2020-08-17 00:14:13,042 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.5 MMAction2: 0.1.0+269057f ------------------------------------------------------------ 2020-08-17 00:14:13,043 - mmaction - INFO - Distributed training: True 2020-08-17 00:14:13,044 - mmaction - INFO - Config: /mnt/lustre/linjintao/mmaction2/slurm_configs/recognition/slowonly/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb.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 = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_256p' data_root_val = 'data/kinetics400/rawframes_val_256p' ann_file_train = 'data/kinetics400/kinetics_train_list_256p.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_256p.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_256p.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1), dict(type='FrameSelector', io_backend='memcached', **mc_cfg, decoding_backend='turbojpeg'), dict(type='Resize', scale=(-1, 256), lazy=True), dict(type='RandomResizedCrop', lazy=True), dict(type='Resize', scale=(224, 224), keep_ratio=False, lazy=True), dict(type='Flip', flip_ratio=0.5, lazy=True), dict(type='Fuse'), 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='SampleFrames', clip_len=4, frame_interval=16, num_clips=1, test_mode=True), dict(type='FrameSelector'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), 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='SampleFrames', clip_len=4, frame_interval=16, num_clips=10, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg, decoding_backend='turbojpeg'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), 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=16, 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=0.2 * 4, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='CosineAnnealing', min_lr=0, warmup_ratio=0.01, warmup='linear', warmup_by_epoch=True, warmup_iters=34) 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'), # dict(type='TensorboardLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/slowonly_r50_4x16x1_256e_kinetics400_rgb' load_from = None resume_from = None find_unused_parameters = False 2020-08-17 00:14:26,928 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-87, work_dir: /mnt/lustre/linjintao/mmaction2/workdir/slowonly_r50_256p_4x16x1_256e_kinetics400_rgb_32g_rightlr 2020-08-17 00:14:26,928 - mmaction - INFO - workflow: [('train', 1)], max: 256 epochs 2020-08-17 00:15:18,796 - mmaction - INFO - Epoch [1][20/470] lr: 8.942e-03, eta: 3 days, 14:20:20, time: 2.584, data_time: 0.491, memory: 9444, top1_acc: 0.0044, top5_acc: 0.0175, loss_cls: 5.9829, loss: 5.9829, grad_norm: 1.4243 2020-08-17 00:15:31,111 - mmaction - INFO - Epoch [1][40/470] lr: 9.933e-03, eta: 2 days, 5:33:28, time: 0.622, data_time: 0.012, memory: 9444, top1_acc: 0.0072, top5_acc: 0.0297, loss_cls: 5.9003, loss: 5.9003, grad_norm: 1.4001 2020-08-17 00:15:43,592 - mmaction - INFO - Epoch [1][60/470] lr: 1.092e-02, eta: 1 day, 18:37:08, time: 0.621, data_time: 0.006, memory: 9444, top1_acc: 0.0123, top5_acc: 0.0492, loss_cls: 5.8353, loss: 5.8353, grad_norm: 1.4079 2020-08-17 00:15:55,898 - mmaction - INFO - Epoch [1][80/470] lr: 1.192e-02, eta: 1 day, 13:06:59, time: 0.618, data_time: 0.007, memory: 9444, top1_acc: 0.0156, top5_acc: 0.0581, loss_cls: 5.7799, loss: 5.7799, grad_norm: 1.4300 2020-08-17 00:16:08,314 - mmaction - INFO - Epoch [1][100/470] lr: 1.291e-02, eta: 1 day, 9:49:36, time: 0.620, data_time: 0.006, memory: 9444, top1_acc: 0.0181, top5_acc: 0.0681, loss_cls: 5.7340, loss: 5.7340, grad_norm: 1.4643 2020-08-17 00:16:21,084 - mmaction - INFO - Epoch [1][120/470] lr: 1.390e-02, eta: 1 day, 7:44:46, time: 0.640, data_time: 0.005, memory: 9444, top1_acc: 0.0210, top5_acc: 0.0767, loss_cls: 5.6824, loss: 5.6824, grad_norm: 1.4806 2020-08-17 00:16:34,127 - mmaction - INFO - Epoch [1][140/470] lr: 1.489e-02, eta: 1 day, 6:19:09, time: 0.653, data_time: 0.006, memory: 9444, top1_acc: 0.0230, top5_acc: 0.0755, loss_cls: 5.6431, loss: 5.6431, grad_norm: 1.5144 2020-08-17 00:16:47,346 - mmaction - INFO - Epoch [1][160/470] lr: 1.588e-02, eta: 1 day, 5:16:51, time: 0.661, data_time: 0.003, memory: 9444, top1_acc: 0.0233, top5_acc: 0.0794, loss_cls: 5.6263, loss: 5.6263, grad_norm: 1.5218 2020-08-17 00:17:02,756 - mmaction - INFO - Epoch [1][180/470] lr: 1.687e-02, eta: 1 day, 4:52:30, time: 0.769, data_time: 0.006, memory: 9444, top1_acc: 0.0280, top5_acc: 0.0840, loss_cls: 5.5735, loss: 5.5735, grad_norm: 1.5151 2020-08-17 00:17:18,282 - mmaction - INFO - Epoch [1][200/470] lr: 1.786e-02, eta: 1 day, 4:34:48, time: 0.778, data_time: 0.005, memory: 9444, top1_acc: 0.0270, top5_acc: 0.0896, loss_cls: 5.5493, loss: 5.5493, grad_norm: 1.5243 2020-08-17 00:17:34,825 - mmaction - INFO - Epoch [1][220/470] lr: 1.885e-02, eta: 1 day, 4:28:36, time: 0.824, data_time: 0.005, memory: 9444, top1_acc: 0.0286, top5_acc: 0.0925, loss_cls: 5.5476, loss: 5.5476, grad_norm: 1.5034 2020-08-17 00:17:50,473 - mmaction - INFO - Epoch [1][240/470] lr: 1.985e-02, eta: 1 day, 4:16:55, time: 0.785, data_time: 0.006, memory: 9444, top1_acc: 0.0265, top5_acc: 0.0927, loss_cls: 5.5341, loss: 5.5341, grad_norm: 1.5255 2020-08-17 00:18:06,182 - mmaction - INFO - Epoch [1][260/470] lr: 2.084e-02, eta: 1 day, 4:07:04, time: 0.786, data_time: 0.002, memory: 9444, top1_acc: 0.0258, top5_acc: 0.0923, loss_cls: 5.5256, loss: 5.5256, grad_norm: 1.4989 2020-08-17 00:18:23,070 - mmaction - INFO - Epoch [1][280/470] lr: 2.183e-02, eta: 1 day, 4:06:31, time: 0.841, data_time: 0.005, memory: 9444, top1_acc: 0.0304, top5_acc: 0.0975, loss_cls: 5.5134, loss: 5.5134, grad_norm: 1.5051 2020-08-17 00:18:41,075 - mmaction - INFO - Epoch [1][300/470] lr: 2.282e-02, eta: 1 day, 4:14:17, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.0296, top5_acc: 0.0961, loss_cls: 5.4981, loss: 5.4981, grad_norm: 1.4876 2020-08-17 00:18:58,833 - mmaction - INFO - Epoch [1][320/470] lr: 2.381e-02, eta: 1 day, 4:18:43, time: 0.885, data_time: 0.004, memory: 9444, top1_acc: 0.0312, top5_acc: 0.1009, loss_cls: 5.4612, loss: 5.4612, grad_norm: 1.4880 2020-08-17 00:19:16,133 - mmaction - INFO - Epoch [1][340/470] lr: 2.480e-02, eta: 1 day, 4:20:36, time: 0.868, data_time: 0.006, memory: 9444, top1_acc: 0.0309, top5_acc: 0.0981, loss_cls: 5.4706, loss: 5.4706, grad_norm: 1.4830 2020-08-17 00:19:33,068 - mmaction - INFO - Epoch [1][360/470] lr: 2.579e-02, eta: 1 day, 4:19:44, time: 0.845, data_time: 0.006, memory: 9444, top1_acc: 0.0364, top5_acc: 0.1082, loss_cls: 5.4407, loss: 5.4407, grad_norm: 1.4738 2020-08-17 00:19:50,603 - mmaction - INFO - Epoch [1][380/470] lr: 2.678e-02, eta: 1 day, 4:22:24, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.0305, top5_acc: 0.1016, loss_cls: 5.4888, loss: 5.4888, grad_norm: 1.5086 2020-08-17 00:20:08,910 - mmaction - INFO - Epoch [1][400/470] lr: 2.778e-02, eta: 1 day, 4:28:29, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.0312, top5_acc: 0.1032, loss_cls: 5.4563, loss: 5.4563, grad_norm: 1.4944 2020-08-17 00:20:25,552 - mmaction - INFO - Epoch [1][420/470] lr: 2.877e-02, eta: 1 day, 4:26:05, time: 0.833, data_time: 0.002, memory: 9444, top1_acc: 0.0330, top5_acc: 0.1079, loss_cls: 5.4422, loss: 5.4422, grad_norm: 1.4820 2020-08-17 00:20:44,143 - mmaction - INFO - Epoch [1][440/470] lr: 2.976e-02, eta: 1 day, 4:32:31, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.0345, top5_acc: 0.1082, loss_cls: 5.4338, loss: 5.4338, grad_norm: 1.4813 2020-08-17 00:21:02,232 - mmaction - INFO - Epoch [1][460/470] lr: 3.075e-02, eta: 1 day, 4:36:28, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.0329, top5_acc: 0.1126, loss_cls: 5.4308, loss: 5.4308, grad_norm: 1.4625 2020-08-17 00:21:33,918 - mmaction - INFO - Epoch [2][20/470] lr: 3.223e-02, eta: 1 day, 4:23:07, time: 1.130, data_time: 0.406, memory: 9444, top1_acc: 0.0336, top5_acc: 0.1094, loss_cls: 5.4037, loss: 5.4037, grad_norm: 1.4701 2020-08-17 00:21:51,569 - mmaction - INFO - Epoch [2][40/470] lr: 3.323e-02, eta: 1 day, 4:25:08, time: 0.882, data_time: 0.003, memory: 9444, top1_acc: 0.0328, top5_acc: 0.1098, loss_cls: 5.4073, loss: 5.4073, grad_norm: 1.4378 2020-08-17 00:22:10,244 - mmaction - INFO - Epoch [2][60/470] lr: 3.422e-02, eta: 1 day, 4:30:44, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.0365, top5_acc: 0.1137, loss_cls: 5.4171, loss: 5.4171, grad_norm: 1.4314 2020-08-17 00:22:29,234 - mmaction - INFO - Epoch [2][80/470] lr: 3.521e-02, eta: 1 day, 4:37:19, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.0367, top5_acc: 0.1174, loss_cls: 5.3819, loss: 5.3819, grad_norm: 1.4830 2020-08-17 00:22:48,294 - mmaction - INFO - Epoch [2][100/470] lr: 3.620e-02, eta: 1 day, 4:43:31, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.0389, top5_acc: 0.1205, loss_cls: 5.3778, loss: 5.3778, grad_norm: 1.4353 2020-08-17 00:23:06,512 - mmaction - INFO - Epoch [2][120/470] lr: 3.719e-02, eta: 1 day, 4:46:22, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.0396, top5_acc: 0.1232, loss_cls: 5.3522, loss: 5.3522, grad_norm: 1.4285 2020-08-17 00:23:24,553 - mmaction - INFO - Epoch [2][140/470] lr: 3.818e-02, eta: 1 day, 4:48:34, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.0393, top5_acc: 0.1231, loss_cls: 5.3678, loss: 5.3678, grad_norm: 1.3983 2020-08-17 00:23:43,522 - mmaction - INFO - Epoch [2][160/470] lr: 3.917e-02, eta: 1 day, 4:53:23, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.0405, top5_acc: 0.1240, loss_cls: 5.3583, loss: 5.3583, grad_norm: 1.4239 2020-08-17 00:24:02,874 - mmaction - INFO - Epoch [2][180/470] lr: 4.016e-02, eta: 1 day, 4:59:15, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.0393, top5_acc: 0.1223, loss_cls: 5.3455, loss: 5.3455, grad_norm: 1.4442 2020-08-17 00:24:20,594 - mmaction - INFO - Epoch [2][200/470] lr: 4.116e-02, eta: 1 day, 4:59:41, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.0452, top5_acc: 0.1281, loss_cls: 5.3279, loss: 5.3279, grad_norm: 1.4116 2020-08-17 00:24:38,267 - mmaction - INFO - Epoch [2][220/470] lr: 4.215e-02, eta: 1 day, 5:00:08, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.0401, top5_acc: 0.1307, loss_cls: 5.3269, loss: 5.3269, grad_norm: 1.4150 2020-08-17 00:24:57,569 - mmaction - INFO - Epoch [2][240/470] lr: 4.314e-02, eta: 1 day, 5:05:01, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.0425, top5_acc: 0.1322, loss_cls: 5.3247, loss: 5.3247, grad_norm: 1.3891 2020-08-17 00:25:15,382 - mmaction - INFO - Epoch [2][260/470] lr: 4.413e-02, eta: 1 day, 5:05:35, time: 0.891, data_time: 0.002, memory: 9444, top1_acc: 0.0412, top5_acc: 0.1271, loss_cls: 5.3092, loss: 5.3092, grad_norm: 1.4067 2020-08-17 00:25:34,838 - mmaction - INFO - Epoch [2][280/470] lr: 4.512e-02, eta: 1 day, 5:10:26, time: 0.973, data_time: 0.006, memory: 9444, top1_acc: 0.0428, top5_acc: 0.1323, loss_cls: 5.3156, loss: 5.3156, grad_norm: 1.3736 2020-08-17 00:25:53,399 - mmaction - INFO - Epoch [2][300/470] lr: 4.611e-02, eta: 1 day, 5:12:44, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.0426, top5_acc: 0.1291, loss_cls: 5.3142, loss: 5.3142, grad_norm: 1.3839 2020-08-17 00:26:11,722 - mmaction - INFO - Epoch [2][320/470] lr: 4.710e-02, eta: 1 day, 5:14:08, time: 0.913, data_time: 0.001, memory: 9444, top1_acc: 0.0409, top5_acc: 0.1312, loss_cls: 5.3326, loss: 5.3326, grad_norm: 1.3963 2020-08-17 00:26:30,265 - mmaction - INFO - Epoch [2][340/470] lr: 4.809e-02, eta: 1 day, 5:16:15, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.0419, top5_acc: 0.1338, loss_cls: 5.3044, loss: 5.3044, grad_norm: 1.4075 2020-08-17 00:26:47,946 - mmaction - INFO - Epoch [2][360/470] lr: 4.909e-02, eta: 1 day, 5:16:05, time: 0.884, data_time: 0.002, memory: 9444, top1_acc: 0.0439, top5_acc: 0.1342, loss_cls: 5.3079, loss: 5.3079, grad_norm: 1.3422 2020-08-17 00:27:06,712 - mmaction - INFO - Epoch [2][380/470] lr: 5.008e-02, eta: 1 day, 5:18:21, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.0465, top5_acc: 0.1401, loss_cls: 5.2816, loss: 5.2816, grad_norm: 1.3475 2020-08-17 00:27:25,207 - mmaction - INFO - Epoch [2][400/470] lr: 5.107e-02, eta: 1 day, 5:20:02, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.0473, top5_acc: 0.1440, loss_cls: 5.2754, loss: 5.2754, grad_norm: 1.3578 2020-08-17 00:27:43,609 - mmaction - INFO - Epoch [2][420/470] lr: 5.206e-02, eta: 1 day, 5:21:17, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.0465, top5_acc: 0.1382, loss_cls: 5.2852, loss: 5.2852, grad_norm: 1.3488 2020-08-17 00:28:02,749 - mmaction - INFO - Epoch [2][440/470] lr: 5.305e-02, eta: 1 day, 5:24:10, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.0426, top5_acc: 0.1325, loss_cls: 5.2895, loss: 5.2895, grad_norm: 1.3174 2020-08-17 00:28:22,148 - mmaction - INFO - Epoch [2][460/470] lr: 5.404e-02, eta: 1 day, 5:27:25, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.0444, top5_acc: 0.1386, loss_cls: 5.2677, loss: 5.2677, grad_norm: 1.2982 2020-08-17 00:28:54,701 - mmaction - INFO - Epoch [3][20/470] lr: 5.552e-02, eta: 1 day, 5:21:02, time: 1.189, data_time: 0.388, memory: 9444, top1_acc: 0.0498, top5_acc: 0.1410, loss_cls: 5.2692, loss: 5.2692, grad_norm: 1.3482 2020-08-17 00:29:12,820 - mmaction - INFO - Epoch [3][40/470] lr: 5.651e-02, eta: 1 day, 5:21:35, time: 0.906, data_time: 0.002, memory: 9444, top1_acc: 0.0474, top5_acc: 0.1450, loss_cls: 5.2398, loss: 5.2398, grad_norm: 1.2901 2020-08-17 00:29:31,849 - mmaction - INFO - Epoch [3][60/470] lr: 5.750e-02, eta: 1 day, 5:23:51, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.0412, top5_acc: 0.1389, loss_cls: 5.2627, loss: 5.2627, grad_norm: 1.2976 2020-08-17 00:29:49,924 - mmaction - INFO - Epoch [3][80/470] lr: 5.849e-02, eta: 1 day, 5:24:16, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.0473, top5_acc: 0.1498, loss_cls: 5.2343, loss: 5.2343, grad_norm: 1.2661 2020-08-17 00:30:08,060 - mmaction - INFO - Epoch [3][100/470] lr: 5.949e-02, eta: 1 day, 5:24:43, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.0476, top5_acc: 0.1432, loss_cls: 5.2206, loss: 5.2206, grad_norm: 1.2970 2020-08-17 00:30:26,851 - mmaction - INFO - Epoch [3][120/470] lr: 6.048e-02, eta: 1 day, 5:26:22, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.0494, top5_acc: 0.1464, loss_cls: 5.2416, loss: 5.2416, grad_norm: 1.2859 2020-08-17 00:30:45,106 - mmaction - INFO - Epoch [3][140/470] lr: 6.147e-02, eta: 1 day, 5:26:58, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.0488, top5_acc: 0.1455, loss_cls: 5.2349, loss: 5.2349, grad_norm: 1.2824 2020-08-17 00:31:03,876 - mmaction - INFO - Epoch [3][160/470] lr: 6.246e-02, eta: 1 day, 5:28:27, time: 0.939, data_time: 0.002, memory: 9444, top1_acc: 0.0478, top5_acc: 0.1468, loss_cls: 5.2173, loss: 5.2173, grad_norm: 1.2666 2020-08-17 00:31:22,882 - mmaction - INFO - Epoch [3][180/470] lr: 6.345e-02, eta: 1 day, 5:30:14, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.0506, top5_acc: 0.1479, loss_cls: 5.2203, loss: 5.2203, grad_norm: 1.2396 2020-08-17 00:31:40,921 - mmaction - INFO - Epoch [3][200/470] lr: 6.444e-02, eta: 1 day, 5:30:22, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.0503, top5_acc: 0.1454, loss_cls: 5.2070, loss: 5.2070, grad_norm: 1.2473 2020-08-17 00:31:59,684 - mmaction - INFO - Epoch [3][220/470] lr: 6.543e-02, eta: 1 day, 5:31:38, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.0544, top5_acc: 0.1533, loss_cls: 5.1935, loss: 5.1935, grad_norm: 1.2542 2020-08-17 00:32:18,145 - mmaction - INFO - Epoch [3][240/470] lr: 6.642e-02, eta: 1 day, 5:32:25, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.0467, top5_acc: 0.1526, loss_cls: 5.2028, loss: 5.2028, grad_norm: 1.2654 2020-08-17 00:32:36,248 - mmaction - INFO - Epoch [3][260/470] lr: 6.741e-02, eta: 1 day, 5:32:28, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.0503, top5_acc: 0.1514, loss_cls: 5.2218, loss: 5.2218, grad_norm: 1.2000 2020-08-17 00:32:55,390 - mmaction - INFO - Epoch [3][280/470] lr: 6.841e-02, eta: 1 day, 5:34:20, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.0507, top5_acc: 0.1545, loss_cls: 5.1786, loss: 5.1786, grad_norm: 1.1403 2020-08-17 00:33:13,481 - mmaction - INFO - Epoch [3][300/470] lr: 6.940e-02, eta: 1 day, 5:34:19, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.0517, top5_acc: 0.1504, loss_cls: 5.1892, loss: 5.1892, grad_norm: 1.1878 2020-08-17 00:33:32,899 - mmaction - INFO - Epoch [3][320/470] lr: 7.039e-02, eta: 1 day, 5:36:30, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.0534, top5_acc: 0.1578, loss_cls: 5.1765, loss: 5.1765, grad_norm: 1.1540 2020-08-17 00:33:50,909 - mmaction - INFO - Epoch [3][340/470] lr: 7.138e-02, eta: 1 day, 5:36:21, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.0570, top5_acc: 0.1650, loss_cls: 5.1667, loss: 5.1667, grad_norm: 1.1608 2020-08-17 00:34:09,534 - mmaction - INFO - Epoch [3][360/470] lr: 7.237e-02, eta: 1 day, 5:37:07, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.0567, top5_acc: 0.1565, loss_cls: 5.1638, loss: 5.1638, grad_norm: 1.1846 2020-08-17 00:34:28,263 - mmaction - INFO - Epoch [3][380/470] lr: 7.336e-02, eta: 1 day, 5:38:05, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.0517, top5_acc: 0.1607, loss_cls: 5.1585, loss: 5.1585, grad_norm: 1.1491 2020-08-17 00:34:46,334 - mmaction - INFO - Epoch [3][400/470] lr: 7.435e-02, eta: 1 day, 5:37:57, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.0537, top5_acc: 0.1614, loss_cls: 5.1385, loss: 5.1385, grad_norm: 1.1705 2020-08-17 00:35:05,377 - mmaction - INFO - Epoch [3][420/470] lr: 7.534e-02, eta: 1 day, 5:39:18, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.0518, top5_acc: 0.1552, loss_cls: 5.1767, loss: 5.1767, grad_norm: 1.1760 2020-08-17 00:35:23,617 - mmaction - INFO - Epoch [3][440/470] lr: 7.633e-02, eta: 1 day, 5:39:26, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.0573, top5_acc: 0.1618, loss_cls: 5.1312, loss: 5.1312, grad_norm: 1.1134 2020-08-17 00:35:42,930 - mmaction - INFO - Epoch [3][460/470] lr: 7.733e-02, eta: 1 day, 5:41:00, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.0553, top5_acc: 0.1694, loss_cls: 5.1184, loss: 5.1184, grad_norm: 1.1263 2020-08-17 00:36:15,995 - mmaction - INFO - Epoch [4][20/470] lr: 7.880e-02, eta: 1 day, 5:35:49, time: 1.177, data_time: 0.368, memory: 9444, top1_acc: 0.0559, top5_acc: 0.1655, loss_cls: 5.1045, loss: 5.1045, grad_norm: 1.1520 2020-08-17 00:36:33,944 - mmaction - INFO - Epoch [4][40/470] lr: 7.979e-02, eta: 1 day, 5:35:36, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.0518, top5_acc: 0.1651, loss_cls: 5.1174, loss: 5.1174, grad_norm: 1.1099 2020-08-17 00:36:54,135 - mmaction - INFO - Epoch [4][60/470] lr: 8.078e-02, eta: 1 day, 5:38:18, time: 1.007, data_time: 0.005, memory: 9444, top1_acc: 0.0575, top5_acc: 0.1695, loss_cls: 5.0834, loss: 5.0834, grad_norm: 1.1154 2020-08-17 00:37:12,928 - mmaction - INFO - Epoch [4][80/470] lr: 8.177e-02, eta: 1 day, 5:39:10, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.0605, top5_acc: 0.1738, loss_cls: 5.0933, loss: 5.0933, grad_norm: 1.1275 2020-08-17 00:37:31,020 - mmaction - INFO - Epoch [4][100/470] lr: 8.276e-02, eta: 1 day, 5:39:00, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.0560, top5_acc: 0.1744, loss_cls: 5.0841, loss: 5.0841, grad_norm: 1.1270 2020-08-17 00:37:49,576 - mmaction - INFO - Epoch [4][120/470] lr: 8.375e-02, eta: 1 day, 5:39:30, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.0629, top5_acc: 0.1836, loss_cls: 5.0472, loss: 5.0472, grad_norm: 1.0745 2020-08-17 00:38:07,986 - mmaction - INFO - Epoch [4][140/470] lr: 8.474e-02, eta: 1 day, 5:39:42, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.0629, top5_acc: 0.1741, loss_cls: 5.0511, loss: 5.0511, grad_norm: 1.1249 2020-08-17 00:38:28,653 - mmaction - INFO - Epoch [4][160/470] lr: 8.573e-02, eta: 1 day, 5:42:50, time: 1.036, data_time: 0.005, memory: 9444, top1_acc: 0.0618, top5_acc: 0.1791, loss_cls: 5.0433, loss: 5.0433, grad_norm: 1.1353 2020-08-17 00:38:46,359 - mmaction - INFO - Epoch [4][180/470] lr: 8.672e-02, eta: 1 day, 5:42:09, time: 0.885, data_time: 0.006, memory: 9444, top1_acc: 0.0655, top5_acc: 0.1860, loss_cls: 5.0283, loss: 5.0283, grad_norm: 1.1188 2020-08-17 00:39:05,340 - mmaction - INFO - Epoch [4][200/470] lr: 8.772e-02, eta: 1 day, 5:43:03, time: 0.949, data_time: 0.002, memory: 9444, top1_acc: 0.0620, top5_acc: 0.1801, loss_cls: 5.0313, loss: 5.0313, grad_norm: 1.0928 2020-08-17 00:39:23,458 - mmaction - INFO - Epoch [4][220/470] lr: 8.871e-02, eta: 1 day, 5:42:49, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.0601, top5_acc: 0.1842, loss_cls: 5.0041, loss: 5.0041, grad_norm: 1.1069 2020-08-17 00:39:42,436 - mmaction - INFO - Epoch [4][240/470] lr: 8.970e-02, eta: 1 day, 5:43:40, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.0645, top5_acc: 0.1882, loss_cls: 5.0037, loss: 5.0037, grad_norm: 1.0923 2020-08-17 00:40:01,219 - mmaction - INFO - Epoch [4][260/470] lr: 9.069e-02, eta: 1 day, 5:44:14, time: 0.938, data_time: 0.007, memory: 9444, top1_acc: 0.0649, top5_acc: 0.1868, loss_cls: 5.0035, loss: 5.0035, grad_norm: 1.0897 2020-08-17 00:40:20,139 - mmaction - INFO - Epoch [4][280/470] lr: 9.168e-02, eta: 1 day, 5:45:00, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.0680, top5_acc: 0.1941, loss_cls: 4.9809, loss: 4.9809, grad_norm: 1.0839 2020-08-17 00:40:38,971 - mmaction - INFO - Epoch [4][300/470] lr: 9.267e-02, eta: 1 day, 5:45:34, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.0700, top5_acc: 0.1905, loss_cls: 4.9653, loss: 4.9653, grad_norm: 1.0761 2020-08-17 00:40:58,184 - mmaction - INFO - Epoch [4][320/470] lr: 9.366e-02, eta: 1 day, 5:46:36, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.0687, top5_acc: 0.1896, loss_cls: 4.9785, loss: 4.9785, grad_norm: 1.0792 2020-08-17 00:41:17,716 - mmaction - INFO - Epoch [4][340/470] lr: 9.465e-02, eta: 1 day, 5:47:54, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.0710, top5_acc: 0.1944, loss_cls: 4.9391, loss: 4.9391, grad_norm: 1.0927 2020-08-17 00:41:35,994 - mmaction - INFO - Epoch [4][360/470] lr: 9.564e-02, eta: 1 day, 5:47:51, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.0722, top5_acc: 0.2034, loss_cls: 4.9267, loss: 4.9267, grad_norm: 1.1103 2020-08-17 00:41:54,957 - mmaction - INFO - Epoch [4][380/470] lr: 9.663e-02, eta: 1 day, 5:48:28, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.0688, top5_acc: 0.2075, loss_cls: 4.9124, loss: 4.9124, grad_norm: 1.0543 2020-08-17 00:42:14,013 - mmaction - INFO - Epoch [4][400/470] lr: 9.762e-02, eta: 1 day, 5:49:14, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.0690, top5_acc: 0.2011, loss_cls: 4.9277, loss: 4.9277, grad_norm: 1.0579 2020-08-17 00:42:32,817 - mmaction - INFO - Epoch [4][420/470] lr: 9.862e-02, eta: 1 day, 5:49:38, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.0675, top5_acc: 0.2013, loss_cls: 4.9283, loss: 4.9283, grad_norm: 1.1241 2020-08-17 00:42:51,869 - mmaction - INFO - Epoch [4][440/470] lr: 9.961e-02, eta: 1 day, 5:50:22, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.0711, top5_acc: 0.2008, loss_cls: 4.9184, loss: 4.9184, grad_norm: 1.0689 2020-08-17 00:43:09,222 - mmaction - INFO - Epoch [4][460/470] lr: 1.006e-01, eta: 1 day, 5:49:11, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.0707, top5_acc: 0.2031, loss_cls: 4.8971, loss: 4.8971, grad_norm: 1.0583 2020-08-17 00:43:19,362 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-17 00:43:42,453 - mmaction - INFO - Epoch [5][20/470] lr: 1.021e-01, eta: 1 day, 5:42:51, time: 1.076, data_time: 0.326, memory: 9444, top1_acc: 0.0749, top5_acc: 0.2117, loss_cls: 4.8609, loss: 4.8609, grad_norm: 1.0612 2020-08-17 00:44:01,533 - mmaction - INFO - Epoch [5][40/470] lr: 1.030e-01, eta: 1 day, 5:43:37, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.0717, top5_acc: 0.2025, loss_cls: 4.8897, loss: 4.8897, grad_norm: 1.0522 2020-08-17 00:44:19,403 - mmaction - INFO - Epoch [5][60/470] lr: 1.040e-01, eta: 1 day, 5:43:03, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.0791, top5_acc: 0.2187, loss_cls: 4.8547, loss: 4.8547, grad_norm: 1.0548 2020-08-17 00:44:37,872 - mmaction - INFO - Epoch [5][80/470] lr: 1.050e-01, eta: 1 day, 5:43:13, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.0717, top5_acc: 0.2039, loss_cls: 4.9016, loss: 4.9016, grad_norm: 1.0761 2020-08-17 00:44:55,842 - mmaction - INFO - Epoch [5][100/470] lr: 1.060e-01, eta: 1 day, 5:42:46, time: 0.896, data_time: 0.004, memory: 9444, top1_acc: 0.0754, top5_acc: 0.2199, loss_cls: 4.8507, loss: 4.8507, grad_norm: 1.0252 2020-08-17 00:45:14,559 - mmaction - INFO - Epoch [5][120/470] lr: 1.070e-01, eta: 1 day, 5:43:06, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.0791, top5_acc: 0.2180, loss_cls: 4.8420, loss: 4.8420, grad_norm: 1.0232 2020-08-17 00:45:32,809 - mmaction - INFO - Epoch [5][140/470] lr: 1.080e-01, eta: 1 day, 5:42:59, time: 0.914, data_time: 0.004, memory: 9444, top1_acc: 0.0745, top5_acc: 0.2150, loss_cls: 4.8422, loss: 4.8422, grad_norm: 1.0671 2020-08-17 00:45:52,122 - mmaction - INFO - Epoch [5][160/470] lr: 1.090e-01, eta: 1 day, 5:43:50, time: 0.964, data_time: 0.004, memory: 9444, top1_acc: 0.0864, top5_acc: 0.2272, loss_cls: 4.8059, loss: 4.8059, grad_norm: 0.9828 2020-08-17 00:46:10,581 - mmaction - INFO - Epoch [5][180/470] lr: 1.100e-01, eta: 1 day, 5:43:55, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.0763, top5_acc: 0.2102, loss_cls: 4.8407, loss: 4.8407, grad_norm: 1.0132 2020-08-17 00:46:29,417 - mmaction - INFO - Epoch [5][200/470] lr: 1.110e-01, eta: 1 day, 5:44:16, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.0793, top5_acc: 0.2238, loss_cls: 4.8163, loss: 4.8163, grad_norm: 1.0468 2020-08-17 00:46:49,422 - mmaction - INFO - Epoch [5][220/470] lr: 1.120e-01, eta: 1 day, 5:45:47, time: 1.002, data_time: 0.005, memory: 9444, top1_acc: 0.0765, top5_acc: 0.2169, loss_cls: 4.8289, loss: 4.8289, grad_norm: 1.0273 2020-08-17 00:47:07,119 - mmaction - INFO - Epoch [5][240/470] lr: 1.130e-01, eta: 1 day, 5:45:05, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.0804, top5_acc: 0.2159, loss_cls: 4.8233, loss: 4.8233, grad_norm: 1.0183 2020-08-17 00:47:26,304 - mmaction - INFO - Epoch [5][260/470] lr: 1.139e-01, eta: 1 day, 5:45:46, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.0810, top5_acc: 0.2240, loss_cls: 4.8107, loss: 4.8107, grad_norm: 1.0021 2020-08-17 00:47:45,450 - mmaction - INFO - Epoch [5][280/470] lr: 1.149e-01, eta: 1 day, 5:46:21, time: 0.955, data_time: 0.004, memory: 9444, top1_acc: 0.0830, top5_acc: 0.2280, loss_cls: 4.7915, loss: 4.7915, grad_norm: 0.9845 2020-08-17 00:48:04,644 - mmaction - INFO - Epoch [5][300/470] lr: 1.159e-01, eta: 1 day, 5:47:02, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.0794, top5_acc: 0.2232, loss_cls: 4.7853, loss: 4.7853, grad_norm: 0.9598 2020-08-17 00:48:23,877 - mmaction - INFO - Epoch [5][320/470] lr: 1.169e-01, eta: 1 day, 5:47:41, time: 0.961, data_time: 0.002, memory: 9444, top1_acc: 0.0869, top5_acc: 0.2302, loss_cls: 4.7567, loss: 4.7567, grad_norm: 1.0267 2020-08-17 00:48:42,697 - mmaction - INFO - Epoch [5][340/470] lr: 1.179e-01, eta: 1 day, 5:47:59, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.0848, top5_acc: 0.2304, loss_cls: 4.7552, loss: 4.7552, grad_norm: 0.9996 2020-08-17 00:49:01,636 - mmaction - INFO - Epoch [5][360/470] lr: 1.189e-01, eta: 1 day, 5:48:21, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.0834, top5_acc: 0.2348, loss_cls: 4.7612, loss: 4.7612, grad_norm: 0.9947 2020-08-17 00:49:19,486 - mmaction - INFO - Epoch [5][380/470] lr: 1.199e-01, eta: 1 day, 5:47:46, time: 0.892, data_time: 0.002, memory: 9444, top1_acc: 0.0869, top5_acc: 0.2324, loss_cls: 4.7457, loss: 4.7457, grad_norm: 0.9882 2020-08-17 00:49:39,036 - mmaction - INFO - Epoch [5][400/470] lr: 1.209e-01, eta: 1 day, 5:48:37, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.0856, top5_acc: 0.2299, loss_cls: 4.7701, loss: 4.7701, grad_norm: 0.9991 2020-08-17 00:49:58,370 - mmaction - INFO - Epoch [5][420/470] lr: 1.219e-01, eta: 1 day, 5:49:20, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.0866, top5_acc: 0.2414, loss_cls: 4.7458, loss: 4.7458, grad_norm: 0.9584 2020-08-17 00:50:16,801 - mmaction - INFO - Epoch [5][440/470] lr: 1.229e-01, eta: 1 day, 5:49:14, time: 0.922, data_time: 0.002, memory: 9444, top1_acc: 0.0893, top5_acc: 0.2410, loss_cls: 4.7288, loss: 4.7288, grad_norm: 0.9902 2020-08-17 00:50:36,724 - mmaction - INFO - Epoch [5][460/470] lr: 1.239e-01, eta: 1 day, 5:50:21, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.0905, top5_acc: 0.2368, loss_cls: 4.7335, loss: 4.7335, grad_norm: 0.9919 2020-08-17 00:51:09,115 - mmaction - INFO - Epoch [6][20/470] lr: 1.253e-01, eta: 1 day, 5:46:37, time: 1.168, data_time: 0.393, memory: 9444, top1_acc: 0.0852, top5_acc: 0.2366, loss_cls: 4.7551, loss: 4.7551, grad_norm: 0.9750 2020-08-17 00:51:27,000 - mmaction - INFO - Epoch [6][40/470] lr: 1.263e-01, eta: 1 day, 5:46:07, time: 0.896, data_time: 0.006, memory: 9444, top1_acc: 0.0887, top5_acc: 0.2429, loss_cls: 4.7105, loss: 4.7105, grad_norm: 0.9388 2020-08-17 00:51:46,990 - mmaction - INFO - Epoch [6][60/470] lr: 1.273e-01, eta: 1 day, 5:47:15, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.0894, top5_acc: 0.2455, loss_cls: 4.6965, loss: 4.6965, grad_norm: 0.9900 2020-08-17 00:52:04,863 - mmaction - INFO - Epoch [6][80/470] lr: 1.283e-01, eta: 1 day, 5:46:44, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.0933, top5_acc: 0.2510, loss_cls: 4.6918, loss: 4.6918, grad_norm: 0.9605 2020-08-17 00:52:23,854 - mmaction - INFO - Epoch [6][100/470] lr: 1.293e-01, eta: 1 day, 5:47:04, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.0896, top5_acc: 0.2419, loss_cls: 4.6758, loss: 4.6758, grad_norm: 0.9684 2020-08-17 00:52:42,725 - mmaction - INFO - Epoch [6][120/470] lr: 1.302e-01, eta: 1 day, 5:47:17, time: 0.941, data_time: 0.001, memory: 9444, top1_acc: 0.0941, top5_acc: 0.2493, loss_cls: 4.6773, loss: 4.6773, grad_norm: 0.9668 2020-08-17 00:53:01,827 - mmaction - INFO - Epoch [6][140/470] lr: 1.312e-01, eta: 1 day, 5:47:43, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.0972, top5_acc: 0.2557, loss_cls: 4.6504, loss: 4.6504, grad_norm: 0.9684 2020-08-17 00:53:21,064 - mmaction - INFO - Epoch [6][160/470] lr: 1.322e-01, eta: 1 day, 5:48:12, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.1006, top5_acc: 0.2602, loss_cls: 4.6430, loss: 4.6430, grad_norm: 0.9666 2020-08-17 00:53:39,051 - mmaction - INFO - Epoch [6][180/470] lr: 1.332e-01, eta: 1 day, 5:47:44, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.0938, top5_acc: 0.2500, loss_cls: 4.6834, loss: 4.6834, grad_norm: 0.9759 2020-08-17 00:53:58,333 - mmaction - INFO - Epoch [6][200/470] lr: 1.342e-01, eta: 1 day, 5:48:14, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.0909, top5_acc: 0.2460, loss_cls: 4.6838, loss: 4.6838, grad_norm: 0.9864 2020-08-17 00:54:16,763 - mmaction - INFO - Epoch [6][220/470] lr: 1.352e-01, eta: 1 day, 5:48:07, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.1002, top5_acc: 0.2601, loss_cls: 4.6449, loss: 4.6449, grad_norm: 0.9513 2020-08-17 00:54:34,783 - mmaction - INFO - Epoch [6][240/470] lr: 1.362e-01, eta: 1 day, 5:47:38, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.0973, top5_acc: 0.2516, loss_cls: 4.6461, loss: 4.6461, grad_norm: 0.9908 2020-08-17 00:54:53,920 - mmaction - INFO - Epoch [6][260/470] lr: 1.372e-01, eta: 1 day, 5:48:03, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.0998, top5_acc: 0.2597, loss_cls: 4.6280, loss: 4.6280, grad_norm: 0.9444 2020-08-17 00:55:13,243 - mmaction - INFO - Epoch [6][280/470] lr: 1.382e-01, eta: 1 day, 5:48:31, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.1026, top5_acc: 0.2654, loss_cls: 4.6323, loss: 4.6323, grad_norm: 0.9699 2020-08-17 00:55:32,069 - mmaction - INFO - Epoch [6][300/470] lr: 1.392e-01, eta: 1 day, 5:48:41, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.0954, top5_acc: 0.2583, loss_cls: 4.6297, loss: 4.6297, grad_norm: 0.9483 2020-08-17 00:55:50,725 - mmaction - INFO - Epoch [6][320/470] lr: 1.401e-01, eta: 1 day, 5:48:41, time: 0.933, data_time: 0.004, memory: 9444, top1_acc: 0.0975, top5_acc: 0.2647, loss_cls: 4.6292, loss: 4.6292, grad_norm: 0.9547 2020-08-17 00:56:08,515 - mmaction - INFO - Epoch [6][340/470] lr: 1.411e-01, eta: 1 day, 5:48:03, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.1032, top5_acc: 0.2641, loss_cls: 4.6135, loss: 4.6135, grad_norm: 0.9694 2020-08-17 00:56:27,801 - mmaction - INFO - Epoch [6][360/470] lr: 1.421e-01, eta: 1 day, 5:48:29, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.1021, top5_acc: 0.2688, loss_cls: 4.5826, loss: 4.5826, grad_norm: 0.9356 2020-08-17 00:56:47,871 - mmaction - INFO - Epoch [6][380/470] lr: 1.431e-01, eta: 1 day, 5:49:30, time: 1.005, data_time: 0.005, memory: 9444, top1_acc: 0.1010, top5_acc: 0.2656, loss_cls: 4.6059, loss: 4.6059, grad_norm: 0.9688 2020-08-17 00:57:06,537 - mmaction - INFO - Epoch [6][400/470] lr: 1.441e-01, eta: 1 day, 5:49:28, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.1032, top5_acc: 0.2641, loss_cls: 4.6029, loss: 4.6029, grad_norm: 0.9403 2020-08-17 00:57:25,422 - mmaction - INFO - Epoch [6][420/470] lr: 1.451e-01, eta: 1 day, 5:49:37, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.1057, top5_acc: 0.2743, loss_cls: 4.5689, loss: 4.5689, grad_norm: 0.9225 2020-08-17 00:57:44,583 - mmaction - INFO - Epoch [6][440/470] lr: 1.461e-01, eta: 1 day, 5:49:57, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.1004, top5_acc: 0.2755, loss_cls: 4.5842, loss: 4.5842, grad_norm: 0.9587 2020-08-17 00:58:03,462 - mmaction - INFO - Epoch [6][460/470] lr: 1.471e-01, eta: 1 day, 5:50:03, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.1085, top5_acc: 0.2714, loss_cls: 4.5472, loss: 4.5472, grad_norm: 0.9266 2020-08-17 00:58:35,572 - mmaction - INFO - Epoch [7][20/470] lr: 1.485e-01, eta: 1 day, 5:46:26, time: 1.142, data_time: 0.366, memory: 9444, top1_acc: 0.1031, top5_acc: 0.2759, loss_cls: 4.5560, loss: 4.5560, grad_norm: 0.9533 2020-08-17 00:58:55,714 - mmaction - INFO - Epoch [7][40/470] lr: 1.495e-01, eta: 1 day, 5:47:24, time: 1.005, data_time: 0.006, memory: 9444, top1_acc: 0.0983, top5_acc: 0.2675, loss_cls: 4.5803, loss: 4.5803, grad_norm: 0.9546 2020-08-17 00:59:13,987 - mmaction - INFO - Epoch [7][60/470] lr: 1.505e-01, eta: 1 day, 5:47:08, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.1070, top5_acc: 0.2726, loss_cls: 4.5697, loss: 4.5697, grad_norm: 0.9500 2020-08-17 00:59:32,373 - mmaction - INFO - Epoch [7][80/470] lr: 1.515e-01, eta: 1 day, 5:46:55, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.1098, top5_acc: 0.2771, loss_cls: 4.5658, loss: 4.5658, grad_norm: 0.9378 2020-08-17 00:59:51,762 - mmaction - INFO - Epoch [7][100/470] lr: 1.525e-01, eta: 1 day, 5:47:21, time: 0.968, data_time: 0.004, memory: 9444, top1_acc: 0.1126, top5_acc: 0.2830, loss_cls: 4.5199, loss: 4.5199, grad_norm: 0.9311 2020-08-17 01:00:11,779 - mmaction - INFO - Epoch [7][120/470] lr: 1.535e-01, eta: 1 day, 5:48:10, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.1147, top5_acc: 0.2852, loss_cls: 4.5064, loss: 4.5064, grad_norm: 0.9387 2020-08-17 01:00:30,977 - mmaction - INFO - Epoch [7][140/470] lr: 1.544e-01, eta: 1 day, 5:48:31, time: 0.964, data_time: 0.007, memory: 9444, top1_acc: 0.1174, top5_acc: 0.2934, loss_cls: 4.4922, loss: 4.4922, grad_norm: 0.9328 2020-08-17 01:00:50,122 - mmaction - INFO - Epoch [7][160/470] lr: 1.554e-01, eta: 1 day, 5:48:45, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.1131, top5_acc: 0.2844, loss_cls: 4.5016, loss: 4.5016, grad_norm: 0.9613 2020-08-17 01:01:08,711 - mmaction - INFO - Epoch [7][180/470] lr: 1.564e-01, eta: 1 day, 5:48:40, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.1120, top5_acc: 0.2886, loss_cls: 4.5076, loss: 4.5076, grad_norm: 0.9072 2020-08-17 01:01:27,589 - mmaction - INFO - Epoch [7][200/470] lr: 1.574e-01, eta: 1 day, 5:48:43, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.1155, top5_acc: 0.2949, loss_cls: 4.4778, loss: 4.4778, grad_norm: 0.9510 2020-08-17 01:01:46,603 - mmaction - INFO - Epoch [7][220/470] lr: 1.584e-01, eta: 1 day, 5:48:53, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.1154, top5_acc: 0.2938, loss_cls: 4.4773, loss: 4.4773, grad_norm: 0.9543 2020-08-17 01:02:05,253 - mmaction - INFO - Epoch [7][240/470] lr: 1.594e-01, eta: 1 day, 5:48:49, time: 0.933, data_time: 0.003, memory: 9444, top1_acc: 0.1097, top5_acc: 0.2925, loss_cls: 4.5030, loss: 4.5030, grad_norm: 0.9393 2020-08-17 01:02:23,126 - mmaction - INFO - Epoch [7][260/470] lr: 1.604e-01, eta: 1 day, 5:48:14, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.1161, top5_acc: 0.2963, loss_cls: 4.4481, loss: 4.4481, grad_norm: 0.9302 2020-08-17 01:02:41,914 - mmaction - INFO - Epoch [7][280/470] lr: 1.614e-01, eta: 1 day, 5:48:13, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.1157, top5_acc: 0.3012, loss_cls: 4.4545, loss: 4.4545, grad_norm: 0.9484 2020-08-17 01:03:01,485 - mmaction - INFO - Epoch [7][300/470] lr: 1.624e-01, eta: 1 day, 5:48:43, time: 0.980, data_time: 0.005, memory: 9444, top1_acc: 0.1224, top5_acc: 0.3008, loss_cls: 4.4526, loss: 4.4526, grad_norm: 0.9663 2020-08-17 01:03:19,879 - mmaction - INFO - Epoch [7][320/470] lr: 1.634e-01, eta: 1 day, 5:48:28, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.1217, top5_acc: 0.2997, loss_cls: 4.4398, loss: 4.4398, grad_norm: 0.9451 2020-08-17 01:03:38,234 - mmaction - INFO - Epoch [7][340/470] lr: 1.643e-01, eta: 1 day, 5:48:10, time: 0.916, data_time: 0.001, memory: 9444, top1_acc: 0.1208, top5_acc: 0.3030, loss_cls: 4.4320, loss: 4.4320, grad_norm: 0.9481 2020-08-17 01:03:56,678 - mmaction - INFO - Epoch [7][360/470] lr: 1.653e-01, eta: 1 day, 5:47:57, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.1253, top5_acc: 0.3087, loss_cls: 4.4031, loss: 4.4031, grad_norm: 0.9287 2020-08-17 01:04:15,865 - mmaction - INFO - Epoch [7][380/470] lr: 1.663e-01, eta: 1 day, 5:48:10, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.1198, top5_acc: 0.3025, loss_cls: 4.4314, loss: 4.4314, grad_norm: 0.9427 2020-08-17 01:04:34,989 - mmaction - INFO - Epoch [7][400/470] lr: 1.673e-01, eta: 1 day, 5:48:22, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.1259, top5_acc: 0.3090, loss_cls: 4.4010, loss: 4.4010, grad_norm: 0.9557 2020-08-17 01:04:54,203 - mmaction - INFO - Epoch [7][420/470] lr: 1.683e-01, eta: 1 day, 5:48:34, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.1255, top5_acc: 0.3076, loss_cls: 4.4101, loss: 4.4101, grad_norm: 0.9628 2020-08-17 01:05:13,716 - mmaction - INFO - Epoch [7][440/470] lr: 1.693e-01, eta: 1 day, 5:48:59, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.1234, top5_acc: 0.3089, loss_cls: 4.3783, loss: 4.3783, grad_norm: 0.9392 2020-08-17 01:05:32,619 - mmaction - INFO - Epoch [7][460/470] lr: 1.703e-01, eta: 1 day, 5:49:01, time: 0.946, data_time: 0.003, memory: 9444, top1_acc: 0.1279, top5_acc: 0.3083, loss_cls: 4.4165, loss: 4.4165, grad_norm: 0.9509 2020-08-17 01:06:07,322 - mmaction - INFO - Epoch [8][20/470] lr: 1.717e-01, eta: 1 day, 5:47:04, time: 1.248, data_time: 0.498, memory: 9444, top1_acc: 0.1226, top5_acc: 0.3118, loss_cls: 4.3819, loss: 4.3819, grad_norm: 0.9203 2020-08-17 01:06:25,266 - mmaction - INFO - Epoch [8][40/470] lr: 1.727e-01, eta: 1 day, 5:46:34, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.1293, top5_acc: 0.3188, loss_cls: 4.3769, loss: 4.3769, grad_norm: 0.9414 2020-08-17 01:06:44,092 - mmaction - INFO - Epoch [8][60/470] lr: 1.737e-01, eta: 1 day, 5:46:32, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.1334, top5_acc: 0.3228, loss_cls: 4.3557, loss: 4.3557, grad_norm: 0.9272 2020-08-17 01:07:02,166 - mmaction - INFO - Epoch [8][80/470] lr: 1.747e-01, eta: 1 day, 5:46:05, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.1249, top5_acc: 0.3172, loss_cls: 4.3526, loss: 4.3526, grad_norm: 0.9500 2020-08-17 01:07:20,886 - mmaction - INFO - Epoch [8][100/470] lr: 1.756e-01, eta: 1 day, 5:46:00, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.1335, top5_acc: 0.3150, loss_cls: 4.3378, loss: 4.3378, grad_norm: 0.9500 2020-08-17 01:07:40,009 - mmaction - INFO - Epoch [8][120/470] lr: 1.766e-01, eta: 1 day, 5:46:10, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.1354, top5_acc: 0.3251, loss_cls: 4.3424, loss: 4.3424, grad_norm: 0.9419 2020-08-17 01:07:58,362 - mmaction - INFO - Epoch [8][140/470] lr: 1.776e-01, eta: 1 day, 5:45:51, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.1332, top5_acc: 0.3153, loss_cls: 4.3495, loss: 4.3495, grad_norm: 0.9310 2020-08-17 01:08:18,203 - mmaction - INFO - Epoch [8][160/470] lr: 1.786e-01, eta: 1 day, 5:46:25, time: 0.993, data_time: 0.006, memory: 9444, top1_acc: 0.1287, top5_acc: 0.3136, loss_cls: 4.3826, loss: 4.3826, grad_norm: 0.9240 2020-08-17 01:08:36,272 - mmaction - INFO - Epoch [8][180/470] lr: 1.796e-01, eta: 1 day, 5:45:55, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.1305, top5_acc: 0.3201, loss_cls: 4.3423, loss: 4.3423, grad_norm: 0.9227 2020-08-17 01:08:56,562 - mmaction - INFO - Epoch [8][200/470] lr: 1.806e-01, eta: 1 day, 5:46:44, time: 1.017, data_time: 0.006, memory: 9444, top1_acc: 0.1325, top5_acc: 0.3148, loss_cls: 4.3424, loss: 4.3424, grad_norm: 0.9233 2020-08-17 01:09:15,403 - mmaction - INFO - Epoch [8][220/470] lr: 1.816e-01, eta: 1 day, 5:46:41, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.1365, top5_acc: 0.3275, loss_cls: 4.3223, loss: 4.3223, grad_norm: 0.9476 2020-08-17 01:09:35,755 - mmaction - INFO - Epoch [8][240/470] lr: 1.826e-01, eta: 1 day, 5:47:30, time: 1.019, data_time: 0.004, memory: 9444, top1_acc: 0.1390, top5_acc: 0.3263, loss_cls: 4.3181, loss: 4.3181, grad_norm: 0.9266 2020-08-17 01:09:53,801 - mmaction - INFO - Epoch [8][260/470] lr: 1.836e-01, eta: 1 day, 5:47:00, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.1384, top5_acc: 0.3268, loss_cls: 4.3171, loss: 4.3171, grad_norm: 0.9339 2020-08-17 01:10:13,160 - mmaction - INFO - Epoch [8][280/470] lr: 1.845e-01, eta: 1 day, 5:47:14, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.1318, top5_acc: 0.3280, loss_cls: 4.3215, loss: 4.3215, grad_norm: 0.9348 2020-08-17 01:10:31,070 - mmaction - INFO - Epoch [8][300/470] lr: 1.855e-01, eta: 1 day, 5:46:41, time: 0.897, data_time: 0.007, memory: 9444, top1_acc: 0.1379, top5_acc: 0.3359, loss_cls: 4.2888, loss: 4.2888, grad_norm: 0.9413 2020-08-17 01:10:49,154 - mmaction - INFO - Epoch [8][320/470] lr: 1.865e-01, eta: 1 day, 5:46:14, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.1370, top5_acc: 0.3321, loss_cls: 4.3126, loss: 4.3126, grad_norm: 0.9284 2020-08-17 01:11:09,344 - mmaction - INFO - Epoch [8][340/470] lr: 1.875e-01, eta: 1 day, 5:46:55, time: 1.010, data_time: 0.002, memory: 9444, top1_acc: 0.1288, top5_acc: 0.3288, loss_cls: 4.2972, loss: 4.2972, grad_norm: 0.9444 2020-08-17 01:11:27,979 - mmaction - INFO - Epoch [8][360/470] lr: 1.885e-01, eta: 1 day, 5:46:43, time: 0.930, data_time: 0.004, memory: 9444, top1_acc: 0.1442, top5_acc: 0.3298, loss_cls: 4.2830, loss: 4.2830, grad_norm: 0.9166 2020-08-17 01:11:46,094 - mmaction - INFO - Epoch [8][380/470] lr: 1.895e-01, eta: 1 day, 5:46:18, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.1392, top5_acc: 0.3344, loss_cls: 4.2760, loss: 4.2760, grad_norm: 0.9171 2020-08-17 01:12:05,220 - mmaction - INFO - Epoch [8][400/470] lr: 1.905e-01, eta: 1 day, 5:46:23, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.1420, top5_acc: 0.3435, loss_cls: 4.2410, loss: 4.2410, grad_norm: 0.9374 2020-08-17 01:12:23,261 - mmaction - INFO - Epoch [8][420/470] lr: 1.915e-01, eta: 1 day, 5:45:54, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.1394, top5_acc: 0.3359, loss_cls: 4.2692, loss: 4.2692, grad_norm: 0.9058 2020-08-17 01:12:43,317 - mmaction - INFO - Epoch [8][440/470] lr: 1.925e-01, eta: 1 day, 5:46:28, time: 1.003, data_time: 0.004, memory: 9444, top1_acc: 0.1422, top5_acc: 0.3375, loss_cls: 4.2544, loss: 4.2544, grad_norm: 0.9140 2020-08-17 01:13:02,495 - mmaction - INFO - Epoch [8][460/470] lr: 1.935e-01, eta: 1 day, 5:46:34, time: 0.959, data_time: 0.002, memory: 9444, top1_acc: 0.1438, top5_acc: 0.3446, loss_cls: 4.2418, loss: 4.2418, grad_norm: 0.9167 2020-08-17 01:13:11,203 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-17 01:13:34,798 - mmaction - INFO - Epoch [9][20/470] lr: 1.948e-01, eta: 1 day, 5:42:50, time: 1.060, data_time: 0.279, memory: 9444, top1_acc: 0.1441, top5_acc: 0.3463, loss_cls: 4.2389, loss: 4.2389, grad_norm: 0.9279 2020-08-17 01:13:52,205 - mmaction - INFO - Epoch [9][40/470] lr: 1.958e-01, eta: 1 day, 5:42:03, time: 0.872, data_time: 0.005, memory: 9444, top1_acc: 0.1447, top5_acc: 0.3495, loss_cls: 4.2156, loss: 4.2156, grad_norm: 0.9368 2020-08-17 01:14:11,828 - mmaction - INFO - Epoch [9][60/470] lr: 1.968e-01, eta: 1 day, 5:42:24, time: 0.981, data_time: 0.002, memory: 9444, top1_acc: 0.1455, top5_acc: 0.3496, loss_cls: 4.2160, loss: 4.2160, grad_norm: 0.9270 2020-08-17 01:14:30,116 - mmaction - INFO - Epoch [9][80/470] lr: 1.978e-01, eta: 1 day, 5:42:02, time: 0.913, data_time: 0.004, memory: 9444, top1_acc: 0.1411, top5_acc: 0.3455, loss_cls: 4.2240, loss: 4.2240, grad_norm: 0.9342 2020-08-17 01:14:48,985 - mmaction - INFO - Epoch [9][100/470] lr: 1.988e-01, eta: 1 day, 