.8267, loss_cls: 1.5508, loss: 1.5508, grad_norm: 3.1848 2020-09-30 00:40:14,894 - mmaction - INFO - Epoch [236][120/627] lr: 9.907e-03, eta: 4:08:45, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.6271, top5_acc: 0.8240, loss_cls: 1.5601, loss: 1.5601, grad_norm: 3.1957 2020-09-30 00:40:37,033 - mmaction - INFO - Epoch [236][140/627] lr: 9.907e-03, eta: 4:08:22, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.6293, top5_acc: 0.8216, loss_cls: 1.5555, loss: 1.5555, grad_norm: 3.1513 2020-09-30 00:40:59,693 - mmaction - INFO - Epoch [236][160/627] lr: 9.907e-03, eta: 4:07:59, time: 1.132, data_time: 0.004, memory: 8472, top1_acc: 0.6315, top5_acc: 0.8263, loss_cls: 1.5632, loss: 1.5632, grad_norm: 3.2002 2020-09-30 00:41:21,605 - mmaction - INFO - Epoch [236][180/627] lr: 9.907e-03, eta: 4:07:36, time: 1.096, data_time: 0.003, memory: 8472, top1_acc: 0.6299, top5_acc: 0.8207, loss_cls: 1.5947, loss: 1.5947, grad_norm: 3.1774 2020-09-30 00:41:43,755 - mmaction - INFO - Epoch [236][200/627] lr: 9.907e-03, eta: 4:07:14, time: 1.108, data_time: 0.005, memory: 8472, top1_acc: 0.6230, top5_acc: 0.8148, loss_cls: 1.6098, loss: 1.6098, grad_norm: 3.2194 2020-09-30 00:42:06,211 - mmaction - INFO - Epoch [236][220/627] lr: 9.907e-03, eta: 4:06:51, time: 1.122, data_time: 0.004, memory: 8472, top1_acc: 0.6272, top5_acc: 0.8255, loss_cls: 1.5634, loss: 1.5634, grad_norm: 3.1313 2020-09-30 00:42:27,580 - mmaction - INFO - Epoch [236][240/627] lr: 9.907e-03, eta: 4:06:28, time: 1.068, data_time: 0.104, memory: 8472, top1_acc: 0.6375, top5_acc: 0.8262, loss_cls: 1.5473, loss: 1.5473, grad_norm: 3.1399 2020-09-30 00:42:50,822 - mmaction - INFO - Epoch [236][260/627] lr: 9.907e-03, eta: 4:06:05, time: 1.160, data_time: 0.021, memory: 8472, top1_acc: 0.6260, top5_acc: 0.8201, loss_cls: 1.6041, loss: 1.6041, grad_norm: 3.2293 2020-09-30 00:43:12,442 - mmaction - INFO - Epoch [236][280/627] lr: 9.907e-03, eta: 4:05:42, time: 1.085, data_time: 0.008, memory: 8472, top1_acc: 0.6266, top5_acc: 0.8194, loss_cls: 1.5927, loss: 1.5927, grad_norm: 3.2440 2020-09-30 00:43:34,756 - mmaction - INFO - Epoch [236][300/627] lr: 9.907e-03, eta: 4:05:19, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.6355, top5_acc: 0.8255, loss_cls: 1.5616, loss: 1.5616, grad_norm: 3.1525 2020-09-30 00:43:56,686 - mmaction - INFO - Epoch [236][320/627] lr: 9.907e-03, eta: 4:04:56, time: 1.098, data_time: 0.004, memory: 8472, top1_acc: 0.6348, top5_acc: 0.8303, loss_cls: 1.5380, loss: 1.5380, grad_norm: 3.1664 2020-09-30 00:44:19,310 - mmaction - INFO - Epoch [236][340/627] lr: 9.907e-03, eta: 4:04:33, time: 1.130, data_time: 0.006, memory: 8472, top1_acc: 0.6273, top5_acc: 0.8181, loss_cls: 1.5841, loss: 1.5841, grad_norm: 3.1923 2020-09-30 00:44:42,589 - mmaction - INFO - Epoch [236][360/627] lr: 9.907e-03, eta: 4:04:10, time: 1.165, data_time: 0.003, memory: 8472, top1_acc: 0.6267, top5_acc: 0.8202, loss_cls: 1.5861, loss: 1.5861, grad_norm: 3.1994 2020-09-30 00:45:03,518 - mmaction - INFO - Epoch [236][380/627] lr: 9.907e-03, eta: 4:03:47, time: 1.045, data_time: 0.002, memory: 8472, top1_acc: 0.6272, top5_acc: 0.8163, loss_cls: 1.5809, loss: 1.5809, grad_norm: 3.1924 2020-09-30 00:45:26,210 - mmaction - INFO - Epoch [236][400/627] lr: 9.907e-03, eta: 4:03:24, time: 1.135, data_time: 0.044, memory: 8472, top1_acc: 0.6301, top5_acc: 0.8253, loss_cls: 1.5605, loss: 1.5605, grad_norm: 3.1922 2020-09-30 00:45:48,620 - mmaction - INFO - Epoch [236][420/627] lr: 9.907e-03, eta: 4:03:01, time: 1.122, data_time: 0.029, memory: 8472, top1_acc: 0.6354, top5_acc: 0.8253, loss_cls: 1.5555, loss: 1.5555, grad_norm: 3.1704 2020-09-30 00:46:10,297 - mmaction - INFO - Epoch [236][440/627] lr: 9.907e-03, eta: 4:02:38, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.6228, top5_acc: 0.8190, loss_cls: 1.5965, loss: 1.5965, grad_norm: 3.2176 2020-09-30 00:46:32,545 - mmaction - INFO - Epoch [236][460/627] lr: 9.907e-03, eta: 4:02:15, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.6191, top5_acc: 0.8124, loss_cls: 1.6275, loss: 1.6275, grad_norm: 3.2316 2020-09-30 00:46:55,099 - mmaction - INFO - Epoch [236][480/627] lr: 9.907e-03, eta: 4:01:52, time: 1.127, data_time: 0.018, memory: 8472, top1_acc: 0.6260, top5_acc: 0.8181, loss_cls: 1.5922, loss: 1.5922, grad_norm: 3.1848 2020-09-30 00:47:17,134 - mmaction - INFO - Epoch [236][500/627] lr: 9.907e-03, eta: 4:01:29, time: 1.102, data_time: 0.130, memory: 8472, top1_acc: 0.6202, top5_acc: 0.8187, loss_cls: 1.6029, loss: 1.6029, grad_norm: 3.2591 2020-09-30 00:47:39,818 - mmaction - INFO - Epoch [236][520/627] lr: 9.907e-03, eta: 4:01:07, time: 1.134, data_time: 0.025, memory: 8472, top1_acc: 0.6297, top5_acc: 0.8243, loss_cls: 1.5417, loss: 1.5417, grad_norm: 3.1723 2020-09-30 00:48:01,812 - mmaction - INFO - Epoch [236][540/627] lr: 9.907e-03, eta: 4:00:44, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.6271, top5_acc: 0.8232, loss_cls: 1.5770, loss: 1.5770, grad_norm: 3.1836 2020-09-30 00:48:24,409 - mmaction - INFO - Epoch [236][560/627] lr: 9.907e-03, eta: 4:00:21, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.6314, top5_acc: 0.8284, loss_cls: 1.5492, loss: 1.5492, grad_norm: 3.1484 2020-09-30 00:48:46,606 - mmaction - INFO - Epoch [236][580/627] lr: 9.907e-03, eta: 3:59:58, time: 1.111, data_time: 0.004, memory: 8472, top1_acc: 0.6280, top5_acc: 0.8212, loss_cls: 1.5894, loss: 1.5894, grad_norm: 3.1716 2020-09-30 00:49:08,823 - mmaction - INFO - Epoch [236][600/627] lr: 9.907e-03, eta: 3:59:35, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.6281, top5_acc: 0.8238, loss_cls: 1.5792, loss: 1.5792, grad_norm: 3.2419 2020-09-30 00:49:31,312 - mmaction - INFO - Epoch [236][620/627] lr: 9.907e-03, eta: 3:59:12, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.6255, top5_acc: 0.8198, loss_cls: 1.6076, loss: 1.6076, grad_norm: 3.1926 2020-09-30 00:49:38,026 - mmaction - INFO - Saving checkpoint at 236 epochs 2020-09-30 00:50:33,826 - mmaction - INFO - Epoch [237][20/627] lr: 8.991e-03, eta: 3:58:43, time: 2.771, data_time: 1.297, memory: 8472, top1_acc: 0.6204, top5_acc: 0.8158, loss_cls: 1.6063, loss: 1.6063, grad_norm: 3.1918 2020-09-30 00:50:56,712 - mmaction - INFO - Epoch [237][40/627] lr: 8.991e-03, eta: 3:58:20, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6346, top5_acc: 0.8296, loss_cls: 1.5332, loss: 1.5332, grad_norm: 3.1391 2020-09-30 00:51:18,892 - mmaction - INFO - Epoch [237][60/627] lr: 8.991e-03, eta: 3:57:57, time: 1.110, data_time: 0.003, memory: 8472, top1_acc: 0.6352, top5_acc: 0.8353, loss_cls: 1.5421, loss: 1.5421, grad_norm: 3.2231 2020-09-30 00:51:41,236 - mmaction - INFO - Epoch [237][80/627] lr: 8.991e-03, eta: 3:57:34, time: 1.117, data_time: 0.001, memory: 8472, top1_acc: 0.6342, top5_acc: 0.8264, loss_cls: 1.5367, loss: 1.5367, grad_norm: 3.1561 2020-09-30 00:52:02,696 - mmaction - INFO - Epoch [237][100/627] lr: 8.991e-03, eta: 3:57:11, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.6378, top5_acc: 0.8253, loss_cls: 1.5454, loss: 1.5454, grad_norm: 3.2480 2020-09-30 00:52:25,313 - mmaction - INFO - Epoch [237][120/627] lr: 8.991e-03, eta: 3:56:48, time: 1.130, data_time: 0.001, memory: 8472, top1_acc: 0.6250, top5_acc: 0.8298, loss_cls: 1.5699, loss: 1.5699, grad_norm: 3.2132 2020-09-30 00:52:47,857 - mmaction - INFO - Epoch [237][140/627] lr: 8.991e-03, eta: 3:56:26, time: 1.128, data_time: 0.041, memory: 8472, top1_acc: 0.6335, top5_acc: 0.8294, loss_cls: 1.5335, loss: 1.5335, grad_norm: 3.1626 2020-09-30 00:53:11,317 - mmaction - INFO - Epoch [237][160/627] lr: 8.991e-03, eta: 3:56:03, time: 1.174, data_time: 0.179, memory: 8472, top1_acc: 0.6316, top5_acc: 0.8220, loss_cls: 1.5554, loss: 1.5554, grad_norm: 3.2068 2020-09-30 00:53:34,316 - mmaction - INFO - Epoch [237][180/627] lr: 8.991e-03, eta: 3:55:40, time: 1.148, data_time: 0.191, memory: 8472, top1_acc: 0.6326, top5_acc: 0.8174, loss_cls: 1.5729, loss: 1.5729, grad_norm: 3.1852 2020-09-30 00:53:56,057 - mmaction - INFO - Epoch [237][200/627] lr: 8.991e-03, eta: 3:55:17, time: 1.085, data_time: 0.131, memory: 8472, top1_acc: 0.6349, top5_acc: 0.8272, loss_cls: 1.5278, loss: 1.5278, grad_norm: 3.1818 2020-09-30 00:54:17,516 - mmaction - INFO - Epoch [237][220/627] lr: 8.991e-03, eta: 3:54:54, time: 1.076, data_time: 0.056, memory: 8472, top1_acc: 0.6376, top5_acc: 0.8320, loss_cls: 1.5219, loss: 1.5219, grad_norm: 3.1709 2020-09-30 00:54:41,619 - mmaction - INFO - Epoch [237][240/627] lr: 8.991e-03, eta: 3:54:31, time: 1.203, data_time: 0.002, memory: 8472, top1_acc: 0.6210, top5_acc: 0.8189, loss_cls: 1.5874, loss: 1.5874, grad_norm: 3.2605 2020-09-30 00:55:03,378 - mmaction - INFO - Epoch [237][260/627] lr: 8.991e-03, eta: 3:54:08, time: 1.087, data_time: 0.013, memory: 8472, top1_acc: 0.6431, top5_acc: 0.8314, loss_cls: 1.5159, loss: 1.5159, grad_norm: 3.1765 2020-09-30 00:55:25,391 - mmaction - INFO - Epoch [237][280/627] lr: 8.991e-03, eta: 3:53:45, time: 1.103, data_time: 0.005, memory: 8472, top1_acc: 0.6279, top5_acc: 0.8227, loss_cls: 1.5785, loss: 1.5785, grad_norm: 3.2211 2020-09-30 00:55:48,122 - mmaction - INFO - Epoch [237][300/627] lr: 8.991e-03, eta: 3:53:22, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6362, top5_acc: 0.8216, loss_cls: 1.5497, loss: 1.5497, grad_norm: 3.1996 2020-09-30 00:56:10,508 - mmaction - INFO - Epoch [237][320/627] lr: 8.991e-03, eta: 3:52:59, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.6337, top5_acc: 0.8268, loss_cls: 1.5448, loss: 1.5448, grad_norm: 3.2098 2020-09-30 00:56:33,442 - mmaction - INFO - Epoch [237][340/627] lr: 8.991e-03, eta: 3:52:36, time: 1.145, data_time: 0.002, memory: 8472, top1_acc: 0.6421, top5_acc: 0.8283, loss_cls: 1.5119, loss: 1.5119, grad_norm: 3.1777 2020-09-30 00:56:54,881 - mmaction - INFO - Epoch [237][360/627] lr: 8.991e-03, eta: 3:52:13, time: 1.072, data_time: 0.004, memory: 8472, top1_acc: 0.6285, top5_acc: 0.8224, loss_cls: 1.5744, loss: 1.5744, grad_norm: 3.2330 2020-09-30 00:57:18,060 - mmaction - INFO - Epoch [237][380/627] lr: 8.991e-03, eta: 3:51:51, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.6260, top5_acc: 0.8251, loss_cls: 1.5635, loss: 1.5635, grad_norm: 3.2535 2020-09-30 00:57:40,586 - mmaction - INFO - Epoch [237][400/627] lr: 8.991e-03, eta: 3:51:28, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.6272, top5_acc: 0.8219, loss_cls: 1.5809, loss: 1.5809, grad_norm: 3.2939 2020-09-30 00:58:02,074 - mmaction - INFO - Epoch [237][420/627] lr: 8.991e-03, eta: 3:51:05, time: 1.074, data_time: 0.002, memory: 8472, top1_acc: 0.6268, top5_acc: 0.8230, loss_cls: 1.5819, loss: 1.5819, grad_norm: 3.2595 2020-09-30 00:58:25,931 - mmaction - INFO - Epoch [237][440/627] lr: 8.991e-03, eta: 3:50:42, time: 1.193, data_time: 0.003, memory: 8472, top1_acc: 0.6318, top5_acc: 0.8224, loss_cls: 1.5598, loss: 1.5598, grad_norm: 3.1962 2020-09-30 00:58:48,228 - mmaction - INFO - Epoch [237][460/627] lr: 8.991e-03, eta: 3:50:19, time: 1.115, data_time: 0.003, memory: 8472, top1_acc: 0.6371, top5_acc: 0.8297, loss_cls: 1.5228, loss: 1.5228, grad_norm: 3.2191 2020-09-30 00:59:10,628 - mmaction - INFO - Epoch [237][480/627] lr: 8.991e-03, eta: 3:49:56, time: 1.122, data_time: 0.003, memory: 8472, top1_acc: 0.6348, top5_acc: 0.8253, loss_cls: 1.5474, loss: 1.5474, grad_norm: 3.2314 2020-09-30 00:59:32,133 - mmaction - INFO - Epoch [237][500/627] lr: 8.991e-03, eta: 3:49:33, time: 1.074, data_time: 0.001, memory: 8472, top1_acc: 0.6268, top5_acc: 0.8204, loss_cls: 1.5682, loss: 1.5682, grad_norm: 3.2285 2020-09-30 00:59:56,677 - mmaction - INFO - Epoch [237][520/627] lr: 8.991e-03, eta: 3:49:10, time: 1.228, data_time: 0.003, memory: 8472, top1_acc: 0.6371, top5_acc: 0.8314, loss_cls: 1.5324, loss: 1.5324, grad_norm: 3.2107 2020-09-30 01:00:18,941 - mmaction - INFO - Epoch [237][540/627] lr: 8.991e-03, eta: 3:48:47, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.6372, top5_acc: 0.8255, loss_cls: 1.5445, loss: 1.5445, grad_norm: 3.2324 2020-09-30 01:00:40,753 - mmaction - INFO - Epoch [237][560/627] lr: 8.991e-03, eta: 3:48:24, time: 1.091, data_time: 0.002, memory: 8472, top1_acc: 0.6257, top5_acc: 0.8230, loss_cls: 1.5787, loss: 1.5787, grad_norm: 3.2535 2020-09-30 01:01:04,118 - mmaction - INFO - Epoch [237][580/627] lr: 8.991e-03, eta: 3:48:02, time: 1.168, data_time: 0.001, memory: 8472, top1_acc: 0.6348, top5_acc: 0.8251, loss_cls: 1.5605, loss: 1.5605, grad_norm: 3.2474 2020-09-30 01:01:26,008 - mmaction - INFO - Epoch [237][600/627] lr: 8.991e-03, eta: 3:47:39, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.6211, top5_acc: 0.8190, loss_cls: 1.5980, loss: 1.5980, grad_norm: 3.2659 2020-09-30 01:01:48,696 - mmaction - INFO - Epoch [237][620/627] lr: 8.991e-03, eta: 3:47:16, time: 1.136, data_time: 0.004, memory: 8472, top1_acc: 0.6234, top5_acc: 0.8230, loss_cls: 1.5856, loss: 1.5856, grad_norm: 3.2908 2020-09-30 01:02:55,161 - mmaction - INFO - Epoch [238][20/627] lr: 8.118e-03, eta: 3:46:47, time: 2.919, data_time: 1.705, memory: 8472, top1_acc: 0.6315, top5_acc: 0.8207, loss_cls: 1.5895, loss: 1.5895, grad_norm: 3.2521 2020-09-30 01:03:16,950 - mmaction - INFO - Epoch [238][40/627] lr: 8.118e-03, eta: 3:46:24, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.6451, top5_acc: 0.8281, loss_cls: 1.5037, loss: 1.5037, grad_norm: 3.1795 2020-09-30 01:03:38,644 - mmaction - INFO - Epoch [238][60/627] lr: 8.118e-03, eta: 3:46:01, time: 1.082, data_time: 0.002, memory: 8472, top1_acc: 0.6326, top5_acc: 0.8225, loss_cls: 1.5609, loss: 1.5609, grad_norm: 3.2576 2020-09-30 01:04:01,352 - mmaction - INFO - Epoch [238][80/627] lr: 8.118e-03, eta: 3:45:38, time: 1.137, data_time: 0.004, memory: 8472, top1_acc: 0.6310, top5_acc: 0.8264, loss_cls: 1.5640, loss: 1.5640, grad_norm: 3.2400 2020-09-30 01:04:23,714 - mmaction - INFO - Epoch [238][100/627] lr: 8.118e-03, eta: 3:45:15, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.6301, top5_acc: 0.8203, loss_cls: 1.5698, loss: 1.5698, grad_norm: 3.2105 2020-09-30 01:04:46,488 - mmaction - INFO - Epoch [238][120/627] lr: 8.118e-03, eta: 3:44:52, time: 1.135, data_time: 0.056, memory: 8472, top1_acc: 0.6440, top5_acc: 0.8344, loss_cls: 1.5014, loss: 1.5014, grad_norm: 3.1987 2020-09-30 01:05:08,798 - mmaction - INFO - Epoch [238][140/627] lr: 8.118e-03, eta: 3:44:29, time: 1.120, data_time: 0.006, memory: 8472, top1_acc: 0.6362, top5_acc: 0.8240, loss_cls: 1.5484, loss: 1.5484, grad_norm: 3.2717 2020-09-30 01:05:31,741 - mmaction - INFO - Epoch [238][160/627] lr: 8.118e-03, eta: 3:44:07, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.6401, top5_acc: 0.8302, loss_cls: 1.5214, loss: 1.5214, grad_norm: 3.2730 2020-09-30 01:05:54,527 - mmaction - INFO - Epoch [238][180/627] lr: 8.118e-03, eta: 3:43:44, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6368, top5_acc: 0.8299, loss_cls: 1.5326, loss: 1.5326, grad_norm: 3.2309 2020-09-30 01:06:17,769 - mmaction - INFO - Epoch [238][200/627] lr: 8.118e-03, eta: 3:43:21, time: 1.164, data_time: 0.004, memory: 8472, top1_acc: 0.6392, top5_acc: 0.8257, loss_cls: 1.5425, loss: 1.5425, grad_norm: 3.2222 2020-09-30 01:06:39,054 - mmaction - INFO - Epoch [238][220/627] lr: 8.118e-03, eta: 3:42:58, time: 1.062, data_time: 0.001, memory: 8472, top1_acc: 0.6371, top5_acc: 0.8273, loss_cls: 1.5312, loss: 1.5312, grad_norm: 3.2354 2020-09-30 01:07:02,205 - mmaction - INFO - Epoch [238][240/627] lr: 8.118e-03, eta: 3:42:35, time: 1.159, data_time: 0.004, memory: 8472, top1_acc: 0.6508, top5_acc: 0.8348, loss_cls: 1.4874, loss: 1.4874, grad_norm: 3.1662 2020-09-30 01:07:25,170 - mmaction - INFO - Epoch [238][260/627] lr: 8.118e-03, eta: 3:42:12, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.6379, top5_acc: 0.8327, loss_cls: 1.5060, loss: 1.5060, grad_norm: 3.1914 2020-09-30 01:07:47,756 - mmaction - INFO - Epoch [238][280/627] lr: 8.118e-03, eta: 3:41:49, time: 1.129, data_time: 0.002, memory: 8472, top1_acc: 0.6432, top5_acc: 0.8319, loss_cls: 1.5209, loss: 1.5209, grad_norm: 3.2321 2020-09-30 01:08:10,727 - mmaction - INFO - Epoch [238][300/627] lr: 8.118e-03, eta: 3:41:26, time: 1.149, data_time: 0.003, memory: 8472, top1_acc: 0.6318, top5_acc: 0.8283, loss_cls: 1.5498, loss: 1.5498, grad_norm: 3.2596 2020-09-30 01:08:33,518 - mmaction - INFO - Epoch [238][320/627] lr: 8.118e-03, eta: 3:41:03, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.6336, top5_acc: 0.8298, loss_cls: 1.5496, loss: 1.5496, grad_norm: 3.3353 2020-09-30 01:08:56,251 - mmaction - INFO - Epoch [238][340/627] lr: 8.118e-03, eta: 3:40:41, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6336, top5_acc: 0.8254, loss_cls: 1.5530, loss: 1.5530, grad_norm: 3.2996 2020-09-30 01:09:18,830 - mmaction - INFO - Epoch [238][360/627] lr: 8.118e-03, eta: 3:40:18, time: 1.127, data_time: 0.001, memory: 8472, top1_acc: 0.6277, top5_acc: 0.8318, loss_cls: 1.5357, loss: 1.5357, grad_norm: 3.2878 2020-09-30 01:09:40,780 - mmaction - INFO - Epoch [238][380/627] lr: 8.118e-03, eta: 3:39:55, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.6345, top5_acc: 0.8251, loss_cls: 1.5590, loss: 1.5590, grad_norm: 3.2931 2020-09-30 01:10:03,663 - mmaction - INFO - Epoch [238][400/627] lr: 8.118e-03, eta: 3:39:32, time: 1.144, data_time: 0.038, memory: 8472, top1_acc: 0.6391, top5_acc: 0.8316, loss_cls: 1.5035, loss: 1.5035, grad_norm: 3.2093 2020-09-30 01:10:25,799 - mmaction - INFO - Epoch [238][420/627] lr: 8.118e-03, eta: 3:39:09, time: 1.107, data_time: 0.003, memory: 8472, top1_acc: 0.6333, top5_acc: 0.8229, loss_cls: 1.5554, loss: 1.5554, grad_norm: 3.2786 2020-09-30 01:10:50,063 - mmaction - INFO - Epoch [238][440/627] lr: 8.118e-03, eta: 3:38:46, time: 1.212, data_time: 0.016, memory: 8472, top1_acc: 0.6324, top5_acc: 0.8238, loss_cls: 1.5616, loss: 1.5616, grad_norm: 3.2626 2020-09-30 01:11:11,615 - mmaction - INFO - Epoch [238][460/627] lr: 8.118e-03, eta: 3:38:23, time: 1.080, data_time: 0.026, memory: 8472, top1_acc: 0.6344, top5_acc: 0.8243, loss_cls: 1.5714, loss: 1.5714, grad_norm: 3.2826 2020-09-30 01:11:35,331 - mmaction - INFO - Epoch [238][480/627] lr: 8.118e-03, eta: 3:38:00, time: 1.184, data_time: 0.008, memory: 8472, top1_acc: 0.6387, top5_acc: 0.8273, loss_cls: 1.5376, loss: 1.5376, grad_norm: 3.2821 2020-09-30 01:11:57,877 - mmaction - INFO - Epoch [238][500/627] lr: 8.118e-03, eta: 3:37:37, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.6365, top5_acc: 0.8253, loss_cls: 1.5400, loss: 1.5400, grad_norm: 3.2473 2020-09-30 