5:42:00, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.1486, top5_acc: 0.3469, loss_cls: 4.2316, loss: 4.2316, grad_norm: 0.9536 2020-08-17 01:15:08,172 - mmaction - INFO - Epoch [9][120/470] lr: 1.998e-01, eta: 1 day, 5:42:07, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.1479, top5_acc: 0.3416, loss_cls: 4.2227, loss: 4.2227, grad_norm: 0.9291 2020-08-17 01:15:26,820 - mmaction - INFO - Epoch [9][140/470] lr: 2.008e-01, eta: 1 day, 5:41:56, time: 0.932, data_time: 0.002, memory: 9444, top1_acc: 0.1540, top5_acc: 0.3604, loss_cls: 4.1773, loss: 4.1773, grad_norm: 0.9363 2020-08-17 01:15:46,669 - mmaction - INFO - Epoch [9][160/470] lr: 2.017e-01, eta: 1 day, 5:42:21, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.1559, top5_acc: 0.3576, loss_cls: 4.1920, loss: 4.1920, grad_norm: 0.9406 2020-08-17 01:16:05,115 - mmaction - INFO - Epoch [9][180/470] lr: 2.027e-01, eta: 1 day, 5:42:06, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.1550, top5_acc: 0.3606, loss_cls: 4.1939, loss: 4.1939, grad_norm: 0.9378 2020-08-17 01:16:24,169 - mmaction - INFO - Epoch [9][200/470] lr: 2.037e-01, eta: 1 day, 5:42:06, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.1492, top5_acc: 0.3544, loss_cls: 4.1951, loss: 4.1951, grad_norm: 0.9265 2020-08-17 01:16:42,986 - mmaction - INFO - Epoch [9][220/470] lr: 2.047e-01, eta: 1 day, 5:42:02, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.1524, top5_acc: 0.3570, loss_cls: 4.1869, loss: 4.1869, grad_norm: 0.9479 2020-08-17 01:17:01,918 - mmaction - INFO - Epoch [9][240/470] lr: 2.057e-01, eta: 1 day, 5:42:00, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.1553, top5_acc: 0.3582, loss_cls: 4.1691, loss: 4.1691, grad_norm: 0.9089 2020-08-17 01:17:21,469 - mmaction - INFO - Epoch [9][260/470] lr: 2.067e-01, eta: 1 day, 5:42:14, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.1509, top5_acc: 0.3579, loss_cls: 4.1862, loss: 4.1862, grad_norm: 0.9337 2020-08-17 01:17:39,514 - mmaction - INFO - Epoch [9][280/470] lr: 2.077e-01, eta: 1 day, 5:41:47, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.1562, top5_acc: 0.3541, loss_cls: 4.1839, loss: 4.1839, grad_norm: 0.9006 2020-08-17 01:17:58,273 - mmaction - INFO - Epoch [9][300/470] lr: 2.087e-01, eta: 1 day, 5:41:38, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.1540, top5_acc: 0.3630, loss_cls: 4.1432, loss: 4.1432, grad_norm: 0.9150 2020-08-17 01:18:18,537 - mmaction - INFO - Epoch [9][320/470] lr: 2.097e-01, eta: 1 day, 5:42:14, time: 1.014, data_time: 0.005, memory: 9444, top1_acc: 0.1601, top5_acc: 0.3670, loss_cls: 4.1238, loss: 4.1238, grad_norm: 0.9332 2020-08-17 01:18:36,923 - mmaction - INFO - Epoch [9][340/470] lr: 2.106e-01, eta: 1 day, 5:41:54, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.1604, top5_acc: 0.3680, loss_cls: 4.1372, loss: 4.1372, grad_norm: 0.9365 2020-08-17 01:18:56,023 - mmaction - INFO - Epoch [9][360/470] lr: 2.116e-01, eta: 1 day, 5:41:56, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.1606, top5_acc: 0.3669, loss_cls: 4.1357, loss: 4.1357, grad_norm: 0.9353 2020-08-17 01:19:14,301 - mmaction - INFO - Epoch [9][380/470] lr: 2.126e-01, eta: 1 day, 5:41:34, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.1591, top5_acc: 0.3627, loss_cls: 4.1480, loss: 4.1480, grad_norm: 0.9331 2020-08-17 01:19:33,155 - mmaction - INFO - Epoch [9][400/470] lr: 2.136e-01, eta: 1 day, 5:41:29, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.1581, top5_acc: 0.3710, loss_cls: 4.1461, loss: 4.1461, grad_norm: 0.9410 2020-08-17 01:19:50,945 - mmaction - INFO - Epoch [9][420/470] lr: 2.146e-01, eta: 1 day, 5:40:52, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.1555, top5_acc: 0.3629, loss_cls: 4.1361, loss: 4.1361, grad_norm: 0.9335 2020-08-17 01:20:10,800 - mmaction - INFO - Epoch [9][440/470] lr: 2.156e-01, eta: 1 day, 5:41:15, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.1571, top5_acc: 0.3592, loss_cls: 4.1331, loss: 4.1331, grad_norm: 0.9330 2020-08-17 01:20:29,440 - mmaction - INFO - Epoch [9][460/470] lr: 2.166e-01, eta: 1 day, 5:41:03, time: 0.932, data_time: 0.002, memory: 9444, top1_acc: 0.1626, top5_acc: 0.3708, loss_cls: 4.1191, loss: 4.1191, grad_norm: 0.9435 2020-08-17 01:21:02,272 - mmaction - INFO - Epoch [10][20/470] lr: 2.179e-01, eta: 1 day, 5:38:20, time: 1.133, data_time: 0.400, memory: 9444, top1_acc: 0.1602, top5_acc: 0.3731, loss_cls: 4.0808, loss: 4.0808, grad_norm: 0.9303 2020-08-17 01:21:20,397 - mmaction - INFO - Epoch [10][40/470] lr: 2.189e-01, eta: 1 day, 5:37:55, time: 0.906, data_time: 0.007, memory: 9444, top1_acc: 0.1622, top5_acc: 0.3752, loss_cls: 4.0978, loss: 4.0978, grad_norm: 0.9291 2020-08-17 01:21:39,802 - mmaction - INFO - Epoch [10][60/470] lr: 2.199e-01, eta: 1 day, 5:38:04, time: 0.970, data_time: 0.002, memory: 9444, top1_acc: 0.1637, top5_acc: 0.3723, loss_cls: 4.0917, loss: 4.0917, grad_norm: 0.9290 2020-08-17 01:21:58,072 - mmaction - INFO - Epoch [10][80/470] lr: 2.209e-01, eta: 1 day, 5:37:41, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.1646, top5_acc: 0.3764, loss_cls: 4.0853, loss: 4.0853, grad_norm: 0.9256 2020-08-17 01:22:16,983 - mmaction - INFO - Epoch [10][100/470] lr: 2.219e-01, eta: 1 day, 5:37:38, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.1761, top5_acc: 0.3854, loss_cls: 4.0696, loss: 4.0696, grad_norm: 0.9387 2020-08-17 01:22:35,828 - mmaction - INFO - Epoch [10][120/470] lr: 2.229e-01, eta: 1 day, 5:37:32, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.1726, top5_acc: 0.3896, loss_cls: 4.0395, loss: 4.0395, grad_norm: 0.9360 2020-08-17 01:22:54,306 - mmaction - INFO - Epoch [10][140/470] lr: 2.239e-01, eta: 1 day, 5:37:15, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.1651, top5_acc: 0.3775, loss_cls: 4.0719, loss: 4.0719, grad_norm: 0.9222 2020-08-17 01:23:13,231 - mmaction - INFO - Epoch [10][160/470] lr: 2.248e-01, eta: 1 day, 5:37:11, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.1645, top5_acc: 0.3779, loss_cls: 4.0897, loss: 4.0897, grad_norm: 0.9438 2020-08-17 01:23:32,733 - mmaction - INFO - Epoch [10][180/470] lr: 2.258e-01, eta: 1 day, 5:37:21, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.1648, top5_acc: 0.3752, loss_cls: 4.0560, loss: 4.0560, grad_norm: 0.9329 2020-08-17 01:23:51,464 - mmaction - INFO - Epoch [10][200/470] lr: 2.268e-01, eta: 1 day, 5:37:12, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.1594, top5_acc: 0.3703, loss_cls: 4.1020, loss: 4.1020, grad_norm: 0.9381 2020-08-17 01:24:09,605 - mmaction - INFO - Epoch [10][220/470] lr: 2.278e-01, eta: 1 day, 5:36:47, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.1672, top5_acc: 0.3719, loss_cls: 4.1132, loss: 4.1132, grad_norm: 0.9430 2020-08-17 01:24:29,450 - mmaction - INFO - Epoch [10][240/470] lr: 2.288e-01, eta: 1 day, 5:37:05, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.1625, top5_acc: 0.3798, loss_cls: 4.0788, loss: 4.0788, grad_norm: 0.9289 2020-08-17 01:24:48,936 - mmaction - INFO - Epoch [10][260/470] lr: 2.298e-01, eta: 1 day, 5:37:15, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.1664, top5_acc: 0.3725, loss_cls: 4.0953, loss: 4.0953, grad_norm: 0.9200 2020-08-17 01:25:07,781 - mmaction - INFO - Epoch [10][280/470] lr: 2.308e-01, eta: 1 day, 5:37:08, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.1678, top5_acc: 0.3841, loss_cls: 4.0521, loss: 4.0521, grad_norm: 0.9213 2020-08-17 01:25:27,381 - mmaction - INFO - Epoch [10][300/470] lr: 2.318e-01, eta: 1 day, 5:37:20, time: 0.980, data_time: 0.002, memory: 9444, top1_acc: 0.1750, top5_acc: 0.3832, loss_cls: 4.0501, loss: 4.0501, grad_norm: 0.9353 2020-08-17 01:25:46,378 - mmaction - INFO - Epoch [10][320/470] lr: 2.327e-01, eta: 1 day, 5:37:15, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.1763, top5_acc: 0.3921, loss_cls: 4.0140, loss: 4.0140, grad_norm: 0.9444 2020-08-17 01:26:05,710 - mmaction - INFO - Epoch [10][340/470] lr: 2.337e-01, eta: 1 day, 5:37:21, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.1738, top5_acc: 0.3914, loss_cls: 4.0265, loss: 4.0265, grad_norm: 0.9472 2020-08-17 01:26:25,520 - mmaction - INFO - Epoch [10][360/470] lr: 2.347e-01, eta: 1 day, 5:37:37, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.1688, top5_acc: 0.3836, loss_cls: 4.0560, loss: 4.0560, grad_norm: 0.9200 2020-08-17 01:26:43,672 - mmaction - INFO - Epoch [10][380/470] lr: 2.357e-01, eta: 1 day, 5:37:12, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.1788, top5_acc: 0.4005, loss_cls: 3.9919, loss: 3.9919, grad_norm: 0.9525 2020-08-17 01:27:02,276 - mmaction - INFO - Epoch [10][400/470] lr: 2.367e-01, eta: 1 day, 5:36:58, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.1736, top5_acc: 0.3921, loss_cls: 4.0349, loss: 4.0349, grad_norm: 0.9390 2020-08-17 01:27:21,850 - mmaction - INFO - Epoch [10][420/470] lr: 2.377e-01, eta: 1 day, 5:37:07, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.1799, top5_acc: 0.3952, loss_cls: 4.0186, loss: 4.0186, grad_norm: 0.9241 2020-08-17 01:27:40,886 - mmaction - INFO - Epoch [10][440/470] lr: 2.387e-01, eta: 1 day, 5:37:03, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.1791, top5_acc: 0.3939, loss_cls: 4.0090, loss: 4.0090, grad_norm: 0.9515 2020-08-17 01:28:00,567 - mmaction - INFO - Epoch [10][460/470] lr: 2.397e-01, eta: 1 day, 5:37:15, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.1840, top5_acc: 0.4013, loss_cls: 3.9824, loss: 3.9824, grad_norm: 0.9148 2020-08-17 01:28:32,071 - mmaction - INFO - Epoch [11][20/470] lr: 2.410e-01, eta: 1 day, 5:34:44, time: 1.133, data_time: 0.396, memory: 9444, top1_acc: 0.1753, top5_acc: 0.3902, loss_cls: 4.0127, loss: 4.0127, grad_norm: 0.9305 2020-08-17 01:28:50,727 - mmaction - INFO - Epoch [11][40/470] lr: 2.420e-01, eta: 1 day, 5:34:32, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.1794, top5_acc: 0.3964, loss_cls: 3.9830, loss: 3.9830, grad_norm: 0.9232 2020-08-17 01:29:10,036 - mmaction - INFO - Epoch [11][60/470] lr: 2.429e-01, eta: 1 day, 5:34:35, time: 0.966, data_time: 0.002, memory: 9444, top1_acc: 0.1812, top5_acc: 0.4022, loss_cls: 3.9680, loss: 3.9680, grad_norm: 0.9433 2020-08-17 01:29:29,751 - mmaction - INFO - Epoch [11][80/470] lr: 2.439e-01, eta: 1 day, 5:34:48, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.1891, top5_acc: 0.4039, loss_cls: 3.9668, loss: 3.9668, grad_norm: 0.9512 2020-08-17 01:29:48,127 - mmaction - INFO - Epoch [11][100/470] lr: 2.449e-01, eta: 1 day, 5:34:28, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.1821, top5_acc: 0.3995, loss_cls: 3.9727, loss: 3.9727, grad_norm: 0.9610 2020-08-17 01:30:07,105 - mmaction - INFO - Epoch [11][120/470] lr: 2.459e-01, eta: 1 day, 5:34:23, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.1847, top5_acc: 0.4069, loss_cls: 3.9690, loss: 3.9690, grad_norm: 0.9460 2020-08-17 01:30:26,050 - mmaction - INFO - Epoch [11][140/470] lr: 2.469e-01, eta: 1 day, 5:34:17, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.1838, top5_acc: 0.4019, loss_cls: 3.9742, loss: 3.9742, grad_norm: 0.9359 2020-08-17 01:30:44,979 - mmaction - INFO - Epoch [11][160/470] lr: 2.479e-01, eta: 1 day, 5:34:09, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.1780, top5_acc: 0.3967, loss_cls: 3.9571, loss: 3.9571, grad_norm: 0.9265 2020-08-17 01:31:04,553 - mmaction - INFO - Epoch [11][180/470] lr: 2.489e-01, eta: 1 day, 5:34:18, time: 0.980, data_time: 0.005, memory: 9444, top1_acc: 0.1836, top5_acc: 0.4025, loss_cls: 3.9916, loss: 3.9916, grad_norm: 0.9579 2020-08-17 01:31:23,533 - mmaction - INFO - Epoch [11][200/470] lr: 2.499e-01, eta: 1 day, 5:34:12, time: 0.949, data_time: 0.002, memory: 9444, top1_acc: 0.1801, top5_acc: 0.4027, loss_cls: 3.9770, loss: 3.9770, grad_norm: 0.9077 2020-08-17 01:31:41,975 - mmaction - INFO - Epoch [11][220/470] lr: 2.508e-01, eta: 1 day, 5:33:53, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.1796, top5_acc: 0.3957, loss_cls: 3.9894, loss: 3.9894, grad_norm: 0.9427 2020-08-17 01:32:01,034 - mmaction - INFO - Epoch [11][240/470] lr: 2.518e-01, eta: 1 day, 5:33:50, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.1845, top5_acc: 0.4071, loss_cls: 3.9192, loss: 3.9192, grad_norm: 0.9350 2020-08-17 01:32:19,396 - mmaction - INFO - Epoch [11][260/470] lr: 2.528e-01, eta: 1 day, 5:33:29, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.1896, top5_acc: 0.4107, loss_cls: 3.9391, loss: 3.9391, grad_norm: 0.9581 2020-08-17 01:32:38,704 - mmaction - INFO - Epoch [11][280/470] lr: 2.538e-01, eta: 1 day, 5:33:31, time: 0.965, data_time: 0.002, memory: 9444, top1_acc: 0.1925, top5_acc: 0.4116, loss_cls: 3.9403, loss: 3.9403, grad_norm: 0.9244 2020-08-17 01:32:57,095 - mmaction - INFO - Epoch [11][300/470] lr: 2.548e-01, eta: 1 day, 5:33:10, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.1835, top5_acc: 0.4104, loss_cls: 3.9263, loss: 3.9263, grad_norm: 0.9303 2020-08-17 01:33:15,696 - mmaction - INFO - Epoch [11][320/470] lr: 2.558e-01, eta: 1 day, 5:32:56, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.1879, top5_acc: 0.4109, loss_cls: 3.9321, loss: 3.9321, grad_norm: 0.9363 2020-08-17 01:33:35,044 - mmaction - INFO - Epoch [11][340/470] lr: 2.568e-01, eta: 1 day, 5:32:57, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.1896, top5_acc: 0.4114, loss_cls: 3.9084, loss: 3.9084, grad_norm: 0.9466 2020-08-17 01:33:53,317 - mmaction - INFO - Epoch [11][360/470] lr: 2.578e-01, eta: 1 day, 5:32:35, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.1908, top5_acc: 0.4085, loss_cls: 3.9413, loss: 3.9413, grad_norm: 0.9383 2020-08-17 01:34:11,894 - mmaction - INFO - Epoch [11][380/470] lr: 2.587e-01, eta: 1 day, 5:32:19, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.1864, top5_acc: 0.4083, loss_cls: 3.9560, loss: 3.9560, grad_norm: 0.9261 2020-08-17 01:34:30,475 - mmaction - INFO - Epoch [11][400/470] lr: 2.597e-01, eta: 1 day, 5:32:04, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.1848, top5_acc: 0.4119, loss_cls: 3.9110, loss: 3.9110, grad_norm: 0.9262 2020-08-17 01:34:49,938 - mmaction - INFO - Epoch [11][420/470] lr: 2.607e-01, eta: 1 day, 5:32:07, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.1805, top5_acc: 0.4002, loss_cls: 3.9622, loss: 3.9622, grad_norm: 0.9560 2020-08-17 01:35:08,068 - mmaction - INFO - Epoch [11][440/470] lr: 2.617e-01, eta: 1 day, 5:31:42, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.1866, top5_acc: 0.4088, loss_cls: 3.9177, loss: 3.9177, grad_norm: 0.9225 2020-08-17 01:35:27,880 - mmaction - INFO - Epoch [11][460/470] lr: 2.627e-01, eta: 1 day, 5:31:54, time: 0.991, data_time: 0.002, memory: 9444, top1_acc: 0.1907, top5_acc: 0.4213, loss_cls: 3.8916, loss: 3.8916, grad_norm: 0.9417 2020-08-17 01:36:00,406 - mmaction - INFO - Epoch [12][20/470] lr: 2.640e-01, eta: 1 day, 5:29:49, time: 1.166, data_time: 0.368, memory: 9444, top1_acc: 0.1934, top5_acc: 0.4164, loss_cls: 3.8847, loss: 3.8847, grad_norm: 0.9479 2020-08-17 01:36:18,160 - mmaction - INFO - Epoch [12][40/470] lr: 2.650e-01, eta: 1 day, 5:29:15, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.1973, top5_acc: 0.4218, loss_cls: 3.9054, loss: 3.9054, grad_norm: 0.9597 2020-08-17 01:36:36,884 - mmaction - INFO - Epoch [12][60/470] lr: 2.659e-01, eta: 1 day, 5:29:03, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.1979, top5_acc: 0.4195, loss_cls: 3.8918, loss: 3.8918, grad_norm: 0.9451 2020-08-17 01:36:56,202 - mmaction - INFO - Epoch [12][80/470] lr: 2.669e-01, eta: 1 day, 5:29:03, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.1985, top5_acc: 0.4263, loss_cls: 3.8545, loss: 3.8545, grad_norm: 0.9318 2020-08-17 01:37:15,181 - mmaction - INFO - Epoch [12][100/470] lr: 2.679e-01, eta: 1 day, 5:28:57, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.1966, top5_acc: 0.4192, loss_cls: 3.9089, loss: 3.9089, grad_norm: 0.9519 2020-08-17 01:37:33,428 - mmaction - INFO - Epoch [12][120/470] lr: 2.689e-01, eta: 1 day, 5:28:33, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.1926, top5_acc: 0.4197, loss_cls: 3.8744, loss: 3.8744, grad_norm: 0.9411 2020-08-17 01:37:52,247 - mmaction - INFO - Epoch [12][140/470] lr: 2.699e-01, eta: 1 day, 5:28:24, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.2007, top5_acc: 0.4213, loss_cls: 3.8462, loss: 3.8462, grad_norm: 0.9273 2020-08-17 01:38:12,220 - mmaction - INFO - Epoch [12][160/470] lr: 2.709e-01, eta: 1 day, 5:28:38, time: 0.997, data_time: 0.004, memory: 9444, top1_acc: 0.1990, top5_acc: 0.4270, loss_cls: 3.8572, loss: 3.8572, grad_norm: 0.9596 2020-08-17 01:38:29,756 - mmaction - INFO - Epoch [12][180/470] lr: 2.719e-01, eta: 1 day, 5:28:00, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.1959, top5_acc: 0.4260, loss_cls: 3.8810, loss: 3.8810, grad_norm: 0.9602 2020-08-17 01:38:48,700 - mmaction - INFO - Epoch [12][200/470] lr: 2.729e-01, eta: 1 day, 5:27:52, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2001, top5_acc: 0.4146, loss_cls: 3.8942, loss: 3.8942, grad_norm: 0.9507 2020-08-17 01:39:07,213 - mmaction - INFO - Epoch [12][220/470] lr: 2.738e-01, eta: 1 day, 5:27:35, time: 0.926, data_time: 0.002, memory: 9444, top1_acc: 0.1980, top5_acc: 0.4261, loss_cls: 3.8815, loss: 3.8815, grad_norm: 0.9404 2020-08-17 01:39:26,417 - mmaction - INFO - Epoch [12][240/470] lr: 2.748e-01, eta: 1 day, 5:27:31, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.1936, top5_acc: 0.4189, loss_cls: 3.8587, loss: 3.8587, grad_norm: 0.9402 2020-08-17 01:39:45,359 - mmaction - INFO - Epoch [12][260/470] lr: 2.758e-01, eta: 1 day, 5:27:24, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2030, top5_acc: 0.4326, loss_cls: 3.8270, loss: 3.8270, grad_norm: 0.9498 2020-08-17 01:40:04,256 - mmaction - INFO - Epoch [12][280/470] lr: 2.768e-01, eta: 1 day, 5:27:15, time: 0.944, data_time: 0.004, memory: 9444, top1_acc: 0.2008, top5_acc: 0.4390, loss_cls: 3.8275, loss: 3.8275, grad_norm: 0.9567 2020-08-17 01:40:23,192 - mmaction - INFO - Epoch [12][300/470] lr: 2.778e-01, eta: 1 day, 5:27:06, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2015, top5_acc: 0.4377, loss_cls: 3.8118, loss: 3.8118, grad_norm: 0.9503 2020-08-17 01:40:43,069 - mmaction - INFO - Epoch [12][320/470] lr: 2.788e-01, eta: 1 day, 5:27:17, time: 0.994, data_time: 0.002, memory: 9444, top1_acc: 0.1962, top5_acc: 0.4254, loss_cls: 3.8518, loss: 3.8518, grad_norm: 0.9498 2020-08-17 01:41:02,057 - mmaction - INFO - Epoch [12][340/470] lr: 2.798e-01, eta: 1 day, 5:27:10, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.1981, top5_acc: 0.4309, loss_cls: 3.8396, loss: 3.8396, grad_norm: 0.9441 2020-08-17 01:41:20,564 - mmaction - INFO - Epoch [12][360/470] lr: 2.807e-01, eta: 1 day, 5:26:51, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.1998, top5_acc: 0.4186, loss_cls: 3.8791, loss: 3.8791, grad_norm: 0.9453 2020-08-17 01:41:38,659 - mmaction - INFO - Epoch [12][380/470] lr: 2.817e-01, eta: 1 day, 5:26:26, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.1976, top5_acc: 0.4229, loss_cls: 3.8725, loss: 3.8725, grad_norm: 0.9454 2020-08-17 01:41:57,807 - mmaction - INFO - Epoch [12][400/470] lr: 2.827e-01, eta: 1 day, 5:26:21, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2021, top5_acc: 0.4398, loss_cls: 3.8007, loss: 3.8007, grad_norm: 0.9475 2020-08-17 01:42:17,898 - mmaction - INFO - Epoch [12][420/470] lr: 2.837e-01, eta: 1 day, 5:26:36, time: 1.005, data_time: 0.004, memory: 9444, top1_acc: 0.2021, top5_acc: 0.4289, loss_cls: 3.8177, loss: 3.8177, grad_norm: 0.9484 2020-08-17 01:42:35,284 - mmaction - INFO - Epoch [12][440/470] lr: 2.847e-01, eta: 1 day, 5:25:55, time: 0.869, data_time: 0.002, memory: 9444, top1_acc: 0.2045, top5_acc: 0.4255, loss_cls: 3.8474, loss: 3.8474, grad_norm: 0.9362 2020-08-17 01:42:54,869 - mmaction - INFO - Epoch [12][460/470] lr: 2.857e-01, eta: 1 day, 5:25:59, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.1949, top5_acc: 0.4297, loss_cls: 3.8266, loss: 3.8266, grad_norm: 0.9341 2020-08-17 01:43:04,729 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-17 01:43:26,974 - mmaction - INFO - Epoch [13][20/470] lr: 2.869e-01, eta: 1 day, 5:23:03, time: 1.022, data_time: 0.311, memory: 9444, top1_acc: 0.2058, top5_acc: 0.4314, loss_cls: 3.8131, loss: 3.8131, grad_norm: 0.9607 2020-08-17 01:43:45,584 - mmaction - INFO - Epoch [13][40/470] lr: 2.879e-01, eta: 1 day, 5:22:48, time: 0.931, data_time: 0.002, memory: 9444, top1_acc: 0.2085, top5_acc: 0.4351, loss_cls: 3.8180, loss: 3.8180, grad_norm: 0.9560 2020-08-17 01:44:03,713 - mmaction - INFO - Epoch [13][60/470] lr: 2.889e-01, eta: 1 day, 5:22:23, time: 0.905, data_time: 0.004, memory: 9444, top1_acc: 0.2079, top5_acc: 0.4441, loss_cls: 3.7953, loss: 3.7953, grad_norm: 0.9338 2020-08-17 01:44:22,501 - mmaction - INFO - Epoch [13][80/470] lr: 2.899e-01, eta: 1 day, 5:22:12, time: 0.941, data_time: 0.003, memory: 9444, top1_acc: 0.2148, top5_acc: 0.4443, loss_cls: 3.7551, loss: 3.7551, grad_norm: 0.9337 2020-08-17 01:44:41,498 - mmaction - INFO - Epoch [13][100/470] lr: 2.909e-01, eta: 1 day, 5:22:03, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.2131, top5_acc: 0.4389, loss_cls: 3.8093, loss: 3.8093, grad_norm: 0.9338 2020-08-17 01:45:00,166 - mmaction - INFO - Epoch [13][120/470] lr: 2.918e-01, eta: 1 day, 5:21:49, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.2120, top5_acc: 0.4413, loss_cls: 3.7906, loss: 3.7906, grad_norm: 0.9767 2020-08-17 01:45:19,370 - mmaction - INFO - Epoch [13][140/470] lr: 2.928e-01, eta: 1 day, 5:21:46, time: 0.961, data_time: 0.003, memory: 9444, top1_acc: 0.2059, top5_acc: 0.4407, loss_cls: 3.7841, loss: 3.7841, grad_norm: 0.9498 2020-08-17 01:45:37,985 - mmaction - INFO - Epoch [13][160/470] lr: 2.938e-01, eta: 1 day, 5:21:30, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2025, top5_acc: 0.4453, loss_cls: 3.7844, loss: 3.7844, grad_norm: 0.9663 2020-08-17 01:45:56,415 - mmaction - INFO - Epoch [13][180/470] lr: 2.948e-01, eta: 1 day, 5:21:12, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2080, top5_acc: 0.4391, loss_cls: 3.7946, loss: 3.7946, grad_norm: 0.9372 2020-08-17 01:46:14,555 - mmaction - INFO - Epoch [13][200/470] lr: 2.958e-01, eta: 1 day, 5:20:47, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.2147, top5_acc: 0.4489, loss_cls: 3.7392, loss: 3.7392, grad_norm: 0.9546 2020-08-17 01:46:35,203 - mmaction - INFO - Epoch [13][220/470] lr: 2.968e-01, eta: 1 day, 5:21:11, time: 1.033, data_time: 0.005, memory: 9444, top1_acc: 0.2184, top5_acc: 0.4404, loss_cls: 3.7751, loss: 3.7751, grad_norm: 0.9577 2020-08-17 01:46:53,560 - mmaction - INFO - Epoch [13][240/470] lr: 2.978e-01, eta: 1 day, 5:20:51, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.2080, top5_acc: 0.4421, loss_cls: 3.7834, loss: 3.7834, grad_norm: 0.9540 2020-08-17 01:47:12,375 - mmaction - INFO - Epoch [13][260/470] lr: 2.987e-01, eta: 1 day, 5:20:39, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2090, top5_acc: 0.4488, loss_cls: 3.7611, loss: 3.7611, grad_norm: 0.9400 2020-08-17 01:47:31,281 - mmaction - INFO - Epoch [13][280/470] lr: 2.997e-01, eta: 1 day, 5:20:29, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2114, top5_acc: 0.4408, loss_cls: 3.7702, loss: 3.7702, grad_norm: 0.9480 2020-08-17 01:47:50,724 - mmaction - INFO - Epoch [13][300/470] lr: 3.007e-01, eta: 1 day, 5:20:29, time: 0.972, data_time: 0.002, memory: 9444, top1_acc: 0.2127, top5_acc: 0.4466, loss_cls: 3.7717, loss: 3.7717, grad_norm: 0.9473 2020-08-17 01:48:09,976 - mmaction - INFO - Epoch [13][320/470] lr: 3.017e-01, eta: 1 day, 5:20:25, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2136, top5_acc: 0.4500, loss_cls: 3.7267, loss: 3.7267, grad_norm: 0.9420 2020-08-17 01:48:29,478 - mmaction - INFO - Epoch [13][340/470] lr: 3.027e-01, eta: 1 day, 5:20:27, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.2102, top5_acc: 0.4420, loss_cls: 3.7728, loss: 3.7728, grad_norm: 0.9468 2020-08-17 01:48:48,268 - mmaction - INFO - Epoch [13][360/470] lr: 3.037e-01, eta: 1 day, 5:20:15, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.2139, top5_acc: 0.4411, loss_cls: 3.7712, loss: 3.7712, grad_norm: 0.9691 2020-08-17 01:49:06,369 - mmaction - INFO - Epoch [13][380/470] lr: 3.047e-01, eta: 1 day, 5:19:49, time: 0.905, data_time: 0.002, memory: 9444, top1_acc: 0.2179, top5_acc: 0.4545, loss_cls: 3.7362, loss: 3.7362, grad_norm: 0.9396 2020-08-17 01:49:24,689 - mmaction - INFO - Epoch [13][400/470] lr: 3.056e-01, eta: 1 day, 5:19:27, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.2183, top5_acc: 0.4503, loss_cls: 3.7255, loss: 3.7255, grad_norm: 0.9575 2020-08-17 01:49:43,864 - mmaction - INFO - Epoch [13][420/470] lr: 3.066e-01, eta: 1 day, 5:19:22, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.2131, top5_acc: 0.4484, loss_cls: 3.7608, loss: 3.7608, grad_norm: 0.9658 2020-08-17 01:50:02,400 - mmaction - INFO - Epoch [13][440/470] lr: 3.076e-01, eta: 1 day, 5:19:05, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.2163, top5_acc: 0.4451, loss_cls: 3.7664, loss: 3.7664, grad_norm: 0.9599 2020-08-17 01:50:21,047 - mmaction - INFO - Epoch [13][460/470] lr: 3.086e-01, eta: 1 day, 5:18:50, time: 0.933, data_time: 0.004, memory: 9444, top1_acc: 0.2107, top5_acc: 0.4435, loss_cls: 3.7778, loss: 3.7778, grad_norm: 0.9513 2020-08-17 01:50:53,282 - mmaction - INFO - Epoch [14][20/470] lr: 3.098e-01, eta: 1 day, 5:16:57, time: 1.158, data_time: 0.399, memory: 9444, top1_acc: 0.2163, top5_acc: 0.4594, loss_cls: 3.7240, loss: 3.7240, grad_norm: 0.9369 2020-08-17 01:51:11,763 - mmaction - INFO - Epoch [14][40/470] lr: 3.108e-01, eta: 1 day, 5:16:40, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.2110, top5_acc: 0.4480, loss_cls: 3.7508, loss: 3.7508, grad_norm: 0.9757 2020-08-17 01:51:30,203 - mmaction - INFO - Epoch [14][60/470] lr: 3.118e-01, eta: 1 day, 5:16:20, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2159, top5_acc: 0.4505, loss_cls: 3.7071, loss: 3.7071, grad_norm: 0.9485 2020-08-17 01:51:48,727 - mmaction - INFO - Epoch [14][80/470] lr: 3.127e-01, eta: 1 day, 5:16:04, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2233, top5_acc: 0.4610, loss_cls: 3.6989, loss: 3.6989, grad_norm: 0.9449 2020-08-17 01:52:07,232 - mmaction - INFO - Epoch [14][100/470] lr: 3.137e-01, eta: 1 day, 5:15:45, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2293, top5_acc: 0.4672, loss_cls: 3.6668, loss: 3.6668, grad_norm: 0.9380 2020-08-17 01:52:25,708 - mmaction - INFO - Epoch [14][120/470] lr: 3.147e-01, eta: 1 day, 5:15:28, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.2177, top5_acc: 0.4508, loss_cls: 3.7397, loss: 3.7397, grad_norm: 0.9621 2020-08-17 01:52:43,924 - mmaction - INFO - Epoch [14][140/470] lr: 3.157e-01, eta: 1 day, 5:15:05, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.2188, top5_acc: 0.4556, loss_cls: 3.7178, loss: 3.7178, grad_norm: 0.9594 2020-08-17 01:53:02,357 - mmaction - INFO - Epoch [14][160/470] lr: 3.167e-01, eta: 1 day, 5:14:46, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.2193, top5_acc: 0.4539, loss_cls: 3.7295, loss: 3.7295, grad_norm: 0.9478 2020-08-17 01:53:21,661 - mmaction - INFO - Epoch [14][180/470] lr: 3.177e-01, eta: 1 day, 5:14:42, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.2170, top5_acc: 0.4531, loss_cls: 3.7187, loss: 3.7187, grad_norm: 0.9443 2020-08-17 01:53:41,249 - mmaction - INFO - Epoch [14][200/470] lr: 3.187e-01, eta: 1 day, 5:14:44, time: 0.980, data_time: 0.003, memory: 9444, top1_acc: 0.2177, top5_acc: 0.4528, loss_cls: 3.7046, loss: 3.7046, grad_norm: 0.9606 2020-08-17 01:53:59,668 - mmaction - INFO - Epoch [14][220/470] lr: 3.196e-01, eta: 1 day, 5:14:24, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2160, top5_acc: 0.4531, loss_cls: 3.7072, loss: 3.7072, grad_norm: 0.9412 2020-08-17 01:54:18,701 - mmaction - INFO - Epoch [14][240/470] lr: 3.206e-01, eta: 1 day, 5:14:17, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2183, top5_acc: 0.4507, loss_cls: 3.7174, loss: 3.7174, grad_norm: 0.9417 2020-08-17 01:54:36,950 - mmaction - INFO - Epoch [14][260/470] lr: 3.216e-01, eta: 1 day, 5:13:54, time: 0.911, data_time: 0.004, memory: 9444, top1_acc: 0.2221, top5_acc: 0.4540, loss_cls: 3.7043, loss: 3.7043, grad_norm: 0.9380 2020-08-17 01:54:56,068 - mmaction - INFO - Epoch [14][280/470] lr: 3.226e-01, eta: 1 day, 5:13:47, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2206, top5_acc: 0.4489, loss_cls: 3.7408, loss: 3.7408, grad_norm: 0.9381 2020-08-17 01:55:14,725 - mmaction - INFO - Epoch [14][300/470] lr: 3.236e-01, eta: 1 day, 5:13:31, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.2228, top5_acc: 0.4585, loss_cls: 3.7086, loss: 3.7086, grad_norm: 0.9671 2020-08-17 01:55:32,448 - mmaction - INFO - Epoch [14][320/470] lr: 3.246e-01, eta: 1 day, 5:13:00, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.2164, top5_acc: 0.4605, loss_cls: 3.7074, loss: 3.7074, grad_norm: 0.9463 2020-08-17 01:55:51,701 - mmaction - INFO - Epoch [14][340/470] lr: 3.255e-01, eta: 1 day, 5:12:55, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.2290, top5_acc: 0.4641, loss_cls: 3.6976, loss: 3.6976, grad_norm: 0.9587 2020-08-17 01:56:10,641 - mmaction - INFO - Epoch [14][360/470] lr: 3.265e-01, eta: 1 day, 5:12:45, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2228, top5_acc: 0.4596, loss_cls: 3.7014, loss: 3.7014, grad_norm: 0.9496 2020-08-17 01:56:28,959 - mmaction - INFO - Epoch [14][380/470] lr: 3.275e-01, eta: 1 day, 5:12:24, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2321, top5_acc: 0.4692, loss_cls: 3.6786, loss: 3.6786, grad_norm: 0.9348 2020-08-17 01:56:47,247 - mmaction - INFO - Epoch [14][400/470] lr: 3.285e-01, eta: 1 day, 5:12:02, time: 0.915, data_time: 0.004, memory: 9444, top1_acc: 0.2237, top5_acc: 0.4578, loss_cls: 3.6925, loss: 3.6925, grad_norm: 0.9492 2020-08-17 01:57:05,694 - mmaction - INFO - Epoch [14][420/470] lr: 3.295e-01, eta: 1 day, 5:11:43, time: 0.922, data_time: 0.002, memory: 9444, top1_acc: 0.2224, top5_acc: 0.4565, loss_cls: 3.7266, loss: 3.7266, grad_norm: 0.9385 2020-08-17 01:57:24,658 - mmaction - INFO - Epoch [14][440/470] lr: 3.305e-01, eta: 1 day, 5:11:33, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2270, top5_acc: 0.4563, loss_cls: 3.7059, loss: 3.7059, grad_norm: 0.9510 2020-08-17 01:57:43,020 - mmaction - INFO - Epoch [14][460/470] lr: 3.315e-01, eta: 1 day, 5:11:12, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2175, top5_acc: 0.4511, loss_cls: 3.7028, loss: 3.7028, grad_norm: 0.9362 2020-08-17 01:58:16,760 - mmaction - INFO - Epoch [15][20/470] lr: 3.326e-01, eta: 1 day, 5:09:32, time: 1.176, data_time: 0.404, memory: 9444, top1_acc: 0.2267, top5_acc: 0.4693, loss_cls: 3.6434, loss: 3.6434, grad_norm: 0.9554 2020-08-17 01:58:33,959 - mmaction - INFO - Epoch [15][40/470] lr: 3.336e-01, eta: 1 day, 5:08:52, time: 0.860, data_time: 0.006, memory: 9444, top1_acc: 0.2305, top5_acc: 0.4705, loss_cls: 3.6485, loss: 3.6485, grad_norm: 0.9528 2020-08-17 01:58:52,336 - mmaction - INFO - Epoch [15][60/470] lr: 3.346e-01, eta: 1 day, 5:08:33, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.2333, top5_acc: 0.4641, loss_cls: 3.6520, loss: 3.6520, grad_norm: 0.9528 2020-08-17 01:59:10,078 - mmaction - INFO - Epoch [15][80/470] lr: 3.355e-01, eta: 1 day, 5:08:02, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.2282, top5_acc: 0.4677, loss_cls: 3.6638, loss: 3.6638, grad_norm: 0.9749 2020-08-17 01:59:29,695 - mmaction - INFO - Epoch [15][100/470] lr: 3.365e-01, eta: 1 day, 5:08:03, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.2251, top5_acc: 0.4611, loss_cls: 3.7051, loss: 3.7051, grad_norm: 0.9345 2020-08-17 01:59:47,737 - mmaction - INFO - Epoch [15][120/470] lr: 3.375e-01, eta: 1 day, 5:07:38, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.2321, top5_acc: 0.4659, loss_cls: 3.6639, loss: 3.6639, grad_norm: 0.9476 2020-08-17 02:00:06,658 - mmaction - INFO - Epoch [15][140/470] lr: 3.385e-01, eta: 1 day, 5:07:27, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.2284, top5_acc: 0.4707, loss_cls: 3.6421, loss: 3.6421, grad_norm: 0.9470 2020-08-17 02:00:25,599 - mmaction - INFO - Epoch [15][160/470] lr: 3.395e-01, eta: 1 day, 5:07:17, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2263, top5_acc: 0.4660, loss_cls: 3.6863, loss: 3.6863, grad_norm: 0.9354 2020-08-17 02:00:44,760 - mmaction - INFO - Epoch [15][180/470] lr: 3.405e-01, eta: 1 day, 5:07:10, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.2264, top5_acc: 0.4637, loss_cls: 3.6719, loss: 3.6719, grad_norm: 0.9392 2020-08-17 02:01:03,738 - mmaction - INFO - Epoch [15][200/470] lr: 3.414e-01, eta: 1 day, 5:07:00, time: 0.949, data_time: 0.002, memory: 9444, top1_acc: 0.2277, top5_acc: 0.4582, loss_cls: 3.6697, loss: 3.6697, grad_norm: 0.9401 2020-08-17 02:01:21,896 - mmaction - INFO - Epoch [15][220/470] lr: 3.424e-01, eta: 1 day, 5:06:36, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.2311, top5_acc: 0.4729, loss_cls: 3.6355, loss: 3.6355, grad_norm: 0.9488 2020-08-17 02:01:40,639 - mmaction - INFO - Epoch [15][240/470] lr: 3.434e-01, eta: 1 day, 5:06:23, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2315, top5_acc: 0.4692, loss_cls: 3.6625, loss: 3.6625, grad_norm: 0.9480 2020-08-17 02:02:00,045 - mmaction - INFO - Epoch [15][260/470] lr: 3.444e-01, eta: 1 day, 5:06:20, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.2364, top5_acc: 0.4701, loss_cls: 3.6266, loss: 3.6266, grad_norm: 0.9294 2020-08-17 02:02:18,201 - mmaction - INFO - Epoch [15][280/470] lr: 3.454e-01, eta: 1 day, 5:05:56, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.2317, top5_acc: 0.4684, loss_cls: 3.6558, loss: 3.6558, grad_norm: 0.9535 2020-08-17 02:02:37,092 - mmaction - INFO - Epoch [15][300/470] lr: 3.464e-01, eta: 1 day, 5:05:45, time: 0.944, data_time: 0.002, memory: 9444, top1_acc: 0.2327, top5_acc: 0.4618, loss_cls: 3.6665, loss: 3.6665, grad_norm: 0.9450 2020-08-17 02:02:54,854 - mmaction - INFO - Epoch [15][320/470] lr: 3.474e-01, eta: 1 day, 5:05:15, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.2277, top5_acc: 0.4691, loss_cls: 3.6497, loss: 3.6497, grad_norm: 0.9528 2020-08-17 02:03:13,300 - mmaction - INFO - Epoch [15][340/470] lr: 3.483e-01, eta: 1 day, 5:04:56, time: 0.922, data_time: 0.002, memory: 9444, top1_acc: 0.2419, top5_acc: 0.4814, loss_cls: 3.6089, loss: 3.6089, grad_norm: 0.9478 2020-08-17 02:03:31,404 - mmaction - INFO - Epoch [15][360/470] lr: 3.493e-01, eta: 1 day, 5:04:31, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.2245, top5_acc: 0.4664, loss_cls: 3.6550, loss: 3.6550, grad_norm: 0.9464 2020-08-17 02:03:50,468 - mmaction - INFO - Epoch [15][380/470] lr: 3.503e-01, eta: 1 day, 5:04:23, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.2385, top5_acc: 0.4723, loss_cls: 3.6211, loss: 3.6211, grad_norm: 0.9269 2020-08-17 02:04:08,697 - mmaction - INFO - Epoch [15][400/470] lr: 3.513e-01, eta: 1 day, 5:04:00, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.2295, top5_acc: 0.4719, loss_cls: 3.6453, loss: 3.6453, grad_norm: 0.9557 2020-08-17 02:04:27,087 - mmaction - INFO - Epoch [15][420/470] lr: 3.523e-01, eta: 1 day, 5:03:41, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.2351, top5_acc: 0.4682, loss_cls: 3.6562, loss: 3.6562, grad_norm: 0.9425 2020-08-17 02:04:46,440 - mmaction - INFO - Epoch [15][440/470] lr: 3.533e-01, eta: 1 day, 5:03:36, time: 0.964, data_time: 0.004, memory: 9444, top1_acc: 0.2353, top5_acc: 0.4739, loss_cls: 3.6169, loss: 3.6169, grad_norm: 0.9346 2020-08-17 02:05:05,186 - mmaction - INFO - Epoch [15][460/470] lr: 3.542e-01, eta: 1 day, 5:03:23, time: 0.940, data_time: 0.007, memory: 9444, top1_acc: 0.2324, top5_acc: 0.4706, loss_cls: 3.6535, loss: 3.6535, grad_norm: 0.9338 2020-08-17 02:05:38,780 - mmaction - INFO - Epoch [16][20/470] lr: 3.553e-01, eta: 1 day, 5:02:09, time: 1.242, data_time: 0.512, memory: 9444, top1_acc: 0.2476, top5_acc: 0.4899, loss_cls: 3.5813, loss: 3.5813, grad_norm: 0.9376 2020-08-17 02:05:57,306 - mmaction - INFO - Epoch [16][40/470] lr: 3.563e-01, eta: 1 day, 5:01:52, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2319, top5_acc: 0.4685, loss_cls: 3.6450, loss: 3.6450, grad_norm: 0.9442 2020-08-17 02:06:15,519 - mmaction - INFO - Epoch [16][60/470] lr: 3.573e-01, eta: 1 day, 5:01:29, time: 0.910, data_time: 0.007, memory: 9444, top1_acc: 0.2373, top5_acc: 0.4773, loss_cls: 3.6026, loss: 3.6026, grad_norm: 0.9562 2020-08-17 02:06:34,390 - mmaction - INFO - Epoch [16][80/470] lr: 3.583e-01, eta: 1 day, 5:01:18, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.2359, top5_acc: 0.4836, loss_cls: 3.5977, loss: 3.5977, grad_norm: 0.9668 2020-08-17 02:06:54,453 - mmaction - INFO - Epoch [16][100/470] lr: 3.593e-01, eta: 1 day, 5:01:24, time: 1.001, data_time: 0.006, memory: 9444, top1_acc: 0.2357, top5_acc: 0.4732, loss_cls: 3.6199, loss: 3.6199, grad_norm: 0.9381 2020-08-17 02:07:12,143 - mmaction - INFO - Epoch [16][120/470] lr: 3.602e-01, eta: 1 day, 5:00:54, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.2454, top5_acc: 0.4863, loss_cls: 3.5642, loss: 3.5642, grad_norm: 0.9389 2020-08-17 02:07:31,056 - mmaction - INFO - Epoch [16][140/470] lr: 3.612e-01, eta: 1 day, 5:00:42, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2357, top5_acc: 0.4795, loss_cls: 3.6105, loss: 3.6105, grad_norm: 0.9395 2020-08-17 02:07:49,604 - mmaction - INFO - Epoch [16][160/470] lr: 3.622e-01, eta: 1 day, 5:00:26, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2426, top5_acc: 0.4786, loss_cls: 3.5886, loss: 3.5886, grad_norm: 0.9397 2020-08-17 02:08:07,984 - mmaction - INFO - Epoch [16][180/470] lr: 3.632e-01, eta: 1 day, 5:00:06, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.2436, top5_acc: 0.4821, loss_cls: 3.5946, loss: 3.5946, grad_norm: 0.9514 2020-08-17 02:08:27,164 - mmaction - INFO - Epoch [16][200/470] lr: 3.642e-01, eta: 1 day, 4:59:59, time: 0.959, data_time: 0.002, memory: 9444, top1_acc: 0.2304, top5_acc: 0.4808, loss_cls: 3.6100, loss: 3.6100, grad_norm: 0.9246 2020-08-17 02:08:46,047 - mmaction - INFO - Epoch [16][220/470] lr: 3.652e-01, eta: 1 day, 4:59:46, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2419, top5_acc: 0.4925, loss_cls: 3.5519, loss: 3.5519, grad_norm: 0.9651 2020-08-17 02:09:04,154 - mmaction - INFO - Epoch [16][240/470] lr: 3.661e-01, eta: 1 day, 4:59:23, time: 0.906, data_time: 0.003, memory: 9444, top1_acc: 0.2355, top5_acc: 0.4808, loss_cls: 3.6024, loss: 3.6024, grad_norm: 0.9504 2020-08-17 02:09:23,420 - mmaction - INFO - Epoch [16][260/470] lr: 3.671e-01, eta: 1 day, 4:59:16, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2373, top5_acc: 0.4729, loss_cls: 3.6242, loss: 3.6242, grad_norm: 0.9354 2020-08-17 02:09:43,255 - mmaction - INFO - Epoch [16][280/470] lr: 3.681e-01, eta: 1 day, 4:59:19, time: 0.994, data_time: 0.006, memory: 9444, top1_acc: 0.2337, top5_acc: 0.4798, loss_cls: 3.6156, loss: 3.6156, grad_norm: 0.9412 2020-08-17 02:09:59,999 - mmaction - INFO - Epoch [16][300/470] lr: 3.691e-01, eta: 1 day, 4:58:34, time: 0.836, data_time: 0.006, memory: 9444, top1_acc: 0.2296, top5_acc: 0.4747, loss_cls: 3.6207, loss: 3.6207, grad_norm: 0.9331 2020-08-17 02:10:19,338 - mmaction - INFO - Epoch [16][320/470] lr: 3.701e-01, eta: 1 day, 4:58:29, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2500, top5_acc: 0.4859, loss_cls: 3.5570, loss: 3.5570, grad_norm: 0.9462 2020-08-17 02:10:38,326 - mmaction - INFO - Epoch [16][340/470] lr: 3.711e-01, eta: 1 day, 4:58:18, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2396, top5_acc: 0.4835, loss_cls: 3.5762, loss: 3.5762, grad_norm: 0.9196 2020-08-17 02:10:56,844 - mmaction - INFO - Epoch [16][360/470] lr: 3.720e-01, eta: 1 day, 4:58:01, time: 0.926, data_time: 0.002, memory: 9444, top1_acc: 0.2370, top5_acc: 0.4750, loss_cls: 3.6414, loss: 3.6414, grad_norm: 0.9445 2020-08-17 02:11:14,619 - mmaction - INFO - Epoch [16][380/470] lr: 3.730e-01, eta: 1 day, 4:57:31, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.2348, top5_acc: 0.4773, loss_cls: 3.6045, loss: 3.6045, grad_norm: 0.9314 2020-08-17 02:11:33,718 - mmaction - INFO - Epoch [16][400/470] lr: 3.740e-01, eta: 1 day, 4:57:23, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.2462, top5_acc: 0.4892, loss_cls: 3.5713, loss: 3.5713, grad_norm: 0.9538 2020-08-17 02:11:52,353 - mmaction - INFO - Epoch [16][420/470] lr: 3.750e-01, eta: 1 day, 4:57:06, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2417, top5_acc: 0.4818, loss_cls: 3.5847, loss: 3.5847, grad_norm: 0.9451 2020-08-17 02:12:10,613 - mmaction - INFO - Epoch [16][440/470] lr: 3.760e-01, eta: 1 day, 4:56:45, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.2417, top5_acc: 0.4849, loss_cls: 3.5817, loss: 3.5817, grad_norm: 0.9450 2020-08-17 02:12:30,242 - mmaction - INFO - Epoch [16][460/470] lr: 3.769e-01, eta: 1 day, 4:56:43, time: 0.979, data_time: 0.004, memory: 9444, top1_acc: 0.2377, top5_acc: 0.4803, loss_cls: 3.5990, loss: 3.5990, grad_norm: 0.9344 2020-08-17 02:12:39,831 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-17 02:13:02,298 - mmaction - INFO - Epoch [17][20/470] lr: 3.780e-01, eta: 1 day, 4:54:28, time: 1.024, data_time: 0.305, memory: 9444, top1_acc: 0.2462, top5_acc: 0.4807, loss_cls: 3.5667, loss: 3.5667, grad_norm: 0.9507 2020-08-17 02:13:20,634 - mmaction - INFO - Epoch [17][40/470] lr: 3.790e-01, eta: 1 day, 4:54:07, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.2407, top5_acc: 0.4863, loss_cls: 3.5798, loss: 3.5798, grad_norm: 0.9366 2020-08-17 02:13:38,499 - mmaction - INFO - Epoch [17][60/470] lr: 3.799e-01, eta: 1 day, 4:53:40, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.2370, top5_acc: 0.4949, loss_cls: 3.5475, loss: 3.5475, grad_norm: 0.9498 2020-08-17 02:13:58,074 - mmaction - INFO - Epoch [17][80/470] lr: 3.809e-01, eta: 1 day, 4:53:38, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.2426, top5_acc: 0.4930, loss_cls: 3.5597, loss: 3.5597, grad_norm: 0.9391 2020-08-17 02:14:16,083 - mmaction - INFO - Epoch [17][100/470] lr: 3.819e-01, eta: 1 day, 4:53:13, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.2425, top5_acc: 0.4872, loss_cls: 3.5603, loss: 3.5603, grad_norm: 0.9558 2020-08-17 02:14:33,915 - mmaction - INFO - Epoch [17][120/470] lr: 3.829e-01, eta: 1 day, 4:52:46, time: 0.892, data_time: 0.002, memory: 9444, top1_acc: 0.2457, top5_acc: 0.4953, loss_cls: 3.5214, loss: 3.5214, grad_norm: 0.9571 2020-08-17 02:14:52,661 - mmaction - INFO - Epoch [17][140/470] lr: 3.839e-01, eta: 1 day, 4:52:31, time: 0.936, data_time: 0.004, memory: 9444, top1_acc: 0.2387, top5_acc: 0.4825, loss_cls: 3.5806, loss: 3.5806, grad_norm: 0.9359 2020-08-17 02:15:11,174 - mmaction - INFO - Epoch [17][160/470] lr: 3.849e-01, eta: 1 day, 4:52:14, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2422, top5_acc: 0.4884, loss_cls: 3.5629, loss: 3.5629, grad_norm: 0.9336 2020-08-17 02:15:29,716 - mmaction - INFO - Epoch [17][180/470] lr: 3.858e-01, eta: 1 day, 4:51:57, time: 0.927, data_time: 0.002, memory: 9444, top1_acc: 0.2424, top5_acc: 0.4883, loss_cls: 3.5705, loss: 3.5705, grad_norm: 0.9498 2020-08-17 02:15:48,642 - mmaction - INFO - Epoch [17][200/470] lr: 3.868e-01, eta: 1 day, 4:51:45, time: 0.946, data_time: 0.004, memory: 9444, top1_acc: 0.2496, top5_acc: 0.4911, loss_cls: 3.5485, loss: 3.5485, grad_norm: 0.9324 2020-08-17 02:16:07,117 - mmaction - INFO - Epoch [17][220/470] lr: 3.878e-01, eta: 1 day, 4:51:27, time: 0.924, data_time: 0.002, memory: 9444, top1_acc: 0.2501, top5_acc: 0.4932, loss_cls: 3.5370, loss: 3.5370, grad_norm: 0.9525 2020-08-17 02:16:26,086 - mmaction - INFO - Epoch [17][240/470] lr: 3.888e-01, eta: 1 day, 4:51:16, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2492, top5_acc: 0.4844, loss_cls: 3.5695, loss: 3.5695, grad_norm: 0.9323 2020-08-17 02:16:45,351 - mmaction - INFO - Epoch [17][260/470] lr: 3.898e-01, eta: 1 day, 4:51:09, time: 0.963, data_time: 0.002, memory: 9444, top1_acc: 0.2470, top5_acc: 0.4867, loss_cls: 3.5588, loss: 3.5588, grad_norm: 0.9316 2020-08-17 02:17:02,749 - mmaction - INFO - Epoch [17][280/470] lr: 3.907e-01, eta: 1 day, 4:50:35, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.2434, top5_acc: 0.4911, loss_cls: 3.5441, loss: 3.5441, grad_norm: 0.9565 2020-08-17 02:17:20,883 - mmaction - INFO - Epoch [17][300/470] lr: 3.917e-01, eta: 1 day, 4:50:12, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.2464, top5_acc: 0.4886, loss_cls: 3.5542, loss: 3.5542, grad_norm: 0.9373 2020-08-17 02:17:39,321 - mmaction - INFO - Epoch [17][320/470] lr: 3.927e-01, eta: 1 day, 4:49:53, time: 0.920, data_time: 0.004, memory: 9444, top1_acc: 0.2478, top5_acc: 0.4775, loss_cls: 3.5662, loss: 3.5662, grad_norm: 0.9281 2020-08-17 02:17:58,543 - mmaction - INFO - Epoch [17][340/470] lr: 3.937e-01, eta: 1 day, 4:49:46, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.2507, top5_acc: 0.4903, loss_cls: 3.5546, loss: 3.5546, grad_norm: 0.9437 2020-08-17 02:18:16,296 - mmaction - INFO - Epoch [17][360/470] lr: 3.947e-01, eta: 1 day, 4:49:17, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.2384, top5_acc: 0.4825, loss_cls: 3.5736, loss: 3.5736, grad_norm: 0.9398 2020-08-17 02:18:35,153 - mmaction - INFO - Epoch [17][380/470] lr: 3.957e-01, eta: 1 day, 4:49:05, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2474, top5_acc: 0.4949, loss_cls: 3.5345, loss: 3.5345, grad_norm: 0.9279 