01:12:20,581 - mmaction - INFO - Epoch [238][520/627] lr: 8.118e-03, eta: 3:37:14, time: 1.137, data_time: 0.005, memory: 8472, top1_acc: 0.6402, top5_acc: 0.8299, loss_cls: 1.5119, loss: 1.5119, grad_norm: 3.2582 2020-09-30 01:12:42,321 - mmaction - INFO - Epoch [238][540/627] lr: 8.118e-03, eta: 3:36:52, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.6366, top5_acc: 0.8333, loss_cls: 1.5188, loss: 1.5188, grad_norm: 3.2537 2020-09-30 01:13:04,492 - mmaction - INFO - Epoch [238][560/627] lr: 8.118e-03, eta: 3:36:29, time: 1.108, data_time: 0.026, memory: 8472, top1_acc: 0.6361, top5_acc: 0.8316, loss_cls: 1.5311, loss: 1.5311, grad_norm: 3.2930 2020-09-30 01:13:27,381 - mmaction - INFO - Epoch [238][580/627] lr: 8.118e-03, eta: 3:36:06, time: 1.143, data_time: 0.030, memory: 8472, top1_acc: 0.6237, top5_acc: 0.8241, loss_cls: 1.5922, loss: 1.5922, grad_norm: 3.3493 2020-09-30 01:13:49,587 - mmaction - INFO - Epoch [238][600/627] lr: 8.118e-03, eta: 3:35:43, time: 1.113, data_time: 0.005, memory: 8472, top1_acc: 0.6380, top5_acc: 0.8326, loss_cls: 1.5059, loss: 1.5059, grad_norm: 3.2680 2020-09-30 01:14:11,804 - mmaction - INFO - Epoch [238][620/627] lr: 8.118e-03, eta: 3:35:20, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.6284, top5_acc: 0.8258, loss_cls: 1.5606, loss: 1.5606, grad_norm: 3.3034 2020-09-30 01:15:14,011 - mmaction - INFO - Epoch [239][20/627] lr: 7.289e-03, eta: 3:34:51, time: 2.770, data_time: 1.555, memory: 8472, top1_acc: 0.6417, top5_acc: 0.8293, loss_cls: 1.5161, loss: 1.5161, grad_norm: 3.2810 2020-09-30 01:15:37,085 - mmaction - INFO - Epoch [239][40/627] lr: 7.289e-03, eta: 3:34:28, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.6473, top5_acc: 0.8380, loss_cls: 1.4879, loss: 1.4879, grad_norm: 3.2512 2020-09-30 01:16:00,329 - mmaction - INFO - Epoch [239][60/627] lr: 7.289e-03, eta: 3:34:05, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.6417, top5_acc: 0.8329, loss_cls: 1.5165, loss: 1.5165, grad_norm: 3.2959 2020-09-30 01:16:22,333 - mmaction - INFO - Epoch [239][80/627] lr: 7.289e-03, eta: 3:33:42, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.6367, top5_acc: 0.8310, loss_cls: 1.5232, loss: 1.5232, grad_norm: 3.3020 2020-09-30 01:16:46,190 - mmaction - INFO - Epoch [239][100/627] lr: 7.289e-03, eta: 3:33:19, time: 1.193, data_time: 0.004, memory: 8472, top1_acc: 0.6461, top5_acc: 0.8322, loss_cls: 1.4952, loss: 1.4952, grad_norm: 3.2706 2020-09-30 01:17:08,938 - mmaction - INFO - Epoch [239][120/627] lr: 7.289e-03, eta: 3:32:56, time: 1.140, data_time: 0.004, memory: 8472, top1_acc: 0.6435, top5_acc: 0.8335, loss_cls: 1.5086, loss: 1.5086, grad_norm: 3.2966 2020-09-30 01:17:31,214 - mmaction - INFO - Epoch [239][140/627] lr: 7.289e-03, eta: 3:32:33, time: 1.111, data_time: 0.001, memory: 8472, top1_acc: 0.6548, top5_acc: 0.8315, loss_cls: 1.4698, loss: 1.4698, grad_norm: 3.2375 2020-09-30 01:17:52,596 - mmaction - INFO - Epoch [239][160/627] lr: 7.289e-03, eta: 3:32:10, time: 1.069, data_time: 0.004, memory: 8472, top1_acc: 0.6340, top5_acc: 0.8355, loss_cls: 1.5211, loss: 1.5211, grad_norm: 3.3402 2020-09-30 01:18:16,309 - mmaction - INFO - Epoch [239][180/627] lr: 7.289e-03, eta: 3:31:48, time: 1.186, data_time: 0.004, memory: 8472, top1_acc: 0.6348, top5_acc: 0.8350, loss_cls: 1.5285, loss: 1.5285, grad_norm: 3.3239 2020-09-30 01:18:38,314 - mmaction - INFO - Epoch [239][200/627] lr: 7.289e-03, eta: 3:31:25, time: 1.100, data_time: 0.004, memory: 8472, top1_acc: 0.6387, top5_acc: 0.8284, loss_cls: 1.5380, loss: 1.5380, grad_norm: 3.2719 2020-09-30 01:19:01,168 - mmaction - INFO - Epoch [239][220/627] lr: 7.289e-03, eta: 3:31:02, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.6437, top5_acc: 0.8371, loss_cls: 1.4825, loss: 1.4825, grad_norm: 3.2216 2020-09-30 01:19:22,594 - mmaction - INFO - Epoch [239][240/627] lr: 7.289e-03, eta: 3:30:39, time: 1.073, data_time: 0.003, memory: 8472, top1_acc: 0.6449, top5_acc: 0.8320, loss_cls: 1.5085, loss: 1.5085, grad_norm: 3.2796 2020-09-30 01:19:45,750 - mmaction - INFO - Epoch [239][260/627] lr: 7.289e-03, eta: 3:30:16, time: 1.157, data_time: 0.001, memory: 8472, top1_acc: 0.6431, top5_acc: 0.8285, loss_cls: 1.5357, loss: 1.5357, grad_norm: 3.2582 2020-09-30 01:20:08,577 - mmaction - INFO - Epoch [239][280/627] lr: 7.289e-03, eta: 3:29:53, time: 1.140, data_time: 0.002, memory: 8472, top1_acc: 0.6371, top5_acc: 0.8281, loss_cls: 1.5352, loss: 1.5352, grad_norm: 3.2903 2020-09-30 01:20:31,904 - mmaction - INFO - Epoch [239][300/627] lr: 7.289e-03, eta: 3:29:30, time: 1.168, data_time: 0.004, memory: 8472, top1_acc: 0.6318, top5_acc: 0.8290, loss_cls: 1.5362, loss: 1.5362, grad_norm: 3.3780 2020-09-30 01:20:55,594 - mmaction - INFO - Epoch [239][320/627] lr: 7.289e-03, eta: 3:29:07, time: 1.183, data_time: 0.002, memory: 8472, top1_acc: 0.6432, top5_acc: 0.8272, loss_cls: 1.5075, loss: 1.5075, grad_norm: 3.3017 2020-09-30 01:21:16,909 - mmaction - INFO - Epoch [239][340/627] lr: 7.289e-03, eta: 3:28:44, time: 1.066, data_time: 0.003, memory: 8472, top1_acc: 0.6371, top5_acc: 0.8260, loss_cls: 1.5511, loss: 1.5511, grad_norm: 3.3166 2020-09-30 01:21:38,525 - mmaction - INFO - Epoch [239][360/627] lr: 7.289e-03, eta: 3:28:21, time: 1.080, data_time: 0.002, memory: 8472, top1_acc: 0.6354, top5_acc: 0.8299, loss_cls: 1.5348, loss: 1.5348, grad_norm: 3.3094 2020-09-30 01:22:02,611 - mmaction - INFO - Epoch [239][380/627] lr: 7.289e-03, eta: 3:27:59, time: 1.204, data_time: 0.003, memory: 8472, top1_acc: 0.6424, top5_acc: 0.8207, loss_cls: 1.5396, loss: 1.5396, grad_norm: 3.2677 2020-09-30 01:22:24,397 - mmaction - INFO - Epoch [239][400/627] lr: 7.289e-03, eta: 3:27:36, time: 1.090, data_time: 0.003, memory: 8472, top1_acc: 0.6350, top5_acc: 0.8290, loss_cls: 1.5283, loss: 1.5283, grad_norm: 3.3308 2020-09-30 01:22:46,783 - mmaction - INFO - Epoch [239][420/627] lr: 7.289e-03, eta: 3:27:13, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.6427, top5_acc: 0.8285, loss_cls: 1.5170, loss: 1.5170, grad_norm: 3.2807 2020-09-30 01:23:08,696 - mmaction - INFO - Epoch [239][440/627] lr: 7.289e-03, eta: 3:26:50, time: 1.096, data_time: 0.002, memory: 8472, top1_acc: 0.6337, top5_acc: 0.8281, loss_cls: 1.5533, loss: 1.5533, grad_norm: 3.3349 2020-09-30 01:23:31,321 - mmaction - INFO - Epoch [239][460/627] lr: 7.289e-03, eta: 3:26:27, time: 1.131, data_time: 0.001, memory: 8472, top1_acc: 0.6431, top5_acc: 0.8283, loss_cls: 1.5153, loss: 1.5153, grad_norm: 3.2634 2020-09-30 01:23:54,267 - mmaction - INFO - Epoch [239][480/627] lr: 7.289e-03, eta: 3:26:04, time: 1.143, data_time: 0.001, memory: 8472, top1_acc: 0.6387, top5_acc: 0.8273, loss_cls: 1.5178, loss: 1.5178, grad_norm: 3.2609 2020-09-30 01:24:16,814 - mmaction - INFO - Epoch [239][500/627] lr: 7.289e-03, eta: 3:25:41, time: 1.127, data_time: 0.005, memory: 8472, top1_acc: 0.6341, top5_acc: 0.8270, loss_cls: 1.5305, loss: 1.5305, grad_norm: 3.3023 2020-09-30 01:24:39,972 - mmaction - INFO - Epoch [239][520/627] lr: 7.289e-03, eta: 3:25:18, time: 1.161, data_time: 0.005, memory: 8472, top1_acc: 0.6471, top5_acc: 0.8355, loss_cls: 1.4719, loss: 1.4719, grad_norm: 3.2809 2020-09-30 01:25:02,145 - mmaction - INFO - Epoch [239][540/627] lr: 7.289e-03, eta: 3:24:55, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.6375, top5_acc: 0.8349, loss_cls: 1.5302, loss: 1.5302, grad_norm: 3.3112 2020-09-30 01:25:23,754 - mmaction - INFO - Epoch [239][560/627] lr: 7.289e-03, eta: 3:24:32, time: 1.082, data_time: 0.005, memory: 8472, top1_acc: 0.6352, top5_acc: 0.8320, loss_cls: 1.5390, loss: 1.5390, grad_norm: 3.3907 2020-09-30 01:25:46,327 - mmaction - INFO - Epoch [239][580/627] lr: 7.289e-03, eta: 3:24:09, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.6378, top5_acc: 0.8267, loss_cls: 1.5387, loss: 1.5387, grad_norm: 3.3830 2020-09-30 01:26:09,353 - mmaction - INFO - Epoch [239][600/627] lr: 7.289e-03, eta: 3:23:47, time: 1.153, data_time: 0.035, memory: 8472, top1_acc: 0.6421, top5_acc: 0.8333, loss_cls: 1.4983, loss: 1.4983, grad_norm: 3.3035 2020-09-30 01:26:33,677 - mmaction - INFO - Epoch [239][620/627] lr: 7.289e-03, eta: 3:23:24, time: 1.215, data_time: 0.001, memory: 8472, top1_acc: 0.6358, top5_acc: 0.8257, loss_cls: 1.5451, loss: 1.5451, grad_norm: 3.3341 2020-09-30 01:27:37,071 - mmaction - INFO - Epoch [240][20/627] lr: 6.505e-03, eta: 3:22:55, time: 2.770, data_time: 1.507, memory: 8472, top1_acc: 0.6464, top5_acc: 0.8332, loss_cls: 1.4938, loss: 1.4938, grad_norm: 3.2638 2020-09-30 01:28:00,843 - mmaction - INFO - Epoch [240][40/627] lr: 6.505e-03, eta: 3:22:32, time: 1.188, data_time: 0.002, memory: 8472, top1_acc: 0.6331, top5_acc: 0.8309, loss_cls: 1.5296, loss: 1.5296, grad_norm: 3.3290 2020-09-30 01:28:22,704 - mmaction - INFO - Epoch [240][60/627] lr: 6.505e-03, eta: 3:22:09, time: 1.093, data_time: 0.002, memory: 8472, top1_acc: 0.6478, top5_acc: 0.8298, loss_cls: 1.5067, loss: 1.5067, grad_norm: 3.2732 2020-09-30 01:28:46,206 - mmaction - INFO - Epoch [240][80/627] lr: 6.505e-03, eta: 3:21:46, time: 1.176, data_time: 0.002, memory: 8472, top1_acc: 0.6474, top5_acc: 0.8434, loss_cls: 1.4808, loss: 1.4808, grad_norm: 3.3125 2020-09-30 01:29:08,963 - mmaction - INFO - Epoch [240][100/627] lr: 6.505e-03, eta: 3:21:23, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6350, top5_acc: 0.8320, loss_cls: 1.5223, loss: 1.5223, grad_norm: 3.3631 2020-09-30 01:29:31,260 - mmaction - INFO - Epoch [240][120/627] lr: 6.505e-03, eta: 3:21:00, time: 1.115, data_time: 0.002, memory: 8472, top1_acc: 0.6405, top5_acc: 0.8251, loss_cls: 1.5407, loss: 1.5407, grad_norm: 3.3415 2020-09-30 01:29:54,560 - mmaction - INFO - Epoch [240][140/627] lr: 6.505e-03, eta: 3:20:37, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.6509, top5_acc: 0.8422, loss_cls: 1.4726, loss: 1.4726, grad_norm: 3.3048 2020-09-30 01:30:18,585 - mmaction - INFO - Epoch [240][160/627] lr: 6.505e-03, eta: 3:20:14, time: 1.200, data_time: 0.001, memory: 8472, top1_acc: 0.6434, top5_acc: 0.8263, loss_cls: 1.5178, loss: 1.5178, grad_norm: 3.3281 2020-09-30 01:30:41,206 - mmaction - INFO - Epoch [240][180/627] lr: 6.505e-03, eta: 3:19:52, time: 1.132, data_time: 0.002, memory: 8472, top1_acc: 0.6383, top5_acc: 0.8307, loss_cls: 1.5214, loss: 1.5214, grad_norm: 3.3319 2020-09-30 01:31:04,402 - mmaction - INFO - Epoch [240][200/627] lr: 6.505e-03, eta: 3:19:29, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.6551, top5_acc: 0.8422, loss_cls: 1.4633, loss: 1.4633, grad_norm: 3.2798 2020-09-30 01:31:27,264 - mmaction - INFO - Epoch [240][220/627] lr: 6.505e-03, eta: 3:19:06, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6521, top5_acc: 0.8363, loss_cls: 1.4735, loss: 1.4735, grad_norm: 3.3047 2020-09-30 01:31:50,488 - mmaction - INFO - Epoch [240][240/627] lr: 6.505e-03, eta: 3:18:43, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.6428, top5_acc: 0.8310, loss_cls: 1.5101, loss: 1.5101, grad_norm: 3.3224 2020-09-30 01:32:13,753 - mmaction - INFO - Epoch [240][260/627] lr: 6.505e-03, eta: 3:18:20, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.6488, top5_acc: 0.8370, loss_cls: 1.4767, loss: 1.4767, grad_norm: 3.3334 2020-09-30 01:32:37,831 - mmaction - INFO - Epoch [240][280/627] lr: 6.505e-03, eta: 3:17:57, time: 1.204, data_time: 0.002, memory: 8472, top1_acc: 0.6474, top5_acc: 0.8362, loss_cls: 1.4789, loss: 1.4789, grad_norm: 3.2845 2020-09-30 01:32:59,384 - mmaction - INFO - Epoch [240][300/627] lr: 6.505e-03, eta: 3:17:34, time: 1.075, data_time: 0.002, memory: 8472, top1_acc: 0.6336, top5_acc: 0.8405, loss_cls: 1.5031, loss: 1.5031, grad_norm: 3.3831 2020-09-30 01:33:23,208 - mmaction - INFO - Epoch [240][320/627] lr: 6.505e-03, eta: 3:17:11, time: 1.194, data_time: 0.004, memory: 8472, top1_acc: 0.6445, top5_acc: 0.8329, loss_cls: 1.4930, loss: 1.4930, grad_norm: 3.3118 2020-09-30 01:33:46,404 - mmaction - INFO - Epoch [240][340/627] lr: 6.505e-03, eta: 3:16:49, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.6445, top5_acc: 0.8331, loss_cls: 1.4917, loss: 1.4917, grad_norm: 3.3345 2020-09-30 01:34:08,425 - mmaction - INFO - Epoch [240][360/627] lr: 6.505e-03, eta: 3:16:26, time: 1.100, data_time: 0.001, memory: 8472, top1_acc: 0.6387, top5_acc: 0.8281, loss_cls: 1.5256, loss: 1.5256, grad_norm: 3.3607 2020-09-30 01:34:33,620 - mmaction - INFO - Epoch [240][380/627] lr: 6.505e-03, eta: 3:16:03, time: 1.259, data_time: 0.012, memory: 8472, top1_acc: 0.6348, top5_acc: 0.8276, loss_cls: 1.5160, loss: 1.5160, grad_norm: 3.3729 2020-09-30 01:34:55,981 - mmaction - INFO - Epoch [240][400/627] lr: 6.505e-03, eta: 3:15:40, time: 1.119, data_time: 0.003, memory: 8472, top1_acc: 0.6505, top5_acc: 0.8280, loss_cls: 1.5076, loss: 1.5076, grad_norm: 3.3339 2020-09-30 01:35:21,072 - mmaction - INFO - Epoch [240][420/627] lr: 6.505e-03, eta: 3:15:17, time: 1.254, data_time: 0.002, memory: 8472, top1_acc: 0.6475, top5_acc: 0.8354, loss_cls: 1.4988, loss: 1.4988, grad_norm: 3.3514 2020-09-30 01:35:42,507 - mmaction - INFO - Epoch [240][440/627] lr: 6.505e-03, eta: 3:14:54, time: 1.073, data_time: 0.004, memory: 8472, top1_acc: 0.6473, top5_acc: 0.8333, loss_cls: 1.4919, loss: 1.4919, grad_norm: 3.3142 2020-09-30 01:36:05,447 - mmaction - INFO - Epoch [240][460/627] lr: 6.505e-03, eta: 3:14:31, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.6444, top5_acc: 0.8302, loss_cls: 1.5096, loss: 1.5096, grad_norm: 3.3076 2020-09-30 01:36:28,536 - mmaction - INFO - Epoch [240][480/627] lr: 6.505e-03, eta: 3:14:09, time: 1.154, data_time: 0.001, memory: 8472, top1_acc: 0.6507, top5_acc: 0.8326, loss_cls: 1.4921, loss: 1.4921, grad_norm: 3.3283 2020-09-30 01:36:51,012 - mmaction - INFO - Epoch [240][500/627] lr: 6.505e-03, eta: 3:13:46, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.6518, top5_acc: 0.8331, loss_cls: 1.4948, loss: 1.4948, grad_norm: 3.3200 2020-09-30 01:37:15,011 - mmaction - INFO - Epoch [240][520/627] lr: 6.505e-03, eta: 3:13:23, time: 1.201, data_time: 0.002, memory: 8472, top1_acc: 0.6423, top5_acc: 0.8333, loss_cls: 1.5266, loss: 1.5266, grad_norm: 3.3739 2020-09-30 01:37:38,166 - mmaction - INFO - Epoch [240][540/627] lr: 6.505e-03, eta: 3:13:00, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.6512, top5_acc: 0.8352, loss_cls: 1.4925, loss: 1.4925, grad_norm: 3.2736 2020-09-30 01:38:01,496 - mmaction - INFO - Epoch [240][560/627] lr: 6.505e-03, eta: 3:12:37, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.6491, top5_acc: 0.8406, loss_cls: 1.4696, loss: 1.4696, grad_norm: 3.2725 2020-09-30 01:38:23,528 - mmaction - INFO - Epoch [240][580/627] lr: 6.505e-03, eta: 3:12:14, time: 1.102, data_time: 0.003, memory: 8472, top1_acc: 0.6409, top5_acc: 0.8281, loss_cls: 1.5247, loss: 1.5247, grad_norm: 3.3265 2020-09-30 01:38:47,142 - mmaction - INFO - Epoch [240][600/627] lr: 6.505e-03, eta: 3:11:51, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.6406, top5_acc: 0.8267, loss_cls: 1.5237, loss: 1.5237, grad_norm: 3.3560 2020-09-30 01:39:10,787 - mmaction - INFO - Epoch [240][620/627] lr: 6.505e-03, eta: 3:11:28, time: 1.181, data_time: 0.201, memory: 8472, top1_acc: 0.6382, top5_acc: 0.8371, loss_cls: 1.4935, loss: 1.4935, grad_norm: 3.3205 2020-09-30 01:39:17,692 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-09-30 01:40:41,202 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-30 01:40:41,866 - mmaction - INFO - top1_acc 0.6588 top5_acc 0.8594 2020-09-30 01:40:41,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-30 01:40:41,911 - mmaction - INFO - mean_acc 0.6586 2020-09-30 01:40:41,912 - mmaction - INFO - Now best checkpoint is epoch_240.pth 2020-09-30 01:40:41,924 - mmaction - INFO - Epoch(val) [240][627] top1_acc: 0.6588, top5_acc: 0.8594, mean_class_accuracy: 0.6586 2020-09-30 01:41:34,987 - mmaction - INFO - Epoch [241][20/627] lr: 5.764e-03, eta: 3:10:59, time: 2.651, data_time: 1.429, memory: 8472, top1_acc: 0.6440, top5_acc: 0.8341, loss_cls: 1.4933, loss: 1.4933, grad_norm: 3.3497 2020-09-30 01:41:57,546 - mmaction - INFO - Epoch [241][40/627] lr: 5.764e-03, eta: 3:10:36, time: 1.126, data_time: 0.003, memory: 8472, top1_acc: 0.6477, top5_acc: 0.8366, loss_cls: 1.4872, loss: 1.4872, grad_norm: 3.3569 2020-09-30 01:42:21,132 - mmaction - INFO - Epoch [241][60/627] lr: 5.764e-03, eta: 3:10:13, time: 1.180, data_time: 0.004, memory: 8472, top1_acc: 0.6447, top5_acc: 0.8331, loss_cls: 1.4972, loss: 1.4972, grad_norm: 3.3437 2020-09-30 01:42:44,859 - mmaction - INFO - Epoch [241][80/627] lr: 5.764e-03, eta: 3:09:50, time: 1.188, data_time: 0.003, memory: 8472, top1_acc: 0.6536, top5_acc: 0.8395, loss_cls: 1.4557, loss: 1.4557, grad_norm: 3.3581 2020-09-30 01:43:07,409 - mmaction - INFO - Epoch [241][100/627] lr: 5.764e-03, eta: 3:09:27, time: 1.127, data_time: 0.002, memory: 8472, top1_acc: 0.6549, top5_acc: 0.8376, loss_cls: 1.4612, loss: 1.4612, grad_norm: 3.2858 2020-09-30 01:43:30,257 - mmaction - INFO - Epoch [241][120/627] lr: 5.764e-03, eta: 3:09:05, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6415, top5_acc: 0.8380, loss_cls: 1.4789, loss: 1.4789, grad_norm: 3.3299 2020-09-30 01:43:53,907 - mmaction - INFO - Epoch [241][140/627] lr: 5.764e-03, eta: 3:08:42, time: 1.180, data_time: 0.002, memory: 8472, top1_acc: 0.6551, top5_acc: 0.8405, loss_cls: 1.4652, loss: 1.4652, grad_norm: 3.3448 2020-09-30 01:44:17,794 - mmaction - INFO - Epoch [241][160/627] lr: 5.764e-03, eta: 3:08:19, time: 1.198, data_time: 0.005, memory: 8472, top1_acc: 0.6474, top5_acc: 0.8312, loss_cls: 1.4993, loss: 1.4993, grad_norm: 3.3129 2020-09-30 01:44:40,809 - mmaction - INFO - Epoch [241][180/627] lr: 5.764e-03, eta: 3:07:56, time: 1.150, data_time: 0.001, memory: 8472, top1_acc: 0.6535, top5_acc: 0.8326, loss_cls: 1.4922, loss: 1.4922, grad_norm: 3.3513 2020-09-30 01:45:02,185 - mmaction - INFO - Epoch [241][200/627] lr: 5.764e-03, eta: 3:07:33, time: 1.068, data_time: 0.003, memory: 8472, top1_acc: 0.6449, top5_acc: 0.8355, loss_cls: 1.4819, loss: 1.4819, grad_norm: 3.3444 2020-09-30 01:45:27,302 - mmaction - INFO - Epoch [241][220/627] lr: 5.764e-03, eta: 3:07:10, time: 1.255, data_time: 0.004, memory: 8472, top1_acc: 0.6555, top5_acc: 0.8331, loss_cls: 1.4712, loss: 1.4712, grad_norm: 3.3222 2020-09-30 01:45:52,030 - mmaction - INFO - Epoch [241][240/627] lr: 5.764e-03, eta: 3:06:48, time: 1.239, data_time: 0.003, memory: 8472, top1_acc: 0.6535, top5_acc: 0.8418, loss_cls: 1.4625, loss: 1.4625, grad_norm: 3.3491 2020-09-30 01:46:15,806 - mmaction - INFO - Epoch [241][260/627] lr: 5.764e-03, eta: 3:06:25, time: 1.187, data_time: 0.001, memory: 8472, top1_acc: 0.6505, top5_acc: 0.8415, loss_cls: 1.4585, loss: 1.4585, grad_norm: 3.2977 2020-09-30 01:46:37,935 - mmaction - INFO - Epoch [241][280/627] lr: 5.764e-03, eta: 3:06:02, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.6487, top5_acc: 0.8361, loss_cls: 1.4876, loss: 1.4876, grad_norm: 3.3531 2020-09-30 01:47:01,719 - mmaction - INFO - Epoch [241][300/627] lr: 5.764e-03, eta: 3:05:39, time: 1.188, data_time: 0.002, memory: 8472, top1_acc: 0.6547, top5_acc: 0.8397, loss_cls: 1.4480, loss: 1.4480, grad_norm: 3.3290 2020-09-30 01:47:23,410 - mmaction - INFO - Epoch [241][320/627] lr: 5.764e-03, eta: 3:05:16, time: 1.085, data_time: 0.003, memory: 8472, top1_acc: 0.6565, top5_acc: 0.8409, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.3046 2020-09-30 01:47:47,348 - mmaction - INFO - Epoch [241][340/627] lr: 5.764e-03, eta: 3:04:53, time: 1.195, data_time: 0.003, memory: 8472, top1_acc: 0.6493, top5_acc: 0.8335, loss_cls: 1.4885, loss: 1.4885, grad_norm: 3.3837 2020-09-30 01:48:12,036 - mmaction - INFO - Epoch [241][360/627] lr: 5.764e-03, eta: 3:04:30, time: 1.236, data_time: 0.005, memory: 8472, top1_acc: 0.6525, top5_acc: 0.8355, loss_cls: 1.4733, loss: 1.4733, grad_norm: 3.3509 2020-09-30 01:48:34,531 - mmaction - INFO - Epoch [241][380/627] lr: 5.764e-03, eta: 3:04:07, time: 1.125, data_time: 0.003, memory: 8472, top1_acc: 0.6423, top5_acc: 0.8328, loss_cls: 1.4880, loss: 1.4880, grad_norm: 3.4104 2020-09-30 01:48:59,247 - mmaction - INFO - Epoch [241][400/627] lr: 5.764e-03, eta: 3:03:45, time: 1.236, data_time: 0.003, memory: 8472, top1_acc: 0.6434, top5_acc: 0.8328, loss_cls: 1.4999, loss: 1.4999, grad_norm: 3.4114 2020-09-30 01:49:21,779 - mmaction - INFO - Epoch [241][420/627] lr: 5.764e-03, eta: 3:03:22, time: 1.128, data_time: 0.002, memory: 8472, top1_acc: 0.6409, top5_acc: 0.8365, loss_cls: 1.4878, loss: 1.4878, grad_norm: 3.4143 2020-09-30 01:49:44,606 - mmaction - INFO - Epoch [241][440/627] lr: 5.764e-03, eta: 3:02:59, time: 1.141, data_time: 0.001, memory: 8472, top1_acc: 0.6510, top5_acc: 0.8346, loss_cls: 1.4908, loss: 1.4908, grad_norm: 3.3648 2020-09-30 01:50:08,311 - mmaction - INFO - Epoch [241][460/627] lr: 5.764e-03, eta: 3:02:36, time: 1.185, data_time: 0.019, memory: 8472, top1_acc: 0.6451, top5_acc: 0.8354, loss_cls: 1.4892, loss: 1.4892, grad_norm: 3.3798 2020-09-30 01:50:32,252 - mmaction - INFO - Epoch [241][480/627] lr: 5.764e-03, eta: 3:02:13, time: 1.196, data_time: 0.019, memory: 8472, top1_acc: 0.6380, top5_acc: 0.8247, loss_cls: 1.5454, loss: 1.5454, grad_norm: 3.4165 2020-09-30 01:50:55,354 - mmaction - INFO - Epoch [241][500/627] lr: 5.764e-03, eta: 3:01:50, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.6448, top5_acc: 0.8393, loss_cls: 1.4739, loss: 1.4739, grad_norm: 3.4032 2020-09-30 01:51:18,801 - mmaction - INFO - Epoch [241][520/627] lr: 5.764e-03, eta: 3:01:27, time: 1.171, data_time: 0.002, memory: 8472, top1_acc: 0.6479, top5_acc: 0.8286, loss_cls: 1.5134, loss: 1.5134, grad_norm: 3.3691 2020-09-30 01:51:42,100 - mmaction - INFO - Epoch [241][540/627] lr: 5.764e-03, eta: 3:01:05, time: 1.165, data_time: 0.002, memory: 8472, top1_acc: 0.6397, top5_acc: 0.8297, loss_cls: 1.5027, loss: 1.5027, grad_norm: 3.4083 2020-09-30 01:52:05,636 - mmaction - INFO - Epoch [241][560/627] lr: 5.764e-03, eta: 3:00:42, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.6522, top5_acc: 0.8298, loss_cls: 1.4817, loss: 1.4817, grad_norm: 3.3348 2020-09-30 01:52:30,150 - mmaction - INFO - Epoch [241][580/627] lr: 5.764e-03, eta: 3:00:19, time: 1.225, data_time: 0.002, memory: 8472, top1_acc: 0.6539, top5_acc: 0.8350, loss_cls: 1.4737, loss: 1.4737, grad_norm: 3.3820 2020-09-30 01:52:52,926 - mmaction - INFO - Epoch [241][600/627] lr: 5.764e-03, eta: 2:59:56, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.6431, top5_acc: 0.8272, loss_cls: 1.5150, loss: 1.5150, grad_norm: 3.4198 2020-09-30 01:53:17,528 - mmaction - INFO - Epoch [241][620/627] lr: 5.764e-03, eta: 2:59:33, time: 1.229, data_time: 0.002, memory: 8472, top1_acc: 0.6516, top5_acc: 0.8361, loss_cls: 1.4853, loss: 1.4853, grad_norm: 3.3852 2020-09-30 01:54:21,183 - mmaction - INFO - Epoch [242][20/627] lr: 5.068e-03, eta: 2:59:04, time: 2.842, data_time: 1.667, memory: 8472, top1_acc: 0.6451, top5_acc: 0.8335, loss_cls: 1.5072, loss: 1.5072, grad_norm: 3.4049 2020-09-30 01:54:44,854 - mmaction - INFO - Epoch [242][40/627] lr: 5.068e-03, eta: 2:58:41, time: 1.184, data_time: 0.002, memory: 8472, top1_acc: 0.6505, top5_acc: 0.8352, loss_cls: 1.4724, loss: 1.4724, grad_norm: 3.3796 2020-09-30 01:55:09,032 - mmaction - INFO - Epoch [242][60/627] lr: 5.068e-03, eta: 2:58:18, time: 1.207, data_time: 0.002, memory: 8472, top1_acc: 0.6520, top5_acc: 0.8340, loss_cls: 1.4863, loss: 1.4863, grad_norm: 3.3811 2020-09-30 01:55:30,971 - mmaction - INFO - Epoch [242][80/627] lr: 5.068e-03, eta: 2:57:55, time: 1.097, data_time: 0.005, memory: 8472, top1_acc: 0.6549, top5_acc: 0.8413, loss_cls: 1.4532, loss: 1.4532, grad_norm: 3.3653 2020-09-30 01:55:54,858 - mmaction - INFO - Epoch [242][100/627] lr: 5.068e-03, eta: 2:57:32, time: 1.196, data_time: 0.003, memory: 8472, top1_acc: 0.6530, top5_acc: 0.8445, loss_cls: 1.4523, loss: 1.4523, grad_norm: 3.3951 2020-09-30 01:56:18,154 - mmaction - INFO - Epoch [242][120/627] lr: 5.068e-03, eta: 2:57:10, time: 1.165, data_time: 0.014, memory: 8472, top1_acc: 0.6530, top5_acc: 0.8404, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.3688 2020-09-30 01:56:41,890 - mmaction - INFO - Epoch [242][140/627] lr: 5.068e-03, eta: 2:56:47, time: 1.187, data_time: 0.086, memory: 8472, top1_acc: 0.6530, top5_acc: 0.8374, loss_cls: 1.4628, loss: 1.4628, grad_norm: 3.3615 2020-09-30 01:57:04,958 - mmaction - INFO - Epoch [242][160/627] lr: 5.068e-03, eta: 2:56:24, time: 1.152, data_time: 0.002, memory: 8472, top1_acc: 0.6572, top5_acc: 0.8398, loss_cls: 1.4358, loss: 1.4358, grad_norm: 3.3624 2020-09-30 01:57:28,357 - mmaction - INFO - Epoch [242][180/627] lr: 5.068e-03, eta: 2:56:01, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.6479, top5_acc: 0.8303, loss_cls: 1.4803, loss: 1.4803, grad_norm: 3.3485 2020-09-30 01:57:53,023 - mmaction - INFO - Epoch [242][200/627] lr: 5.068e-03, eta: 2:55:38, time: 1.233, data_time: 0.002, memory: 8472, top1_acc: 0.6543, top5_acc: 0.8353, loss_cls: 1.4712, loss: 1.4712, grad_norm: 3.3994 2020-09-30 01:58:16,520 - mmaction - INFO - Epoch [242][220/627] lr: 5.068e-03, eta: 2:55:15, time: 1.175, data_time: 0.003, memory: 8472, top1_acc: 0.6562, top5_acc: 0.8329, loss_cls: 1.4779, loss: 1.4779, grad_norm: 3.3881 2020-09-30 01:58:39,889 - mmaction - INFO - Epoch [242][240/627] lr: 5.068e-03, eta: 2:54:52, time: 1.168, data_time: 0.001, memory: 8472, top1_acc: 0.6586, top5_acc: 0.8430, loss_cls: 1.4304, loss: 1.4304, grad_norm: 3.3798 2020-09-30 01:59:03,025 - mmaction - INFO - Epoch [242][260/627] lr: 5.068e-03, eta: 2:54:30, time: 1.157, data_time: 0.003, memory: 8472, top1_acc: 0.6529, top5_acc: 0.8342, loss_cls: 1.4885, loss: 1.4885, grad_norm: 3.4182 2020-09-30 01:59:25,885 - mmaction - INFO - Epoch [242][280/627] lr: 5.068e-03, eta: 2:54:07, time: 1.144, data_time: 0.002, memory: 8472, top1_acc: 0.6578, top5_acc: 0.8359, loss_cls: 1.4547, loss: 1.4547, grad_norm: 3.3390 2020-09-30 01:59:50,306 - mmaction - INFO - Epoch [242][300/627] lr: 5.068e-03, eta: 2:53:44, time: 1.220, data_time: 0.001, memory: 8472, top1_acc: 0.6500, top5_acc: 0.8336, loss_cls: 1.4919, loss: 1.4919, grad_norm: 3.4189 2020-09-30 02:00:14,153 - mmaction - INFO - Epoch [242][320/627] lr: 5.068e-03, eta: 2:53:21, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.6561, top5_acc: 0.8389, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.3869 2020-09-30 02:00:37,107 - mmaction - INFO - Epoch [242][340/627] lr: 5.068e-03, eta: 2:52:58, time: 1.148, data_time: 0.004, memory: 8472, top1_acc: 0.6577, top5_acc: 0.8379, loss_cls: 1.4597, loss: 1.4597, grad_norm: 3.3521 2020-09-30 02:01:00,194 - mmaction - INFO - Epoch [242][360/627] lr: 5.068e-03, eta: 2:52:35, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.6543, top5_acc: 0.8393, loss_cls: 1.4562, loss: 1.4562, grad_norm: 3.3242 2020-09-30 02:01:23,105 - mmaction - INFO - Epoch [242][380/627] lr: 5.068e-03, eta: 2:52:12, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.6539, top5_acc: 0.8352, loss_cls: 1.4651, loss: 1.4651, grad_norm: 3.3278 2020-09-30 02:01:46,085 - mmaction - INFO - Epoch [242][400/627] lr: 5.068e-03, eta: 2:51:49, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.6608, top5_acc: 0.8437, loss_cls: 1.4331, loss: 1.4331, grad_norm: 3.3491 2020-09-30 02:02:09,821 - mmaction - INFO - Epoch [242][420/627] lr: 5.068e-03, eta: 2:51:27, time: 1.188, data_time: 0.004, memory: 8472, top1_acc: 0.6336, top5_acc: 0.8306, loss_cls: 1.5181, loss: 1.5181, grad_norm: 3.4783 2020-09-30 02:02:33,256 - mmaction - INFO - Epoch [242][440/627] lr: 5.068e-03, eta: 2:51:04, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.6510, top5_acc: 0.8422, loss_cls: 1.4496, loss: 1.4496, grad_norm: 3.3849 2020-09-30 02:02:56,648 - mmaction - INFO - Epoch [242][460/627] lr: 5.068e-03, eta: 2:50:41, time: 1.171, data_time: 0.092, memory: 8472, top1_acc: 0.6479, top5_acc: 0.8335, loss_cls: 1.5016, loss: 1.5016, grad_norm: 3.4241 2020-09-30 02:03:20,857 - mmaction - INFO - Epoch [242][480/627] lr: 5.068e-03, eta: 2:50:18, time: 1.210, data_time: 0.221, memory: 8472, top1_acc: 0.6470, top5_acc: 0.8370, loss_cls: 1.4762, loss: 1.4762, grad_norm: 3.4068 2020-09-30 02:03:43,321 - mmaction - INFO - Epoch [242][500/627] lr: 5.068e-03, eta: 2:49:55, time: 1.124, data_time: 0.173, memory: 8472, top1_acc: 0.6484, top5_acc: 0.8375, loss_cls: 1.4720, loss: 1.4720, grad_norm: 3.4180 2020-09-30 02:04:08,174 - mmaction - INFO - Epoch [242][520/627] lr: 5.068e-03, eta: 2:49:32, time: 1.243, data_time: 0.289, memory: 8472, top1_acc: 0.6503, top5_acc: 0.8323, loss_cls: 1.4640, loss: 1.4640, grad_norm: 3.3684 2020-09-30 02:04:31,024 - mmaction - INFO - Epoch [242][540/627] lr: 5.068e-03, eta: 2:49:09, time: 1.141, data_time: 0.189, memory: 8472, top1_acc: 0.6522, top5_acc: 0.8391, loss_cls: 1.4595, loss: 1.4595, grad_norm: 3.4089 2020-09-30 02:04:53,496 - mmaction - INFO - Epoch [242][560/627] lr: 5.068e-03, eta: 2:48:47, time: 1.125, data_time: 0.158, memory: 8472, top1_acc: 0.6596, top5_acc: 0.8389, loss_cls: 1.4563, loss: 1.4563, grad_norm: 3.4239 2020-09-30 02:05:17,404 - mmaction - INFO - Epoch [242][580/627] lr: 5.068e-03, eta: 2:48:24, time: 1.196, data_time: 0.187, memory: 8472, top1_acc: 0.6402, top5_acc: 0.8324, loss_cls: 1.5087, loss: 1.5087, grad_norm: 3.4668 2020-09-30 02:05:40,656 - mmaction - INFO - Epoch [242][600/627] lr: 5.068e-03, eta: 2:48:01, time: 1.162, data_time: 0.189, memory: 8472, top1_acc: 0.6384, top5_acc: 0.8199, loss_cls: 1.5417, loss: 1.5417, grad_norm: 3.4356 2020-09-30 02:06:04,287 - mmaction - INFO - Epoch [242][620/627] lr: 5.068e-03, eta: 2:47:38, time: 1.180, data_time: 0.105, memory: 8472, top1_acc: 0.6483, top5_acc: 0.8319, loss_cls: 1.4935, loss: 1.4935, grad_norm: 3.4372 2020-09-30 02:07:12,310 - mmaction - INFO - Epoch [243][20/627] lr: 4.417e-03, eta: 2:47:09, time: 2.998, data_time: 1.962, memory: 8472, top1_acc: 0.6551, top5_acc: 0.8362, loss_cls: 1.4541, loss: 1.4541, grad_norm: 3.3885 2020-09-30 02:07:35,200 - mmaction - INFO - Epoch [243][40/627] lr: 4.417e-03, eta: 2:46:46, time: 1.144, data_time: 0.030, memory: 8472, top1_acc: 0.6633, top5_acc: 0.8400, loss_cls: 1.4350, loss: 1.4350, grad_norm: 3.3575 2020-09-30 02:07:59,005 - mmaction - INFO - Epoch [243][60/627] lr: 4.417e-03, eta: 2:46:23, time: 1.188, data_time: 0.009, memory: 8472, top1_acc: 0.6605, top5_acc: 0.8410, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.3870 2020-09-30 02:08:20,968 - mmaction - INFO - Epoch [243][80/627] lr: 4.417e-03, eta: 2:46:00, time: 1.101, data_time: 0.008, memory: 8472, top1_acc: 0.6408, top5_acc: 0.8328, loss_cls: 1.5010, loss: 1.5010, grad_norm: 3.4804 2020-09-30 02:08:44,553 - mmaction - INFO - Epoch [243][100/627] lr: 4.417e-03, eta: 2:45:37, time: 1.176, data_time: 0.020, memory: 8472, top1_acc: 0.6587, top5_acc: 0.8362, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.3593 2020-09-30 02:09:07,568 - mmaction - INFO - Epoch [243][120/627] lr: 4.417e-03, eta: 2:45:14, time: 1.153, data_time: 0.010, memory: 8472, top1_acc: 0.6664, top5_acc: 0.8447, loss_cls: 1.4254, loss: 1.4254, grad_norm: 3.3579 2020-09-30 02:09:31,147 - mmaction - INFO - Epoch [243][140/627] lr: 4.417e-03, eta: 2:44:51, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.6589, top5_acc: 0.8389, loss_cls: 1.4452, loss: 1.4452, grad_norm: 3.3837 2020-09-30 02:09:54,800 - mmaction - INFO - Epoch [243][160/627] lr: 4.417e-03, eta: 2:44:29, time: 1.183, data_time: 0.216, memory: 8472, top1_acc: 0.6621, top5_acc: 0.8398, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.3499 2020-09-30 02:10:18,918 - mmaction - INFO - Epoch [243][180/627] lr: 4.417e-03, eta: 2:44:06, time: 1.206, data_time: 0.039, memory: 8472, top1_acc: 0.6563, top5_acc: 0.8466, loss_cls: 1.4304, loss: 1.4304, grad_norm: 3.3974 2020-09-30 02:10:43,677 - mmaction - INFO - Epoch [243][200/627] lr: 4.417e-03, eta: 2:43:43, time: 1.235, data_time: 0.006, memory: 8472, top1_acc: 0.6491, top5_acc: 0.8371, loss_cls: 1.4686, loss: 1.4686, grad_norm: 3.4292 2020-09-30 02:11:05,771 - mmaction - INFO - Epoch [243][220/627] lr: 4.417e-03, eta: 2:43:20, time: 1.107, data_time: 0.005, memory: 8472, top1_acc: 0.6501, top5_acc: 0.8366, loss_cls: 1.4709, loss: 1.4709, grad_norm: 3.4610 2020-09-30 02:11:29,208 - mmaction - INFO - Epoch [243][240/627] lr: 4.417e-03, eta: 2:42:57, time: 1.172, data_time: 0.002, memory: 8472, top1_acc: 0.6513, top5_acc: 0.8368, loss_cls: 1.4723, loss: 1.4723, grad_norm: 3.4515 2020-09-30 02:11:52,031 - mmaction - INFO - Epoch [243][260/627] lr: 4.417e-03, eta: 2:42:34, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.6563, top5_acc: 0.8387, loss_cls: 1.4440, loss: 1.4440, grad_norm: 3.4357 2020-09-30 02:12:16,369 - mmaction - INFO - Epoch [243][280/627] lr: 4.417e-03, eta: 2:42:11, time: 1.215, data_time: 0.002, memory: 8472, top1_acc: 0.6527, top5_acc: 0.8376, loss_cls: 1.4646, loss: 1.4646, grad_norm: 3.4327 2020-09-30 02:12:38,735 - mmaction - INFO - Epoch [243][300/627] lr: 4.417e-03, eta: 2:41:48, time: 1.120, data_time: 0.017, memory: 8472, top1_acc: 0.6527, top5_acc: 0.8411, loss_cls: 1.4625, loss: 1.4625, grad_norm: 3.4271 2020-09-30 02:13:03,054 - mmaction - INFO - Epoch [243][320/627] lr: 4.417e-03, eta: 2:41:26, time: 1.216, data_time: 0.002, memory: 8472, top1_acc: 0.6540, top5_acc: 0.8376, loss_cls: 1.4603, loss: 1.4603, grad_norm: 3.4179 2020-09-30 02:13:26,757 - mmaction - INFO - Epoch [243][340/627] lr: 4.417e-03, eta: 2:41:03, time: 1.184, data_time: 0.002, memory: 8472, top1_acc: 0.6574, top5_acc: 0.8370, loss_cls: 1.4556, loss: 1.4556, grad_norm: 3.3790 2020-09-30 02:13:48,964 - mmaction - INFO - Epoch [243][360/627] lr: 4.417e-03, eta: 2:40:40, time: 1.112, data_time: 0.003, memory: 8472, top1_acc: 0.6523, top5_acc: 0.8352, loss_cls: 1.4777, loss: 1.4777, grad_norm: 3.4156 2020-09-30 02:14:12,367 - mmaction - INFO - Epoch [243][380/627] lr: 4.417e-03, eta: 2:40:17, time: 1.169, data_time: 0.001, memory: 8472, top1_acc: 0.6543, top5_acc: 0.8421, loss_cls: 1.4604, loss: 1.4604, grad_norm: 3.4206 2020-09-30 02:14:35,612 - mmaction - INFO - Epoch [243][400/627] lr: 4.417e-03, eta: 2:39:54, time: 1.163, data_time: 0.002, memory: 8472, top1_acc: 0.6583, top5_acc: 0.8379, loss_cls: 1.4539, loss: 1.4539, grad_norm: 3.3871 2020-09-30 02:14:59,747 - mmaction - INFO - Epoch [243][420/627] lr: 4.417e-03, eta: 2:39:31, time: 1.206, data_time: 0.002, memory: 8472, top1_acc: 0.6639, top5_acc: 0.8421, loss_cls: 1.4207, loss: 1.4207, grad_norm: 3.3470 2020-09-30 02:15:22,466 - mmaction - INFO - Epoch [243][440/627] lr: 4.417e-03, eta: 2:39:08, time: 1.137, data_time: 0.002, memory: 8472, top1_acc: 0.6566, top5_acc: 0.8392, loss_cls: 1.4315, loss: 1.4315, grad_norm: 3.3816 2020-09-30 02:15:45,157 - mmaction - INFO - Epoch [243][460/627] lr: 4.417e-03, eta: 2:38:45, time: 1.135, data_time: 0.081, memory: 8472, top1_acc: 0.6514, top5_acc: 0.8380, loss_cls: 1.4605, loss: 1.4605, grad_norm: 3.4551 2020-09-30 02:16:08,279 - mmaction - INFO - Epoch [243][480/627] lr: 4.417e-03, eta: 2:38:22, time: 1.154, data_time: 0.166, memory: 8472, top1_acc: 0.6517, top5_acc: 0.8365, loss_cls: 1.4623, loss: 1.4623, grad_norm: 3.4182 2020-09-30 02:16:32,050 - mmaction - INFO - Epoch [243][500/627] lr: 4.417e-03, eta: 2:38:00, time: 1.189, data_time: 0.090, memory: 8472, top1_acc: 0.6539, top5_acc: 0.8397, loss_cls: 1.4667, loss: 1.4667, grad_norm: 3.4166 2020-09-30 02:16:57,246 - mmaction - INFO - Epoch [243][520/627] lr: 4.417e-03, eta: 2:37:37, time: 1.262, data_time: 0.003, memory: 8472, top1_acc: 0.6471, top5_acc: 0.8376, loss_cls: 1.4740, loss: 1.4740, grad_norm: 3.4514 2020-09-30 02:17:20,305 - mmaction - INFO - Epoch [243][540/627] lr: 4.417e-03, eta: 2:37:14, time: 1.150, data_time: 0.001, memory: 8472, top1_acc: 0.6536, top5_acc: 0.8461, loss_cls: 1.4373, loss: 1.4373, grad_norm: 3.4616 2020-09-30 02:17:42,530 - mmaction - INFO - Epoch [243][560/627] lr: 4.417e-03, eta: 2:36:51, time: 1.114, data_time: 0.004, memory: 8472, top1_acc: 0.6612, top5_acc: 0.8436, loss_cls: 1.4163, loss: 1.4163, grad_norm: 3.3870 2020-09-30 02:18:05,262 - mmaction - INFO - Epoch [243][580/627] lr: 4.417e-03, eta: 2:36:28, time: 1.135, data_time: 0.002, memory: 8472, top1_acc: 0.6569, top5_acc: 0.8358, loss_cls: 1.4732, loss: 1.4732, grad_norm: 3.4495 2020-09-30 02:18:29,057 - mmaction - INFO - Epoch [243][600/627] lr: 4.417e-03, eta: 2:36:05, time: 1.191, data_time: 0.035, memory: 8472, top1_acc: 0.6501, top5_acc: 0.8350, loss_cls: 1.4907, loss: 1.4907, grad_norm: 3.4753 2020-09-30 02:18:53,465 - mmaction - INFO - Epoch [243][620/627] lr: 4.417e-03, eta: 2:35:42, time: 1.221, data_time: 0.077, memory: 8472, top1_acc: 0.6592, top5_acc: 0.8444, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.4370 2020-09-30 02:19:57,022 - mmaction - INFO - Epoch [244][20/627] lr: 3.810e-03, eta: 2:35:13, time: 2.841, data_time: 1.634, memory: 8472, top1_acc: 0.6461, top5_acc: 0.8314, loss_cls: 1.4959, loss: 1.4959, grad_norm: 3.4696 2020-09-30 02:20:21,233 - mmaction - INFO - Epoch [244][40/627] lr: 