2020-08-17 02:18:53,071 - mmaction - INFO - Epoch [17][400/470] lr: 3.966e-01, eta: 1 day, 4:48:39, time: 0.895, data_time: 0.001, memory: 9444, top1_acc: 0.2451, top5_acc: 0.4872, loss_cls: 3.5625, loss: 3.5625, grad_norm: 0.9303 2020-08-17 02:19:12,267 - mmaction - INFO - Epoch [17][420/470] lr: 3.976e-01, eta: 1 day, 4:48:31, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.2372, top5_acc: 0.4737, loss_cls: 3.6080, loss: 3.6080, grad_norm: 0.9452 2020-08-17 02:19:30,932 - mmaction - INFO - Epoch [17][440/470] lr: 3.986e-01, eta: 1 day, 4:48:15, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.2457, top5_acc: 0.4847, loss_cls: 3.5774, loss: 3.5774, grad_norm: 0.9329 2020-08-17 02:19:49,900 - mmaction - INFO - Epoch [17][460/470] lr: 3.996e-01, eta: 1 day, 4:48:04, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2447, top5_acc: 0.4906, loss_cls: 3.5608, loss: 3.5608, grad_norm: 0.9220 2020-08-17 02:20:22,644 - mmaction - INFO - Epoch [18][20/470] lr: 4.006e-01, eta: 1 day, 4:46:31, time: 1.155, data_time: 0.407, memory: 9444, top1_acc: 0.2552, top5_acc: 0.5033, loss_cls: 3.4954, loss: 3.4954, grad_norm: 0.9421 2020-08-17 02:20:41,517 - mmaction - INFO - Epoch [18][40/470] lr: 4.015e-01, eta: 1 day, 4:46:19, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2509, top5_acc: 0.4992, loss_cls: 3.5112, loss: 3.5112, grad_norm: 0.9673 2020-08-17 02:21:00,888 - mmaction - INFO - Epoch [18][60/470] lr: 4.025e-01, eta: 1 day, 4:46:13, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2475, top5_acc: 0.4903, loss_cls: 3.5523, loss: 3.5523, grad_norm: 0.9194 2020-08-17 02:21:19,531 - mmaction - INFO - Epoch [18][80/470] lr: 4.035e-01, eta: 1 day, 4:45:58, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.2505, top5_acc: 0.4950, loss_cls: 3.5315, loss: 3.5315, grad_norm: 0.9297 2020-08-17 02:21:37,178 - mmaction - INFO - Epoch [18][100/470] lr: 4.045e-01, eta: 1 day, 4:45:28, time: 0.881, data_time: 0.006, memory: 9444, top1_acc: 0.2451, top5_acc: 0.4858, loss_cls: 3.5793, loss: 3.5793, grad_norm: 0.9581 2020-08-17 02:21:56,970 - mmaction - INFO - Epoch [18][120/470] lr: 4.055e-01, eta: 1 day, 4:45:29, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2538, top5_acc: 0.4946, loss_cls: 3.5347, loss: 3.5347, grad_norm: 0.9218 2020-08-17 02:22:15,229 - mmaction - INFO - Epoch [18][140/470] lr: 4.064e-01, eta: 1 day, 4:45:07, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.2468, top5_acc: 0.4876, loss_cls: 3.5664, loss: 3.5664, grad_norm: 0.9342 2020-08-17 02:22:33,606 - mmaction - INFO - Epoch [18][160/470] lr: 4.074e-01, eta: 1 day, 4:44:48, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2521, top5_acc: 0.4945, loss_cls: 3.5100, loss: 3.5100, grad_norm: 0.9222 2020-08-17 02:22:52,391 - mmaction - INFO - Epoch [18][180/470] lr: 4.084e-01, eta: 1 day, 4:44:34, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2546, top5_acc: 0.4960, loss_cls: 3.5039, loss: 3.5039, grad_norm: 0.9297 2020-08-17 02:23:10,855 - mmaction - INFO - Epoch [18][200/470] lr: 4.094e-01, eta: 1 day, 4:44:15, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.2521, top5_acc: 0.4968, loss_cls: 3.5210, loss: 3.5210, grad_norm: 0.9251 2020-08-17 02:23:29,239 - mmaction - INFO - Epoch [18][220/470] lr: 4.104e-01, eta: 1 day, 4:43:56, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.2517, top5_acc: 0.4909, loss_cls: 3.5324, loss: 3.5324, grad_norm: 0.9354 2020-08-17 02:23:48,674 - mmaction - INFO - Epoch [18][240/470] lr: 4.113e-01, eta: 1 day, 4:43:51, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.2511, top5_acc: 0.4941, loss_cls: 3.5340, loss: 3.5340, grad_norm: 0.9261 2020-08-17 02:24:06,863 - mmaction - INFO - Epoch [18][260/470] lr: 4.123e-01, eta: 1 day, 4:43:29, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.2502, top5_acc: 0.4901, loss_cls: 3.5520, loss: 3.5520, grad_norm: 0.9328 2020-08-17 02:24:23,816 - mmaction - INFO - Epoch [18][280/470] lr: 4.133e-01, eta: 1 day, 4:42:50, time: 0.849, data_time: 0.005, memory: 9444, top1_acc: 0.2559, top5_acc: 0.4941, loss_cls: 3.5336, loss: 3.5336, grad_norm: 0.9212 2020-08-17 02:24:43,689 - mmaction - INFO - Epoch [18][300/470] lr: 4.143e-01, eta: 1 day, 4:42:51, time: 0.992, data_time: 0.006, memory: 9444, top1_acc: 0.2434, top5_acc: 0.4900, loss_cls: 3.5416, loss: 3.5416, grad_norm: 0.9233 2020-08-17 02:25:01,389 - mmaction - INFO - Epoch [18][320/470] lr: 4.153e-01, eta: 1 day, 4:42:23, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.2447, top5_acc: 0.4819, loss_cls: 3.5514, loss: 3.5514, grad_norm: 0.9263 2020-08-17 02:25:21,208 - mmaction - INFO - Epoch [18][340/470] lr: 4.162e-01, eta: 1 day, 4:42:22, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.2464, top5_acc: 0.4888, loss_cls: 3.5365, loss: 3.5365, grad_norm: 0.9207 2020-08-17 02:25:38,396 - mmaction - INFO - Epoch [18][360/470] lr: 4.172e-01, eta: 1 day, 4:41:47, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.2374, top5_acc: 0.4803, loss_cls: 3.5804, loss: 3.5804, grad_norm: 0.9344 2020-08-17 02:25:57,266 - mmaction - INFO - Epoch [18][380/470] lr: 4.182e-01, eta: 1 day, 4:41:33, time: 0.940, data_time: 0.007, memory: 9444, top1_acc: 0.2557, top5_acc: 0.4981, loss_cls: 3.5158, loss: 3.5158, grad_norm: 0.9148 2020-08-17 02:26:15,434 - mmaction - INFO - Epoch [18][400/470] lr: 4.192e-01, eta: 1 day, 4:41:12, time: 0.911, data_time: 0.007, memory: 9444, top1_acc: 0.2568, top5_acc: 0.5064, loss_cls: 3.4978, loss: 3.4978, grad_norm: 0.9345 2020-08-17 02:26:33,634 - mmaction - INFO - Epoch [18][420/470] lr: 4.202e-01, eta: 1 day, 4:40:50, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.2487, top5_acc: 0.4893, loss_cls: 3.5561, loss: 3.5561, grad_norm: 0.9395 2020-08-17 02:26:52,693 - mmaction - INFO - Epoch [18][440/470] lr: 4.211e-01, eta: 1 day, 4:40:40, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2464, top5_acc: 0.4898, loss_cls: 3.5573, loss: 3.5573, grad_norm: 0.9194 2020-08-17 02:27:11,771 - mmaction - INFO - Epoch [18][460/470] lr: 4.221e-01, eta: 1 day, 4:40:29, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2531, top5_acc: 0.4953, loss_cls: 3.5327, loss: 3.5327, grad_norm: 0.9125 2020-08-17 02:27:43,748 - mmaction - INFO - Epoch [19][20/470] lr: 4.230e-01, eta: 1 day, 4:38:53, time: 1.126, data_time: 0.396, memory: 9444, top1_acc: 0.2599, top5_acc: 0.5010, loss_cls: 3.4845, loss: 3.4845, grad_norm: 0.9040 2020-08-17 02:28:01,517 - mmaction - INFO - Epoch [19][40/470] lr: 4.240e-01, eta: 1 day, 4:38:26, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.2581, top5_acc: 0.5034, loss_cls: 3.4870, loss: 3.4870, grad_norm: 0.9304 2020-08-17 02:28:19,991 - mmaction - INFO - Epoch [19][60/470] lr: 4.250e-01, eta: 1 day, 4:38:09, time: 0.925, data_time: 0.003, memory: 9444, top1_acc: 0.2586, top5_acc: 0.5031, loss_cls: 3.4787, loss: 3.4787, grad_norm: 0.9293 2020-08-17 02:28:39,609 - mmaction - INFO - Epoch [19][80/470] lr: 4.260e-01, eta: 1 day, 4:38:05, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2553, top5_acc: 0.5006, loss_cls: 3.5003, loss: 3.5003, grad_norm: 0.9173 2020-08-17 02:28:57,045 - mmaction - INFO - Epoch [19][100/470] lr: 4.269e-01, eta: 1 day, 4:37:34, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.2535, top5_acc: 0.5011, loss_cls: 3.5016, loss: 3.5016, grad_norm: 0.9298 2020-08-17 02:29:16,510 - mmaction - INFO - Epoch [19][120/470] lr: 4.279e-01, eta: 1 day, 4:37:29, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.2552, top5_acc: 0.4965, loss_cls: 3.4820, loss: 3.4820, grad_norm: 0.9239 2020-08-17 02:29:34,712 - mmaction - INFO - Epoch [19][140/470] lr: 4.289e-01, eta: 1 day, 4:37:07, time: 0.910, data_time: 0.004, memory: 9444, top1_acc: 0.2587, top5_acc: 0.5011, loss_cls: 3.4864, loss: 3.4864, grad_norm: 0.9365 2020-08-17 02:29:52,853 - mmaction - INFO - Epoch [19][160/470] lr: 4.299e-01, eta: 1 day, 4:36:45, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.2618, top5_acc: 0.4976, loss_cls: 3.4803, loss: 3.4803, grad_norm: 0.9341 2020-08-17 02:30:11,040 - mmaction - INFO - Epoch [19][180/470] lr: 4.309e-01, eta: 1 day, 4:36:23, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2524, top5_acc: 0.4991, loss_cls: 3.4984, loss: 3.4984, grad_norm: 0.9287 2020-08-17 02:30:30,592 - mmaction - INFO - Epoch [19][200/470] lr: 4.318e-01, eta: 1 day, 4:36:19, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.2542, top5_acc: 0.5000, loss_cls: 3.5170, loss: 3.5170, grad_norm: 0.9059 2020-08-17 02:30:49,775 - mmaction - INFO - Epoch [19][220/470] lr: 4.328e-01, eta: 1 day, 4:36:10, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.2626, top5_acc: 0.4982, loss_cls: 3.4848, loss: 3.4848, grad_norm: 0.9254 2020-08-17 02:31:07,327 - mmaction - INFO - Epoch [19][240/470] lr: 4.338e-01, eta: 1 day, 4:35:40, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.2571, top5_acc: 0.5028, loss_cls: 3.4882, loss: 3.4882, grad_norm: 0.9272 2020-08-17 02:31:25,997 - mmaction - INFO - Epoch [19][260/470] lr: 4.348e-01, eta: 1 day, 4:35:25, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2609, top5_acc: 0.5032, loss_cls: 3.4879, loss: 3.4879, grad_norm: 0.9177 2020-08-17 02:31:44,108 - mmaction - INFO - Epoch [19][280/470] lr: 4.358e-01, eta: 1 day, 4:35:02, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2614, top5_acc: 0.5117, loss_cls: 3.4527, loss: 3.4527, grad_norm: 0.9247 2020-08-17 02:32:03,142 - mmaction - INFO - Epoch [19][300/470] lr: 4.367e-01, eta: 1 day, 4:34:51, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2505, top5_acc: 0.4932, loss_cls: 3.5293, loss: 3.5293, grad_norm: 0.9343 2020-08-17 02:32:21,384 - mmaction - INFO - Epoch [19][320/470] lr: 4.377e-01, eta: 1 day, 4:34:30, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.2589, top5_acc: 0.4980, loss_cls: 3.5135, loss: 3.5135, grad_norm: 0.9140 2020-08-17 02:32:39,416 - mmaction - INFO - Epoch [19][340/470] lr: 4.387e-01, eta: 1 day, 4:34:06, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.2633, top5_acc: 0.5058, loss_cls: 3.4648, loss: 3.4648, grad_norm: 0.9211 2020-08-17 02:32:58,640 - mmaction - INFO - Epoch [19][360/470] lr: 4.397e-01, eta: 1 day, 4:33:58, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2604, top5_acc: 0.4982, loss_cls: 3.5150, loss: 3.5150, grad_norm: 0.9418 2020-08-17 02:33:17,040 - mmaction - INFO - Epoch [19][380/470] lr: 4.407e-01, eta: 1 day, 4:33:39, time: 0.921, data_time: 0.003, memory: 9444, top1_acc: 0.2494, top5_acc: 0.4948, loss_cls: 3.5451, loss: 3.5451, grad_norm: 0.9213 2020-08-17 02:33:34,990 - mmaction - INFO - Epoch [19][400/470] lr: 4.416e-01, eta: 1 day, 4:33:14, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.2488, top5_acc: 0.4905, loss_cls: 3.5274, loss: 3.5274, grad_norm: 0.9161 2020-08-17 02:33:52,692 - mmaction - INFO - Epoch [19][420/470] lr: 4.426e-01, eta: 1 day, 4:32:46, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.2584, top5_acc: 0.4979, loss_cls: 3.5209, loss: 3.5209, grad_norm: 0.9044 2020-08-17 02:34:10,603 - mmaction - INFO - Epoch [19][440/470] lr: 4.436e-01, eta: 1 day, 4:32:21, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.2524, top5_acc: 0.4954, loss_cls: 3.5209, loss: 3.5209, grad_norm: 0.9175 2020-08-17 02:34:29,932 - mmaction - INFO - Epoch [19][460/470] lr: 4.446e-01, eta: 1 day, 4:32:14, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2587, top5_acc: 0.4913, loss_cls: 3.5314, loss: 3.5314, grad_norm: 0.9178 2020-08-17 02:35:01,677 - mmaction - INFO - Epoch [20][20/470] lr: 4.454e-01, eta: 1 day, 4:30:46, time: 1.144, data_time: 0.367, memory: 9444, top1_acc: 0.2511, top5_acc: 0.5012, loss_cls: 3.5122, loss: 3.5122, grad_norm: 0.9201 2020-08-17 02:35:19,308 - mmaction - INFO - Epoch [20][40/470] lr: 4.464e-01, eta: 1 day, 4:30:18, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.2521, top5_acc: 0.4973, loss_cls: 3.5346, loss: 3.5346, grad_norm: 0.9066 2020-08-17 02:35:37,523 - mmaction - INFO - Epoch [20][60/470] lr: 4.474e-01, eta: 1 day, 4:29:57, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.2551, top5_acc: 0.4995, loss_cls: 3.4782, loss: 3.4782, grad_norm: 0.9205 2020-08-17 02:35:55,446 - mmaction - INFO - Epoch [20][80/470] lr: 4.484e-01, eta: 1 day, 4:29:32, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.2623, top5_acc: 0.5130, loss_cls: 3.4379, loss: 3.4379, grad_norm: 0.9102 2020-08-17 02:36:13,555 - mmaction - INFO - Epoch [20][100/470] lr: 4.493e-01, eta: 1 day, 4:29:10, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2589, top5_acc: 0.5069, loss_cls: 3.4788, loss: 3.4788, grad_norm: 0.9411 2020-08-17 02:36:32,294 - mmaction - INFO - Epoch [20][120/470] lr: 4.503e-01, eta: 1 day, 4:28:55, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.2639, top5_acc: 0.5045, loss_cls: 3.4586, loss: 3.4586, grad_norm: 0.9018 2020-08-17 02:36:50,462 - mmaction - INFO - Epoch [20][140/470] lr: 4.513e-01, eta: 1 day, 4:28:34, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5094, loss_cls: 3.4559, loss: 3.4559, grad_norm: 0.9200 2020-08-17 02:37:09,097 - mmaction - INFO - Epoch [20][160/470] lr: 4.523e-01, eta: 1 day, 4:28:17, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2577, top5_acc: 0.5006, loss_cls: 3.4728, loss: 3.4728, grad_norm: 0.9159 2020-08-17 02:37:26,478 - mmaction - INFO - Epoch [20][180/470] lr: 4.532e-01, eta: 1 day, 4:27:47, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.2582, top5_acc: 0.4967, loss_cls: 3.4894, loss: 3.4894, grad_norm: 0.9208 2020-08-17 02:37:46,794 - mmaction - INFO - Epoch [20][200/470] lr: 4.542e-01, eta: 1 day, 4:27:51, time: 1.016, data_time: 0.002, memory: 9444, top1_acc: 0.2558, top5_acc: 0.5000, loss_cls: 3.4880, loss: 3.4880, grad_norm: 0.9256 2020-08-17 02:38:04,385 - mmaction - INFO - Epoch [20][220/470] lr: 4.552e-01, eta: 1 day, 4:27:22, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.2594, top5_acc: 0.5077, loss_cls: 3.4580, loss: 3.4580, grad_norm: 0.9164 2020-08-17 02:38:23,636 - mmaction - INFO - Epoch [20][240/470] lr: 4.562e-01, eta: 1 day, 4:27:14, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2556, top5_acc: 0.5000, loss_cls: 3.4844, loss: 3.4844, grad_norm: 0.9142 2020-08-17 02:38:42,785 - mmaction - INFO - Epoch [20][260/470] lr: 4.572e-01, eta: 1 day, 4:27:04, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.2572, top5_acc: 0.5074, loss_cls: 3.4539, loss: 3.4539, grad_norm: 0.9288 2020-08-17 02:39:00,730 - mmaction - INFO - Epoch [20][280/470] lr: 4.581e-01, eta: 1 day, 4:26:40, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.2568, top5_acc: 0.5040, loss_cls: 3.4706, loss: 3.4706, grad_norm: 0.9264 2020-08-17 02:39:18,953 - mmaction - INFO - Epoch [20][300/470] lr: 4.591e-01, eta: 1 day, 4:26:19, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.2560, top5_acc: 0.5064, loss_cls: 3.4825, loss: 3.4825, grad_norm: 0.9259 2020-08-17 02:39:37,701 - mmaction - INFO - Epoch [20][320/470] lr: 4.601e-01, eta: 1 day, 4:26:04, time: 0.936, data_time: 0.004, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5154, loss_cls: 3.4297, loss: 3.4297, grad_norm: 0.9306 2020-08-17 02:39:56,396 - mmaction - INFO - Epoch [20][340/470] lr: 4.611e-01, eta: 1 day, 4:25:49, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2521, top5_acc: 0.5079, loss_cls: 3.4710, loss: 3.4710, grad_norm: 0.9281 2020-08-17 02:40:14,529 - mmaction - INFO - Epoch [20][360/470] lr: 4.620e-01, eta: 1 day, 4:25:27, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.2596, top5_acc: 0.4952, loss_cls: 3.5076, loss: 3.5076, grad_norm: 0.9058 2020-08-17 02:40:33,379 - mmaction - INFO - Epoch [20][380/470] lr: 4.630e-01, eta: 1 day, 4:25:13, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.2558, top5_acc: 0.4988, loss_cls: 3.5232, loss: 3.5232, grad_norm: 0.9169 2020-08-17 02:40:52,395 - mmaction - INFO - Epoch [20][400/470] lr: 4.640e-01, eta: 1 day, 4:25:02, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.2554, top5_acc: 0.4944, loss_cls: 3.4961, loss: 3.4961, grad_norm: 0.9037 2020-08-17 02:41:10,866 - mmaction - INFO - Epoch [20][420/470] lr: 4.650e-01, eta: 1 day, 4:24:44, time: 0.925, data_time: 0.004, memory: 9444, top1_acc: 0.2623, top5_acc: 0.5038, loss_cls: 3.4801, loss: 3.4801, grad_norm: 0.9023 2020-08-17 02:41:30,083 - mmaction - INFO - Epoch [20][440/470] lr: 4.660e-01, eta: 1 day, 4:24:35, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2605, top5_acc: 0.5147, loss_cls: 3.4458, loss: 3.4458, grad_norm: 0.9143 2020-08-17 02:41:47,879 - mmaction - INFO - Epoch [20][460/470] lr: 4.669e-01, eta: 1 day, 4:24:09, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.2498, top5_acc: 0.4994, loss_cls: 3.5168, loss: 3.5168, grad_norm: 0.9139 2020-08-17 02:41:57,214 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-17 02:42:19,810 - mmaction - INFO - Epoch [21][20/470] lr: 4.677e-01, eta: 1 day, 4:22:22, time: 1.047, data_time: 0.325, memory: 9444, top1_acc: 0.2567, top5_acc: 0.4967, loss_cls: 3.4965, loss: 3.4965, grad_norm: 0.9156 2020-08-17 02:42:38,172 - mmaction - INFO - Epoch [21][40/470] lr: 4.687e-01, eta: 1 day, 4:22:04, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2595, top5_acc: 0.5062, loss_cls: 3.4563, loss: 3.4563, grad_norm: 0.9106 2020-08-17 02:42:55,784 - mmaction - INFO - Epoch [21][60/470] lr: 4.697e-01, eta: 1 day, 4:21:36, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.2642, top5_acc: 0.5110, loss_cls: 3.4561, loss: 3.4561, grad_norm: 0.8986 2020-08-17 02:43:14,181 - mmaction - INFO - Epoch [21][80/470] lr: 4.706e-01, eta: 1 day, 4:21:17, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5113, loss_cls: 3.4410, loss: 3.4410, grad_norm: 0.9259 2020-08-17 02:43:32,209 - mmaction - INFO - Epoch [21][100/470] lr: 4.716e-01, eta: 1 day, 4:20:54, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.2601, top5_acc: 0.5051, loss_cls: 3.4874, loss: 3.4874, grad_norm: 0.9192 2020-08-17 02:43:50,859 - mmaction - INFO - Epoch [21][120/470] lr: 4.726e-01, eta: 1 day, 4:20:38, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.2600, top5_acc: 0.5018, loss_cls: 3.4758, loss: 3.4758, grad_norm: 0.9072 2020-08-17 02:44:09,104 - mmaction - INFO - Epoch [21][140/470] lr: 4.736e-01, eta: 1 day, 4:20:18, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.2681, top5_acc: 0.5110, loss_cls: 3.4387, loss: 3.4387, grad_norm: 0.8985 2020-08-17 02:44:27,973 - mmaction - INFO - Epoch [21][160/470] lr: 4.745e-01, eta: 1 day, 4:20:04, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2602, top5_acc: 0.5134, loss_cls: 3.4530, loss: 3.4530, grad_norm: 0.9019 2020-08-17 02:44:46,759 - mmaction - INFO - Epoch [21][180/470] lr: 4.755e-01, eta: 1 day, 4:19:51, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2665, top5_acc: 0.5112, loss_cls: 3.4329, loss: 3.4329, grad_norm: 0.9226 2020-08-17 02:45:05,298 - mmaction - INFO - Epoch [21][200/470] lr: 4.765e-01, eta: 1 day, 4:19:33, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2541, top5_acc: 0.4981, loss_cls: 3.4915, loss: 3.4915, grad_norm: 0.9155 2020-08-17 02:45:23,001 - mmaction - INFO - Epoch [21][220/470] lr: 4.775e-01, eta: 1 day, 4:19:07, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.2693, top5_acc: 0.5154, loss_cls: 3.4103, loss: 3.4103, grad_norm: 0.9178 2020-08-17 02:45:41,071 - mmaction - INFO - Epoch [21][240/470] lr: 4.784e-01, eta: 1 day, 4:18:44, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.2562, top5_acc: 0.4930, loss_cls: 3.5305, loss: 3.5305, grad_norm: 0.9281 2020-08-17 02:45:58,893 - mmaction - INFO - Epoch [21][260/470] lr: 4.794e-01, eta: 1 day, 4:18:19, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2677, top5_acc: 0.5141, loss_cls: 3.4574, loss: 3.4574, grad_norm: 0.8845 2020-08-17 02:46:17,283 - mmaction - INFO - Epoch [21][280/470] lr: 4.804e-01, eta: 1 day, 4:18:00, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.2670, top5_acc: 0.5084, loss_cls: 3.4464, loss: 3.4464, grad_norm: 0.9151 2020-08-17 02:46:35,277 - mmaction - INFO - Epoch [21][300/470] lr: 4.814e-01, eta: 1 day, 4:17:37, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.2595, top5_acc: 0.5039, loss_cls: 3.4816, loss: 3.4816, grad_norm: 0.9164 2020-08-17 02:46:52,919 - mmaction - INFO - Epoch [21][320/470] lr: 4.824e-01, eta: 1 day, 4:17:10, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.2556, top5_acc: 0.5025, loss_cls: 3.4727, loss: 3.4727, grad_norm: 0.8994 2020-08-17 02:47:11,320 - mmaction - INFO - Epoch [21][340/470] lr: 4.833e-01, eta: 1 day, 4:16:51, time: 0.920, data_time: 0.001, memory: 9444, top1_acc: 0.2686, top5_acc: 0.5195, loss_cls: 3.4190, loss: 3.4190, grad_norm: 0.9024 2020-08-17 02:47:31,038 - mmaction - INFO - Epoch [21][360/470] lr: 4.843e-01, eta: 1 day, 4:16:47, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.2621, top5_acc: 0.5021, loss_cls: 3.4746, loss: 3.4746, grad_norm: 0.9186 2020-08-17 02:47:49,044 - mmaction - INFO - Epoch [21][380/470] lr: 4.853e-01, eta: 1 day, 4:16:25, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.2554, top5_acc: 0.5037, loss_cls: 3.4944, loss: 3.4944, grad_norm: 0.8997 2020-08-17 02:48:08,485 - mmaction - INFO - Epoch [21][400/470] lr: 4.863e-01, eta: 1 day, 4:16:18, time: 0.972, data_time: 0.002, memory: 9444, top1_acc: 0.2594, top5_acc: 0.5047, loss_cls: 3.4803, loss: 3.4803, grad_norm: 0.9139 2020-08-17 02:48:26,128 - mmaction - INFO - Epoch [21][420/470] lr: 4.872e-01, eta: 1 day, 4:15:50, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.2654, top5_acc: 0.5070, loss_cls: 3.4784, loss: 3.4784, grad_norm: 0.9027 2020-08-17 02:48:45,747 - mmaction - INFO - Epoch [21][440/470] lr: 4.882e-01, eta: 1 day, 4:15:46, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.2616, top5_acc: 0.5117, loss_cls: 3.4452, loss: 3.4452, grad_norm: 0.8883 2020-08-17 02:49:02,695 - mmaction - INFO - Epoch [21][460/470] lr: 4.892e-01, eta: 1 day, 4:15:11, time: 0.847, data_time: 0.002, memory: 9444, top1_acc: 0.2670, top5_acc: 0.5055, loss_cls: 3.4531, loss: 3.4531, grad_norm: 0.9077 2020-08-17 02:49:35,909 - mmaction - INFO - Epoch [22][20/470] lr: 4.899e-01, eta: 1 day, 4:13:54, time: 1.161, data_time: 0.392, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5207, loss_cls: 3.4029, loss: 3.4029, grad_norm: 0.8982 2020-08-17 02:49:53,322 - mmaction - INFO - Epoch [22][40/470] lr: 4.909e-01, eta: 1 day, 4:13:24, time: 0.869, data_time: 0.006, memory: 9444, top1_acc: 0.2677, top5_acc: 0.5134, loss_cls: 3.4358, loss: 3.4358, grad_norm: 0.9153 2020-08-17 02:50:10,849 - mmaction - INFO - Epoch [22][60/470] lr: 4.918e-01, eta: 1 day, 4:12:56, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.2606, top5_acc: 0.5020, loss_cls: 3.4891, loss: 3.4891, grad_norm: 0.8897 2020-08-17 02:50:29,563 - mmaction - INFO - Epoch [22][80/470] lr: 4.928e-01, eta: 1 day, 4:12:41, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.2616, top5_acc: 0.5045, loss_cls: 3.4603, loss: 3.4603, grad_norm: 0.8996 2020-08-17 02:50:47,082 - mmaction - INFO - Epoch [22][100/470] lr: 4.938e-01, eta: 1 day, 4:12:13, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.2631, top5_acc: 0.5081, loss_cls: 3.4542, loss: 3.4542, grad_norm: 0.9089 2020-08-17 02:51:05,268 - mmaction - INFO - Epoch [22][120/470] lr: 4.948e-01, eta: 1 day, 4:11:52, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.2543, top5_acc: 0.4979, loss_cls: 3.4862, loss: 3.4862, grad_norm: 0.9131 2020-08-17 02:51:23,053 - mmaction - INFO - Epoch [22][140/470] lr: 4.957e-01, eta: 1 day, 4:11:27, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.2613, top5_acc: 0.5069, loss_cls: 3.4608, loss: 3.4608, grad_norm: 0.9086 2020-08-17 02:51:41,343 - mmaction - INFO - Epoch [22][160/470] lr: 4.967e-01, eta: 1 day, 4:11:07, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.2701, top5_acc: 0.5084, loss_cls: 3.4511, loss: 3.4511, grad_norm: 0.9017 2020-08-17 02:51:59,484 - mmaction - INFO - Epoch [22][180/470] lr: 4.977e-01, eta: 1 day, 4:10:46, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5092, loss_cls: 3.4407, loss: 3.4407, grad_norm: 0.9022 2020-08-17 02:52:18,952 - mmaction - INFO - Epoch [22][200/470] lr: 4.987e-01, eta: 1 day, 4:10:39, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.2661, top5_acc: 0.5130, loss_cls: 3.4346, loss: 3.4346, grad_norm: 0.9097 2020-08-17 02:52:36,716 - mmaction - INFO - Epoch [22][220/470] lr: 4.996e-01, eta: 1 day, 4:10:14, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.2660, top5_acc: 0.5113, loss_cls: 3.4171, loss: 3.4171, grad_norm: 0.9118 2020-08-17 02:52:55,996 - mmaction - INFO - Epoch [22][240/470] lr: 5.006e-01, eta: 1 day, 4:10:06, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.2718, top5_acc: 0.5122, loss_cls: 3.4303, loss: 3.4303, grad_norm: 0.9138 2020-08-17 02:53:13,310 - mmaction - INFO - Epoch [22][260/470] lr: 5.016e-01, eta: 1 day, 4:09:35, time: 0.864, data_time: 0.004, memory: 9444, top1_acc: 0.2638, top5_acc: 0.5106, loss_cls: 3.4528, loss: 3.4528, grad_norm: 0.9169 2020-08-17 02:53:32,056 - mmaction - INFO - Epoch [22][280/470] lr: 5.026e-01, eta: 1 day, 4:09:21, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2661, top5_acc: 0.5104, loss_cls: 3.4526, loss: 3.4526, grad_norm: 0.9064 2020-08-17 02:53:51,130 - mmaction - INFO - Epoch [22][300/470] lr: 5.035e-01, eta: 1 day, 4:09:09, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5119, loss_cls: 3.4391, loss: 3.4391, grad_norm: 0.8953 2020-08-17 02:54:09,109 - mmaction - INFO - Epoch [22][320/470] lr: 5.045e-01, eta: 1 day, 4:08:46, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.2685, top5_acc: 0.5161, loss_cls: 3.4136, loss: 3.4136, grad_norm: 0.8956 2020-08-17 02:54:27,284 - mmaction - INFO - Epoch [22][340/470] lr: 5.055e-01, eta: 1 day, 4:08:26, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.2567, top5_acc: 0.5086, loss_cls: 3.4579, loss: 3.4579, grad_norm: 0.8939 2020-08-17 02:54:45,435 - mmaction - INFO - Epoch [22][360/470] lr: 5.065e-01, eta: 1 day, 4:08:04, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.2620, top5_acc: 0.4952, loss_cls: 3.5127, loss: 3.5127, grad_norm: 0.9024 2020-08-17 02:55:03,757 - mmaction - INFO - Epoch [22][380/470] lr: 5.074e-01, eta: 1 day, 4:07:45, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2651, top5_acc: 0.5121, loss_cls: 3.4349, loss: 3.4349, grad_norm: 0.8893 2020-08-17 02:55:22,917 - mmaction - INFO - Epoch [22][400/470] lr: 5.084e-01, eta: 1 day, 4:07:35, time: 0.958, data_time: 0.002, memory: 9444, top1_acc: 0.2607, top5_acc: 0.5138, loss_cls: 3.4528, loss: 3.4528, grad_norm: 0.9063 2020-08-17 02:55:40,880 - mmaction - INFO - Epoch [22][420/470] lr: 5.094e-01, eta: 1 day, 4:07:12, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.2697, top5_acc: 0.5080, loss_cls: 3.4310, loss: 3.4310, grad_norm: 0.8850 2020-08-17 02:55:59,204 - mmaction - INFO - Epoch [22][440/470] lr: 5.104e-01, eta: 1 day, 4:06:53, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2609, top5_acc: 0.5064, loss_cls: 3.4683, loss: 3.4683, grad_norm: 0.9041 2020-08-17 02:56:16,942 - mmaction - INFO - Epoch [22][460/470] lr: 5.113e-01, eta: 1 day, 4:06:27, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.2722, top5_acc: 0.5081, loss_cls: 3.4347, loss: 3.4347, grad_norm: 0.8861 2020-08-17 02:56:49,319 - mmaction - INFO - Epoch [23][20/470] lr: 5.120e-01, eta: 1 day, 4:05:09, time: 1.140, data_time: 0.358, memory: 9444, top1_acc: 0.2720, top5_acc: 0.5218, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.9028 2020-08-17 02:57:06,509 - mmaction - INFO - Epoch [23][40/470] lr: 5.129e-01, eta: 1 day, 4:04:38, time: 0.860, data_time: 0.005, memory: 9444, top1_acc: 0.2756, top5_acc: 0.5126, loss_cls: 3.4124, loss: 3.4124, grad_norm: 0.9071 2020-08-17 02:57:25,457 - mmaction - INFO - Epoch [23][60/470] lr: 5.139e-01, eta: 1 day, 4:04:25, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.2631, top5_acc: 0.5127, loss_cls: 3.4351, loss: 3.4351, grad_norm: 0.8868 2020-08-17 02:57:43,270 - mmaction - INFO - Epoch [23][80/470] lr: 5.149e-01, eta: 1 day, 4:04:01, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.2676, top5_acc: 0.5143, loss_cls: 3.4341, loss: 3.4341, grad_norm: 0.8944 2020-08-17 02:58:02,825 - mmaction - INFO - Epoch [23][100/470] lr: 5.159e-01, eta: 1 day, 4:03:55, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5144, loss_cls: 3.4229, loss: 3.4229, grad_norm: 0.9036 2020-08-17 02:58:20,402 - mmaction - INFO - Epoch [23][120/470] lr: 5.168e-01, eta: 1 day, 4:03:28, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.2693, top5_acc: 0.5086, loss_cls: 3.4400, loss: 3.4400, grad_norm: 0.8858 2020-08-17 02:58:37,996 - mmaction - INFO - Epoch [23][140/470] lr: 5.178e-01, eta: 1 day, 4:03:01, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.2782, top5_acc: 0.5203, loss_cls: 3.3994, loss: 3.3994, grad_norm: 0.9075 2020-08-17 02:58:56,504 - mmaction - INFO - Epoch [23][160/470] lr: 5.188e-01, eta: 1 day, 4:02:44, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2629, top5_acc: 0.5115, loss_cls: 3.4590, loss: 3.4590, grad_norm: 0.9158 2020-08-17 02:59:14,990 - mmaction - INFO - Epoch [23][180/470] lr: 5.198e-01, eta: 1 day, 4:02:27, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5061, loss_cls: 3.4489, loss: 3.4489, grad_norm: 0.8982 2020-08-17 02:59:33,310 - mmaction - INFO - Epoch [23][200/470] lr: 5.207e-01, eta: 1 day, 4:02:08, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5125, loss_cls: 3.4611, loss: 3.4611, grad_norm: 0.8930 2020-08-17 02:59:52,269 - mmaction - INFO - Epoch [23][220/470] lr: 5.217e-01, eta: 1 day, 4:01:55, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5011, loss_cls: 3.4645, loss: 3.4645, grad_norm: 0.8976 2020-08-17 03:00:12,163 - mmaction - INFO - Epoch [23][240/470] lr: 5.227e-01, eta: 1 day, 4:01:52, time: 0.994, data_time: 0.005, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5099, loss_cls: 3.4435, loss: 3.4435, grad_norm: 0.8911 2020-08-17 03:00:31,258 - mmaction - INFO - Epoch [23][260/470] lr: 5.236e-01, eta: 1 day, 4:01:42, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2659, top5_acc: 0.5115, loss_cls: 3.4474, loss: 3.4474, grad_norm: 0.9027 2020-08-17 03:00:48,703 - mmaction - INFO - Epoch [23][280/470] lr: 5.246e-01, eta: 1 day, 4:01:13, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.2637, top5_acc: 0.5028, loss_cls: 3.4745, loss: 3.4745, grad_norm: 0.9037 2020-08-17 03:01:07,131 - mmaction - INFO - Epoch [23][300/470] lr: 5.256e-01, eta: 1 day, 4:00:55, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.2560, top5_acc: 0.5004, loss_cls: 3.4702, loss: 3.4702, grad_norm: 0.9096 2020-08-17 03:01:25,507 - mmaction - INFO - Epoch [23][320/470] lr: 5.266e-01, eta: 1 day, 4:00:36, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5064, loss_cls: 3.4563, loss: 3.4563, grad_norm: 0.9003 2020-08-17 03:01:43,354 - mmaction - INFO - Epoch [23][340/470] lr: 5.275e-01, eta: 1 day, 4:00:13, time: 0.894, data_time: 0.003, memory: 9444, top1_acc: 0.2652, top5_acc: 0.5141, loss_cls: 3.4374, loss: 3.4374, grad_norm: 0.8821 2020-08-17 03:02:03,153 - mmaction - INFO - Epoch [23][360/470] lr: 5.285e-01, eta: 1 day, 4:00:08, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.2642, top5_acc: 0.5106, loss_cls: 3.4531, loss: 3.4531, grad_norm: 0.8836 2020-08-17 03:02:21,067 - mmaction - INFO - Epoch [23][380/470] lr: 5.295e-01, eta: 1 day, 3:59:46, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5062, loss_cls: 3.4650, loss: 3.4650, grad_norm: 0.9005 2020-08-17 03:02:40,014 - mmaction - INFO - Epoch [23][400/470] lr: 5.305e-01, eta: 1 day, 3:59:32, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2602, top5_acc: 0.5068, loss_cls: 3.4727, loss: 3.4727, grad_norm: 0.8915 2020-08-17 03:02:59,431 - mmaction - INFO - Epoch [23][420/470] lr: 5.314e-01, eta: 1 day, 3:59:25, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.2757, top5_acc: 0.5113, loss_cls: 3.4323, loss: 3.4323, grad_norm: 0.8924 2020-08-17 03:03:17,185 - mmaction - INFO - Epoch [23][440/470] lr: 5.324e-01, eta: 1 day, 3:59:00, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.2730, top5_acc: 0.5229, loss_cls: 3.4174, loss: 3.4174, grad_norm: 0.8818 2020-08-17 03:03:36,316 - mmaction - INFO - Epoch [23][460/470] lr: 5.334e-01, eta: 1 day, 3:58:49, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2689, top5_acc: 0.5080, loss_cls: 3.4507, loss: 3.4507, grad_norm: 0.8776 2020-08-17 03:04:10,514 - mmaction - INFO - Epoch [24][20/470] lr: 5.339e-01, eta: 1 day, 3:57:59, time: 1.266, data_time: 0.577, memory: 9444, top1_acc: 0.2745, top5_acc: 0.5230, loss_cls: 3.3808, loss: 3.3808, grad_norm: 0.9079 2020-08-17 03:04:27,597 - mmaction - INFO - Epoch [24][40/470] lr: 5.349e-01, eta: 1 day, 3:57:27, time: 0.857, data_time: 0.006, memory: 9444, top1_acc: 0.2620, top5_acc: 0.5078, loss_cls: 3.4592, loss: 3.4592, grad_norm: 0.8874 2020-08-17 03:04:46,796 - mmaction - INFO - Epoch [24][60/470] lr: 5.359e-01, eta: 1 day, 3:57:17, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.2611, top5_acc: 0.5103, loss_cls: 3.4667, loss: 3.4667, grad_norm: 0.9069 2020-08-17 03:05:03,529 - mmaction - INFO - Epoch [24][80/470] lr: 5.368e-01, eta: 1 day, 3:56:42, time: 0.838, data_time: 0.005, memory: 9444, top1_acc: 0.2650, top5_acc: 0.5105, loss_cls: 3.4226, loss: 3.4226, grad_norm: 0.8787 2020-08-17 03:05:22,685 - mmaction - INFO - Epoch [24][100/470] lr: 5.378e-01, eta: 1 day, 3:56:31, time: 0.957, data_time: 0.002, memory: 9444, top1_acc: 0.2686, top5_acc: 0.5098, loss_cls: 3.4278, loss: 3.4278, grad_norm: 0.9003 2020-08-17 03:05:41,826 - mmaction - INFO - Epoch [24][120/470] lr: 5.388e-01, eta: 1 day, 3:56:21, time: 0.958, data_time: 0.002, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5130, loss_cls: 3.4228, loss: 3.4228, grad_norm: 0.8887 2020-08-17 03:05:58,860 - mmaction - INFO - Epoch [24][140/470] lr: 5.398e-01, eta: 1 day, 3:55:49, time: 0.851, data_time: 0.001, memory: 9444, top1_acc: 0.2691, top5_acc: 0.5092, loss_cls: 3.4331, loss: 3.4331, grad_norm: 0.8897 2020-08-17 03:06:17,828 - mmaction - INFO - Epoch [24][160/470] lr: 5.407e-01, eta: 1 day, 3:55:36, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2687, top5_acc: 0.5214, loss_cls: 3.4094, loss: 3.4094, grad_norm: 0.8970 2020-08-17 03:06:37,366 - mmaction - INFO - Epoch [24][180/470] lr: 5.417e-01, eta: 1 day, 3:55:29, time: 0.976, data_time: 0.002, memory: 9444, top1_acc: 0.2749, top5_acc: 0.5178, loss_cls: 3.4043, loss: 3.4043, grad_norm: 0.8844 2020-08-17 03:06:55,059 - mmaction - INFO - Epoch [24][200/470] lr: 5.427e-01, eta: 1 day, 3:55:04, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.2804, top5_acc: 0.5216, loss_cls: 3.3699, loss: 3.3699, grad_norm: 0.8873 2020-08-17 03:07:13,598 - mmaction - INFO - Epoch [24][220/470] lr: 5.436e-01, eta: 1 day, 3:54:47, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2619, top5_acc: 0.5082, loss_cls: 3.4764, loss: 3.4764, grad_norm: 0.8985 2020-08-17 03:07:31,949 - mmaction - INFO - Epoch [24][240/470] lr: 5.446e-01, eta: 1 day, 3:54:28, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.2656, top5_acc: 0.5077, loss_cls: 3.4453, loss: 3.4453, grad_norm: 0.8924 2020-08-17 03:07:49,715 - mmaction - INFO - Epoch [24][260/470] lr: 5.456e-01, eta: 1 day, 3:54:04, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.2698, top5_acc: 0.5116, loss_cls: 3.4262, loss: 3.4262, grad_norm: 0.8790 2020-08-17 03:08:07,934 - mmaction - INFO - Epoch [24][280/470] lr: 5.466e-01, eta: 1 day, 3:53:44, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.2647, top5_acc: 0.5163, loss_cls: 3.4349, loss: 3.4349, grad_norm: 0.9067 2020-08-17 03:08:26,486 - mmaction - INFO - Epoch [24][300/470] lr: 5.475e-01, eta: 1 day, 3:53:27, time: 0.927, data_time: 0.002, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5096, loss_cls: 3.4352, loss: 3.4352, grad_norm: 0.8865 2020-08-17 03:08:44,515 - mmaction - INFO - Epoch [24][320/470] lr: 5.485e-01, eta: 1 day, 3:53:05, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.2633, top5_acc: 0.5143, loss_cls: 3.4330, loss: 3.4330, grad_norm: 0.8766 2020-08-17 03:09:02,831 - mmaction - INFO - Epoch [24][340/470] lr: 5.495e-01, eta: 1 day, 3:52:46, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.2620, top5_acc: 0.5125, loss_cls: 3.4431, loss: 3.4431, grad_norm: 0.8831 2020-08-17 03:09:22,494 - mmaction - INFO - Epoch [24][360/470] lr: 5.504e-01, eta: 1 day, 3:52:40, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.2658, top5_acc: 0.5103, loss_cls: 3.4415, loss: 3.4415, grad_norm: 0.9000 2020-08-17 03:09:39,983 - mmaction - INFO - Epoch [24][380/470] lr: 5.514e-01, eta: 1 day, 3:52:13, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.2681, top5_acc: 0.5063, loss_cls: 3.4466, loss: 3.4466, grad_norm: 0.8718 2020-08-17 03:09:59,254 - mmaction - INFO - Epoch [24][400/470] lr: 5.524e-01, eta: 1 day, 3:52:03, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.2606, top5_acc: 0.5090, loss_cls: 3.4674, loss: 3.4674, grad_norm: 0.8865 2020-08-17 03:10:17,924 - mmaction - INFO - Epoch [24][420/470] lr: 5.534e-01, eta: 1 day, 3:51:47, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.2719, top5_acc: 0.5148, loss_cls: 3.4261, loss: 3.4261, grad_norm: 0.8729 2020-08-17 03:10:36,776 - mmaction - INFO - Epoch [24][440/470] lr: 5.543e-01, eta: 1 day, 3:51:33, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.2658, top5_acc: 0.5123, loss_cls: 3.4262, loss: 3.4262, grad_norm: 0.8727 2020-08-17 03:10:54,412 - mmaction - INFO - Epoch [24][460/470] lr: 5.553e-01, eta: 1 day, 3:51:08, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5065, loss_cls: 3.4476, loss: 3.4476, grad_norm: 0.8796 2020-08-17 03:11:04,297 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-17 03:11:27,378 - mmaction - INFO - Epoch [25][20/470] lr: 5.558e-01, eta: 1 day, 3:49:44, time: 1.088, data_time: 0.342, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5171, loss_cls: 3.4280, loss: 3.4280, grad_norm: 0.9072 2020-08-17 03:11:45,867 - mmaction - INFO - Epoch [25][40/470] lr: 5.567e-01, eta: 1 day, 3:49:27, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.2742, top5_acc: 0.5131, loss_cls: 3.4068, loss: 3.4068, grad_norm: 0.8805 2020-08-17 03:12:03,571 - mmaction - INFO - Epoch [25][60/470] lr: 5.577e-01, eta: 1 day, 3:49:01, time: 0.883, data_time: 0.002, memory: 9444, top1_acc: 0.2671, top5_acc: 0.5196, loss_cls: 3.4049, loss: 3.4049, grad_norm: 0.8955 2020-08-17 03:12:22,656 - mmaction - INFO - Epoch [25][80/470] lr: 5.587e-01, eta: 1 day, 3:48:50, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2692, top5_acc: 0.5157, loss_cls: 3.4150, loss: 3.4150, grad_norm: 0.8837 2020-08-17 03:12:41,484 - mmaction - INFO - Epoch [25][100/470] lr: 5.597e-01, eta: 1 day, 3:48:36, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5121, loss_cls: 3.4333, loss: 3.4333, grad_norm: 0.8826 2020-08-17 03:12:59,339 - mmaction - INFO - Epoch [25][120/470] lr: 5.606e-01, eta: 1 day, 3:48:13, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.2742, top5_acc: 0.5219, loss_cls: 3.4028, loss: 3.4028, grad_norm: 0.8693 2020-08-17 03:13:17,188 - mmaction - INFO - Epoch [25][140/470] lr: 5.616e-01, eta: 1 day, 3:47:49, time: 0.894, data_time: 0.003, memory: 9444, top1_acc: 0.2672, top5_acc: 0.5177, loss_cls: 3.4240, loss: 3.4240, grad_norm: 0.8872 2020-08-17 03:13:34,884 - mmaction - INFO - Epoch [25][160/470] lr: 5.626e-01, eta: 1 day, 3:47:24, time: 0.884, data_time: 0.004, memory: 9444, top1_acc: 0.2699, top5_acc: 0.5114, loss_cls: 3.4266, loss: 3.4266, grad_norm: 0.8940 2020-08-17 03:13:53,349 - mmaction - INFO - Epoch [25][180/470] lr: 5.635e-01, eta: 1 day, 3:47:07, time: 0.923, data_time: 0.002, memory: 9444, top1_acc: 0.2721, top5_acc: 0.5059, loss_cls: 3.4160, loss: 3.4160, grad_norm: 0.8741 2020-08-17 03:14:12,647 - mmaction - INFO - Epoch [25][200/470] lr: 5.645e-01, eta: 1 day, 3:46:57, time: 0.964, data_time: 0.004, memory: 9444, top1_acc: 0.2757, top5_acc: 0.5219, loss_cls: 3.3946, loss: 3.3946, grad_norm: 0.8781 2020-08-17 03:14:31,293 - mmaction - INFO - Epoch [25][220/470] lr: 5.655e-01, eta: 1 day, 3:46:41, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5168, loss_cls: 3.4010, loss: 3.4010, grad_norm: 0.8876 2020-08-17 03:14:49,023 - mmaction - INFO - Epoch [25][240/470] lr: 5.664e-01, eta: 1 day, 3:46:17, time: 0.886, data_time: 0.002, memory: 9444, top1_acc: 0.2648, top5_acc: 0.5110, loss_cls: 3.4426, loss: 3.4426, grad_norm: 0.8978 2020-08-17 03:15:08,295 - mmaction - INFO - Epoch [25][260/470] lr: 5.674e-01, eta: 1 day, 3:46:07, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2748, top5_acc: 0.5152, loss_cls: 3.4147, loss: 3.4147, grad_norm: 0.8741 2020-08-17 03:15:27,092 - mmaction - INFO - Epoch [25][280/470] lr: 5.684e-01, eta: 1 day, 3:45:52, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5103, loss_cls: 3.4434, loss: 3.4434, grad_norm: 0.8978 2020-08-17 03:15:45,553 - mmaction - INFO - Epoch [25][300/470] lr: 5.694e-01, eta: 1 day, 3:45:35, time: 0.922, data_time: 0.004, memory: 9444, top1_acc: 0.2709, top5_acc: 0.5127, loss_cls: 3.4375, loss: 3.4375, grad_norm: 0.8880 2020-08-17 03:16:03,464 - mmaction - INFO - Epoch [25][320/470] lr: 5.703e-01, eta: 1 day, 3:45:12, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.2626, top5_acc: 0.5061, loss_cls: 3.4681, loss: 3.4681, grad_norm: 0.8842 2020-08-17 03:16:21,744 - mmaction - INFO - Epoch [25][340/470] lr: 5.713e-01, eta: 1 day, 3:44:52, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.2677, top5_acc: 0.5137, loss_cls: 3.4266, loss: 3.4266, grad_norm: 0.8728 2020-08-17 03:16:40,293 - mmaction - INFO - Epoch [25][360/470] lr: 5.723e-01, eta: 1 day, 3:44:36, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5023, loss_cls: 3.4790, loss: 3.4790, grad_norm: 0.8588 2020-08-17 03:16:58,615 - mmaction - INFO - Epoch [25][380/470] lr: 5.732e-01, eta: 1 day, 3:44:17, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.2755, top5_acc: 0.5179, loss_cls: 3.4071, loss: 3.4071, grad_norm: 0.8763 2020-08-17 03:17:16,501 - mmaction - INFO - Epoch [25][400/470] lr: 5.742e-01, eta: 1 day, 3:43:54, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5161, loss_cls: 3.4117, loss: 3.4117, grad_norm: 0.8840 2020-08-17 03:17:35,680 - mmaction - INFO - Epoch [25][420/470] lr: 5.752e-01, eta: 1 day, 3:43:43, time: 0.960, data_time: 0.004, memory: 9444, top1_acc: 0.2615, top5_acc: 0.5069, loss_cls: 3.4641, loss: 3.4641, grad_norm: 0.8678 2020-08-17 03:17:54,066 - mmaction - INFO - Epoch [25][440/470] lr: 5.761e-01, eta: 1 day, 3:43:25, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.2746, top5_acc: 0.5209, loss_cls: 3.4016, loss: 3.4016, grad_norm: 0.8637 2020-08-17 03:18:11,680 - mmaction - INFO - Epoch [25][460/470] lr: 5.771e-01, eta: 1 day, 3:42:59, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.2682, top5_acc: 0.5104, loss_cls: 3.4297, loss: 3.4297, grad_norm: 0.8887 2020-08-17 03:18:44,158 - mmaction - INFO - Epoch [26][20/470] lr: 5.775e-01, eta: 1 day, 3:41:51, time: 1.156, data_time: 0.402, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5103, loss_cls: 3.4017, loss: 3.4017, grad_norm: 0.8697 2020-08-17 03:19:01,354 - mmaction - INFO - Epoch [26][40/470] lr: 5.785e-01, eta: 1 day, 3:41:22, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5130, loss_cls: 3.4263, loss: 3.4263, grad_norm: 0.8723 2020-08-17 03:19:19,464 - mmaction - INFO - Epoch [26][60/470] lr: 5.794e-01, eta: 1 day, 3:41:01, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5190, loss_cls: 3.4191, loss: 3.4191, grad_norm: 0.8914 2020-08-17 03:19:37,253 - mmaction - INFO - Epoch [26][80/470] lr: 5.804e-01, eta: 1 day, 3:40:37, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.2686, top5_acc: 0.5169, loss_cls: 3.4177, loss: 3.4177, grad_norm: 0.8727 2020-08-17 03:19:56,726 - mmaction - INFO - Epoch [26][100/470] lr: 5.814e-01, eta: 1 day, 3:40:29, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2804, top5_acc: 0.5258, loss_cls: 3.3776, loss: 3.3776, grad_norm: 0.8899 2020-08-17 03:20:13,969 - mmaction - INFO - Epoch [26][120/470] lr: 5.823e-01, eta: 1 day, 3:40:00, time: 0.860, data_time: 0.002, memory: 9444, top1_acc: 0.2801, top5_acc: 0.5252, loss_cls: 3.3811, loss: 3.3811, grad_norm: 0.8837 2020-08-17 03:20:32,858 - mmaction - INFO - Epoch [26][140/470] lr: 5.833e-01, eta: 1 day, 3:39:47, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2705, top5_acc: 0.5118, loss_cls: 3.4556, loss: 3.4556, grad_norm: 0.8814 2020-08-17 03:20:52,149 - mmaction - INFO - Epoch [26][160/470] lr: 5.843e-01, eta: 1 day, 3:39:37, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.2763, top5_acc: 0.5177, loss_cls: 3.4093, loss: 3.4093, grad_norm: 0.8677 2020-08-17 03:21:09,535 - mmaction - INFO - Epoch [26][180/470] lr: 5.852e-01, eta: 1 day, 3:39:09, time: 0.869, data_time: 0.002, memory: 9444, top1_acc: 0.2604, top5_acc: 0.5067, loss_cls: 3.4485, loss: 3.4485, grad_norm: 0.8738 2020-08-17 03:21:28,140 - mmaction - INFO - Epoch [26][200/470] lr: 5.862e-01, eta: 1 day, 3:38:53, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5047, loss_cls: 3.4639, loss: 3.4639, grad_norm: 0.8772 2020-08-17 03:21:46,955 - mmaction - INFO - Epoch [26][220/470] lr: 5.872e-01, eta: 1 day, 3:38:39, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.2759, top5_acc: 0.5157, loss_cls: 3.4177, loss: 3.4177, grad_norm: 0.8764 2020-08-17 03:22:05,614 - mmaction - INFO - Epoch [26][240/470] lr: 5.881e-01, eta: 1 day, 3:38:23, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5113, loss_cls: 3.4284, loss: 3.4284, grad_norm: 0.8944 2020-08-17 03:22:23,270 - mmaction - INFO - Epoch [26][260/470] lr: 5.891e-01, eta: 1 day, 3:37:58, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.2676, top5_acc: 0.5159, loss_cls: 3.4352, loss: 3.4352, grad_norm: 0.8552 2020-08-17 03:22:42,150 - mmaction - INFO - Epoch [26][280/470] lr: 5.901e-01, eta: 1 day, 3:37:44, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.2689, top5_acc: 0.5176, loss_cls: 3.4284, loss: 3.4284, grad_norm: 0.8780 2020-08-17 03:23:00,213 - mmaction - INFO - Epoch [26][300/470] lr: 5.910e-01, eta: 1 day, 3:37:23, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5159, loss_cls: 3.4219, loss: 3.4219, grad_norm: 0.8839 2020-08-17 03:23:18,666 - mmaction - INFO - Epoch [26][320/470] lr: 5.920e-01, eta: 1 day, 3:37:06, time: 0.923, data_time: 0.002, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5073, loss_cls: 3.4706, loss: 3.4706, grad_norm: 0.8827 2020-08-17 03:23:37,160 - mmaction - INFO - Epoch [26][340/470] lr: 5.930e-01, eta: 1 day, 3:36:48, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2799, top5_acc: 0.5137, loss_cls: 3.4143, loss: 3.4143, grad_norm: 0.8572 2020-08-17 03:23:55,626 - mmaction - INFO - Epoch [26][360/470] lr: 5.939e-01, eta: 1 day, 3:36:31, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5121, loss_cls: 3.4239, loss: 3.4239, grad_norm: 0.8718 2020-08-17 03:24:13,977 - mmaction - INFO - Epoch [26][380/470] lr: 5.949e-01, eta: 1 day, 3:36:12, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.2661, top5_acc: 0.5057, loss_cls: 3.4627, loss: 3.4627, grad_norm: 0.8848 2020-08-17 03:24:31,373 - mmaction - INFO - Epoch [26][400/470] lr: 5.959e-01, eta: 1 day, 3:35:45, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.2671, top5_acc: 0.5069, loss_cls: 3.4695, loss: 3.4695, grad_norm: 0.8507 2020-08-17 03:24:50,542 - mmaction - INFO - Epoch [26][420/470] lr: 5.969e-01, eta: 1 day, 3:35:34, time: 0.958, data_time: 0.002, memory: 9444, top1_acc: 0.2638, top5_acc: 0.5073, loss_cls: 3.4701, loss: 3.4701, grad_norm: 0.8670 2020-08-17 03:25:08,947 - mmaction - INFO - Epoch [26][440/470] lr: 5.978e-01, eta: 1 day, 3:35:16, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.2771, top5_acc: 0.5165, loss_cls: 3.3856, loss: 3.3856, grad_norm: 0.8397 2020-08-17 03:25:27,062 - mmaction - INFO - Epoch [26][460/470] lr: 5.988e-01, eta: 1 day, 3:34:55, time: 0.906, data_time: 0.002, memory: 9444, top1_acc: 0.2693, top5_acc: 0.5135, loss_cls: 3.4442, loss: 3.4442, grad_norm: 0.8717 2020-08-17 03:25:59,036 - mmaction - INFO - Epoch [27][20/470] lr: 5.991e-01, eta: 1 day, 3:33:48, time: 1.153, data_time: 0.385, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5239, loss_cls: 3.3606, loss: 3.3606, grad_norm: 0.8824 2020-08-17 03:26:16,242 - mmaction - INFO - Epoch [27][40/470] lr: 6.000e-01, eta: 1 day, 3:33:20, time: 0.862, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5178, loss_cls: 3.4094, loss: 3.4094, grad_norm: 0.8795 2020-08-17 03:26:34,635 - mmaction - INFO - Epoch [27][60/470] lr: 6.010e-01, eta: 1 day, 3:33:02, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2629, top5_acc: 0.5125, loss_cls: 3.4355, loss: 3.4355, grad_norm: 0.8756 2020-08-17 03:26:52,722 - mmaction - INFO - Epoch [27][80/470] lr: 6.020e-01, eta: 1 day, 3:32:41, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.2786, top5_acc: 0.5187, loss_cls: 3.3953, loss: 3.3953, grad_norm: 0.8715 2020-08-17 03:27:10,765 - mmaction - INFO - Epoch [27][100/470] lr: 6.029e-01, eta: 1 day, 3:32:20, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.2649, top5_acc: 0.5001, loss_cls: 3.4616, loss: 3.4616, grad_norm: 0.8624 2020-08-17 03:27:29,191 - mmaction - INFO - Epoch [27][120/470] lr: 6.039e-01, eta: 1 day, 3:32:02, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5145, loss_cls: 3.4069, loss: 3.4069, grad_norm: 0.8683 2020-08-17 03:27:48,971 - mmaction - INFO - Epoch [27][140/470] lr: 6.049e-01, eta: 1 day, 3:31:56, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.2735, top5_acc: 0.5218, loss_cls: 3.3963, loss: 3.3963, grad_norm: 0.8719 2020-08-17 03:28:07,849 - mmaction - INFO - Epoch [27][160/470] lr: 6.058e-01, eta: 1 day, 3:31:42, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2726, top5_acc: 0.5204, loss_cls: 3.4145, loss: 3.4145, grad_norm: 0.8672 2020-08-17 03:28:25,182 - mmaction - INFO - Epoch [27][180/470] lr: 6.068e-01, eta: 1 day, 3:31:15, time: 0.866, data_time: 0.005, memory: 9444, top1_acc: 0.2695, top5_acc: 0.5164, loss_cls: 3.4102, loss: 3.4102, grad_norm: 0.8539 2020-08-17 03:28:44,079 - mmaction - INFO - Epoch [27][200/470] lr: 6.078e-01, eta: 1 day, 3:31:01, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.2789, top5_acc: 0.5178, loss_cls: 3.4151, loss: 3.4151, grad_norm: 0.8798 2020-08-17 03:29:04,394 - mmaction - INFO - Epoch [27][220/470] lr: 6.087e-01, eta: 1 day, 3:31:00, time: 1.014, data_time: 0.005, memory: 9444, top1_acc: 0.2724, top5_acc: 0.5226, loss_cls: 3.3942, loss: 3.3942, grad_norm: 0.8710 2020-08-17 03:29:22,091 - mmaction - INFO - Epoch [27][240/470] lr: 6.097e-01, eta: 1 day, 3:30:36, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5164, loss_cls: 3.4278, loss: 3.4278, grad_norm: 0.8992 2020-08-17 03:29:41,195 - mmaction - INFO - Epoch [27][260/470] lr: 6.107e-01, eta: 1 day, 3:30:24, time: 0.956, data_time: 0.002, memory: 9444, top1_acc: 0.2667, top5_acc: 0.5118, loss_cls: 3.4436, loss: 3.4436, grad_norm: 0.8638 2020-08-17 03:29:59,066 - mmaction - INFO - Epoch [27][280/470] lr: 6.116e-01, eta: 1 day, 3:30:01, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.2757, top5_acc: 0.5140, loss_cls: 3.4175, loss: 3.4175, grad_norm: 0.8562 2020-08-17 03:30:17,560 - mmaction - INFO - Epoch [27][300/470] lr: 6.126e-01, eta: 1 day, 3:29:44, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2664, top5_acc: 0.5193, loss_cls: 3.4414, loss: 3.4414, grad_norm: 0.8626 2020-08-17 03:30:36,336 - mmaction - INFO - Epoch [27][320/470] lr: 6.136e-01, eta: 1 day, 3:29:29, time: 0.937, data_time: 0.004, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5170, loss_cls: 3.4065, loss: 3.4065, grad_norm: 0.8728 2020-08-17 03:30:54,235 - mmaction - INFO - Epoch [27][340/470] lr: 6.145e-01, eta: 1 day, 3:29:07, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.2651, top5_acc: 0.5109, loss_cls: 3.4552, loss: 3.4552, grad_norm: 0.8555 2020-08-17 03:31:13,250 - mmaction - INFO - Epoch [27][360/470] lr: 6.155e-01, eta: 1 day, 3:28:54, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.2680, top5_acc: 0.5157, loss_cls: 3.4392, loss: 3.4392, grad_norm: 0.8661 2020-08-17 03:31:32,173 - mmaction - INFO - Epoch [27][380/470] lr: 6.165e-01, eta: 1 day, 3:28:40, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2720, top5_acc: 0.5120, loss_cls: 3.4303, loss: 3.4303, grad_norm: 0.8659 2020-08-17 03:31:51,110 - mmaction - INFO - Epoch [27][400/470] lr: 6.174e-01, eta: 1 day, 3:28:27, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2770, top5_acc: 0.5183, loss_cls: 3.4114, loss: 3.4114, grad_norm: 0.8671 2020-08-17 03:32:08,896 - mmaction - INFO - Epoch [27][420/470] lr: 6.184e-01, eta: 1 day, 3:28:04, time: 0.890, data_time: 0.002, memory: 9444, top1_acc: 0.2598, top5_acc: 0.5111, loss_cls: 3.4459, loss: 3.4459, grad_norm: 0.8549 2020-08-17 03:32:27,456 - mmaction - INFO - Epoch [27][440/470] lr: 6.194e-01, eta: 1 day, 3:27:47, time: 0.926, data_time: 0.001, memory: 9444, top1_acc: 0.2606, top5_acc: 0.5109, loss_cls: 3.4531, loss: 3.4531, grad_norm: 0.8744 2020-08-17 03:32:46,147 - mmaction - INFO - Epoch [27][460/470] lr: 6.203e-01, eta: 1 day, 3:27:31, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2597, top5_acc: 0.5040, loss_cls: 3.4508, loss: 3.4508, grad_norm: 0.8631 2020-08-17 03:33:18,954 - mmaction - INFO - Epoch [28][20/470] lr: 6.205e-01, eta: 1 day, 3:26:26, time: 1.155, data_time: 0.398, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5168, loss_cls: 3.3995, loss: 3.3995, grad_norm: 0.8650 2020-08-17 03:33:36,633 - mmaction - INFO - Epoch [28][40/470] lr: 6.215e-01, eta: 1 day, 3:26:02, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5125, loss_cls: 3.4358, loss: 3.4358, grad_norm: 0.8621 2020-08-17 03:33:54,681 - mmaction - INFO - Epoch [28][60/470] lr: 6.225e-01, eta: 1 day, 3:25:41, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5257, loss_cls: 3.3703, loss: 3.3703, grad_norm: 0.8569 2020-08-17 03:34:13,856 - mmaction - INFO - Epoch [28][80/470] lr: 6.234e-01, eta: 1 day, 3:25:30, time: 0.959, data_time: 0.002, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5164, loss_cls: 3.4054, loss: 3.4054, grad_norm: 0.8707 2020-08-17 03:34:31,983 - mmaction - INFO - Epoch [28][100/470] lr: 6.244e-01, eta: 1 day, 3:25:10, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.2602, top5_acc: 0.5080, loss_cls: 3.4612, loss: 3.4612, grad_norm: 0.8750 2020-08-17 03:34:50,711 - mmaction - INFO - Epoch [28][120/470] lr: 6.254e-01, eta: 1 day, 3:24:54, time: 0.936, data_time: 0.002, memory: 9444, top1_acc: 0.2726, top5_acc: 0.5192, loss_cls: 3.4070, loss: 3.4070, grad_norm: 0.8701 2020-08-17 03:35:09,489 - mmaction - INFO - Epoch [28][140/470] lr: 6.263e-01, eta: 1 day, 3:24:39, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.2746, top5_acc: 0.5164, loss_cls: 3.4039, loss: 3.4039, grad_norm: 0.8634 2020-08-17 03:35:29,217 - mmaction - INFO - Epoch [28][160/470] lr: 6.273e-01, eta: 1 day, 3:24:32, time: 0.986, data_time: 0.002, memory: 9444, top1_acc: 0.2660, top5_acc: 0.5153, loss_cls: 3.4135, loss: 3.4135, grad_norm: 0.8777 2020-08-17 03:35:47,581 - mmaction - INFO - Epoch [28][180/470] lr: 6.282e-01, eta: 1 day, 3:24:14, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5119, loss_cls: 3.4157, loss: 3.4157, grad_norm: 0.8556 2020-08-17 03:36:05,709 - mmaction - INFO - Epoch [28][200/470] lr: 6.292e-01, eta: 1 day, 3:23:54, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.2753, top5_acc: 0.5167, loss_cls: 3.4085, loss: 3.4085, grad_norm: 0.8542 2020-08-17 03:36:25,706 - mmaction - INFO - Epoch [28][220/470] lr: 6.302e-01, eta: 1 day, 3:23:49, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5096, loss_cls: 3.4316, loss: 3.4316, grad_norm: 0.8678 2020-08-17 03:36:44,502 - mmaction - INFO - Epoch [28][240/470] lr: 6.311e-01, eta: 1 day, 3:23:34, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.2628, top5_acc: 0.5147, loss_cls: 3.4307, loss: 3.4307, grad_norm: 0.8494 2020-08-17 03:37:04,567 - mmaction - INFO - Epoch [28][260/470] lr: 6.321e-01, eta: 1 day, 3:23:30, time: 1.002, data_time: 0.006, memory: 9444, top1_acc: 0.2754, top5_acc: 0.5142, loss_cls: 3.4196, loss: 3.4196, grad_norm: 0.8548 2020-08-17 03:37:22,763 - mmaction - INFO - Epoch [28][280/470] lr: 6.331e-01, eta: 1 day, 3:23:10, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5047, loss_cls: 3.4470, loss: 3.4470, grad_norm: 0.8651 2020-08-17 03:37:42,274 - mmaction - INFO - Epoch [28][300/470] lr: 6.340e-01, eta: 1 day, 3:23:01, time: 0.973, data_time: 0.006, memory: 9444, top1_acc: 0.2681, top5_acc: 0.5134, loss_cls: 3.4496, loss: 3.4496, grad_norm: 0.8599 2020-08-17 03:37:59,656 - mmaction - INFO - Epoch [28][320/470] lr: 6.350e-01, eta: 1 day, 3:22:35, time: 0.872, data_time: 0.007, memory: 9444, top1_acc: 0.2687, top5_acc: 0.5201, loss_cls: 3.4206, loss: 3.4206, grad_norm: 0.8503 2020-08-17 03:38:18,557 - mmaction - INFO - Epoch [28][340/470] lr: 6.360e-01, eta: 1 day, 3:22:21, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2648, top5_acc: 0.5060, loss_cls: 3.4426, loss: 3.4426, grad_norm: 0.8609 2020-08-17 03:38:38,240 - mmaction - INFO - Epoch [28][360/470] lr: 6.369e-01, eta: 1 day, 3:22:13, time: 0.984, data_time: 0.002, memory: 9444, top1_acc: 0.2725, top5_acc: 0.5187, loss_cls: 3.4038, loss: 3.4038, grad_norm: 0.8645 2020-08-17 03:38:57,086 - mmaction - INFO - Epoch [28][380/470] lr: 6.379e-01, eta: 1 day, 3:21:58, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2670, top5_acc: 0.5123, loss_cls: 3.4388, loss: 3.4388, grad_norm: 0.8572 2020-08-17 03:39:16,296 - mmaction - INFO - Epoch [28][400/470] lr: 6.389e-01, eta: 1 day, 3:21:47, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2684, top5_acc: 0.5132, loss_cls: 3.4146, loss: 3.4146, grad_norm: 0.8548 2020-08-17 03:39:34,730 - mmaction - INFO - Epoch [28][420/470] lr: 6.398e-01, eta: 1 day, 3:21:29, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5148, loss_cls: 3.4395, loss: 3.4395, grad_norm: 0.8420 2020-08-17 03:39:53,488 - mmaction - INFO - Epoch [28][440/470] lr: 6.408e-01, eta: 1 day, 3:21:14, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.2673, top5_acc: 0.5110, loss_cls: 3.4288, loss: 3.4288, grad_norm: 0.8603 2020-08-17 03:40:11,474 - mmaction - INFO - Epoch [28][460/470] lr: 6.417e-01, eta: 1 day, 3:20:53, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.2709, top5_acc: 0.5188, loss_cls: 3.4045, loss: 3.4045, grad_norm: 0.8527 2020-08-17 03:40:21,720 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-17 03:40:44,446 - mmaction - INFO - Epoch [29][20/470] lr: 6.419e-01, eta: 1 day, 3:19:41, time: 1.110, data_time: 0.384, memory: 9444, top1_acc: 0.2799, top5_acc: 0.5246, loss_cls: 3.3790, loss: 3.3790, grad_norm: 0.8581 2020-08-17 03:41:02,826 - mmaction - INFO - Epoch [29][40/470] lr: 6.428e-01, eta: 1 day, 3:19:23, time: 0.920, data_time: 0.007, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5163, loss_cls: 3.3997, loss: 3.3997, grad_norm: 0.8616 2020-08-17 03:41:21,834 - mmaction - INFO - Epoch [29][60/470] lr: 6.438e-01, eta: 1 day, 3:19:10, time: 0.951, data_time: 0.002, memory: 9444, top1_acc: 0.2727, top5_acc: 0.5161, loss_cls: 3.4085, loss: 3.4085, grad_norm: 0.8620 2020-08-17 03:41:41,099 - mmaction - INFO - Epoch [29][80/470] lr: 6.447e-01, eta: 1 day, 3:18:59, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2727, top5_acc: 0.5187, loss_cls: 3.4296, loss: 3.4296, grad_norm: 0.8601 2020-08-17 03:41:58,475 - mmaction - INFO - Epoch [29][100/470] lr: 6.457e-01, eta: 1 day, 3:18:33, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5125, loss_cls: 3.4524, loss: 3.4524, grad_norm: 0.8617 2020-08-17 03:42:17,182 - mmaction - INFO - Epoch [29][120/470] lr: 6.467e-01, eta: 1 day, 3:18:17, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5123, loss_cls: 3.4417, loss: 3.4417, grad_norm: 0.8625 2020-08-17 03:42:34,641 - mmaction - INFO - Epoch [29][140/470] lr: 6.476e-01, eta: 1 day, 3:17:51, time: 0.876, data_time: 0.007, memory: 9444, top1_acc: 0.2620, top5_acc: 0.5085, loss_cls: 3.4521, loss: 3.4521, grad_norm: 0.8535 2020-08-17 03:42:52,843 - mmaction - INFO - Epoch [29][160/470] lr: 6.486e-01, eta: 1 day, 3:17:32, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.2727, top5_acc: 0.5136, loss_cls: 3.4428, loss: 3.4428, grad_norm: 0.8467 2020-08-17 03:43:11,026 - mmaction - INFO - Epoch [29][180/470] lr: 6.496e-01, eta: 1 day, 3:17:12, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.2705, top5_acc: 0.5163, loss_cls: 3.4473, loss: 3.4473, grad_norm: 0.8572 2020-08-17 03:43:29,154 - mmaction - INFO - Epoch [29][200/470] lr: 6.505e-01, eta: 1 day, 3:16:52, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2728, top5_acc: 0.5208, loss_cls: 3.4040, loss: 3.4040, grad_norm: 0.8349 2020-08-17 03:43:46,862 - mmaction - INFO - Epoch [29][220/470] lr: 6.515e-01, eta: 1 day, 3:16:28, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.2758, top5_acc: 0.5252, loss_cls: 3.4033, loss: 3.4033, grad_norm: 0.8544 2020-08-17 03:44:04,417 - mmaction - INFO - Epoch [29][240/470] lr: 6.524e-01, eta: 1 day, 3:16:03, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.2705, top5_acc: 0.5134, loss_cls: 3.4295, loss: 3.4295, grad_norm: 0.8361 2020-08-17 03:44:23,694 - mmaction - INFO - Epoch [29][260/470] lr: 6.534e-01, eta: 1 day, 3:15:52, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5124, loss_cls: 3.4483, loss: 3.4483, grad_norm: 0.8615 2020-08-17 03:44:40,146 - mmaction - INFO - Epoch [29][280/470] lr: 6.544e-01, eta: 1 day, 3:15:18, time: 0.821, data_time: 0.005, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5170, loss_cls: 3.4173, loss: 3.4173, grad_norm: 0.8626 2020-08-17 03:44:59,330 - mmaction - INFO - Epoch [29][300/470] lr: 6.553e-01, eta: 1 day, 3:15:07, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2682, top5_acc: 0.5127, loss_cls: 3.4290, loss: 3.4290, grad_norm: 0.8606 2020-08-17 03:45:16,997 - mmaction - INFO - Epoch [29][320/470] lr: 6.563e-01, eta: 1 day, 3:14:43, time: 0.885, data_time: 0.006, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5063, loss_cls: 3.4463, loss: 3.4463, grad_norm: 0.8567 2020-08-17 03:45:35,498 - mmaction - INFO - Epoch [29][340/470] lr: 6.572e-01, eta: 1 day, 3:14:26, time: 0.924, data_time: 0.002, memory: 9444, top1_acc: 0.2728, top5_acc: 0.5181, loss_cls: 3.4345, loss: 3.4345, grad_norm: 0.8484 2020-08-17 03:45:53,346 - mmaction - INFO - Epoch [29][360/470] lr: 6.582e-01, eta: 1 day, 3:14:03, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2690, top5_acc: 0.5146, loss_cls: 3.4376, loss: 3.4376, grad_norm: 0.8553 2020-08-17 03:46:12,653 - mmaction - INFO - Epoch [29][380/470] lr: 6.592e-01, eta: 1 day, 3:13:52, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2631, top5_acc: 0.5160, loss_cls: 3.4224, loss: 3.4224, grad_norm: 0.8489 2020-08-17 03:46:31,610 - mmaction - INFO - Epoch [29][400/470] lr: 6.601e-01, eta: 1 day, 3:13:38, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5175, loss_cls: 3.4287, loss: 3.4287, grad_norm: 0.8453 2020-08-17 03:46:49,109 - mmaction - INFO - Epoch [29][420/470] lr: 6.611e-01, eta: 1 day, 3:13:14, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.2689, top5_acc: 0.5055, loss_cls: 3.4593, loss: 3.4593, grad_norm: 0.8542 2020-08-17 03:47:07,119 - mmaction - INFO - Epoch [29][440/470] lr: 6.621e-01, eta: 1 day, 3:12:52, time: 0.901, data_time: 0.002, memory: 9444, top1_acc: 0.2740, top5_acc: 0.5104, loss_cls: 3.4170, loss: 3.4170, grad_norm: 0.8477 2020-08-17 03:47:24,912 - mmaction - INFO - Epoch [29][460/470] lr: 6.630e-01, eta: 1 day, 3:12:29, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.2671, top5_acc: 0.5141, loss_cls: 3.4189, loss: 3.4189, grad_norm: 0.8441 2020-08-17 03:47:56,531 - mmaction - INFO - Epoch [30][20/470] lr: 6.630e-01, eta: 1 day, 3:11:25, time: 1.141, data_time: 0.375, memory: 9444, top1_acc: 0.2699, top5_acc: 0.5126, loss_cls: 3.4359, loss: 3.4359, grad_norm: 0.8404 2020-08-17 03:48:13,035 - mmaction - INFO - Epoch [30][40/470] lr: 6.640e-01, eta: 1 day, 3:10:53, time: 0.827, data_time: 0.005, memory: 9444, top1_acc: 0.2743, top5_acc: 0.5116, loss_cls: 3.4343, loss: 3.4343, grad_norm: 0.8613 2020-08-17 03:48:32,288 - mmaction - INFO - Epoch [30][60/470] lr: 6.649e-01, eta: 1 day, 3:10:41, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5182, loss_cls: 3.4074, loss: 3.4074, grad_norm: 0.8501 2020-08-17 03:48:48,582 - mmaction - INFO - Epoch [30][80/470] lr: 6.659e-01, eta: 1 day, 3:10:07, time: 0.817, data_time: 0.006, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5224, loss_cls: 3.4098, loss: 3.4098, grad_norm: 0.8457 2020-08-17 03:49:05,989 - mmaction - INFO - Epoch [30][100/470] lr: 6.669e-01, eta: 1 day, 3:09:41, time: 0.871, data_time: 0.002, memory: 9444, top1_acc: 0.2736, top5_acc: 0.5146, loss_cls: 3.4236, loss: 3.4236, grad_norm: 0.8525 2020-08-17 03:49:24,953 - mmaction - INFO - Epoch [30][120/470] lr: 6.678e-01, eta: 1 day, 3:09:27, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2677, top5_acc: 0.5075, loss_cls: 3.4604, loss: 3.4604, grad_norm: 0.8544 2020-08-17 03:49:43,615 - mmaction - INFO - Epoch [30][140/470] lr: 6.688e-01, eta: 1 day, 3:09:12, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.2819, top5_acc: 0.5187, loss_cls: 3.3811, loss: 3.3811, grad_norm: 0.8381 2020-08-17 03:49:59,965 - mmaction - INFO - Epoch [30][160/470] lr: 6.697e-01, eta: 1 day, 3:08:38, time: 0.816, data_time: 0.005, memory: 9444, top1_acc: 0.2616, top5_acc: 0.5084, loss_cls: 3.4405, loss: 3.4405, grad_norm: 0.8608 2020-08-17 03:50:17,615 - mmaction - INFO - Epoch [30][180/470] lr: 6.707e-01, eta: 1 day, 3:08:14, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.2741, top5_acc: 0.5243, loss_cls: 3.3841, loss: 3.3841, grad_norm: 0.8450 2020-08-17 03:50:36,616 - mmaction - INFO - Epoch [30][200/470] lr: 6.717e-01, eta: 1 day, 3:08:01, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.2686, top5_acc: 0.5129, loss_cls: 3.4333, loss: 3.4333, grad_norm: 0.8528 2020-08-17 03:50:54,769 - mmaction - INFO - Epoch [30][220/470] lr: 6.726e-01, eta: 1 day, 3:07:41, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.2779, top5_acc: 0.5146, loss_cls: 3.4155, loss: 3.4155, grad_norm: 0.8301 2020-08-17 03:51:12,024 - mmaction - INFO - Epoch [30][240/470] lr: 6.736e-01, eta: 1 day, 3:07:14, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.2729, top5_acc: 0.5151, loss_cls: 3.4142, loss: 3.4142, grad_norm: 0.8526 2020-08-17 03:51:30,265 - mmaction - INFO - Epoch [30][260/470] lr: 6.745e-01, eta: 1 day, 3:06:55, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2601, top5_acc: 0.5116, loss_cls: 3.4354, loss: 3.4354, grad_norm: 0.8553 2020-08-17 03:51:48,299 - mmaction - INFO - Epoch [30][280/470] lr: 6.755e-01, eta: 1 day, 3:06:35, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.2585, top5_acc: 0.5096, loss_cls: 3.4640, loss: 3.4640, grad_norm: 0.8585 2020-08-17 03:52:05,797 - mmaction - INFO - Epoch [30][300/470] lr: 6.765e-01, eta: 1 day, 3:06:09, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5158, loss_cls: 3.4206, loss: 3.4206, grad_norm: 0.8506 2020-08-17 03:52:23,769 - mmaction - INFO - Epoch [30][320/470] lr: 6.774e-01, eta: 1 day, 3:05:49, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5160, loss_cls: 3.4219, loss: 3.4219, grad_norm: 0.8582 2020-08-17 03:52:41,044 - mmaction - INFO - Epoch [30][340/470] lr: 6.784e-01, eta: 1 day, 3:05:22, time: 0.864, data_time: 0.002, memory: 9444, top1_acc: 0.2677, top5_acc: 0.4997, loss_cls: 3.4764, loss: 3.4764, grad_norm: 0.8570 2020-08-17 03:53:00,246 - mmaction - INFO - Epoch [30][360/470] lr: 6.793e-01, eta: 1 day, 3:05:10, time: 0.958, data_time: 0.003, memory: 9444, top1_acc: 0.2637, top5_acc: 0.5086, loss_cls: 3.4632, loss: 3.4632, grad_norm: 0.8557 2020-08-17 03:53:17,736 - mmaction - INFO - Epoch [30][380/470] lr: 6.803e-01, eta: 1 day, 3:04:45, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5094, loss_cls: 3.4594, loss: 3.4594, grad_norm: 0.8344 2020-08-17 03:53:36,308 - mmaction - INFO - Epoch [30][400/470] lr: 6.813e-01, eta: 1 day, 3:04:29, time: 0.929, data_time: 0.004, memory: 9444, top1_acc: 0.2743, top5_acc: 0.5171, loss_cls: 3.4137, loss: 3.4137, grad_norm: 0.8428 2020-08-17 03:53:53,997 - mmaction - INFO - Epoch [30][420/470] lr: 6.822e-01, eta: 1 day, 