3.810e-03, eta: 2:34:50, time: 1.210, data_time: 0.003, memory: 8472, top1_acc: 0.6508, top5_acc: 0.8335, loss_cls: 1.4856, loss: 1.4856, grad_norm: 3.4712 2020-09-30 02:20:43,110 - mmaction - INFO - Epoch [244][60/627] lr: 3.810e-03, eta: 2:34:27, time: 1.094, data_time: 0.029, memory: 8472, top1_acc: 0.6637, top5_acc: 0.8423, loss_cls: 1.4252, loss: 1.4252, grad_norm: 3.4389 2020-09-30 02:21:07,706 - mmaction - INFO - Epoch [244][80/627] lr: 3.810e-03, eta: 2:34:04, time: 1.232, data_time: 0.008, memory: 8472, top1_acc: 0.6641, top5_acc: 0.8469, loss_cls: 1.4155, loss: 1.4155, grad_norm: 3.4124 2020-09-30 02:21:30,751 - mmaction - INFO - Epoch [244][100/627] lr: 3.810e-03, eta: 2:33:41, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.6637, top5_acc: 0.8395, loss_cls: 1.4253, loss: 1.4253, grad_norm: 3.4262 2020-09-30 02:21:53,219 - mmaction - INFO - Epoch [244][120/627] lr: 3.810e-03, eta: 2:33:18, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.6613, top5_acc: 0.8414, loss_cls: 1.4325, loss: 1.4325, grad_norm: 3.4181 2020-09-30 02:22:17,363 - mmaction - INFO - Epoch [244][140/627] lr: 3.810e-03, eta: 2:32:56, time: 1.208, data_time: 0.003, memory: 8472, top1_acc: 0.6667, top5_acc: 0.8453, loss_cls: 1.4230, loss: 1.4230, grad_norm: 3.3879 2020-09-30 02:22:39,531 - mmaction - INFO - Epoch [244][160/627] lr: 3.810e-03, eta: 2:32:33, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.6624, top5_acc: 0.8353, loss_cls: 1.4298, loss: 1.4298, grad_norm: 3.4144 2020-09-30 02:23:04,470 - mmaction - INFO - Epoch [244][180/627] lr: 3.810e-03, eta: 2:32:10, time: 1.247, data_time: 0.004, memory: 8472, top1_acc: 0.6660, top5_acc: 0.8428, loss_cls: 1.4092, loss: 1.4092, grad_norm: 3.4332 2020-09-30 02:23:28,305 - mmaction - INFO - Epoch [244][200/627] lr: 3.810e-03, eta: 2:31:47, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.6690, top5_acc: 0.8477, loss_cls: 1.3962, loss: 1.3962, grad_norm: 3.3663 2020-09-30 02:23:51,267 - mmaction - INFO - Epoch [244][220/627] lr: 3.810e-03, eta: 2:31:24, time: 1.148, data_time: 0.002, memory: 8472, top1_acc: 0.6681, top5_acc: 0.8492, loss_cls: 1.4163, loss: 1.4163, grad_norm: 3.4215 2020-09-30 02:24:13,754 - mmaction - INFO - Epoch [244][240/627] lr: 3.810e-03, eta: 2:31:01, time: 1.124, data_time: 0.002, memory: 8472, top1_acc: 0.6603, top5_acc: 0.8379, loss_cls: 1.4538, loss: 1.4538, grad_norm: 3.4565 2020-09-30 02:24:37,049 - mmaction - INFO - Epoch [244][260/627] lr: 3.810e-03, eta: 2:30:38, time: 1.164, data_time: 0.003, memory: 8472, top1_acc: 0.6647, top5_acc: 0.8491, loss_cls: 1.4164, loss: 1.4164, grad_norm: 3.4239 2020-09-30 02:25:00,226 - mmaction - INFO - Epoch [244][280/627] lr: 3.810e-03, eta: 2:30:15, time: 1.161, data_time: 0.004, memory: 8472, top1_acc: 0.6548, top5_acc: 0.8385, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.4706 2020-09-30 02:25:23,851 - mmaction - INFO - Epoch [244][300/627] lr: 3.810e-03, eta: 2:29:52, time: 1.181, data_time: 0.002, memory: 8472, top1_acc: 0.6531, top5_acc: 0.8324, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.4854 2020-09-30 02:25:47,998 - mmaction - INFO - Epoch [244][320/627] lr: 3.810e-03, eta: 2:29:30, time: 1.208, data_time: 0.003, memory: 8472, top1_acc: 0.6551, top5_acc: 0.8391, loss_cls: 1.4384, loss: 1.4384, grad_norm: 3.4491 2020-09-30 02:26:11,542 - mmaction - INFO - Epoch [244][340/627] lr: 3.810e-03, eta: 2:29:07, time: 1.175, data_time: 0.002, memory: 8472, top1_acc: 0.6561, top5_acc: 0.8392, loss_cls: 1.4588, loss: 1.4588, grad_norm: 3.5047 2020-09-30 02:26:34,378 - mmaction - INFO - Epoch [244][360/627] lr: 3.810e-03, eta: 2:28:44, time: 1.144, data_time: 0.004, memory: 8472, top1_acc: 0.6565, top5_acc: 0.8405, loss_cls: 1.4463, loss: 1.4463, grad_norm: 3.4365 2020-09-30 02:26:57,922 - mmaction - INFO - Epoch [244][380/627] lr: 3.810e-03, eta: 2:28:21, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.6522, top5_acc: 0.8409, loss_cls: 1.4532, loss: 1.4532, grad_norm: 3.5039 2020-09-30 02:27:22,102 - mmaction - INFO - Epoch [244][400/627] lr: 3.810e-03, eta: 2:27:58, time: 1.208, data_time: 0.001, memory: 8472, top1_acc: 0.6600, top5_acc: 0.8397, loss_cls: 1.4352, loss: 1.4352, grad_norm: 3.4599 2020-09-30 02:27:44,885 - mmaction - INFO - Epoch [244][420/627] lr: 3.810e-03, eta: 2:27:35, time: 1.139, data_time: 0.002, memory: 8472, top1_acc: 0.6577, top5_acc: 0.8461, loss_cls: 1.4413, loss: 1.4413, grad_norm: 3.5023 2020-09-30 02:28:09,449 - mmaction - INFO - Epoch [244][440/627] lr: 3.810e-03, eta: 2:27:12, time: 1.226, data_time: 0.003, memory: 8472, top1_acc: 0.6509, top5_acc: 0.8424, loss_cls: 1.4495, loss: 1.4495, grad_norm: 3.5036 2020-09-30 02:28:32,686 - mmaction - INFO - Epoch [244][460/627] lr: 3.810e-03, eta: 2:26:49, time: 1.163, data_time: 0.004, memory: 8472, top1_acc: 0.6577, top5_acc: 0.8383, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.4785 2020-09-30 02:28:55,666 - mmaction - INFO - Epoch [244][480/627] lr: 3.810e-03, eta: 2:26:27, time: 1.151, data_time: 0.003, memory: 8472, top1_acc: 0.6612, top5_acc: 0.8382, loss_cls: 1.4379, loss: 1.4379, grad_norm: 3.4340 2020-09-30 02:29:19,066 - mmaction - INFO - Epoch [244][500/627] lr: 3.810e-03, eta: 2:26:04, time: 1.169, data_time: 0.001, memory: 8472, top1_acc: 0.6605, top5_acc: 0.8441, loss_cls: 1.4245, loss: 1.4245, grad_norm: 3.4488 2020-09-30 02:29:42,794 - mmaction - INFO - Epoch [244][520/627] lr: 3.810e-03, eta: 2:25:41, time: 1.185, data_time: 0.002, memory: 8472, top1_acc: 0.6624, top5_acc: 0.8456, loss_cls: 1.4169, loss: 1.4169, grad_norm: 3.4210 2020-09-30 02:30:05,628 - mmaction - INFO - Epoch [244][540/627] lr: 3.810e-03, eta: 2:25:18, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.6576, top5_acc: 0.8389, loss_cls: 1.4403, loss: 1.4403, grad_norm: 3.4521 2020-09-30 02:30:29,396 - mmaction - INFO - Epoch [244][560/627] lr: 3.810e-03, eta: 2:24:55, time: 1.188, data_time: 0.003, memory: 8472, top1_acc: 0.6560, top5_acc: 0.8414, loss_cls: 1.4487, loss: 1.4487, grad_norm: 3.4842 2020-09-30 02:30:53,159 - mmaction - INFO - Epoch [244][580/627] lr: 3.810e-03, eta: 2:24:32, time: 1.189, data_time: 0.003, memory: 8472, top1_acc: 0.6534, top5_acc: 0.8400, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.4905 2020-09-30 02:31:16,263 - mmaction - INFO - Epoch [244][600/627] lr: 3.810e-03, eta: 2:24:09, time: 1.156, data_time: 0.002, memory: 8472, top1_acc: 0.6499, top5_acc: 0.8402, loss_cls: 1.4460, loss: 1.4460, grad_norm: 3.4502 2020-09-30 02:31:40,703 - mmaction - INFO - Epoch [244][620/627] lr: 3.810e-03, eta: 2:23:46, time: 1.219, data_time: 0.002, memory: 8472, top1_acc: 0.6686, top5_acc: 0.8441, loss_cls: 1.3951, loss: 1.3951, grad_norm: 3.4107 2020-09-30 02:31:47,871 - mmaction - INFO - Saving checkpoint at 244 epochs 2020-09-30 02:32:45,944 - mmaction - INFO - Epoch [245][20/627] lr: 3.247e-03, eta: 2:23:17, time: 2.883, data_time: 1.602, memory: 8472, top1_acc: 0.6599, top5_acc: 0.8406, loss_cls: 1.4377, loss: 1.4377, grad_norm: 3.4031 2020-09-30 02:33:07,168 - mmaction - INFO - Epoch [245][40/627] lr: 3.247e-03, eta: 2:22:54, time: 1.061, data_time: 0.003, memory: 8472, top1_acc: 0.6585, top5_acc: 0.8435, loss_cls: 1.4236, loss: 1.4236, grad_norm: 3.4690 2020-09-30 02:33:31,220 - mmaction - INFO - Epoch [245][60/627] lr: 3.247e-03, eta: 2:22:31, time: 1.203, data_time: 0.002, memory: 8472, top1_acc: 0.6625, top5_acc: 0.8430, loss_cls: 1.4406, loss: 1.4406, grad_norm: 3.4949 2020-09-30 02:33:55,276 - mmaction - INFO - Epoch [245][80/627] lr: 3.247e-03, eta: 2:22:08, time: 1.202, data_time: 0.003, memory: 8472, top1_acc: 0.6654, top5_acc: 0.8484, loss_cls: 1.4018, loss: 1.4018, grad_norm: 3.4515 2020-09-30 02:34:18,216 - mmaction - INFO - Epoch [245][100/627] lr: 3.247e-03, eta: 2:21:45, time: 1.147, data_time: 0.003, memory: 8472, top1_acc: 0.6711, top5_acc: 0.8488, loss_cls: 1.3728, loss: 1.3728, grad_norm: 3.4218 2020-09-30 02:34:41,806 - mmaction - INFO - Epoch [245][120/627] lr: 3.247e-03, eta: 2:21:22, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.6605, top5_acc: 0.8418, loss_cls: 1.4268, loss: 1.4268, grad_norm: 3.4748 2020-09-30 02:35:05,256 - mmaction - INFO - Epoch [245][140/627] lr: 3.247e-03, eta: 2:20:59, time: 1.173, data_time: 0.003, memory: 8472, top1_acc: 0.6577, top5_acc: 0.8405, loss_cls: 1.4238, loss: 1.4238, grad_norm: 3.5042 2020-09-30 02:35:28,346 - mmaction - INFO - Epoch [245][160/627] lr: 3.247e-03, eta: 2:20:36, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.6663, top5_acc: 0.8460, loss_cls: 1.3918, loss: 1.3918, grad_norm: 3.4788 2020-09-30 02:35:51,817 - mmaction - INFO - Epoch [245][180/627] lr: 3.247e-03, eta: 2:20:14, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.6654, top5_acc: 0.8471, loss_cls: 1.4062, loss: 1.4062, grad_norm: 3.4537 2020-09-30 02:36:15,321 - mmaction - INFO - Epoch [245][200/627] lr: 3.247e-03, eta: 2:19:51, time: 1.172, data_time: 0.001, memory: 8472, top1_acc: 0.6562, top5_acc: 0.8413, loss_cls: 1.4351, loss: 1.4351, grad_norm: 3.5446 2020-09-30 02:36:39,474 - mmaction - INFO - Epoch [245][220/627] lr: 3.247e-03, eta: 2:19:28, time: 1.209, data_time: 0.004, memory: 8472, top1_acc: 0.6632, top5_acc: 0.8452, loss_cls: 1.4082, loss: 1.4082, grad_norm: 3.4208 2020-09-30 02:37:03,271 - mmaction - INFO - Epoch [245][240/627] lr: 3.247e-03, eta: 2:19:05, time: 1.190, data_time: 0.003, memory: 8472, top1_acc: 0.6615, top5_acc: 0.8469, loss_cls: 1.4264, loss: 1.4264, grad_norm: 3.5257 2020-09-30 02:37:25,239 - mmaction - INFO - Epoch [245][260/627] lr: 3.247e-03, eta: 2:18:42, time: 1.098, data_time: 0.002, memory: 8472, top1_acc: 0.6556, top5_acc: 0.8382, loss_cls: 1.4398, loss: 1.4398, grad_norm: 3.5261 2020-09-30 02:37:49,824 - mmaction - INFO - Epoch [245][280/627] lr: 3.247e-03, eta: 2:18:19, time: 1.229, data_time: 0.004, memory: 8472, top1_acc: 0.6604, top5_acc: 0.8439, loss_cls: 1.4200, loss: 1.4200, grad_norm: 3.5015 2020-09-30 02:38:10,529 - mmaction - INFO - Epoch [245][300/627] lr: 3.247e-03, eta: 2:17:56, time: 1.033, data_time: 0.022, memory: 8472, top1_acc: 0.6665, top5_acc: 0.8483, loss_cls: 1.3954, loss: 1.3954, grad_norm: 3.4239 2020-09-30 02:38:34,520 - mmaction - INFO - Epoch [245][320/627] lr: 3.247e-03, eta: 2:17:33, time: 1.202, data_time: 0.014, memory: 8472, top1_acc: 0.6576, top5_acc: 0.8417, loss_cls: 1.4363, loss: 1.4363, grad_norm: 3.5383 2020-09-30 02:38:58,087 - mmaction - INFO - Epoch [245][340/627] lr: 3.247e-03, eta: 2:17:10, time: 1.178, data_time: 0.030, memory: 8472, top1_acc: 0.6628, top5_acc: 0.8441, loss_cls: 1.4312, loss: 1.4312, grad_norm: 3.4596 2020-09-30 02:39:21,438 - mmaction - INFO - Epoch [245][360/627] lr: 3.247e-03, eta: 2:16:48, time: 1.166, data_time: 0.029, memory: 8472, top1_acc: 0.6655, top5_acc: 0.8458, loss_cls: 1.3985, loss: 1.3985, grad_norm: 3.4369 2020-09-30 02:39:45,479 - mmaction - INFO - Epoch [245][380/627] lr: 3.247e-03, eta: 2:16:25, time: 1.203, data_time: 0.243, memory: 8472, top1_acc: 0.6757, top5_acc: 0.8505, loss_cls: 1.3691, loss: 1.3691, grad_norm: 3.4173 2020-09-30 02:40:08,734 - mmaction - INFO - Epoch [245][400/627] lr: 3.247e-03, eta: 2:16:02, time: 1.163, data_time: 0.210, memory: 8472, top1_acc: 0.6488, top5_acc: 0.8359, loss_cls: 1.4640, loss: 1.4640, grad_norm: 3.5240 2020-09-30 02:40:30,550 - mmaction - INFO - Epoch [245][420/627] lr: 3.247e-03, eta: 2:15:39, time: 1.091, data_time: 0.057, memory: 8472, top1_acc: 0.6604, top5_acc: 0.8445, loss_cls: 1.4379, loss: 1.4379, grad_norm: 3.4813 2020-09-30 02:40:54,341 - mmaction - INFO - Epoch [245][440/627] lr: 3.247e-03, eta: 2:15:16, time: 1.190, data_time: 0.105, memory: 8472, top1_acc: 0.6535, top5_acc: 0.8440, loss_cls: 1.4315, loss: 1.4315, grad_norm: 3.5411 2020-09-30 02:41:17,640 - mmaction - INFO - Epoch [245][460/627] lr: 3.247e-03, eta: 2:14:53, time: 1.164, data_time: 0.098, memory: 8472, top1_acc: 0.6635, top5_acc: 0.8424, loss_cls: 1.4124, loss: 1.4124, grad_norm: 3.4583 2020-09-30 02:41:40,505 - mmaction - INFO - Epoch [245][480/627] lr: 3.247e-03, eta: 2:14:30, time: 1.143, data_time: 0.059, memory: 8472, top1_acc: 0.6549, top5_acc: 0.8348, loss_cls: 1.4726, loss: 1.4726, grad_norm: 3.5052 2020-09-30 02:42:04,816 - mmaction - INFO - Epoch [245][500/627] lr: 3.247e-03, eta: 2:14:07, time: 1.215, data_time: 0.254, memory: 8472, top1_acc: 0.6645, top5_acc: 0.8438, loss_cls: 1.4158, loss: 1.4158, grad_norm: 3.4580 2020-09-30 02:42:28,481 - mmaction - INFO - Epoch [245][520/627] lr: 3.247e-03, eta: 2:13:44, time: 1.184, data_time: 0.234, memory: 8472, top1_acc: 0.6589, top5_acc: 0.8465, loss_cls: 1.4203, loss: 1.4203, grad_norm: 3.4922 2020-09-30 02:42:50,670 - mmaction - INFO - Epoch [245][540/627] lr: 3.247e-03, eta: 2:13:21, time: 1.110, data_time: 0.159, memory: 8472, top1_acc: 0.6589, top5_acc: 0.8417, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.5124 2020-09-30 02:43:12,861 - mmaction - INFO - Epoch [245][560/627] lr: 3.247e-03, eta: 2:12:58, time: 1.106, data_time: 0.153, memory: 8472, top1_acc: 0.6618, top5_acc: 0.8445, loss_cls: 1.4244, loss: 1.4244, grad_norm: 3.4850 2020-09-30 02:43:37,028 - mmaction - INFO - Epoch [245][580/627] lr: 3.247e-03, eta: 2:12:36, time: 1.210, data_time: 0.212, memory: 8472, top1_acc: 0.6626, top5_acc: 0.8404, loss_cls: 1.4095, loss: 1.4095, grad_norm: 3.4789 2020-09-30 02:43:59,604 - mmaction - INFO - Epoch [245][600/627] lr: 3.247e-03, eta: 2:12:13, time: 1.129, data_time: 0.168, memory: 8472, top1_acc: 0.6590, top5_acc: 0.8398, loss_cls: 1.4223, loss: 1.4223, grad_norm: 3.4460 2020-09-30 02:44:22,756 - mmaction - INFO - Epoch [245][620/627] lr: 3.247e-03, eta: 2:11:50, time: 1.157, data_time: 0.202, memory: 8472, top1_acc: 0.6637, top5_acc: 0.8471, loss_cls: 1.4210, loss: 1.4210, grad_norm: 3.5552 2020-09-30 02:45:51,257 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-30 02:45:51,928 - mmaction - INFO - top1_acc 0.6649 top5_acc 0.8651 2020-09-30 02:45:51,928 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-30 02:45:51,973 - mmaction - INFO - mean_acc 0.6648 2020-09-30 02:45:51,974 - mmaction - INFO - Now best checkpoint is epoch_245.pth 2020-09-30 02:45:51,987 - mmaction - INFO - Epoch(val) [245][627] top1_acc: 0.6649, top5_acc: 0.8651, mean_class_accuracy: 0.6648 2020-09-30 02:46:47,231 - mmaction - INFO - Epoch [246][20/627] lr: 2.729e-03, eta: 2:11:20, time: 2.761, data_time: 1.460, memory: 8472, top1_acc: 0.6603, top5_acc: 0.8422, loss_cls: 1.4325, loss: 1.4325, grad_norm: 3.5537 2020-09-30 02:47:08,930 - mmaction - INFO - Epoch [246][40/627] lr: 2.729e-03, eta: 2:10:57, time: 1.085, data_time: 0.001, memory: 8472, top1_acc: 0.6647, top5_acc: 0.8454, loss_cls: 1.3953, loss: 1.3953, grad_norm: 3.4736 2020-09-30 02:47:32,360 - mmaction - INFO - Epoch [246][60/627] lr: 2.729e-03, eta: 2:10:34, time: 1.171, data_time: 0.001, memory: 8472, top1_acc: 0.6650, top5_acc: 0.8483, loss_cls: 1.4050, loss: 1.4050, grad_norm: 3.4668 2020-09-30 02:47:55,202 - mmaction - INFO - Epoch [246][80/627] lr: 2.729e-03, eta: 2:10:11, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.6592, top5_acc: 0.8428, loss_cls: 1.4288, loss: 1.4288, grad_norm: 3.4987 2020-09-30 02:48:17,758 - mmaction - INFO - Epoch [246][100/627] lr: 2.729e-03, eta: 2:09:48, time: 1.128, data_time: 0.001, memory: 8472, top1_acc: 0.6632, top5_acc: 0.8478, loss_cls: 1.3983, loss: 1.3983, grad_norm: 3.4989 2020-09-30 02:48:40,875 - mmaction - INFO - Epoch [246][120/627] lr: 2.729e-03, eta: 2:09:25, time: 1.156, data_time: 0.001, memory: 8472, top1_acc: 0.6682, top5_acc: 0.8456, loss_cls: 1.4124, loss: 1.4124, grad_norm: 3.5132 2020-09-30 02:49:04,065 - mmaction - INFO - Epoch [246][140/627] lr: 2.729e-03, eta: 2:09:02, time: 1.159, data_time: 0.001, memory: 8472, top1_acc: 0.6648, top5_acc: 0.8454, loss_cls: 1.4021, loss: 1.4021, grad_norm: 3.4584 2020-09-30 02:49:25,356 - mmaction - INFO - Epoch [246][160/627] lr: 2.729e-03, eta: 2:08:39, time: 1.064, data_time: 0.054, memory: 8472, top1_acc: 0.6583, top5_acc: 0.8421, loss_cls: 1.4228, loss: 1.4228, grad_norm: 3.4890 2020-09-30 02:49:48,278 - mmaction - INFO - Epoch [246][180/627] lr: 2.729e-03, eta: 2:08:16, time: 1.148, data_time: 0.013, memory: 8472, top1_acc: 0.6781, top5_acc: 0.8482, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.4947 2020-09-30 02:50:11,189 - mmaction - INFO - Epoch [246][200/627] lr: 2.729e-03, eta: 2:07:54, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6746, top5_acc: 0.8507, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.4519 2020-09-30 02:50:35,584 - mmaction - INFO - Epoch [246][220/627] lr: 2.729e-03, eta: 2:07:31, time: 1.221, data_time: 0.004, memory: 8472, top1_acc: 0.6645, top5_acc: 0.8414, loss_cls: 1.4141, loss: 1.4141, grad_norm: 3.4927 2020-09-30 02:50:58,692 - mmaction - INFO - Epoch [246][240/627] lr: 2.729e-03, eta: 2:07:08, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.6589, top5_acc: 0.8402, loss_cls: 1.4527, loss: 1.4527, grad_norm: 3.5622 2020-09-30 02:51:21,872 - mmaction - INFO - Epoch [246][260/627] lr: 2.729e-03, eta: 2:06:45, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.6581, top5_acc: 0.8508, loss_cls: 1.4129, loss: 1.4129, grad_norm: 3.4997 2020-09-30 02:51:44,920 - mmaction - INFO - Epoch [246][280/627] lr: 2.729e-03, eta: 2:06:22, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.6611, top5_acc: 0.8445, loss_cls: 1.4286, loss: 1.4286, grad_norm: 3.4918 2020-09-30 02:52:07,860 - mmaction - INFO - Epoch [246][300/627] lr: 2.729e-03, eta: 2:05:59, time: 1.148, data_time: 0.027, memory: 8472, top1_acc: 0.6634, top5_acc: 0.8445, loss_cls: 1.4199, loss: 1.4199, grad_norm: 3.5405 2020-09-30 02:52:32,664 - mmaction - INFO - Epoch [246][320/627] lr: 2.729e-03, eta: 2:05:36, time: 1.240, data_time: 0.037, memory: 8472, top1_acc: 0.6727, top5_acc: 0.8496, loss_cls: 1.3925, loss: 1.3925, grad_norm: 3.4664 2020-09-30 02:52:55,456 - mmaction - INFO - Epoch [246][340/627] lr: 2.729e-03, eta: 2:05:13, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.6646, top5_acc: 0.8479, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.4933 2020-09-30 02:53:18,859 - mmaction - INFO - Epoch [246][360/627] lr: 2.729e-03, eta: 2:04:50, time: 1.169, data_time: 0.037, memory: 8472, top1_acc: 0.6678, top5_acc: 0.8417, loss_cls: 1.3958, loss: 1.3958, grad_norm: 3.4762 2020-09-30 02:53:42,967 - mmaction - INFO - Epoch [246][380/627] lr: 2.729e-03, eta: 2:04:28, time: 1.206, data_time: 0.024, memory: 8472, top1_acc: 0.6741, top5_acc: 0.8491, loss_cls: 1.3788, loss: 1.3788, grad_norm: 3.4206 2020-09-30 02:54:05,870 - mmaction - INFO - Epoch [246][400/627] lr: 2.729e-03, eta: 2:04:05, time: 1.146, data_time: 0.149, memory: 8472, top1_acc: 0.6658, top5_acc: 0.8479, loss_cls: 1.3932, loss: 1.3932, grad_norm: 3.4843 2020-09-30 02:54:29,610 - mmaction - INFO - Epoch [246][420/627] lr: 2.729e-03, eta: 2:03:42, time: 1.184, data_time: 0.230, memory: 8472, top1_acc: 0.6617, top5_acc: 0.8383, loss_cls: 1.4455, loss: 1.4455, grad_norm: 3.5508 2020-09-30 02:54:53,079 - mmaction - INFO - Epoch [246][440/627] lr: 2.729e-03, eta: 2:03:19, time: 1.176, data_time: 0.072, memory: 8472, top1_acc: 0.6585, top5_acc: 0.8370, loss_cls: 1.4472, loss: 1.4472, grad_norm: 3.5127 2020-09-30 02:55:15,984 - mmaction - INFO - Epoch [246][460/627] lr: 2.729e-03, eta: 2:02:56, time: 1.143, data_time: 0.143, memory: 8472, top1_acc: 0.6686, top5_acc: 0.8426, loss_cls: 1.4151, loss: 1.4151, grad_norm: 3.5247 2020-09-30 02:55:39,799 - mmaction - INFO - Epoch [246][480/627] lr: 2.729e-03, eta: 2:02:33, time: 1.192, data_time: 0.188, memory: 8472, top1_acc: 0.6674, top5_acc: 0.8477, loss_cls: 1.4023, loss: 1.4023, grad_norm: 3.4970 2020-09-30 02:56:04,377 - mmaction - INFO - Epoch [246][500/627] lr: 2.729e-03, eta: 2:02:10, time: 1.229, data_time: 0.099, memory: 8472, top1_acc: 0.6530, top5_acc: 0.8404, loss_cls: 1.4624, loss: 1.4624, grad_norm: 3.5892 2020-09-30 02:56:28,689 - mmaction - INFO - Epoch [246][520/627] lr: 2.729e-03, eta: 2:01:47, time: 1.216, data_time: 0.020, memory: 8472, top1_acc: 0.6630, top5_acc: 0.8418, loss_cls: 1.4141, loss: 1.4141, grad_norm: 3.4998 2020-09-30 02:56:50,269 - mmaction - INFO - Epoch [246][540/627] lr: 2.729e-03, eta: 2:01:24, time: 1.080, data_time: 0.098, memory: 8472, top1_acc: 0.6635, top5_acc: 0.8408, loss_cls: 1.4203, loss: 1.4203, grad_norm: 3.4540 2020-09-30 02:57:14,718 - mmaction - INFO - Epoch [246][560/627] lr: 2.729e-03, eta: 2:01:02, time: 1.223, data_time: 0.050, memory: 8472, top1_acc: 0.6727, top5_acc: 0.8441, loss_cls: 1.3870, loss: 1.3870, grad_norm: 3.4562 2020-09-30 02:57:37,806 - mmaction - INFO - Epoch [246][580/627] lr: 2.729e-03, eta: 2:00:39, time: 1.153, data_time: 0.081, memory: 8472, top1_acc: 0.6634, top5_acc: 0.8408, loss_cls: 1.4424, loss: 1.4424, grad_norm: 3.5253 2020-09-30 02:58:02,111 - mmaction - INFO - Epoch [246][600/627] lr: 2.729e-03, eta: 2:00:16, time: 1.215, data_time: 0.255, memory: 8472, top1_acc: 0.6594, top5_acc: 0.8358, loss_cls: 1.4326, loss: 1.4326, grad_norm: 3.5113 2020-09-30 02:58:23,924 - mmaction - INFO - Epoch [246][620/627] lr: 2.729e-03, eta: 1:59:53, time: 1.091, data_time: 0.103, memory: 8472, top1_acc: 0.6589, top5_acc: 0.8410, loss_cls: 1.4321, loss: 1.4321, grad_norm: 3.4735 2020-09-30 02:59:28,807 - mmaction - INFO - Epoch [247][20/627] lr: 2.256e-03, eta: 1:59:23, time: 2.889, data_time: 1.669, memory: 8472, top1_acc: 0.6620, top5_acc: 0.8401, loss_cls: 1.4354, loss: 1.4354, grad_norm: 3.4895 2020-09-30 02:59:52,077 - mmaction - INFO - Epoch [247][40/627] lr: 2.256e-03, eta: 1:59:00, time: 1.162, data_time: 0.002, memory: 8472, top1_acc: 0.6799, top5_acc: 0.8559, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.4439 2020-09-30 03:00:16,009 - mmaction - INFO - Epoch [247][60/627] lr: 2.256e-03, eta: 1:58:37, time: 1.198, data_time: 0.004, memory: 8472, top1_acc: 0.6579, top5_acc: 0.8401, loss_cls: 1.4201, loss: 1.4201, grad_norm: 3.5085 2020-09-30 03:00:39,618 - mmaction - INFO - Epoch [247][80/627] lr: 2.256e-03, eta: 1:58:14, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.6678, top5_acc: 0.8465, loss_cls: 1.3958, loss: 1.3958, grad_norm: 3.4697 2020-09-30 03:01:04,253 - mmaction - INFO - Epoch [247][100/627] lr: 2.256e-03, eta: 1:57:51, time: 1.233, data_time: 0.098, memory: 8472, top1_acc: 0.6693, top5_acc: 0.8456, loss_cls: 1.4103, loss: 1.4103, grad_norm: 3.4772 2020-09-30 03:01:27,968 - mmaction - INFO - Epoch [247][120/627] lr: 2.256e-03, eta: 1:57:28, time: 1.184, data_time: 0.233, memory: 8472, top1_acc: 0.6553, top5_acc: 0.8419, loss_cls: 1.4448, loss: 1.4448, grad_norm: 3.5765 2020-09-30 03:01:52,905 - mmaction - INFO - Epoch [247][140/627] lr: 2.256e-03, eta: 1:57:06, time: 1.247, data_time: 0.297, memory: 8472, top1_acc: 0.6766, top5_acc: 0.8460, loss_cls: 1.4004, loss: 1.4004, grad_norm: 3.4711 2020-09-30 03:02:14,234 - mmaction - INFO - Epoch [247][160/627] lr: 2.256e-03, eta: 1:56:43, time: 1.068, data_time: 0.068, memory: 8472, top1_acc: 0.6633, top5_acc: 0.8426, loss_cls: 1.4273, loss: 1.4273, grad_norm: 3.5374 2020-09-30 03:02:38,676 - mmaction - INFO - Epoch [247][180/627] lr: 2.256e-03, eta: 1:56:20, time: 1.222, data_time: 0.102, memory: 8472, top1_acc: 0.6717, top5_acc: 0.8512, loss_cls: 1.3704, loss: 1.3704, grad_norm: 3.4551 2020-09-30 03:03:03,005 - mmaction - INFO - Epoch [247][200/627] lr: 2.256e-03, eta: 1:55:57, time: 1.217, data_time: 0.214, memory: 8472, top1_acc: 0.6753, top5_acc: 0.8473, loss_cls: 1.3774, loss: 1.3774, grad_norm: 3.4652 2020-09-30 03:03:26,811 - mmaction - INFO - Epoch [247][220/627] lr: 2.256e-03, eta: 1:55:34, time: 1.190, data_time: 0.092, memory: 8472, top1_acc: 0.6618, top5_acc: 0.8445, loss_cls: 1.4079, loss: 1.4079, grad_norm: 3.4842 2020-09-30 03:03:48,858 - mmaction - INFO - Epoch [247][240/627] lr: 2.256e-03, eta: 1:55:11, time: 1.103, data_time: 0.002, memory: 8472, top1_acc: 0.6757, top5_acc: 0.8543, loss_cls: 1.3568, loss: 1.3568, grad_norm: 3.4900 2020-09-30 03:04:12,633 - mmaction - INFO - Epoch [247][260/627] lr: 2.256e-03, eta: 1:54:48, time: 1.189, data_time: 0.001, memory: 8472, top1_acc: 0.6750, top5_acc: 0.8556, loss_cls: 1.3567, loss: 1.3567, grad_norm: 3.5015 2020-09-30 03:04:35,592 - mmaction - INFO - Epoch [247][280/627] lr: 2.256e-03, eta: 1:54:25, time: 1.146, data_time: 0.001, memory: 8472, top1_acc: 0.6684, top5_acc: 0.8484, loss_cls: 1.3951, loss: 1.3951, grad_norm: 3.5035 2020-09-30 03:04:57,801 - mmaction - INFO - Epoch [247][300/627] lr: 2.256e-03, eta: 1:54:02, time: 1.113, data_time: 0.003, memory: 8472, top1_acc: 0.6707, top5_acc: 0.8469, loss_cls: 1.3883, loss: 1.3883, grad_norm: 3.5296 2020-09-30 03:05:22,576 - mmaction - INFO - Epoch [247][320/627] lr: 2.256e-03, eta: 1:53:39, time: 1.237, data_time: 0.001, memory: 8472, top1_acc: 0.6643, top5_acc: 0.8460, loss_cls: 1.4222, loss: 1.4222, grad_norm: 3.4870 2020-09-30 03:05:46,660 - mmaction - INFO - Epoch [247][340/627] lr: 2.256e-03, eta: 1:53:17, time: 1.204, data_time: 0.003, memory: 8472, top1_acc: 0.6659, top5_acc: 0.8410, loss_cls: 1.4132, loss: 1.4132, grad_norm: 3.4882 2020-09-30 03:06:08,915 - mmaction - INFO - Epoch [247][360/627] lr: 2.256e-03, eta: 1:52:54, time: 1.114, data_time: 0.003, memory: 8472, top1_acc: 0.6712, top5_acc: 0.8437, loss_cls: 1.4045, loss: 1.4045, grad_norm: 3.5392 2020-09-30 03:06:31,386 - mmaction - INFO - Epoch [247][380/627] lr: 2.256e-03, eta: 1:52:31, time: 1.123, data_time: 0.001, memory: 8472, top1_acc: 0.6581, top5_acc: 0.8434, loss_cls: 1.4076, loss: 1.4076, grad_norm: 3.5368 2020-09-30 03:06:54,577 - mmaction - INFO - Epoch [247][400/627] lr: 2.256e-03, eta: 1:52:08, time: 1.158, data_time: 0.008, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8441, loss_cls: 1.3955, loss: 1.3955, grad_norm: 3.5378 2020-09-30 03:07:18,560 - mmaction - INFO - Epoch [247][420/627] lr: 2.256e-03, eta: 1:51:45, time: 1.200, data_time: 0.003, memory: 8472, top1_acc: 0.6702, top5_acc: 0.8432, loss_cls: 1.4025, loss: 1.4025, grad_norm: 3.5049 2020-09-30 03:07:42,393 - mmaction - INFO - Epoch [247][440/627] lr: 2.256e-03, eta: 1:51:22, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.6716, top5_acc: 0.8542, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.5163 2020-09-30 03:08:06,115 - mmaction - INFO - Epoch [247][460/627] lr: 2.256e-03, eta: 1:50:59, time: 1.186, data_time: 0.003, memory: 8472, top1_acc: 0.6694, top5_acc: 0.8457, loss_cls: 1.3948, loss: 1.3948, grad_norm: 3.5245 2020-09-30 03:08:28,631 - mmaction - INFO - Epoch [247][480/627] lr: 2.256e-03, eta: 1:50:36, time: 1.126, data_time: 0.002, memory: 8472, top1_acc: 0.6643, top5_acc: 0.8457, loss_cls: 1.3914, loss: 1.3914, grad_norm: 3.5234 2020-09-30 03:08:51,966 - mmaction - INFO - Epoch [247][500/627] lr: 2.256e-03, eta: 1:50:13, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8483, loss_cls: 1.3888, loss: 1.3888, grad_norm: 3.5264 2020-09-30 03:09:14,463 - mmaction - INFO - Epoch [247][520/627] lr: 2.256e-03, eta: 1:49:50, time: 1.123, data_time: 0.002, memory: 8472, top1_acc: 0.6703, top5_acc: 0.8457, loss_cls: 1.4096, loss: 1.4096, grad_norm: 3.5304 2020-09-30 03:09:39,159 - mmaction - INFO - Epoch [247][540/627] lr: 2.256e-03, eta: 1:49:27, time: 1.236, data_time: 0.004, memory: 8472, top1_acc: 0.6632, top5_acc: 0.8387, loss_cls: 1.4440, loss: 1.4440, grad_norm: 3.5672 2020-09-30 03:10:02,588 - mmaction - INFO - Epoch [247][560/627] lr: 2.256e-03, eta: 1:49:05, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.6608, top5_acc: 0.8406, loss_cls: 1.4364, loss: 1.4364, grad_norm: 3.5798 2020-09-30 03:10:24,716 - mmaction - INFO - Epoch [247][580/627] lr: 2.256e-03, eta: 1:48:42, time: 1.106, data_time: 0.004, memory: 8472, top1_acc: 0.6695, top5_acc: 0.8449, loss_cls: 1.4007, loss: 1.4007, grad_norm: 3.5599 2020-09-30 03:10:48,592 - mmaction - INFO - Epoch [247][600/627] lr: 2.256e-03, eta: 1:48:19, time: 1.195, data_time: 0.004, memory: 8472, top1_acc: 0.6660, top5_acc: 0.8385, loss_cls: 1.4226, loss: 1.4226, grad_norm: 3.5411 2020-09-30 03:11:13,343 - mmaction - INFO - Epoch [247][620/627] lr: 2.256e-03, eta: 1:47:56, time: 1.238, data_time: 0.003, memory: 8472, top1_acc: 0.6607, top5_acc: 0.8415, loss_cls: 1.4218, loss: 1.4218, grad_norm: 3.5274 2020-09-30 03:12:22,193 - mmaction - INFO - Epoch [248][20/627] lr: 1.828e-03, eta: 1:47:26, time: 3.005, data_time: 1.797, memory: 8472, top1_acc: 0.6613, top5_acc: 0.8418, loss_cls: 1.4227, loss: 1.4227, grad_norm: 3.5067 2020-09-30 03:12:45,790 - mmaction - INFO - Epoch [248][40/627] lr: 1.828e-03, eta: 1:47:03, time: 1.181, data_time: 0.003, memory: 8472, top1_acc: 0.6587, top5_acc: 0.8427, loss_cls: 1.4327, loss: 1.4327, grad_norm: 3.5531 2020-09-30 03:13:09,638 - mmaction - INFO - Epoch [248][60/627] lr: 1.828e-03, eta: 1:46:40, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.6786, top5_acc: 0.8535, loss_cls: 1.3703, loss: 1.3703, grad_norm: 3.5264 2020-09-30 03:13:34,168 - mmaction - INFO - Epoch [248][80/627] lr: 1.828e-03, eta: 1:46:17, time: 1.227, data_time: 0.002, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8526, loss_cls: 1.3484, loss: 1.3484, grad_norm: 3.4821 2020-09-30 03:13:57,242 - mmaction - INFO - Epoch [248][100/627] lr: 1.828e-03, eta: 1:45:54, time: 1.152, data_time: 0.001, memory: 8472, top1_acc: 0.6768, top5_acc: 0.8478, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.5032 2020-09-30 03:14:20,171 - mmaction - INFO - Epoch [248][120/627] lr: 1.828e-03, eta: 1:45:31, time: 1.148, data_time: 0.003, memory: 8472, top1_acc: 0.6729, top5_acc: 0.8484, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.5095 2020-09-30 03:14:42,594 - mmaction - INFO - Epoch [248][140/627] lr: 1.828e-03, eta: 1:45:08, time: 1.119, data_time: 0.002, memory: 8472, top1_acc: 0.6665, top5_acc: 0.8422, loss_cls: 1.4133, loss: 1.4133, grad_norm: 3.5559 2020-09-30 03:15:05,398 - mmaction - INFO - Epoch [248][160/627] lr: 1.828e-03, eta: 1:44:46, time: 1.142, data_time: 0.004, memory: 8472, top1_acc: 0.6645, top5_acc: 0.8432, loss_cls: 1.4082, loss: 1.4082, grad_norm: 3.5538 2020-09-30 03:15:29,825 - mmaction - INFO - Epoch [248][180/627] lr: 1.828e-03, eta: 1:44:23, time: 1.222, data_time: 0.002, memory: 8472, top1_acc: 0.6698, top5_acc: 0.8465, loss_cls: 1.3835, loss: 1.3835, grad_norm: 3.5027 2020-09-30 03:15:52,186 - mmaction - INFO - Epoch [248][200/627] lr: 1.828e-03, eta: 1:44:00, time: 1.115, data_time: 0.001, memory: 8472, top1_acc: 0.6625, top5_acc: 0.8421, loss_cls: 1.4375, loss: 1.4375, grad_norm: 3.5783 2020-09-30 03:16:17,027 - mmaction - INFO - Epoch [248][220/627] lr: 1.828e-03, eta: 1:43:37, time: 1.243, data_time: 0.230, memory: 8472, top1_acc: 0.6740, top5_acc: 0.8443, loss_cls: 1.3831, loss: 1.3831, grad_norm: 3.4620 2020-09-30 03:16:40,195 - mmaction - INFO - Epoch [248][240/627] lr: 1.828e-03, eta: 1:43:14, time: 1.160, data_time: 0.121, memory: 8472, top1_acc: 0.6702, top5_acc: 0.8462, loss_cls: 1.4093, loss: 1.4093, grad_norm: 3.5398 2020-09-30 03:17:03,662 - mmaction - INFO - Epoch [248][260/627] lr: 1.828e-03, eta: 1:42:51, time: 1.174, data_time: 0.081, memory: 8472, top1_acc: 0.6805, top5_acc: 0.8534, loss_cls: 1.3501, loss: 1.3501, grad_norm: 3.4856 2020-09-30 03:17:28,154 - mmaction - INFO - Epoch [248][280/627] lr: 1.828e-03, eta: 1:42:28, time: 1.223, data_time: 0.001, memory: 8472, top1_acc: 0.6777, top5_acc: 0.8526, loss_cls: 1.3496, loss: 1.3496, grad_norm: 3.4751 2020-09-30 03:17:51,690 - mmaction - INFO - Epoch [248][300/627] lr: 1.828e-03, eta: 1:42:05, time: 1.176, data_time: 0.002, memory: 8472, top1_acc: 0.6809, top5_acc: 0.8573, loss_cls: 1.3409, loss: 1.3409, grad_norm: 3.4526 2020-09-30 03:18:15,095 - mmaction - INFO - Epoch [248][320/627] lr: 1.828e-03, eta: 1:41:42, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.6716, top5_acc: 0.8531, loss_cls: 1.3754, loss: 1.3754, grad_norm: 3.5305 2020-09-30 03:18:39,178 - mmaction - INFO - Epoch [248][340/627] lr: 1.828e-03, eta: 1:41:19, time: 1.205, data_time: 0.002, memory: 8472, top1_acc: 0.6717, top5_acc: 0.8491, loss_cls: 1.3756, loss: 1.3756, grad_norm: 3.5157 2020-09-30 03:19:01,396 - mmaction - INFO - Epoch [248][360/627] lr: 1.828e-03, eta: 1:40:56, time: 1.110, data_time: 0.001, memory: 8472, top1_acc: 0.6704, top5_acc: 0.8470, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.5110 2020-09-30 03:19:23,896 - mmaction - INFO - Epoch [248][380/627] lr: 1.828e-03, eta: 1:40:34, time: 1.126, data_time: 0.148, memory: 8472, top1_acc: 0.6599, top5_acc: 0.8501, loss_cls: 1.3983, loss: 1.3983, grad_norm: 3.5267 2020-09-30 03:19:48,159 - mmaction - INFO - Epoch [248][400/627] lr: 1.828e-03, eta: 1:40:11, time: 1.213, data_time: 0.180, memory: 8472, top1_acc: 0.6693, top5_acc: 0.8486, loss_cls: 1.3928, loss: 1.3928, grad_norm: 3.5307 2020-09-30 03:20:11,309 - mmaction - INFO - Epoch [248][420/627] lr: 1.828e-03, eta: 1:39:48, time: 1.157, data_time: 0.021, memory: 8472, top1_acc: 0.6663, top5_acc: 0.8449, loss_cls: 1.4177, loss: 1.4177, grad_norm: 3.5696 2020-09-30 03:20:35,122 - mmaction - INFO - Epoch [248][440/627] lr: 1.828e-03, eta: 1:39:25, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.6672, top5_acc: 0.8487, loss_cls: 1.3933, loss: 1.3933, grad_norm: 3.5433 2020-09-30 03:20:59,487 - mmaction - INFO - Epoch [248][460/627] lr: 1.828e-03, eta: 1:39:02, time: 1.219, data_time: 0.002, memory: 8472, top1_acc: 0.6630, top5_acc: 0.8434, loss_cls: 1.4192, loss: 1.4192, grad_norm: 3.5675 2020-09-30 03:21:24,345 - mmaction - INFO - Epoch [248][480/627] lr: 1.828e-03, eta: 1:38:39, time: 1.243, data_time: 0.002, memory: 8472, top1_acc: 0.6661, top5_acc: 0.8436, loss_cls: 1.4116, loss: 1.4116, grad_norm: 3.5256 2020-09-30 03:21:48,560 - mmaction - INFO - Epoch [248][500/627] lr: 1.828e-03, eta: 1:38:16, time: 1.210, data_time: 0.001, memory: 8472, top1_acc: 0.6810, top5_acc: 0.8495, loss_cls: 1.3612, loss: 1.3612, grad_norm: 3.4767 2020-09-30 03:22:11,199 - mmaction - INFO - Epoch [248][520/627] lr: 1.828e-03, eta: 1:37:53, time: 1.133, data_time: 0.002, memory: 8472, top1_acc: 0.6680, top5_acc: 0.8449, loss_cls: 1.3944, loss: 1.3944, grad_norm: 3.5064 2020-09-30 03:22:33,957 - mmaction - INFO - Epoch [248][540/627] lr: 1.828e-03, eta: 1:37:30, time: 1.136, data_time: 0.001, memory: 8472, top1_acc: 0.6678, top5_acc: 0.8467, loss_cls: 1.4051, loss: 1.4051, grad_norm: 3.5309 2020-09-30 03:22:57,417 - mmaction - INFO - Epoch [248][560/627] lr: 1.828e-03, eta: 1:37:07, time: 1.175, data_time: 0.004, memory: 8472, top1_acc: 0.6694, top5_acc: 0.8417, loss_cls: 1.4214, loss: 1.4214, grad_norm: 3.5818 2020-09-30 03:23:21,023 - mmaction - INFO - Epoch [248][580/627] lr: 1.828e-03, eta: 1:36:44, time: 1.181, data_time: 0.186, memory: 8472, top1_acc: 0.6659, top5_acc: 0.8427, loss_cls: 1.4091, loss: 1.4091, grad_norm: 3.5584 2020-09-30 03:23:44,282 - mmaction - INFO - Epoch [248][600/627] lr: 1.828e-03, eta: 1:36:22, time: 1.163, data_time: 0.013, memory: 8472, top1_acc: 0.6684, top5_acc: 0.8492, loss_cls: 1.3763, loss: 1.3763, grad_norm: 3.5167 2020-09-30 03:24:08,214 - mmaction - INFO - Epoch [248][620/627] lr: 1.828e-03, eta: 1:35:59, time: 1.196, data_time: 0.089, memory: 8472, top1_acc: 0.6746, top5_acc: 0.8486, loss_cls: 1.3877, loss: 1.3877, grad_norm: 3.5335 2020-09-30 03:24:14,968 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-09-30 03:25:11,072 - mmaction - INFO - Epoch [249][20/627] lr: 1.445e-03, eta: 1:35:29, time: 2.785, data_time: 1.611, memory: 8472, top1_acc: 0.6827, top5_acc: 0.8564, loss_cls: 1.3450, loss: 1.3450, grad_norm: 3.4716 2020-09-30 03:25:35,084 - mmaction - INFO - Epoch [249][40/627] lr: 1.445e-03, eta: 1:35:06, time: 1.200, data_time: 0.072, memory: 8472, top1_acc: 0.6758, top5_acc: 0.8526, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.4823 2020-09-30 03:25:59,678 - mmaction - INFO - Epoch [249][60/627] lr: 1.445e-03, eta: 1:34:43, time: 1.230, data_time: 0.003, memory: 8472, top1_acc: 0.6720, top5_acc: 0.8461, loss_cls: 1.3822, loss: 1.3822, grad_norm: 3.5144 2020-09-30 03:26:23,097 - mmaction - INFO - Epoch [249][80/627] lr: 1.445e-03, eta: 1:34:20, time: 1.170, data_time: 0.002, memory: 8472, top1_acc: 0.6809, top5_acc: 0.8552, loss_cls: 1.3409, loss: 1.3409, grad_norm: 3.4706 2020-09-30 03:26:45,805 - mmaction - INFO - Epoch [249][100/627] lr: 1.445e-03, eta: 1:33:57, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.6780, top5_acc: 0.8522, loss_cls: 1.3590, loss: 1.3590, grad_norm: 3.5275 2020-09-30 03:27:10,555 - mmaction - INFO - Epoch [249][120/627] lr: 1.445e-03, eta: 1:33:34, time: 1.238, data_time: 0.003, memory: 8472, top1_acc: 0.6664, top5_acc: 0.8448, loss_cls: 1.4041, loss: 1.4041, grad_norm: 3.5454 2020-09-30 03:27:32,706 - mmaction - INFO - Epoch [249][140/627] lr: 1.445e-03, eta: 1:33:11, time: 1.109, data_time: 0.002, memory: 8472, top1_acc: 0.6736, top5_acc: 0.8464, loss_cls: 1.3882, loss: 1.3882, grad_norm: 3.5539 2020-09-30 03:27:55,903 - mmaction - INFO - Epoch [249][160/627] lr: 1.445e-03, eta: 1:32:48, time: 1.158, data_time: 0.001, memory: 8472, top1_acc: 0.6706, top5_acc: 0.8527, loss_cls: 1.3769, loss: 1.3769, grad_norm: 3.5347 2020-09-30 03:28:19,235 - mmaction - INFO - Epoch [249][180/627] lr: 1.445e-03, eta: 1:32:25, time: 1.168, data_time: 0.002, memory: 8472, top1_acc: 0.6642, top5_acc: 0.8414, loss_cls: 1.4185, loss: 1.4185, grad_norm: 3.5607 2020-09-30 03:28:44,036 - mmaction - INFO - Epoch [249][200/627] lr: 1.445e-03, eta: 1:32:02, time: 1.239, data_time: 0.002, memory: 8472, top1_acc: 0.6743, top5_acc: 0.8569, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.5261 2020-09-30 03:29:05,993 - mmaction - INFO - Epoch [249][220/627] lr: 1.445e-03, eta: 1:31:39, time: 1.099, data_time: 0.003, memory: 8472, top1_acc: 0.6642, top5_acc: 0.8465, loss_cls: 1.3886, loss: 1.3886, grad_norm: 3.5441 2020-09-30 03:29:29,261 - mmaction - INFO - Epoch [249][240/627] lr: 1.445e-03, eta: 1:31:16, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.6690, top5_acc: 0.8438, loss_cls: 1.4027, loss: 1.4027, grad_norm: 3.5296 2020-09-30 03:29:54,214 - mmaction - INFO - Epoch [249][260/627] lr: 1.445e-03, eta: 1:30:54, time: 1.247, data_time: 0.001, memory: 8472, top1_acc: 0.6755, top5_acc: 0.8469, loss_cls: 1.3959, loss: 1.3959, grad_norm: 3.5483 2020-09-30 03:30:16,981 - mmaction - INFO - Epoch [249][280/627] lr: 1.445e-03, eta: 1:30:31, time: 1.138, data_time: 0.001, memory: 8472, top1_acc: 0.6758, top5_acc: 0.8555, loss_cls: 1.3604, loss: 1.3604, grad_norm: 3.5092 2020-09-30 03:30:39,684 - mmaction - INFO - Epoch [249][300/627] lr: 1.445e-03, eta: 1:30:08, time: 1.135, data_time: 0.001, memory: 8472, top1_acc: 0.6625, top5_acc: 0.8461, loss_cls: 1.3981, loss: 1.3981, grad_norm: 3.5992 2020-09-30 03:31:03,176 - mmaction - INFO - Epoch [249][320/627] lr: 1.445e-03, eta: 1:29:45, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.6685, top5_acc: 0.8452, loss_cls: 1.3891, loss: 1.3891, grad_norm: 3.5416 2020-09-30 03:31:27,581 - mmaction - INFO - Epoch [249][340/627] lr: 1.445e-03, eta: 1:29:22, time: 1.219, data_time: 0.003, memory: 8472, top1_acc: 0.6749, top5_acc: 0.8440, loss_cls: 1.3919, loss: 1.3919, grad_norm: 3.5793 2020-09-30 03:31:50,130 - mmaction - INFO - Epoch [249][360/627] lr: 1.445e-03, eta: 1:28:59, time: 1.128, data_time: 0.004, memory: 8472, top1_acc: 0.6651, top5_acc: 0.8457, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.6284 2020-09-30 03:32:13,254 - mmaction - INFO - Epoch [249][380/627] lr: 1.445e-03, eta: 1:28:36, time: 1.157, data_time: 0.003, memory: 8472, top1_acc: 0.6703, top5_acc: 0.8427, loss_cls: 1.4035, loss: 1.4035, grad_norm: 3.5456 2020-09-30 03:32:36,051 - mmaction - INFO - Epoch [249][400/627] lr: 1.445e-03, eta: 1:28:13, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.6743, top5_acc: 0.8482, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.5334 2020-09-30 03:33:01,255 - mmaction - INFO - Epoch [249][420/627] lr: 1.445e-03, eta: 1:27:50, time: 1.261, data_time: 0.004, memory: 8472, top1_acc: 0.6665, top5_acc: 0.8413, loss_cls: 1.4112, loss: 1.4112, grad_norm: 3.5564 2020-09-30 03:33:22,163 - mmaction - INFO - Epoch [249][440/627] lr: 1.445e-03, eta: 1:27:27, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.6693, top5_acc: 0.8475, loss_cls: 1.3854, loss: 1.3854, grad_norm: 3.5269 2020-09-30 03:33:46,037 - mmaction - INFO - Epoch [249][460/627] lr: 1.445e-03, eta: 1:27:04, time: 1.194, data_time: 0.003, memory: 8472, top1_acc: 0.6751, top5_acc: 0.8514, loss_cls: 1.3751, loss: 1.3751, grad_norm: 3.5516 2020-09-30 03:34:09,715 - mmaction - INFO - Epoch [249][480/627] lr: 1.445e-03, eta: 1:26:41, time: 1.183, data_time: 0.003, memory: 8472, top1_acc: 0.6650, top5_acc: 0.8406, loss_cls: 1.4187, loss: 1.4187, grad_norm: 3.5585 2020-09-30 03:34:33,064 - mmaction - INFO - Epoch [249][500/627] lr: 1.445e-03, eta: 1:26:18, time: 1.169, data_time: 0.004, memory: 8472, top1_acc: 0.6741, top5_acc: 0.8440, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.5732 2020-09-30 03:34:57,666 - mmaction - INFO - Epoch [249][520/627] lr: 1.445e-03, eta: 1:25:56, time: 1.230, data_time: 0.002, memory: 8472, top1_acc: 0.6682, top5_acc: 0.8427, loss_cls: 1.4004, loss: 1.4004, grad_norm: 3.5480 2020-09-30 03:35:21,965 - mmaction - INFO - Epoch [249][540/627] lr: 1.445e-03, eta: 1:25:33, time: 1.214, data_time: 0.002, memory: 8472, top1_acc: 0.6707, top5_acc: 0.8517, loss_cls: 1.3696, loss: 1.3696, grad_norm: 3.5363 2020-09-30 03:35:45,213 - mmaction - INFO - Epoch [249][560/627] lr: 1.445e-03, eta: 1:25:10, time: 1.163, data_time: 0.004, memory: 8472, top1_acc: 0.6743, top5_acc: 0.8514, loss_cls: 1.3663, loss: 1.3663, grad_norm: 3.5328 2020-09-30 03:36:08,224 - mmaction - INFO - Epoch [249][580/627] lr: 1.445e-03, eta: 1:24:47, time: 1.149, data_time: 0.004, memory: 8472, top1_acc: 0.6685, top5_acc: 0.8438, loss_cls: 1.3926, loss: 1.3926, grad_norm: 3.5703 2020-09-30 03:36:32,474 - mmaction - INFO - Epoch [249][600/627] lr: 1.445e-03, eta: 1:24:24, time: 1.215, data_time: 0.004, memory: 8472, top1_acc: 0.6736, top5_acc: 0.8549, loss_cls: 1.3713, loss: 1.3713, grad_norm: 3.5376 2020-09-30 03:36:54,475 - mmaction - INFO - Epoch [249][620/627] lr: 1.445e-03, eta: 1:24:01, time: 1.100, data_time: 0.003, memory: 8472, top1_acc: 0.6816, top5_acc: 0.8527, loss_cls: 1.3396, loss: 1.3396, grad_norm: 3.5071 2020-09-30 03:37:57,386 - mmaction - INFO - Epoch [250][20/627] lr: 1.106e-03, eta: 1:23:31, time: 2.785, data_time: 1.494, memory: 8472, top1_acc: 0.6682, top5_acc: 0.8504, loss_cls: 1.3845, loss: 1.3845, grad_norm: 3.5962 2020-09-30 03:38:20,438 - mmaction - INFO - Epoch [250][40/627] lr: 1.106e-03, eta: 1:23:08, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.6504, top5_acc: 0.8423, loss_cls: 1.4357, loss: 1.4357, grad_norm: 3.6233 2020-09-30 03:38:43,348 - mmaction - INFO - Epoch [250][60/627] lr: 1.106e-03, eta: 1:22:45, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.6758, top5_acc: 0.8518, loss_cls: 1.3586, loss: 1.3586, grad_norm: 3.5307 2020-09-30 03:39:06,501 - mmaction - INFO - Epoch [250][80/627] lr: 1.106e-03, eta: 1:22:22, time: 1.160, data_time: 0.006, memory: 8472, top1_acc: 0.6759, top5_acc: 0.8483, loss_cls: 1.3704, loss: 1.3704, grad_norm: 3.5158 2020-09-30 03:39:30,223 - mmaction - INFO - Epoch [250][100/627] lr: 1.106e-03, eta: 1:21:59, time: 1.186, data_time: 0.002, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8439, loss_cls: 1.3961, loss: 1.3961, grad_norm: 3.5736 2020-09-30 03:39:53,669 - mmaction - INFO - Epoch [250][120/627] lr: 1.106e-03, eta: 1:21:36, time: 1.172, data_time: 0.097, memory: 8472, top1_acc: 0.6698, top5_acc: 0.8436, loss_cls: 1.4093, loss: 1.4093, grad_norm: 3.5537 2020-09-30 03:40:17,827 - mmaction - INFO - Epoch [250][140/627] lr: 1.106e-03, eta: 1:21:13, time: 1.207, data_time: 0.080, memory: 8472, top1_acc: 0.6732, top5_acc: 0.8495, loss_cls: 1.3890, loss: 1.3890, grad_norm: 3.5631 2020-09-30 03:40:41,264 - mmaction - INFO - Epoch [250][160/627] lr: 1.106e-03, eta: 1:20:50, time: 1.175, data_time: 0.004, memory: 8472, top1_acc: 0.6835, top5_acc: 0.8540, loss_cls: 1.3472, loss: 1.3472, grad_norm: 3.5261 2020-09-30 03:41:06,687 - mmaction - INFO - Epoch [250][180/627] lr: 1.106e-03, eta: 1:20:27, time: 1.270, data_time: 0.001, memory: 8472, top1_acc: 0.6740, top5_acc: 0.8505, loss_cls: 1.3706, loss: 1.3706, grad_norm: 3.5300 2020-09-30 03:41:29,933 - mmaction - INFO - Epoch [250][200/627] lr: 1.106e-03, eta: 1:20:04, time: 1.162, data_time: 0.076, memory: 8472, top1_acc: 0.6767, top5_acc: 0.8479, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.5230 2020-09-30 03:41:54,039 - mmaction - INFO - Epoch [250][220/627] lr: 1.106e-03, eta: 1:19:41, time: 1.204, data_time: 0.024, memory: 8472, top1_acc: 0.6801, top5_acc: 0.8507, loss_cls: 1.3718, loss: 1.3718, grad_norm: 3.5330 2020-09-30 03:42:16,868 - mmaction - INFO - Epoch [250][240/627] lr: 1.106e-03, eta: 1:19:18, time: 1.141, data_time: 0.003, memory: 8472, top1_acc: 0.6767, top5_acc: 0.8529, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.5464 2020-09-30 03:42:39,853 - mmaction - INFO - Epoch [250][260/627] lr: 1.106e-03, eta: 1:18:56, time: 1.151, data_time: 0.004, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8520, loss_cls: 1.3624, loss: 1.3624, grad_norm: 3.5186 2020-09-30 03:43:04,269 - mmaction - INFO - Epoch [250][280/627] lr: 1.106e-03, eta: 1:18:33, time: 1.221, data_time: 0.003, memory: 8472, top1_acc: 0.6684, top5_acc: 0.8488, loss_cls: 1.3838, loss: 1.3838, grad_norm: 3.5972 2020-09-30 03:43:26,662 - mmaction - INFO - Epoch [250][300/627] lr: 1.106e-03, eta: 1:18:10, time: 1.118, data_time: 0.002, memory: 8472, top1_acc: 0.6664, top5_acc: 0.8436, loss_cls: 1.4055, loss: 1.4055, grad_norm: 3.5958 2020-09-30 03:43:49,947 - mmaction - INFO - Epoch [250][320/627] lr: 1.106e-03, eta: 1:17:47, time: 1.166, data_time: 0.004, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8493, loss_cls: 1.3790, loss: 1.3790, grad_norm: 3.5688 2020-09-30 03:44:14,689 - mmaction - INFO - Epoch [250][340/627] lr: 1.106e-03, eta: 1:17:24, time: 1.237, data_time: 0.002, memory: 8472, top1_acc: 0.6796, top5_acc: 0.8557, loss_cls: 1.3592, loss: 1.3592, grad_norm: 3.5359 2020-09-30 03:44:38,703 - mmaction - INFO - Epoch [250][360/627] lr: 1.106e-03, eta: 1:17:01, time: 1.200, data_time: 0.001, memory: 8472, top1_acc: 0.6750, top5_acc: 0.8470, loss_cls: 1.3728, loss: 1.3728, grad_norm: 3.5452 2020-09-30 03:45:02,225 - mmaction - INFO - Epoch [250][380/627] lr: 1.106e-03, eta: 1:16:38, time: 1.177, data_time: 0.002, memory: 8472, top1_acc: 0.6749, top5_acc: 0.8508, loss_cls: 1.3514, loss: 1.3514, grad_norm: 3.5160 2020-09-30 03:45:26,529 - mmaction - INFO - Epoch [250][400/627] lr: 1.106e-03, eta: 1:16:15, time: 1.215, data_time: 0.002, memory: 8472, top1_acc: 0.6651, top5_acc: 0.8470, loss_cls: 1.3901, loss: 1.3901, grad_norm: 3.5346 2020-09-30 03:45:48,649 - mmaction - INFO - Epoch [250][420/627] lr: 1.106e-03, eta: 1:15:52, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.6766, top5_acc: 0.8615, loss_cls: 1.3280, loss: 1.3280, grad_norm: 3.4920 2020-09-30 03:46:13,984 - mmaction - INFO - Epoch [250][440/627] lr: 1.106e-03, eta: 1:15:29, time: 1.266, data_time: 0.001, memory: 8472, top1_acc: 0.6682, top5_acc: 0.8467, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.5456 2020-09-30 03:46:37,577 - mmaction - INFO - Epoch [250][460/627] lr: 1.106e-03, eta: 1:15:06, time: 1.179, data_time: 0.002, memory: 8472, top1_acc: 0.6753, top5_acc: 0.8493, loss_cls: 1.3616, loss: 1.3616, grad_norm: 3.5340 2020-09-30 03:47:01,677 - mmaction - INFO - Epoch [250][480/627] lr: 1.106e-03, eta: 1:14:43, time: 1.206, data_time: 0.002, memory: 8472, top1_acc: 0.6741, top5_acc: 0.8539, loss_cls: 1.3628, loss: 1.3628, grad_norm: 3.5438 2020-09-30 03:47:23,877 - mmaction - INFO - Epoch [250][500/627] lr: 1.106e-03, eta: 1:14:20, time: 1.109, data_time: 0.001, memory: 8472, top1_acc: 0.6723, top5_acc: 0.8529, loss_cls: 1.3567, loss: 1.3567, grad_norm: 3.5171 2020-09-30 03:47:46,735 - mmaction - INFO - Epoch [250][520/627] lr: 1.106e-03, eta: 1:13:58, time: 1.141, data_time: 0.002, memory: 8472, top1_acc: 0.6814, top5_acc: 0.8540, loss_cls: 1.3446, loss: 1.3446, grad_norm: 3.4825 2020-09-30 03:48:10,714 - mmaction - INFO - Epoch [250][540/627] lr: 1.106e-03, eta: 1:13:35, time: 1.199, data_time: 0.003, memory: 8472, top1_acc: 0.6682, top5_acc: 0.8496, loss_cls: 1.3793, loss: 1.3793, grad_norm: 3.5517 2020-09-30 03:48:34,122 - mmaction - INFO - Epoch [250][560/627] lr: 1.106e-03, eta: 1:13:12, time: 1.172, data_time: 0.004, memory: 8472, top1_acc: 0.6733, top5_acc: 0.8475, loss_cls: 1.3781, loss: 1.3781, grad_norm: 3.5603 2020-09-30 03:48:57,370 - mmaction - INFO - Epoch [250][580/627] lr: 1.106e-03, eta: 1:12:49, time: 1.161, data_time: 0.001, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8466, loss_cls: 1.3790, loss: 1.3790, grad_norm: 3.5368 2020-09-30 03:49:20,244 - mmaction - INFO - Epoch [250][600/627] lr: 1.106e-03, eta: 1:12:26, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6674, top5_acc: 0.8443, loss_cls: 1.4007, loss: 1.4007, grad_norm: 3.5598 2020-09-30 03:49:43,318 - mmaction - INFO - Epoch [250][620/627] lr: 1.106e-03, eta: 1:12:03, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.6781, top5_acc: 0.8578, loss_cls: 1.3502, loss: 1.3502, grad_norm: 3.5592 2020-09-30 03:51:16,728 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-30 03:51:17,415 - mmaction - INFO - top1_acc 0.6683 top5_acc 0.8680 2020-09-30 03:51:17,416 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-30 03:51:17,460 - mmaction - INFO - mean_acc 0.6681 2020-09-30 03:51:17,460 - mmaction - INFO - Now best checkpoint is epoch_250.pth 2020-09-30 03:51:17,476 - mmaction - INFO - Epoch(val) [250][627] top1_acc: 0.6683, top5_acc: 0.8680, mean_class_accuracy: 0.6681 2020-09-30 03:52:10,030 - mmaction - INFO - Epoch [251][20/627] lr: 8.129e-04, eta: 1:11:32, time: 2.626, data_time: 1.547, memory: 8472, top1_acc: 0.6855, top5_acc: 0.8507, loss_cls: 1.3438, loss: 1.3438, grad_norm: 3.5280 2020-09-30 03:52:35,241 - mmaction - INFO - Epoch [251][40/627] lr: 8.129e-04, eta: 1:11:10, time: 1.259, data_time: 0.003, memory: 8472, top1_acc: 0.6660, top5_acc: 0.8474, loss_cls: 1.3865, loss: 1.3865, grad_norm: 3.6250 2020-09-30 03:52:58,522 - mmaction - INFO - Epoch [251][60/627] lr: 8.129e-04, eta: 1:10:47, time: 1.165, data_time: 0.004, memory: 8472, top1_acc: 0.6732, top5_acc: 0.8488, loss_cls: 1.3720, loss: 1.3720, grad_norm: 3.5440 2020-09-30 03:53:21,610 - mmaction - INFO - Epoch [251][80/627] lr: 8.129e-04, eta: 1:10:24, time: 1.154, data_time: 0.003, memory: 8472, top1_acc: 0.6803, top5_acc: 0.8475, loss_cls: 1.3629, loss: 1.3629, grad_norm: 3.5026 2020-09-30 03:53:45,310 - mmaction - INFO - Epoch [251][100/627] lr: 8.129e-04, eta: 1:10:01, time: 1.185, data_time: 0.004, memory: 8472, top1_acc: 0.6733, top5_acc: 0.8501, loss_cls: 1.3841, loss: 1.3841, grad_norm: 3.5486 2020-09-30 03:54:08,681 - mmaction - INFO - Epoch [251][120/627] lr: 8.129e-04, eta: 1:09:38, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.6750, top5_acc: 0.8444, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.6038 2020-09-30 03:54:33,493 - mmaction - INFO - Epoch [251][140/627] lr: 8.129e-04, eta: 1:09:15, time: 1.241, data_time: 0.002, memory: 8472, top1_acc: 0.6740, top5_acc: 0.8539, loss_cls: 1.3664, loss: 1.3664, grad_norm: 3.5321 2020-09-30 03:54:56,982 - mmaction - INFO - Epoch [251][160/627] lr: 8.129e-04, eta: 1:08:52, time: 1.174, data_time: 0.002, memory: 8472, top1_acc: 0.6690, top5_acc: 0.8526, loss_cls: 1.3718, loss: 1.3718, grad_norm: 3.5652 2020-09-30 03:55:18,940 - mmaction - INFO - Epoch [251][180/627] lr: 8.129e-04, eta: 1:08:29, time: 1.097, data_time: 0.002, memory: 8472, top1_acc: 0.6757, top5_acc: 0.8471, loss_cls: 1.3707, loss: 1.3707, grad_norm: 3.5599 2020-09-30 03:55:43,547 - mmaction - INFO - Epoch [251][200/627] lr: 8.129e-04, eta: 1:08:06, time: 1.232, data_time: 0.003, memory: 8472, top1_acc: 0.6826, top5_acc: 0.8564, loss_cls: 1.3371, loss: 1.3371, grad_norm: 3.4900 2020-09-30 03:56:05,697 - mmaction - INFO - Epoch [251][220/627] lr: 8.129e-04, eta: 1:07:43, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.6767, top5_acc: 0.8521, loss_cls: 1.3513, loss: 1.3513, grad_norm: 3.5450 2020-09-30 03:56:29,055 - mmaction - INFO - Epoch [251][240/627] lr: 8.129e-04, eta: 1:07:20, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.6680, top5_acc: 0.8464, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.5875 2020-09-30 03:56:53,170 - mmaction - INFO - Epoch [251][260/627] lr: 8.129e-04, eta: 1:06:57, time: 1.207, data_time: 0.004, memory: 8472, top1_acc: 0.6655, top5_acc: 0.8432, loss_cls: 1.4095, loss: 1.4095, grad_norm: 3.6141 2020-09-30 03:57:16,556 - mmaction - INFO - Epoch [251][280/627] lr: 8.129e-04, eta: 1:06:34, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.6767, top5_acc: 0.8551, loss_cls: 1.3447, loss: 1.3447, grad_norm: 3.5450 2020-09-30 03:57:41,093 - mmaction - INFO - Epoch [251][300/627] lr: 8.129e-04, eta: 1:06:11, time: 1.227, data_time: 0.001, memory: 8472, top1_acc: 0.6802, top5_acc: 0.8581, loss_cls: 1.3424, loss: 1.3424, grad_norm: 3.5467 2020-09-30 03:58:04,627 - mmaction - INFO - Epoch [251][320/627] lr: 8.129e-04, eta: 1:05:48, time: 1.175, data_time: 0.001, memory: 8472, top1_acc: 0.6749, top5_acc: 0.8522, loss_cls: 1.3785, loss: 1.3785, grad_norm: 3.5953 2020-09-30 03:58:27,368 - mmaction - INFO - Epoch [251][340/627] lr: 8.129e-04, eta: 1:05:26, time: 1.139, data_time: 0.003, memory: 8472, top1_acc: 0.6645, top5_acc: 0.8471, loss_cls: 1.4027, loss: 1.4027, grad_norm: 3.5783 2020-09-30 03:58:51,330 - mmaction - INFO - Epoch [251][360/627] lr: 8.129e-04, eta: 1:05:03, time: 1.197, data_time: 0.001, memory: 8472, top1_acc: 0.6759, top5_acc: 0.8488, loss_cls: 1.3752, loss: 1.3752, grad_norm: 3.5457 2020-09-30 03:59:16,336 - mmaction - INFO - Epoch [251][380/627] lr: 8.129e-04, eta: 1:04:40, time: 1.250, data_time: 0.003, memory: 8472, top1_acc: 0.6819, top5_acc: 0.8520, loss_cls: 1.3591, loss: 1.3591, grad_norm: 3.5626 2020-09-30 03:59:39,025 - mmaction - INFO - Epoch [251][400/627] lr: 8.129e-04, eta: 1:04:17, time: 1.136, data_time: 0.003, memory: 8472, top1_acc: 0.6749, top5_acc: 0.8516, loss_cls: 1.3714, loss: 1.3714, grad_norm: 3.5403 2020-09-30 04:00:01,929 - mmaction - INFO - Epoch [251][420/627] lr: 8.129e-04, eta: 1:03:54, time: 1.145, data_time: 0.001, memory: 8472, top1_acc: 0.6706, top5_acc: 0.8497, loss_cls: 1.3770, loss: 1.3770, grad_norm: 3.5627 2020-09-30 04:00:24,351 - mmaction - INFO - Epoch [251][440/627] lr: 8.129e-04, eta: 1:03:31, time: 1.120, data_time: 0.028, memory: 8472, top1_acc: 0.6829, top5_acc: 0.8521, loss_cls: 1.3548, loss: 1.3548, grad_norm: 3.5231 2020-09-30 04:00:49,199 - mmaction - INFO - Epoch [251][460/627] lr: 8.129e-04, eta: 1:03:08, time: 1.243, data_time: 0.055, memory: 8472, top1_acc: 0.6691, top5_acc: 0.8464, loss_cls: 1.3888, loss: 1.3888, grad_norm: 3.5884 2020-09-30 04:01:13,128 - mmaction - INFO - Epoch [251][480/627] lr: 8.129e-04, eta: 1:02:45, time: 1.197, data_time: 0.002, memory: 8472, top1_acc: 0.6837, top5_acc: 0.8552, loss_cls: 1.3316, loss: 1.3316, grad_norm: 3.5139 2020-09-30 04:01:34,793 - mmaction - INFO - Epoch [251][500/627] lr: 8.129e-04, eta: 1:02:22, time: 1.083, data_time: 0.010, memory: 8472, top1_acc: 0.6754, top5_acc: 0.8493, loss_cls: 1.3566, loss: 1.3566, grad_norm: 3.5350 2020-09-30 04:01:58,583 - mmaction - INFO - Epoch [251][520/627] lr: 8.129e-04, eta: 1:01:59, time: 1.187, data_time: 0.002, memory: 8472, top1_acc: 0.6673, top5_acc: 0.8460, loss_cls: 1.3965, loss: 1.3965, grad_norm: 3.6352 2020-09-30 04:02:21,630 - mmaction - INFO - Epoch [251][540/627] lr: 8.129e-04, eta: 1:01:36, time: 1.153, data_time: 0.004, memory: 8472, top1_acc: 0.6770, top5_acc: 0.8504, loss_cls: 1.3654, loss: 1.3654, grad_norm: 3.5505 2020-09-30 04:02:45,664 - mmaction - INFO - Epoch [251][560/627] lr: 8.129e-04, eta: 1:01:13, time: 1.203, data_time: 0.003, memory: 8472, top1_acc: 0.6785, top5_acc: 0.8533, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.5327 2020-09-30 04:03:08,675 - mmaction - INFO - Epoch [251][580/627] lr: 8.129e-04, eta: 1:00:50, time: 1.150, data_time: 0.003, memory: 8472, top1_acc: 0.6781, top5_acc: 0.8470, loss_cls: 1.3601, loss: 1.3601, grad_norm: 3.5511 2020-09-30 04:03:32,830 - mmaction - INFO - Epoch [251][600/627] lr: 8.129e-04, eta: 1:00:27, time: 1.208, data_time: 0.002, memory: 8472, top1_acc: 0.6742, top5_acc: 0.8504, loss_cls: 1.3694, loss: 1.3694, grad_norm: 3.5201 2020-09-30 04:03:57,138 - mmaction - INFO - Epoch [251][620/627] lr: 8.129e-04, eta: 1:00:04, time: 1.215, data_time: 0.002, memory: 8472, top1_acc: 0.6866, top5_acc: 0.8520, loss_cls: 1.3337, loss: 1.3337, grad_norm: 3.5278 2020-09-30 04:05:03,585 - mmaction - INFO - Epoch [252][20/627] lr: 5.646e-04, eta: 0:59:34, time: 2.919, data_time: 1.975, memory: 8472, top1_acc: 0.6741, top5_acc: 0.8471, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.5325 2020-09-30 04:05:28,163 - mmaction - INFO - Epoch [252][40/627] lr: 5.646e-04, eta: 0:59:11, time: 1.230, data_time: 0.275, memory: 8472, top1_acc: 0.6753, top5_acc: 0.8547, loss_cls: 1.3448, loss: 1.3448, grad_norm: 3.5379 2020-09-30 04:05:51,617 - mmaction - INFO - Epoch [252][60/627] lr: 5.646e-04, eta: 0:58:48, time: 1.172, data_time: 0.215, memory: 8472, top1_acc: 0.6728, top5_acc: 0.8477, loss_cls: 1.3819, loss: 1.3819, grad_norm: 3.5855 2020-09-30 04:06:16,057 - mmaction - INFO - Epoch [252][80/627] lr: 5.646e-04, eta: 0:58:25, time: 1.223, data_time: 0.154, memory: 8472, top1_acc: 0.6799, top5_acc: 0.8507, loss_cls: 1.3525, loss: 1.3525, grad_norm: 3.5600 2020-09-30 04:06:38,430 - mmaction - INFO - Epoch [252][100/627] lr: 5.646e-04, eta: 0:58:02, time: 1.118, data_time: 0.003, memory: 8472, top1_acc: 0.6695, top5_acc: 0.8461, loss_cls: 1.4087, loss: 1.4087, grad_norm: 3.6117 2020-09-30 04:07:01,820 - mmaction - INFO - Epoch [252][120/627] lr: 5.646e-04, eta: 0:57:39, time: 1.170, data_time: 0.003, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8569, loss_cls: 1.3403, loss: 1.3403, grad_norm: 3.5412 2020-09-30 04:07:27,710 - mmaction - INFO - Epoch [252][140/627] lr: 5.646e-04, eta: 0:57:16, time: 1.295, data_time: 0.002, memory: 8472, top1_acc: 0.6763, top5_acc: 0.8440, loss_cls: 1.3596, loss: 1.3596, grad_norm: 3.5596 2020-09-30 04:07:49,843 - mmaction - INFO - Epoch [252][160/627] lr: 5.646e-04, eta: 0:56:53, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.6732, top5_acc: 0.8531, loss_cls: 1.3590, loss: 1.3590, grad_norm: 3.5448 2020-09-30 04:08:14,666 - mmaction - INFO - Epoch [252][180/627] lr: 5.646e-04, eta: 0:56:31, time: 1.243, data_time: 0.004, memory: 8472, top1_acc: 0.6760, top5_acc: 0.8504, loss_cls: 1.3704, loss: 1.3704, grad_norm: 3.5732 2020-09-30 04:08:38,036 - mmaction - INFO - Epoch [252][200/627] lr: 5.646e-04, eta: 0:56:08, time: 1.169, data_time: 0.002, memory: 8472, top1_acc: 0.6753, top5_acc: 0.8526, loss_cls: 1.3695, loss: 1.3695, grad_norm: 3.5838 2020-09-30 04:09:02,201 - mmaction - INFO - Epoch [252][220/627] lr: 5.646e-04, eta: 0:55:45, time: 1.209, data_time: 0.002, memory: 8472, top1_acc: 0.6807, top5_acc: 0.8529, loss_cls: 1.3312, loss: 1.3312, grad_norm: 3.5386 2020-09-30 04:09:26,129 - mmaction - INFO - Epoch [252][240/627] lr: 5.646e-04, eta: 0:55:22, time: 1.195, data_time: 0.001, memory: 8472, top1_acc: 0.6651, top5_acc: 0.8413, loss_cls: 1.4160, loss: 1.4160, grad_norm: 3.6335 2020-09-30 04:09:47,723 - mmaction - INFO - Epoch [252][260/627] lr: 5.646e-04, eta: 0:54:59, time: 1.080, data_time: 0.003, memory: 8472, top1_acc: 0.6868, top5_acc: 0.8566, loss_cls: 1.3190, loss: 1.3190, grad_norm: 3.5596 2020-09-30 04:10:12,215 - mmaction - INFO - Epoch [252][280/627] lr: 5.646e-04, eta: 0:54:36, time: 1.226, data_time: 0.003, memory: 8472, top1_acc: 0.6723, top5_acc: 0.8552, loss_cls: 1.3665, loss: 1.3665, grad_norm: 3.5955 2020-09-30 04:10:35,213 - mmaction - INFO - Epoch [252][300/627] lr: 5.646e-04, eta: 0:54:13, time: 1.149, data_time: 0.002, memory: 8472, top1_acc: 0.6742, top5_acc: 0.8504, loss_cls: 1.3703, loss: 1.3703, grad_norm: 3.5791 2020-09-30 04:10:59,312 - mmaction - INFO - Epoch [252][320/627] lr: 5.646e-04, eta: 0:53:50, time: 1.207, data_time: 0.002, memory: 8472, top1_acc: 0.6760, top5_acc: 0.8496, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.5628 2020-09-30 04:11:24,661 - mmaction - INFO - Epoch [252][340/627] lr: 5.646e-04, eta: 0:53:27, time: 1.267, data_time: 0.001, memory: 8472, top1_acc: 0.6863, top5_acc: 0.8520, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.5281 2020-09-30 04:11:47,514 - mmaction - INFO - Epoch [252][360/627] lr: 5.646e-04, eta: 0:53:04, time: 1.142, data_time: 0.001, memory: 8472, top1_acc: 0.6764, top5_acc: 0.8510, loss_cls: 1.3463, loss: 1.3463, grad_norm: 3.5848 2020-09-30 04:12:11,351 - mmaction - INFO - Epoch [252][380/627] lr: 5.646e-04, eta: 0:52:41, time: 1.191, data_time: 0.002, memory: 8472, top1_acc: 0.6652, top5_acc: 0.8443, loss_cls: 1.4006, loss: 1.4006, grad_norm: 3.6423 2020-09-30 04:12:34,566 - mmaction - INFO - Epoch [252][400/627] lr: 5.646e-04, eta: 0:52:18, time: 1.160, data_time: 0.002, memory: 8472, top1_acc: 0.6720, top5_acc: 0.8492, loss_cls: 1.3896, loss: 1.3896, grad_norm: 3.5818 2020-09-30 04:12:59,084 - mmaction - INFO - Epoch [252][420/627] lr: 5.646e-04, eta: 0:51:55, time: 1.226, data_time: 0.003, memory: 8472, top1_acc: 0.6824, top5_acc: 0.8523, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.5717 2020-09-30 04:13:23,614 - mmaction - INFO - Epoch [252][440/627] lr: 5.646e-04, eta: 0:51:32, time: 1.226, data_time: 0.003, memory: 8472, top1_acc: 0.6783, top5_acc: 0.8549, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.5497 2020-09-30 04:13:45,539 - mmaction - INFO - Epoch [252][460/627] lr: 5.646e-04, eta: 0:51:09, time: 1.098, data_time: 0.003, memory: 8472, top1_acc: 0.6785, top5_acc: 0.8543, loss_cls: 1.3446, loss: 1.3446, grad_norm: 3.5926 2020-09-30 04:14:09,152 - mmaction - INFO - Epoch [252][480/627] lr: 5.646e-04, eta: 0:50:46, time: 1.182, data_time: 0.002, memory: 8472, top1_acc: 0.6741, top5_acc: 0.8514, loss_cls: 1.3753, loss: 1.3753, grad_norm: 3.5899 2020-09-30 04:14:32,861 - mmaction - INFO - Epoch [252][500/627] lr: 5.646e-04, eta: 0:50:24, time: 1.184, data_time: 0.001, memory: 8472, top1_acc: 0.6837, top5_acc: 0.8513, loss_cls: 1.3479, loss: 1.3479, grad_norm: 3.5309 2020-09-30 04:14:54,973 - mmaction - INFO - Epoch [252][520/627] lr: 5.646e-04, eta: 0:50:01, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.6750, top5_acc: 0.8523, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.5986 2020-09-30 04:15:18,314 - mmaction - INFO - Epoch [252][540/627] lr: 5.646e-04, eta: 0:49:38, time: 1.170, data_time: 0.004, memory: 8472, top1_acc: 0.6690, top5_acc: 0.8522, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.5942 2020-09-30 04:15:43,228 - mmaction - INFO - Epoch [252][560/627] lr: 5.646e-04, eta: 0:49:15, time: 1.245, data_time: 0.002, memory: 8472, top1_acc: 0.6734, top5_acc: 0.8517, loss_cls: 1.3610, loss: 1.3610, grad_norm: 3.5614 2020-09-30 04:16:06,578 - mmaction - INFO - Epoch [252][580/627] lr: 5.646e-04, eta: 0:48:52, time: 1.169, data_time: 0.003, memory: 8472, top1_acc: 0.6759, top5_acc: 0.8500, loss_cls: 1.3724, loss: 1.3724, grad_norm: 3.5573 2020-09-30 04:16:28,489 - mmaction - INFO - Epoch [252][600/627] lr: 5.646e-04, eta: 0:48:29, time: 1.095, data_time: 0.075, memory: 8472, top1_acc: 0.6849, top5_acc: 0.8559, loss_cls: 1.3375, loss: 1.3375, grad_norm: 3.4974 2020-09-30 04:16:52,805 - mmaction - INFO - Epoch [252][620/627] lr: 5.646e-04, eta: 0:48:06, time: 1.216, data_time: 0.117, memory: 8472, top1_acc: 0.6835, top5_acc: 0.8587, loss_cls: 1.3350, loss: 1.3350, grad_norm: 3.5190 2020-09-30 04:16:59,939 - mmaction - INFO - Saving checkpoint at 252 epochs 2020-09-30 04:17:57,916 - mmaction - INFO - Epoch [253][20/627] lr: 3.614e-04, eta: 0:47:35, time: 2.879, data_time: 1.769, memory: 8472, top1_acc: 0.6698, top5_acc: 0.8465, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.6202 2020-09-30 04:18:22,329 - mmaction - INFO - Epoch [253][40/627] lr: 3.614e-04, eta: 0:47:12, time: 1.221, data_time: 0.012, memory: 8472, top1_acc: 0.6724, top5_acc: 0.8507, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.5621 2020-09-30 04:18:45,293 - mmaction - INFO - Epoch [253][60/627] lr: 3.614e-04, eta: 0:46:49, time: 1.149, data_time: 0.094, memory: 8472, top1_acc: 0.6708, top5_acc: 0.8478, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.5793 2020-09-30 04:19:07,841 - mmaction - INFO - Epoch [253][80/627] lr: 3.614e-04, eta: 0:46:26, time: 1.127, data_time: 0.016, memory: 8472, top1_acc: 0.6785, top5_acc: 0.8497, loss_cls: 1.3680, loss: 1.3680, grad_norm: 3.5728 2020-09-30 04:19:31,721 - mmaction - INFO - Epoch [253][100/627] lr: 3.614e-04, eta: 0:46:03, time: 1.194, data_time: 0.002, memory: 8472, top1_acc: 0.6738, top5_acc: 0.8460, loss_cls: 1.3750, loss: 1.3750, grad_norm: 3.5552 2020-09-30 04:19:55,103 - mmaction - INFO - Epoch [253][120/627] lr: 3.614e-04, eta: 0:45:41, time: 1.168, data_time: 0.002, memory: 8472, top1_acc: 0.6829, top5_acc: 0.8603, loss_cls: 1.3200, loss: 1.3200, grad_norm: 3.4976 2020-09-30 04:20:19,873 - mmaction - INFO - Epoch [253][140/627] lr: 3.614e-04, eta: 0:45:18, time: 1.240, data_time: 0.002, memory: 8472, top1_acc: 0.6745, top5_acc: 0.8456, loss_cls: 1.3763, loss: 1.3763, grad_norm: 3.5549 2020-09-30 04:20:44,021 - mmaction - INFO - Epoch [253][160/627] lr: 3.614e-04, eta: 0:44:55, time: 1.206, data_time: 0.001, memory: 8472, top1_acc: 0.6742, top5_acc: 0.8474, loss_cls: 1.3765, loss: 1.3765, grad_norm: 3.5745 2020-09-30 04:21:07,239 - mmaction - INFO - Epoch [253][180/627] lr: 3.614e-04, eta: 0:44:32, time: 1.162, data_time: 0.003, memory: 8472, top1_acc: 0.6786, top5_acc: 0.8497, loss_cls: 1.3440, loss: 1.3440, grad_norm: 3.5482 2020-09-30 04:21:29,624 - mmaction - INFO - Epoch [253][200/627] lr: 3.614e-04, eta: 0:44:09, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.6906, top5_acc: 0.8581, loss_cls: 1.3134, loss: 1.3134, grad_norm: 3.5118 2020-09-30 04:21:53,719 - mmaction - INFO - Epoch [253][220/627] lr: 3.614e-04, eta: 0:43:46, time: 1.205, data_time: 0.002, memory: 8472, top1_acc: 0.6826, top5_acc: 0.8546, loss_cls: 1.3511, loss: 1.3511, grad_norm: 3.5827 2020-09-30 04:22:18,444 - mmaction - INFO - Epoch [253][240/627] lr: 3.614e-04, eta: 0:43:23, time: 1.236, data_time: 0.002, memory: 8472, top1_acc: 0.6826, top5_acc: 0.8557, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.5622 2020-09-30 04:22:39,906 - mmaction - INFO - Epoch [253][260/627] lr: 3.614e-04, eta: 0:43:00, time: 1.072, data_time: 0.002, memory: 8472, top1_acc: 0.6815, top5_acc: 0.8470, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.5459 2020-09-30 04:23:03,359 - mmaction - INFO - Epoch [253][280/627] lr: 3.614e-04, eta: 0:42:37, time: 1.174, data_time: 0.004, memory: 8472, top1_acc: 0.6736, top5_acc: 0.8516, loss_cls: 1.3562, loss: 1.3562, grad_norm: 3.5670 2020-09-30 04:23:26,584 - mmaction - INFO - Epoch [253][300/627] lr: 3.614e-04, eta: 0:42:14, time: 1.160, data_time: 0.001, memory: 8472, top1_acc: 0.6818, top5_acc: 0.8574, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.5621 2020-09-30 04:23:52,221 - mmaction - INFO - Epoch [253][320/627] lr: 3.614e-04, eta: 0:41:51, time: 1.282, data_time: 0.003, memory: 8472, top1_acc: 0.6777, top5_acc: 0.8492, loss_cls: 1.3739, loss: 1.3739, grad_norm: 3.6173 2020-09-30 04:24:16,100 - mmaction - INFO - Epoch [253][340/627] lr: 3.614e-04, eta: 0:41:28, time: 1.192, data_time: 0.002, memory: 8472, top1_acc: 0.6819, top5_acc: 0.8512, loss_cls: 1.3359, loss: 1.3359, grad_norm: 3.5292 2020-09-30 04:24:38,921 - mmaction - INFO - Epoch [253][360/627] lr: 3.614e-04, eta: 0:41:05, time: 1.143, data_time: 0.004, memory: 8472, top1_acc: 0.6796, top5_acc: 0.8546, loss_cls: 1.3543, loss: 1.3543, grad_norm: 3.5564 2020-09-30 04:25:01,794 - mmaction - INFO - Epoch [253][380/627] lr: 3.614e-04, eta: 0:40:42, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6668, top5_acc: 0.8471, loss_cls: 1.3783, loss: 1.3783, grad_norm: 3.6146 2020-09-30 04:25:26,042 - mmaction - INFO - Epoch [253][400/627] lr: 3.614e-04, eta: 0:40:19, time: 1.213, data_time: 0.002, memory: 8472, top1_acc: 0.6768, top5_acc: 0.8491, loss_cls: 1.3665, loss: 1.3665, grad_norm: 3.6046 2020-09-30 04:25:49,080 - mmaction - INFO - Epoch [253][420/627] lr: 3.614e-04, eta: 0:39:56, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.6846, top5_acc: 0.8543, loss_cls: 1.3304, loss: 1.3304, grad_norm: 3.5414 2020-09-30 04:26:12,227 - mmaction - INFO - Epoch [253][440/627] lr: 3.614e-04, eta: 0:39:33, time: 1.156, data_time: 0.003, memory: 8472, top1_acc: 0.6736, top5_acc: 0.8461, loss_cls: 1.3924, loss: 1.3924, grad_norm: 3.5887 2020-09-30 04:26:35,994 - mmaction - INFO - Epoch [253][460/627] lr: 3.614e-04, eta: 0:39:10, time: 1.191, data_time: 0.004, memory: 8472, top1_acc: 0.6810, top5_acc: 0.8507, loss_cls: 1.3546, loss: 1.3546, grad_norm: 3.5637 2020-09-30 04:26:58,822 - mmaction - INFO - Epoch [253][480/627] lr: 3.614e-04, eta: 0:38:47, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.6714, top5_acc: 0.8475, loss_cls: 1.3793, loss: 1.3793, grad_norm: 3.6270 2020-09-30 04:27:22,049 - mmaction - INFO - Epoch [253][500/627] lr: 3.614e-04, eta: 0:38:24, time: 1.161, data_time: 0.001, memory: 8472, top1_acc: 0.6768, top5_acc: 0.8566, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.5886 2020-09-30 04:27:45,267 - mmaction - INFO - Epoch [253][520/627] lr: 3.614e-04, eta: 0:38:02, time: 1.161, data_time: 0.002, memory: 8472, top1_acc: 0.6707, top5_acc: 0.8447, loss_cls: 1.3795, loss: 1.3795, grad_norm: 3.5850 2020-09-30 04:28:09,660 - mmaction - INFO - Epoch [253][540/627] lr: 3.614e-04, eta: 0:37:39, time: 1.218, data_time: 0.002, memory: 8472, top1_acc: 0.6829, top5_acc: 0.8555, loss_cls: 1.3485, loss: 1.3485, grad_norm: 3.5502 2020-09-30 04:28:32,453 - mmaction - INFO - Epoch [253][560/627] lr: 3.614e-04, eta: 0:37:16, time: 1.140, data_time: 0.003, memory: 8472, top1_acc: 0.6781, top5_acc: 0.8488, loss_cls: 1.3652, loss: 1.3652, grad_norm: 3.5586 2020-09-30 04:28:55,852 - mmaction - INFO - Epoch [253][580/627] lr: 3.614e-04, eta: 0:36:53, time: 1.171, data_time: 0.003, memory: 8472, top1_acc: 0.6771, top5_acc: 0.8562, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.5323 2020-09-30 04:29:18,861 - mmaction - INFO - Epoch [253][600/627] lr: 3.614e-04, eta: 0:36:30, time: 1.150, data_time: 0.002, memory: 8472, top1_acc: 0.6807, top5_acc: 0.8536, loss_cls: 1.3394, loss: 1.3394, grad_norm: 3.5526 2020-09-30 04:29:41,869 - mmaction - INFO - Epoch [253][620/627] lr: 3.614e-04, eta: 0:36:07, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.6671, top5_acc: 0.8480, loss_cls: 1.3928, loss: 1.3928, grad_norm: 3.6544 2020-09-30 04:30:46,043 - mmaction - INFO - Epoch [254][20/627] lr: 2.033e-04, eta: 0:35:36, time: 2.851, data_time: 1.662, memory: 8472, top1_acc: 0.6771, top5_acc: 0.8569, loss_cls: 1.3437, loss: 1.3437, grad_norm: 3.5738 2020-09-30 04:31:09,750 - mmaction - INFO - Epoch [254][40/627] lr: 2.033e-04, eta: 0:35:13, time: 1.185, data_time: 0.003, memory: 8472, top1_acc: 0.6811, top5_acc: 0.8642, loss_cls: 1.3073, loss: 1.3073, grad_norm: 3.5564 2020-09-30 04:31:32,921 - mmaction - INFO - Epoch [254][60/627] lr: 2.033e-04, eta: 0:34:50, time: 1.159, data_time: 0.002, memory: 8472, top1_acc: 0.6790, top5_acc: 0.8440, loss_cls: 1.3797, loss: 1.3797, grad_norm: 3.5302 2020-09-30 04:31:54,408 - mmaction - INFO - Epoch [254][80/627] lr: 2.033e-04, eta: 0:34:27, time: 1.073, data_time: 0.002, memory: 8472, top1_acc: 0.6689, top5_acc: 0.8449, loss_cls: 1.3972, loss: 1.3972, grad_norm: 3.5695 2020-09-30 04:32:18,003 - mmaction - INFO - Epoch [254][100/627] lr: 2.033e-04, eta: 0:34:04, time: 1.180, data_time: 0.003, memory: 8472, top1_acc: 0.6757, top5_acc: 0.8504, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.5744 2020-09-30 04:32:41,667 - mmaction - INFO - Epoch [254][120/627] lr: 2.033e-04, eta: 0:33:41, time: 1.184, data_time: 0.002, memory: 8472, top1_acc: 0.6793, top5_acc: 0.8526, loss_cls: 1.3487, loss: 1.3487, grad_norm: 3.5577 2020-09-30 04:33:03,918 - mmaction - INFO - Epoch [254][140/627] lr: 2.033e-04, eta: 0:33:18, time: 1.113, data_time: 0.002, memory: 8472, top1_acc: 0.6693, top5_acc: 0.8507, loss_cls: 1.3705, loss: 1.3705, grad_norm: 3.5907 2020-09-30 04:33:28,153 - mmaction - INFO - Epoch [254][160/627] lr: 2.033e-04, eta: 0:32:55, time: 1.211, data_time: 0.001, memory: 8472, top1_acc: 0.6773, top5_acc: 0.8488, loss_cls: 1.3642, loss: 1.3642, grad_norm: 3.5828 2020-09-30 04:33:50,918 - mmaction - INFO - Epoch [254][180/627] lr: 2.033e-04, eta: 0:32:32, time: 1.138, data_time: 0.002, memory: 8472, top1_acc: 0.6849, top5_acc: 0.8492, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.5498 2020-09-30 04:34:12,526 - mmaction - INFO - Epoch [254][200/627] lr: 2.033e-04, eta: 0:32:09, time: 1.081, data_time: 0.003, memory: 8472, top1_acc: 0.6784, top5_acc: 0.8510, loss_cls: 1.3380, loss: 1.3380, grad_norm: 3.5216 2020-09-30 04:34:34,915 - mmaction - INFO - Epoch [254][220/627] lr: 2.033e-04, eta: 0:31:46, time: 1.120, data_time: 0.002, memory: 8472, top1_acc: 0.6720, top5_acc: 0.8556, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.5593 2020-09-30 04:34:59,788 - mmaction - INFO - Epoch [254][240/627] lr: 2.033e-04, eta: 0:31:24, time: 1.243, data_time: 0.002, memory: 8472, top1_acc: 0.6757, top5_acc: 0.8486, loss_cls: 1.3661, loss: 1.3661, grad_norm: 3.5500 2020-09-30 04:35:21,118 - mmaction - INFO - Epoch [254][260/627] lr: 2.033e-04, eta: 0:31:01, time: 1.066, data_time: 0.002, memory: 8472, top1_acc: 0.6729, top5_acc: 0.8533, loss_cls: 1.3653, loss: 1.3653, grad_norm: 3.5965 2020-09-30 04:35:44,824 - mmaction - INFO - Epoch [254][280/627] lr: 2.033e-04, eta: 0:30:38, time: 1.185, data_time: 0.002, memory: 8472, top1_acc: 0.6783, top5_acc: 0.8527, loss_cls: 1.3549, loss: 1.3549, grad_norm: 3.5731 2020-09-30 04:36:07,449 - mmaction - INFO - Epoch [254][300/627] lr: 2.033e-04, eta: 0:30:15, time: 1.131, data_time: 0.002, memory: 8472, top1_acc: 0.6805, top5_acc: 0.8530, loss_cls: 1.3582, loss: 1.3582, grad_norm: 3.5544 2020-09-30 04:36:30,280 - mmaction - INFO - Epoch [254][320/627] lr: 2.033e-04, eta: 0:29:52, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.6815, top5_acc: 0.8543, loss_cls: 1.3418, loss: 1.3418, grad_norm: 3.5706 2020-09-30 04:36:53,412 - mmaction - INFO - Epoch [254][340/627] lr: 2.033e-04, eta: 0:29:29, time: 1.157, data_time: 0.002, memory: 8472, top1_acc: 0.6790, top5_acc: 0.8526, loss_cls: 1.3451, loss: 1.3451, grad_norm: 3.5987 2020-09-30 04:37:15,069 - mmaction - INFO - Epoch [254][360/627] lr: 2.033e-04, eta: 0:29:06, time: 1.083, data_time: 0.002, memory: 8472, top1_acc: 0.6811, top5_acc: 0.8484, loss_cls: 1.3619, loss: 1.3619, grad_norm: 3.5807 2020-09-30 04:37:39,590 - mmaction - INFO - Epoch [254][380/627] lr: 2.033e-04, eta: 0:28:43, time: 1.225, data_time: 0.004, memory: 8472, top1_acc: 0.6753, top5_acc: 0.8490, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.5755 2020-09-30 04:38:00,825 - mmaction - INFO - Epoch [254][400/627] lr: 2.033e-04, eta: 0:28:20, time: 1.062, data_time: 0.004, memory: 8472, top1_acc: 0.6766, top5_acc: 0.8561, loss_cls: 1.3552, loss: 1.3552, grad_norm: 3.5845 2020-09-30 04:38:23,872 - mmaction - INFO - Epoch [254][420/627] lr: 2.033e-04, eta: 0:27:57, time: 1.153, data_time: 0.003, memory: 8472, top1_acc: 0.6789, top5_acc: 0.8552, loss_cls: 1.3362, loss: 1.3362, grad_norm: 3.5536 2020-09-30 04:38:46,385 - mmaction - INFO - Epoch [254][440/627] lr: 2.033e-04, eta: 0:27:34, time: 1.127, data_time: 0.003, memory: 8472, top1_acc: 0.6770, top5_acc: 0.8514, loss_cls: 1.3549, loss: 1.3549, grad_norm: 3.5667 2020-09-30 04:39:08,828 - mmaction - INFO - Epoch [254][460/627] lr: 2.033e-04, eta: 0:27:11, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.6806, top5_acc: 0.8562, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.5507 2020-09-30 04:39:32,331 - mmaction - INFO - Epoch [254][480/627] lr: 2.033e-04, eta: 0:26:48, time: 1.173, data_time: 0.001, memory: 8472, top1_acc: 0.6815, top5_acc: 0.8482, loss_cls: 1.3624, loss: 1.3624, grad_norm: 3.5651 2020-09-30 04:39:54,418 - mmaction - INFO - Epoch [254][500/627] lr: 2.033e-04, eta: 0:26:25, time: 1.106, data_time: 0.003, memory: 8472, top1_acc: 0.6814, top5_acc: 0.8492, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.5620 2020-09-30 04:40:18,241 - mmaction - INFO - Epoch [254][520/627] lr: 2.033e-04, eta: 0:26:02, time: 1.188, data_time: 0.001, memory: 8472, top1_acc: 0.6758, top5_acc: 0.8522, loss_cls: 1.3705, loss: 1.3705, grad_norm: 3.6018 2020-09-30 04:40:41,914 - mmaction - INFO - Epoch [254][540/627] lr: 2.033e-04, eta: 0:25:39, time: 1.185, data_time: 0.004, memory: 8472, top1_acc: 0.6762, top5_acc: 0.8539, loss_cls: 1.3518, loss: 1.3518, grad_norm: 3.6029 2020-09-30 04:41:04,002 - mmaction - INFO - Epoch [254][560/627] lr: 2.033e-04, eta: 0:25:16, time: 1.104, data_time: 0.003, memory: 8472, top1_acc: 0.6822, top5_acc: 0.8487, loss_cls: 1.3551, loss: 1.3551, grad_norm: 3.5609 2020-09-30 04:41:26,374 - mmaction - INFO - Epoch [254][580/627] lr: 2.033e-04, eta: 0:24:53, time: 1.117, data_time: 0.003, memory: 8472, top1_acc: 0.6810, top5_acc: 0.8529, loss_cls: 1.3308, loss: 1.3308, grad_norm: 3.5523 2020-09-30 04:41:50,693 - mmaction - INFO - Epoch [254][600/627] lr: 2.033e-04, eta: 0:24:30, time: 1.218, data_time: 0.062, memory: 8472, top1_acc: 0.6764, top5_acc: 0.8544, loss_cls: 1.3541, loss: 1.3541, grad_norm: 3.5570 2020-09-30 04:42:12,866 - mmaction - INFO - Epoch [254][620/627] lr: 2.033e-04, eta: 0:24:07, time: 1.109, data_time: 0.003, memory: 8472, top1_acc: 0.6789, top5_acc: 0.8497, loss_cls: 1.3636, loss: 1.3636, grad_norm: 3.5468 2020-09-30 04:43:15,521 - mmaction - INFO - Epoch [255][20/627] lr: 9.035e-05, eta: 0:23:36, time: 2.784, data_time: 1.603, memory: 8472, top1_acc: 0.6819, top5_acc: 0.8548, loss_cls: 1.3450, loss: 1.3450, grad_norm: 3.5589 2020-09-30 04:43:38,556 - mmaction - INFO - Epoch [255][40/627] lr: 9.035e-05, eta: 0:23:13, time: 1.151, data_time: 0.002, memory: 8472, top1_acc: 0.6803, top5_acc: 0.8508, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.5710 2020-09-30 04:44:02,285 - mmaction - INFO - Epoch [255][60/627] lr: 9.035e-05, eta: 0:22:50, time: 1.186, data_time: 0.003, memory: 8472, top1_acc: 0.6643, top5_acc: 0.8475, loss_cls: 1.3966, loss: 1.3966, grad_norm: 3.6748 2020-09-30 04:44:24,286 - mmaction - INFO - Epoch [255][80/627] lr: 9.035e-05, eta: 0:22:28, time: 1.101, data_time: 0.003, memory: 8472, top1_acc: 0.6690, top5_acc: 0.8512, loss_cls: 1.3818, loss: 1.3818, grad_norm: 3.5909 2020-09-30 04:44:48,078 - mmaction - INFO - Epoch [255][100/627] lr: 9.035e-05, eta: 0:22:05, time: 1.189, data_time: 0.003, memory: 8472, top1_acc: 0.6737, top5_acc: 0.8517, loss_cls: 1.3753, loss: 1.3753, grad_norm: 3.5898 2020-09-30 04:45:11,242 - mmaction - INFO - Epoch [255][120/627] lr: 9.035e-05, eta: 0:21:42, time: 1.159, data_time: 0.003, memory: 8472, top1_acc: 0.6760, top5_acc: 0.8529, loss_cls: 1.3549, loss: 1.3549, grad_norm: 3.5888 2020-09-30 04:45:32,208 - mmaction - INFO - Epoch [255][140/627] lr: 9.035e-05, eta: 0:21:19, time: 1.047, data_time: 0.002, memory: 8472, top1_acc: 0.6758, top5_acc: 0.8460, loss_cls: 1.3710, loss: 1.3710, grad_norm: 3.5597 2020-09-30 04:45:56,080 - mmaction - INFO - Epoch [255][160/627] lr: 9.035e-05, eta: 0:20:56, time: 1.194, data_time: 0.003, memory: 8472, top1_acc: 0.6773, top5_acc: 0.8527, loss_cls: 1.3510, loss: 1.3510, grad_norm: 3.5753 2020-09-30 04:46:18,310 - mmaction - INFO - Epoch [255][180/627] lr: 9.035e-05, eta: 0:20:33, time: 1.110, data_time: 0.002, memory: 8472, top1_acc: 0.6911, top5_acc: 0.8543, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.4934 2020-09-30 04:46:41,097 - mmaction - INFO - Epoch [255][200/627] lr: 9.035e-05, eta: 0:20:10, time: 1.139, data_time: 0.017, memory: 8472, top1_acc: 0.6777, top5_acc: 0.8526, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.5604 2020-09-30 04:47:04,103 - mmaction - INFO - Epoch [255][220/627] lr: 9.035e-05, eta: 0:19:47, time: 1.151, data_time: 0.005, memory: 8472, top1_acc: 0.6686, top5_acc: 0.8514, loss_cls: 1.3865, loss: 1.3865, grad_norm: 3.6335 2020-09-30 04:47:26,620 - mmaction - INFO - Epoch [255][240/627] lr: 9.035e-05, eta: 0:19:24, time: 1.128, data_time: 0.003, memory: 8472, top1_acc: 0.6764, top5_acc: 0.8572, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.6001 2020-09-30 04:47:49,269 - mmaction - INFO - Epoch [255][260/627] lr: 9.035e-05, eta: 0:19:01, time: 1.130, data_time: 0.002, memory: 8472, top1_acc: 0.6853, top5_acc: 0.8603, loss_cls: 1.3206, loss: 1.3206, grad_norm: 3.5281 2020-09-30 04:48:12,406 - mmaction - INFO - Epoch [255][280/627] lr: 9.035e-05, eta: 0:18:38, time: 1.159, data_time: 0.005, memory: 8472, top1_acc: 0.6820, top5_acc: 0.8539, loss_cls: 1.3316, loss: 1.3316, grad_norm: 3.5291 2020-09-30 04:48:35,344 - mmaction - INFO - Epoch [255][300/627] lr: 9.035e-05, eta: 0:18:15, time: 1.147, data_time: 0.002, memory: 8472, top1_acc: 0.6824, top5_acc: 0.8555, loss_cls: 1.3278, loss: 1.3278, grad_norm: 3.5562 2020-09-30 04:48:58,633 - mmaction - INFO - Epoch [255][320/627] lr: 9.035e-05, eta: 0:17:52, time: 1.164, data_time: 0.002, memory: 8472, top1_acc: 0.6697, top5_acc: 0.8513, loss_cls: 1.3714, loss: 1.3714, grad_norm: 3.5912 2020-09-30 04:49:20,359 - mmaction - INFO - Epoch [255][340/627] lr: 9.035e-05, eta: 0:17:29, time: 1.086, data_time: 0.002, memory: 8472, top1_acc: 0.6855, top5_acc: 0.8547, loss_cls: 1.3439, loss: 1.3439, grad_norm: 3.5496 2020-09-30 04:49:42,138 - mmaction - INFO - Epoch [255][360/627] lr: 9.035e-05, eta: 0:17:06, time: 1.089, data_time: 0.003, memory: 8472, top1_acc: 0.6724, top5_acc: 0.8491, loss_cls: 1.3698, loss: 1.3698, grad_norm: 3.5730 2020-09-30 04:50:05,424 - mmaction - INFO - Epoch [255][380/627] lr: 9.035e-05, eta: 0:16:43, time: 1.166, data_time: 0.003, memory: 8472, top1_acc: 0.6785, top5_acc: 0.8509, loss_cls: 1.3593, loss: 1.3593, grad_norm: 3.5980 2020-09-30 04:50:30,348 - mmaction - INFO - Epoch [255][400/627] lr: 9.035e-05, eta: 0:16:20, time: 1.246, data_time: 0.002, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8480, loss_cls: 1.3828, loss: 1.3828, grad_norm: 3.6083 2020-09-30 04:50:52,050 - mmaction - INFO - Epoch [255][420/627] lr: 9.035e-05, eta: 0:15:57, time: 1.084, data_time: 0.001, memory: 8472, top1_acc: 0.6755, top5_acc: 0.8517, loss_cls: 1.3658, loss: 1.3658, grad_norm: 3.5767 2020-09-30 04:51:16,742 - mmaction - INFO - Epoch [255][440/627] lr: 9.035e-05, eta: 0:15:34, time: 1.235, data_time: 0.004, memory: 8472, top1_acc: 0.6779, top5_acc: 0.8478, loss_cls: 1.3722, loss: 1.3722, grad_norm: 3.5972 2020-09-30 04:51:38,016 - mmaction - INFO - Epoch [255][460/627] lr: 9.035e-05, eta: 0:15:11, time: 1.064, data_time: 0.002, memory: 8472, top1_acc: 0.6777, top5_acc: 0.8517, loss_cls: 1.3590, loss: 1.3590, grad_norm: 3.6179 2020-09-30 04:52:02,351 - mmaction - INFO - Epoch [255][480/627] lr: 9.035e-05, eta: 0:14:48, time: 1.217, data_time: 0.002, memory: 8472, top1_acc: 0.6686, top5_acc: 0.8461, loss_cls: 1.3854, loss: 1.3854, grad_norm: 3.5945 2020-09-30 04:52:24,500 - mmaction - INFO - Epoch [255][500/627] lr: 9.035e-05, eta: 0:14:25, time: 1.107, data_time: 0.002, memory: 8472, top1_acc: 0.6828, top5_acc: 0.8568, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.5496 2020-09-30 04:52:46,540 - mmaction - INFO - Epoch [255][520/627] lr: 9.035e-05, eta: 0:14:02, time: 1.102, data_time: 0.002, memory: 8472, top1_acc: 0.6807, top5_acc: 0.8574, loss_cls: 1.3315, loss: 1.3315, grad_norm: 3.5442 2020-09-30 04:53:11,403 - mmaction - INFO - Epoch [255][540/627] lr: 9.035e-05, eta: 0:13:39, time: 1.244, data_time: 0.002, memory: 8472, top1_acc: 0.6827, top5_acc: 0.8559, loss_cls: 1.3265, loss: 1.3265, grad_norm: 3.5425 2020-09-30 04:53:33,471 - mmaction - INFO - Epoch [255][560/627] lr: 9.035e-05, eta: 0:13:16, time: 1.102, data_time: 0.001, memory: 8472, top1_acc: 0.6853, top5_acc: 0.8523, loss_cls: 1.3421, loss: 1.3421, grad_norm: 3.5519 2020-09-30 04:53:56,781 - mmaction - INFO - Epoch [255][580/627] lr: 9.035e-05, eta: 0:12:53, time: 1.166, data_time: 0.002, memory: 8472, top1_acc: 0.6710, top5_acc: 0.8507, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.5892 2020-09-30 04:54:19,606 - mmaction - INFO - Epoch [255][600/627] lr: 9.035e-05, eta: 0:12:30, time: 1.142, data_time: 0.002, memory: 8472, top1_acc: 0.6733, top5_acc: 0.8458, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.5687 2020-09-30 04:54:42,053 - mmaction - INFO - Epoch [255][620/627] lr: 9.035e-05, eta: 0:12:07, time: 1.122, data_time: 0.001, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8540, loss_cls: 1.3586, loss: 1.3586, grad_norm: 3.5847 2020-09-30 04:56:12,489 - mmaction - INFO - Evaluating top_k_accuracy... 2020-09-30 04:56:13,184 - mmaction - INFO - top1_acc 0.6685 top5_acc 0.8685 2020-09-30 04:56:13,185 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-09-30 04:56:13,229 - mmaction - INFO - mean_acc 0.6683 2020-09-30 04:56:13,229 - mmaction - INFO - Now best checkpoint is epoch_255.pth 2020-09-30 04:56:13,242 - mmaction - INFO - Epoch(val) [255][627] top1_acc: 0.6685, top5_acc: 0.8685, mean_class_accuracy: 0.6683 2020-09-30 04:57:05,786 - mmaction - INFO - Epoch [256][20/627] lr: 2.259e-05, eta: 0:11:37, time: 2.625, data_time: 1.403, memory: 8472, top1_acc: 0.6747, top5_acc: 0.8548, loss_cls: 1.3512, loss: 1.3512, grad_norm: 3.5770 2020-09-30 04:57:30,199 - mmaction - INFO - Epoch [256][40/627] lr: 2.259e-05, eta: 0:11:14, time: 1.220, data_time: 0.002, memory: 8472, top1_acc: 0.6743, top5_acc: 0.8492, loss_cls: 1.3744, loss: 1.3744, grad_norm: 3.5808 2020-09-30 04:57:51,284 - mmaction - INFO - Epoch [256][60/627] lr: 2.259e-05, eta: 0:10:51, time: 1.055, data_time: 0.003, memory: 8472, top1_acc: 0.6783, top5_acc: 0.8551, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.5899 2020-09-30 04:58:14,988 - mmaction - INFO - Epoch [256][80/627] lr: 2.259e-05, eta: 0:10:28, time: 1.185, data_time: 0.002, memory: 8472, top1_acc: 0.6880, top5_acc: 0.8548, loss_cls: 1.3069, loss: 1.3069, grad_norm: 3.4828 2020-09-30 04:58:38,338 - mmaction - INFO - Epoch [256][100/627] lr: 2.259e-05, eta: 0:10:05, time: 1.167, data_time: 0.002, memory: 8472, top1_acc: 0.6784, top5_acc: 0.8493, loss_cls: 1.3646, loss: 1.3646, grad_norm: 3.5922 2020-09-30 04:59:00,557 - mmaction - INFO - Epoch [256][120/627] lr: 2.259e-05, eta: 0:09:42, time: 1.112, data_time: 0.002, memory: 8472, top1_acc: 0.6852, top5_acc: 0.8573, loss_cls: 1.3352, loss: 1.3352, grad_norm: 3.5211 2020-09-30 04:59:24,253 - mmaction - INFO - Epoch [256][140/627] lr: 2.259e-05, eta: 0:09:19, time: 1.183, data_time: 0.001, memory: 8472, top1_acc: 0.6772, top5_acc: 0.8539, loss_cls: 1.3553, loss: 1.3553, grad_norm: 3.5919 2020-09-30 04:59:47,359 - mmaction - INFO - Epoch [256][160/627] lr: 2.259e-05, eta: 0:08:56, time: 1.155, data_time: 0.003, memory: 8472, top1_acc: 0.6842, top5_acc: 0.8598, loss_cls: 1.3279, loss: 1.3279, grad_norm: 3.5358 2020-09-30 05:00:11,291 - mmaction - INFO - Epoch [256][180/627] lr: 2.259e-05, eta: 0:08:33, time: 1.198, data_time: 0.003, memory: 8472, top1_acc: 0.6734, top5_acc: 0.8496, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.6038 2020-09-30 05:00:32,429 - mmaction - INFO - Epoch [256][200/627] lr: 2.259e-05, eta: 0:08:10, time: 1.055, data_time: 0.002, memory: 8472, top1_acc: 0.6801, top5_acc: 0.8551, loss_cls: 1.3595, loss: 1.3595, grad_norm: 3.6062 2020-09-30 05:00:56,183 - mmaction - INFO - Epoch [256][220/627] lr: 2.259e-05, eta: 0:07:47, time: 1.186, data_time: 0.003, memory: 8472, top1_acc: 0.6801, top5_acc: 0.8514, loss_cls: 1.3558, loss: 1.3558, grad_norm: 3.5533 2020-09-30 05:01:19,345 - mmaction - INFO - Epoch [256][240/627] lr: 2.259e-05, eta: 0:07:24, time: 1.161, data_time: 0.005, memory: 8472, top1_acc: 0.6664, top5_acc: 0.8513, loss_cls: 1.3810, loss: 1.3810, grad_norm: 3.6366 2020-09-30 05:01:40,282 - mmaction - INFO - Epoch [256][260/627] lr: 2.259e-05, eta: 0:07:01, time: 1.045, data_time: 0.003, memory: 8472, top1_acc: 0.6779, top5_acc: 0.8518, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.5836 2020-09-30 05:02:03,777 - mmaction - INFO - Epoch [256][280/627] lr: 2.259e-05, eta: 0:06:38, time: 1.177, data_time: 0.004, memory: 8472, top1_acc: 0.6681, top5_acc: 0.8470, loss_cls: 1.3958, loss: 1.3958, grad_norm: 3.6006 2020-09-30 05:02:25,871 - mmaction - INFO - Epoch [256][300/627] lr: 2.259e-05, eta: 0:06:15, time: 1.103, data_time: 0.001, memory: 8472, top1_acc: 0.6816, top5_acc: 0.8462, loss_cls: 1.3550, loss: 1.3550, grad_norm: 3.5606 2020-09-30 05:02:49,683 - mmaction - INFO - Epoch [256][320/627] lr: 2.259e-05, eta: 0:05:52, time: 1.192, data_time: 0.015, memory: 8472, top1_acc: 0.6729, top5_acc: 0.8525, loss_cls: 1.3629, loss: 1.3629, grad_norm: 3.5892 2020-09-30 05:03:11,886 - mmaction - INFO - Epoch [256][340/627] lr: 2.259e-05, eta: 0:05:29, time: 1.110, data_time: 0.127, memory: 8472, top1_acc: 0.6792, top5_acc: 0.8531, loss_cls: 1.3553, loss: 1.3553, grad_norm: 3.5882 2020-09-30 05:03:35,571 - mmaction - INFO - Epoch [256][360/627] lr: 2.259e-05, eta: 0:05:06, time: 1.183, data_time: 0.234, memory: 8472, top1_acc: 0.6766, top5_acc: 0.8536, loss_cls: 1.3558, loss: 1.3558, grad_norm: 3.5822 2020-09-30 05:03:57,929 - mmaction - INFO - Epoch [256][380/627] lr: 2.259e-05, eta: 0:04:43, time: 1.118, data_time: 0.032, memory: 8472, top1_acc: 0.6764, top5_acc: 0.8533, loss_cls: 1.3605, loss: 1.3605, grad_norm: 3.6214 2020-09-30 05:04:21,177 - mmaction - INFO - Epoch [256][400/627] lr: 2.259e-05, eta: 0:04:20, time: 1.163, data_time: 0.003, memory: 8472, top1_acc: 0.6822, top5_acc: 0.8581, loss_cls: 1.3186, loss: 1.3186, grad_norm: 3.5586 2020-09-30 05:04:42,611 - mmaction - INFO - Epoch [256][420/627] lr: 2.259e-05, eta: 0:03:57, time: 1.071, data_time: 0.002, memory: 8472, top1_acc: 0.6814, top5_acc: 0.8533, loss_cls: 1.3482, loss: 1.3482, grad_norm: 3.5720 2020-09-30 05:05:07,180 - mmaction - INFO - Epoch [256][440/627] lr: 2.259e-05, eta: 0:03:34, time: 1.228, data_time: 0.024, memory: 8472, top1_acc: 0.6805, top5_acc: 0.8523, loss_cls: 1.3536, loss: 1.3536, grad_norm: 3.5785 2020-09-30 05:05:28,933 - mmaction - INFO - Epoch [256][460/627] lr: 2.259e-05, eta: 0:03:11, time: 1.087, data_time: 0.003, memory: 8472, top1_acc: 0.6793, top5_acc: 0.8561, loss_cls: 1.3438, loss: 1.3438, grad_norm: 3.5518 2020-09-30 05:05:51,670 - mmaction - INFO - Epoch [256][480/627] lr: 2.259e-05, eta: 0:02:48, time: 1.137, data_time: 0.003, memory: 8472, top1_acc: 0.6815, top5_acc: 0.8535, loss_cls: 1.3526, loss: 1.3526, grad_norm: 3.5852 2020-09-30 05:06:13,824 - mmaction - INFO - Epoch [256][500/627] lr: 2.259e-05, eta: 0:02:25, time: 1.108, data_time: 0.003, memory: 8472, top1_acc: 0.6719, top5_acc: 0.8557, loss_cls: 1.3584, loss: 1.3584, grad_norm: 3.6080 2020-09-30 05:06:36,911 - mmaction - INFO - Epoch [256][520/627] lr: 2.259e-05, eta: 0:02:02, time: 1.154, data_time: 0.002, memory: 8472, top1_acc: 0.6806, top5_acc: 0.8533, loss_cls: 1.3419, loss: 1.3419, grad_norm: 3.5666 2020-09-30 05:07:00,821 - mmaction - INFO - Epoch [256][540/627] lr: 2.259e-05, eta: 0:01:39, time: 1.194, data_time: 0.002, memory: 8472, top1_acc: 0.6824, top5_acc: 0.8589, loss_cls: 1.3213, loss: 1.3213, grad_norm: 3.5207 2020-09-30 05:07:22,851 - mmaction - INFO - Epoch [256][560/627] lr: 2.259e-05, eta: 0:01:16, time: 1.103, data_time: 0.004, memory: 8472, top1_acc: 0.6750, top5_acc: 0.8577, loss_cls: 1.3481, loss: 1.3481, grad_norm: 3.6072 2020-09-30 05:07:44,151 - mmaction - INFO - Epoch [256][580/627] lr: 2.259e-05, eta: 0:00:53, time: 1.065, data_time: 0.003, memory: 8472, top1_acc: 0.6813, top5_acc: 0.8492, loss_cls: 1.3560, loss: 1.3560, grad_norm: 3.5707 2020-09-30 05:08:07,307 - mmaction - INFO - Epoch [256][600/627] lr: 2.259e-05, eta: 0:00:31, time: 1.158, data_time: 0.002, memory: 8472, top1_acc: 0.6900, top5_acc: 0.8581, loss_cls: 1.3271, loss: 1.3271, grad_norm: 3.5146 2020-09-30 05:08:30,166 - mmaction - INFO - Epoch [256][620/627] lr: 2.259e-05, eta: 0:00:08, time: 1.143, data_time: 0.002, memory: 8472, top1_acc: 0.6775, top5_acc: 0.8512, loss_cls: 1.3411, loss: 1.3411, grad_norm: 3.5823 2020-09-30 05:08:39,360 - mmaction - INFO - Saving checkpoint at 256 epochs