3:04:05, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.2648, top5_acc: 0.5003, loss_cls: 3.4885, loss: 3.4885, grad_norm: 0.8342 2020-08-17 03:54:11,803 - mmaction - INFO - Epoch [30][440/470] lr: 6.832e-01, eta: 1 day, 3:03:43, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2631, top5_acc: 0.5180, loss_cls: 3.4391, loss: 3.4391, grad_norm: 0.8322 2020-08-17 03:54:30,303 - mmaction - INFO - Epoch [30][460/470] lr: 6.842e-01, eta: 1 day, 3:03:26, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5058, loss_cls: 3.4692, loss: 3.4692, grad_norm: 0.8474 2020-08-17 03:55:02,268 - mmaction - INFO - Epoch [31][20/470] lr: 6.841e-01, eta: 1 day, 3:02:25, time: 1.154, data_time: 0.427, memory: 9444, top1_acc: 0.2830, top5_acc: 0.5172, loss_cls: 3.4035, loss: 3.4035, grad_norm: 0.8513 2020-08-17 03:55:19,545 - mmaction - INFO - Epoch [31][40/470] lr: 6.850e-01, eta: 1 day, 3:01:59, time: 0.866, data_time: 0.004, memory: 9444, top1_acc: 0.2682, top5_acc: 0.5074, loss_cls: 3.4640, loss: 3.4640, grad_norm: 0.8515 2020-08-17 03:55:36,804 - mmaction - INFO - Epoch [31][60/470] lr: 6.860e-01, eta: 1 day, 3:01:32, time: 0.860, data_time: 0.006, memory: 9444, top1_acc: 0.2655, top5_acc: 0.5110, loss_cls: 3.4525, loss: 3.4525, grad_norm: 0.8539 2020-08-17 03:55:54,631 - mmaction - INFO - Epoch [31][80/470] lr: 6.869e-01, eta: 1 day, 3:01:11, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.2624, top5_acc: 0.5095, loss_cls: 3.4701, loss: 3.4701, grad_norm: 0.8453 2020-08-17 03:56:12,670 - mmaction - INFO - Epoch [31][100/470] lr: 6.879e-01, eta: 1 day, 3:00:50, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.2734, top5_acc: 0.5234, loss_cls: 3.3961, loss: 3.3961, grad_norm: 0.8409 2020-08-17 03:56:29,918 - mmaction - INFO - Epoch [31][120/470] lr: 6.888e-01, eta: 1 day, 3:00:24, time: 0.862, data_time: 0.005, memory: 9444, top1_acc: 0.2698, top5_acc: 0.5156, loss_cls: 3.4199, loss: 3.4199, grad_norm: 0.8421 2020-08-17 03:56:47,199 - mmaction - INFO - Epoch [31][140/470] lr: 6.898e-01, eta: 1 day, 2:59:58, time: 0.864, data_time: 0.002, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5125, loss_cls: 3.4519, loss: 3.4519, grad_norm: 0.8465 2020-08-17 03:57:04,620 - mmaction - INFO - Epoch [31][160/470] lr: 6.908e-01, eta: 1 day, 2:59:33, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.2764, top5_acc: 0.5179, loss_cls: 3.4315, loss: 3.4315, grad_norm: 0.8362 2020-08-17 03:57:21,584 - mmaction - INFO - Epoch [31][180/470] lr: 6.917e-01, eta: 1 day, 2:59:04, time: 0.849, data_time: 0.005, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5204, loss_cls: 3.4023, loss: 3.4023, grad_norm: 0.8402 2020-08-17 03:57:39,465 - mmaction - INFO - Epoch [31][200/470] lr: 6.927e-01, eta: 1 day, 2:58:43, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.2721, top5_acc: 0.5144, loss_cls: 3.4398, loss: 3.4398, grad_norm: 0.8486 2020-08-17 03:57:57,350 - mmaction - INFO - Epoch [31][220/470] lr: 6.936e-01, eta: 1 day, 2:58:21, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.2660, top5_acc: 0.5133, loss_cls: 3.4518, loss: 3.4518, grad_norm: 0.8488 2020-08-17 03:58:14,022 - mmaction - INFO - Epoch [31][240/470] lr: 6.946e-01, eta: 1 day, 2:57:51, time: 0.833, data_time: 0.006, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5173, loss_cls: 3.4201, loss: 3.4201, grad_norm: 0.8387 2020-08-17 03:58:32,357 - mmaction - INFO - Epoch [31][260/470] lr: 6.955e-01, eta: 1 day, 2:57:33, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2676, top5_acc: 0.5055, loss_cls: 3.4409, loss: 3.4409, grad_norm: 0.8397 2020-08-17 03:58:50,126 - mmaction - INFO - Epoch [31][280/470] lr: 6.965e-01, eta: 1 day, 2:57:10, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.2630, top5_acc: 0.5102, loss_cls: 3.4469, loss: 3.4469, grad_norm: 0.8543 2020-08-17 03:59:08,546 - mmaction - INFO - Epoch [31][300/470] lr: 6.975e-01, eta: 1 day, 2:56:53, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.2724, top5_acc: 0.5190, loss_cls: 3.4198, loss: 3.4198, grad_norm: 0.8276 2020-08-17 03:59:25,787 - mmaction - INFO - Epoch [31][320/470] lr: 6.984e-01, eta: 1 day, 2:56:26, time: 0.860, data_time: 0.005, memory: 9444, top1_acc: 0.2628, top5_acc: 0.5050, loss_cls: 3.4730, loss: 3.4730, grad_norm: 0.8503 2020-08-17 03:59:44,318 - mmaction - INFO - Epoch [31][340/470] lr: 6.994e-01, eta: 1 day, 2:56:10, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2672, top5_acc: 0.5058, loss_cls: 3.4500, loss: 3.4500, grad_norm: 0.8351 2020-08-17 04:00:01,850 - mmaction - INFO - Epoch [31][360/470] lr: 7.003e-01, eta: 1 day, 2:55:45, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.2759, top5_acc: 0.5229, loss_cls: 3.3916, loss: 3.3916, grad_norm: 0.8286 2020-08-17 04:00:21,442 - mmaction - INFO - Epoch [31][380/470] lr: 7.013e-01, eta: 1 day, 2:55:36, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.2739, top5_acc: 0.5146, loss_cls: 3.4189, loss: 3.4189, grad_norm: 0.8466 2020-08-17 04:00:39,475 - mmaction - INFO - Epoch [31][400/470] lr: 7.023e-01, eta: 1 day, 2:55:16, time: 0.904, data_time: 0.011, memory: 9444, top1_acc: 0.2618, top5_acc: 0.5113, loss_cls: 3.4608, loss: 3.4608, grad_norm: 0.8289 2020-08-17 04:00:56,983 - mmaction - INFO - Epoch [31][420/470] lr: 7.032e-01, eta: 1 day, 2:54:52, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5185, loss_cls: 3.3915, loss: 3.3915, grad_norm: 0.8321 2020-08-17 04:01:14,764 - mmaction - INFO - Epoch [31][440/470] lr: 7.042e-01, eta: 1 day, 2:54:30, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5097, loss_cls: 3.4467, loss: 3.4467, grad_norm: 0.8412 2020-08-17 04:01:33,168 - mmaction - INFO - Epoch [31][460/470] lr: 7.051e-01, eta: 1 day, 2:54:12, time: 0.920, data_time: 0.004, memory: 9444, top1_acc: 0.2637, top5_acc: 0.5119, loss_cls: 3.4477, loss: 3.4477, grad_norm: 0.8197 2020-08-17 04:02:04,517 - mmaction - INFO - Epoch [32][20/470] lr: 7.049e-01, eta: 1 day, 2:53:07, time: 1.116, data_time: 0.420, memory: 9444, top1_acc: 0.2693, top5_acc: 0.5123, loss_cls: 3.4271, loss: 3.4271, grad_norm: 0.8432 2020-08-17 04:02:21,894 - mmaction - INFO - Epoch [32][40/470] lr: 7.059e-01, eta: 1 day, 2:52:42, time: 0.871, data_time: 0.006, memory: 9444, top1_acc: 0.2778, top5_acc: 0.5147, loss_cls: 3.4019, loss: 3.4019, grad_norm: 0.8529 2020-08-17 04:02:39,189 - mmaction - INFO - Epoch [32][60/470] lr: 7.068e-01, eta: 1 day, 2:52:17, time: 0.863, data_time: 0.006, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5181, loss_cls: 3.4183, loss: 3.4183, grad_norm: 0.8385 2020-08-17 04:02:57,417 - mmaction - INFO - Epoch [32][80/470] lr: 7.078e-01, eta: 1 day, 2:51:58, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5123, loss_cls: 3.4367, loss: 3.4367, grad_norm: 0.8366 2020-08-17 04:03:15,857 - mmaction - INFO - Epoch [32][100/470] lr: 7.087e-01, eta: 1 day, 2:51:40, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5086, loss_cls: 3.4283, loss: 3.4283, grad_norm: 0.8339 2020-08-17 04:03:33,342 - mmaction - INFO - Epoch [32][120/470] lr: 7.097e-01, eta: 1 day, 2:51:16, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.2661, top5_acc: 0.5174, loss_cls: 3.4343, loss: 3.4343, grad_norm: 0.8460 2020-08-17 04:03:50,925 - mmaction - INFO - Epoch [32][140/470] lr: 7.107e-01, eta: 1 day, 2:50:53, time: 0.879, data_time: 0.002, memory: 9444, top1_acc: 0.2664, top5_acc: 0.5130, loss_cls: 3.4339, loss: 3.4339, grad_norm: 0.8228 2020-08-17 04:04:09,169 - mmaction - INFO - Epoch [32][160/470] lr: 7.116e-01, eta: 1 day, 2:50:34, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.2720, top5_acc: 0.5171, loss_cls: 3.4078, loss: 3.4078, grad_norm: 0.8460 2020-08-17 04:04:25,926 - mmaction - INFO - Epoch [32][180/470] lr: 7.126e-01, eta: 1 day, 2:50:05, time: 0.838, data_time: 0.002, memory: 9444, top1_acc: 0.2635, top5_acc: 0.5103, loss_cls: 3.4323, loss: 3.4323, grad_norm: 0.8412 2020-08-17 04:04:42,831 - mmaction - INFO - Epoch [32][200/470] lr: 7.135e-01, eta: 1 day, 2:49:36, time: 0.844, data_time: 0.004, memory: 9444, top1_acc: 0.2656, top5_acc: 0.5072, loss_cls: 3.4525, loss: 3.4525, grad_norm: 0.8472 2020-08-17 04:05:00,605 - mmaction - INFO - Epoch [32][220/470] lr: 7.145e-01, eta: 1 day, 2:49:14, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.2571, top5_acc: 0.5044, loss_cls: 3.4713, loss: 3.4713, grad_norm: 0.8393 2020-08-17 04:05:20,070 - mmaction - INFO - Epoch [32][240/470] lr: 7.154e-01, eta: 1 day, 2:49:04, time: 0.973, data_time: 0.002, memory: 9444, top1_acc: 0.2670, top5_acc: 0.5114, loss_cls: 3.4254, loss: 3.4254, grad_norm: 0.8256 2020-08-17 04:05:37,350 - mmaction - INFO - Epoch [32][260/470] lr: 7.164e-01, eta: 1 day, 2:48:39, time: 0.862, data_time: 0.005, memory: 9444, top1_acc: 0.2705, top5_acc: 0.5130, loss_cls: 3.4424, loss: 3.4424, grad_norm: 0.8390 2020-08-17 04:05:55,739 - mmaction - INFO - Epoch [32][280/470] lr: 7.174e-01, eta: 1 day, 2:48:21, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2670, top5_acc: 0.5088, loss_cls: 3.4497, loss: 3.4497, grad_norm: 0.8418 2020-08-17 04:06:13,361 - mmaction - INFO - Epoch [32][300/470] lr: 7.183e-01, eta: 1 day, 2:47:58, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.2662, top5_acc: 0.5154, loss_cls: 3.4485, loss: 3.4485, grad_norm: 0.8316 2020-08-17 04:06:32,098 - mmaction - INFO - Epoch [32][320/470] lr: 7.193e-01, eta: 1 day, 2:47:43, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5182, loss_cls: 3.4300, loss: 3.4300, grad_norm: 0.8363 2020-08-17 04:06:49,425 - mmaction - INFO - Epoch [32][340/470] lr: 7.202e-01, eta: 1 day, 2:47:18, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5127, loss_cls: 3.4366, loss: 3.4366, grad_norm: 0.8280 2020-08-17 04:07:07,566 - mmaction - INFO - Epoch [32][360/470] lr: 7.212e-01, eta: 1 day, 2:46:58, time: 0.907, data_time: 0.004, memory: 9444, top1_acc: 0.2671, top5_acc: 0.5046, loss_cls: 3.4441, loss: 3.4441, grad_norm: 0.8306 2020-08-17 04:07:25,435 - mmaction - INFO - Epoch [32][380/470] lr: 7.221e-01, eta: 1 day, 2:46:37, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.2648, top5_acc: 0.4985, loss_cls: 3.4897, loss: 3.4897, grad_norm: 0.8364 2020-08-17 04:07:44,137 - mmaction - INFO - Epoch [32][400/470] lr: 7.231e-01, eta: 1 day, 2:46:21, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5054, loss_cls: 3.4688, loss: 3.4688, grad_norm: 0.8243 2020-08-17 04:08:03,748 - mmaction - INFO - Epoch [32][420/470] lr: 7.240e-01, eta: 1 day, 2:46:12, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.2582, top5_acc: 0.5116, loss_cls: 3.4686, loss: 3.4686, grad_norm: 0.8372 2020-08-17 04:08:20,716 - mmaction - INFO - Epoch [32][440/470] lr: 7.250e-01, eta: 1 day, 2:45:45, time: 0.847, data_time: 0.006, memory: 9444, top1_acc: 0.2763, top5_acc: 0.5137, loss_cls: 3.4323, loss: 3.4323, grad_norm: 0.8190 2020-08-17 04:08:39,078 - mmaction - INFO - Epoch [32][460/470] lr: 7.260e-01, eta: 1 day, 2:45:27, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2660, top5_acc: 0.5149, loss_cls: 3.4428, loss: 3.4428, grad_norm: 0.8357 2020-08-17 04:08:47,347 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-17 04:09:09,596 - mmaction - INFO - Epoch [33][20/470] lr: 7.256e-01, eta: 1 day, 2:44:15, time: 1.053, data_time: 0.350, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5203, loss_cls: 3.4175, loss: 3.4175, grad_norm: 0.8259 2020-08-17 04:09:28,458 - mmaction - INFO - Epoch [33][40/470] lr: 7.266e-01, eta: 1 day, 2:44:01, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5065, loss_cls: 3.4439, loss: 3.4439, grad_norm: 0.8390 2020-08-17 04:09:44,768 - mmaction - INFO - Epoch [33][60/470] lr: 7.275e-01, eta: 1 day, 2:43:29, time: 0.814, data_time: 0.005, memory: 9444, top1_acc: 0.2660, top5_acc: 0.5111, loss_cls: 3.4462, loss: 3.4462, grad_norm: 0.8252 2020-08-17 04:10:02,626 - mmaction - INFO - Epoch [33][80/470] lr: 7.285e-01, eta: 1 day, 2:43:07, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.2690, top5_acc: 0.5079, loss_cls: 3.4524, loss: 3.4524, grad_norm: 0.8298 2020-08-17 04:10:20,444 - mmaction - INFO - Epoch [33][100/470] lr: 7.295e-01, eta: 1 day, 2:42:46, time: 0.892, data_time: 0.004, memory: 9444, top1_acc: 0.2671, top5_acc: 0.5092, loss_cls: 3.4429, loss: 3.4429, grad_norm: 0.8276 2020-08-17 04:10:38,773 - mmaction - INFO - Epoch [33][120/470] lr: 7.304e-01, eta: 1 day, 2:42:28, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5140, loss_cls: 3.4228, loss: 3.4228, grad_norm: 0.8256 2020-08-17 04:10:56,812 - mmaction - INFO - Epoch [33][140/470] lr: 7.314e-01, eta: 1 day, 2:42:08, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5205, loss_cls: 3.3974, loss: 3.3974, grad_norm: 0.8309 2020-08-17 04:11:16,193 - mmaction - INFO - Epoch [33][160/470] lr: 7.323e-01, eta: 1 day, 2:41:57, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.2597, top5_acc: 0.5053, loss_cls: 3.4795, loss: 3.4795, grad_norm: 0.8290 2020-08-17 04:11:33,448 - mmaction - INFO - Epoch [33][180/470] lr: 7.333e-01, eta: 1 day, 2:41:32, time: 0.863, data_time: 0.002, memory: 9444, top1_acc: 0.2639, top5_acc: 0.5103, loss_cls: 3.4593, loss: 3.4593, grad_norm: 0.8308 2020-08-17 04:11:51,164 - mmaction - INFO - Epoch [33][200/470] lr: 7.342e-01, eta: 1 day, 2:41:10, time: 0.886, data_time: 0.001, memory: 9444, top1_acc: 0.2754, top5_acc: 0.5142, loss_cls: 3.4242, loss: 3.4242, grad_norm: 0.8302 2020-08-17 04:12:08,438 - mmaction - INFO - Epoch [33][220/470] lr: 7.352e-01, eta: 1 day, 2:40:44, time: 0.864, data_time: 0.002, memory: 9444, top1_acc: 0.2672, top5_acc: 0.5041, loss_cls: 3.4560, loss: 3.4560, grad_norm: 0.8288 2020-08-17 04:12:26,606 - mmaction - INFO - Epoch [33][240/470] lr: 7.361e-01, eta: 1 day, 2:40:25, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.2699, top5_acc: 0.5106, loss_cls: 3.4467, loss: 3.4467, grad_norm: 0.8137 2020-08-17 04:12:45,543 - mmaction - INFO - Epoch [33][260/470] lr: 7.371e-01, eta: 1 day, 2:40:12, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2712, top5_acc: 0.5181, loss_cls: 3.4040, loss: 3.4040, grad_norm: 0.8403 2020-08-17 04:13:03,207 - mmaction - INFO - Epoch [33][280/470] lr: 7.380e-01, eta: 1 day, 2:39:49, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.2619, top5_acc: 0.5033, loss_cls: 3.4685, loss: 3.4685, grad_norm: 0.8167 2020-08-17 04:13:21,884 - mmaction - INFO - Epoch [33][300/470] lr: 7.390e-01, eta: 1 day, 2:39:33, time: 0.934, data_time: 0.002, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5129, loss_cls: 3.4303, loss: 3.4303, grad_norm: 0.8278 2020-08-17 04:13:40,878 - mmaction - INFO - Epoch [33][320/470] lr: 7.399e-01, eta: 1 day, 2:39:20, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2635, top5_acc: 0.5134, loss_cls: 3.4467, loss: 3.4467, grad_norm: 0.8432 2020-08-17 04:13:59,323 - mmaction - INFO - Epoch [33][340/470] lr: 7.409e-01, eta: 1 day, 2:39:03, time: 0.925, data_time: 0.007, memory: 9444, top1_acc: 0.2684, top5_acc: 0.5089, loss_cls: 3.4313, loss: 3.4313, grad_norm: 0.8223 2020-08-17 04:14:16,451 - mmaction - INFO - Epoch [33][360/470] lr: 7.419e-01, eta: 1 day, 2:38:37, time: 0.856, data_time: 0.005, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5158, loss_cls: 3.4260, loss: 3.4260, grad_norm: 0.8200 2020-08-17 04:14:34,433 - mmaction - INFO - Epoch [33][380/470] lr: 7.428e-01, eta: 1 day, 2:38:16, time: 0.899, data_time: 0.002, memory: 9444, top1_acc: 0.2679, top5_acc: 0.5088, loss_cls: 3.4620, loss: 3.4620, grad_norm: 0.8144 2020-08-17 04:14:51,745 - mmaction - INFO - Epoch [33][400/470] lr: 7.438e-01, eta: 1 day, 2:37:51, time: 0.865, data_time: 0.005, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5025, loss_cls: 3.4798, loss: 3.4798, grad_norm: 0.8276 2020-08-17 04:15:10,133 - mmaction - INFO - Epoch [33][420/470] lr: 7.447e-01, eta: 1 day, 2:37:34, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2551, top5_acc: 0.5080, loss_cls: 3.4674, loss: 3.4674, grad_norm: 0.8267 2020-08-17 04:15:27,451 - mmaction - INFO - Epoch [33][440/470] lr: 7.457e-01, eta: 1 day, 2:37:09, time: 0.866, data_time: 0.002, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5111, loss_cls: 3.4379, loss: 3.4379, grad_norm: 0.8163 2020-08-17 04:15:45,098 - mmaction - INFO - Epoch [33][460/470] lr: 7.466e-01, eta: 1 day, 2:36:46, time: 0.881, data_time: 0.004, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5046, loss_cls: 3.4486, loss: 3.4486, grad_norm: 0.8419 2020-08-17 04:16:16,700 - mmaction - INFO - Epoch [34][20/470] lr: 7.462e-01, eta: 1 day, 2:35:43, time: 1.107, data_time: 0.385, memory: 9444, top1_acc: 0.2717, top5_acc: 0.5141, loss_cls: 3.4059, loss: 3.4059, grad_norm: 0.8338 2020-08-17 04:16:34,406 - mmaction - INFO - Epoch [34][40/470] lr: 7.471e-01, eta: 1 day, 2:35:21, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.2643, top5_acc: 0.5109, loss_cls: 3.4409, loss: 3.4409, grad_norm: 0.8349 2020-08-17 04:16:52,142 - mmaction - INFO - Epoch [34][60/470] lr: 7.481e-01, eta: 1 day, 2:34:59, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.2667, top5_acc: 0.5103, loss_cls: 3.4298, loss: 3.4298, grad_norm: 0.8269 2020-08-17 04:17:10,898 - mmaction - INFO - Epoch [34][80/470] lr: 7.491e-01, eta: 1 day, 2:34:45, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.2651, top5_acc: 0.5132, loss_cls: 3.4550, loss: 3.4550, grad_norm: 0.8315 2020-08-17 04:17:29,302 - mmaction - INFO - Epoch [34][100/470] lr: 7.500e-01, eta: 1 day, 2:34:27, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5129, loss_cls: 3.4439, loss: 3.4439, grad_norm: 0.8294 2020-08-17 04:17:47,659 - mmaction - INFO - Epoch [34][120/470] lr: 7.510e-01, eta: 1 day, 2:34:09, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2724, top5_acc: 0.5183, loss_cls: 3.4094, loss: 3.4094, grad_norm: 0.8191 2020-08-17 04:18:05,855 - mmaction - INFO - Epoch [34][140/470] lr: 7.519e-01, eta: 1 day, 2:33:51, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.2769, top5_acc: 0.5190, loss_cls: 3.3958, loss: 3.3958, grad_norm: 0.8195 2020-08-17 04:18:24,007 - mmaction - INFO - Epoch [34][160/470] lr: 7.529e-01, eta: 1 day, 2:33:31, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.2699, top5_acc: 0.5076, loss_cls: 3.4504, loss: 3.4504, grad_norm: 0.8235 2020-08-17 04:18:41,149 - mmaction - INFO - Epoch [34][180/470] lr: 7.538e-01, eta: 1 day, 2:33:06, time: 0.859, data_time: 0.005, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5132, loss_cls: 3.4482, loss: 3.4482, grad_norm: 0.8391 2020-08-17 04:18:58,702 - mmaction - INFO - Epoch [34][200/470] lr: 7.548e-01, eta: 1 day, 2:32:43, time: 0.877, data_time: 0.006, memory: 9444, top1_acc: 0.2721, top5_acc: 0.5160, loss_cls: 3.4267, loss: 3.4267, grad_norm: 0.8087 2020-08-17 04:19:16,896 - mmaction - INFO - Epoch [34][220/470] lr: 7.557e-01, eta: 1 day, 2:32:24, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.2681, top5_acc: 0.5111, loss_cls: 3.4562, loss: 3.4562, grad_norm: 0.8120 2020-08-17 04:19:34,660 - mmaction - INFO - Epoch [34][240/470] lr: 7.567e-01, eta: 1 day, 2:32:02, time: 0.888, data_time: 0.004, memory: 9444, top1_acc: 0.2667, top5_acc: 0.5151, loss_cls: 3.4610, loss: 3.4610, grad_norm: 0.8344 2020-08-17 04:19:52,979 - mmaction - INFO - Epoch [34][260/470] lr: 7.576e-01, eta: 1 day, 2:31:44, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.2632, top5_acc: 0.5068, loss_cls: 3.4697, loss: 3.4697, grad_norm: 0.8202 2020-08-17 04:20:11,203 - mmaction - INFO - Epoch [34][280/470] lr: 7.586e-01, eta: 1 day, 2:31:26, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.2637, top5_acc: 0.5069, loss_cls: 3.4734, loss: 3.4734, grad_norm: 0.8194 2020-08-17 04:20:29,254 - mmaction - INFO - Epoch [34][300/470] lr: 7.595e-01, eta: 1 day, 2:31:06, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2604, top5_acc: 0.4963, loss_cls: 3.5217, loss: 3.5217, grad_norm: 0.8164 2020-08-17 04:20:47,579 - mmaction - INFO - Epoch [34][320/470] lr: 7.605e-01, eta: 1 day, 2:30:48, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.2676, top5_acc: 0.5101, loss_cls: 3.4589, loss: 3.4589, grad_norm: 0.8100 2020-08-17 04:21:05,869 - mmaction - INFO - Epoch [34][340/470] lr: 7.614e-01, eta: 1 day, 2:30:30, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2603, top5_acc: 0.4995, loss_cls: 3.5108, loss: 3.5108, grad_norm: 0.8246 2020-08-17 04:21:22,784 - mmaction - INFO - Epoch [34][360/470] lr: 7.624e-01, eta: 1 day, 2:30:03, time: 0.844, data_time: 0.004, memory: 9444, top1_acc: 0.2730, top5_acc: 0.5175, loss_cls: 3.4269, loss: 3.4269, grad_norm: 0.8087 2020-08-17 04:21:40,468 - mmaction - INFO - Epoch [34][380/470] lr: 7.633e-01, eta: 1 day, 2:29:41, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.2730, top5_acc: 0.5165, loss_cls: 3.4255, loss: 3.4255, grad_norm: 0.8229 2020-08-17 04:21:58,671 - mmaction - INFO - Epoch [34][400/470] lr: 7.643e-01, eta: 1 day, 2:29:22, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.2634, top5_acc: 0.4992, loss_cls: 3.5017, loss: 3.5017, grad_norm: 0.8292 2020-08-17 04:22:16,233 - mmaction - INFO - Epoch [34][420/470] lr: 7.652e-01, eta: 1 day, 2:28:59, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.2642, top5_acc: 0.5027, loss_cls: 3.4490, loss: 3.4490, grad_norm: 0.8197 2020-08-17 04:22:34,359 - mmaction - INFO - Epoch [34][440/470] lr: 7.662e-01, eta: 1 day, 2:28:40, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2645, top5_acc: 0.5035, loss_cls: 3.4940, loss: 3.4940, grad_norm: 0.8222 2020-08-17 04:22:51,597 - mmaction - INFO - Epoch [34][460/470] lr: 7.671e-01, eta: 1 day, 2:28:15, time: 0.864, data_time: 0.005, memory: 9444, top1_acc: 0.2684, top5_acc: 0.5111, loss_cls: 3.4503, loss: 3.4503, grad_norm: 0.8029 2020-08-17 04:23:23,077 - mmaction - INFO - Epoch [35][20/470] lr: 7.657e-01, eta: 1 day, 2:27:15, time: 1.119, data_time: 0.397, memory: 9444, top1_acc: 0.2576, top5_acc: 0.5034, loss_cls: 3.4890, loss: 3.4890, grad_norm: 0.8144 2020-08-17 04:23:40,408 - mmaction - INFO - Epoch [35][40/470] lr: 7.657e-01, eta: 1 day, 2:26:51, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.2677, top5_acc: 0.5095, loss_cls: 3.4573, loss: 3.4573, grad_norm: 0.8117 2020-08-17 04:23:59,490 - mmaction - INFO - Epoch [35][60/470] lr: 7.657e-01, eta: 1 day, 2:26:38, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2672, top5_acc: 0.5098, loss_cls: 3.4343, loss: 3.4343, grad_norm: 0.8197 2020-08-17 04:24:16,751 - mmaction - INFO - Epoch [35][80/470] lr: 7.657e-01, eta: 1 day, 2:26:13, time: 0.863, data_time: 0.005, memory: 9444, top1_acc: 0.2696, top5_acc: 0.5165, loss_cls: 3.4032, loss: 3.4032, grad_norm: 0.8301 2020-08-17 04:24:34,954 - mmaction - INFO - Epoch [35][100/470] lr: 7.657e-01, eta: 1 day, 2:25:54, time: 0.911, data_time: 0.007, memory: 9444, top1_acc: 0.2611, top5_acc: 0.5100, loss_cls: 3.4585, loss: 3.4585, grad_norm: 0.8516 2020-08-17 04:24:54,177 - mmaction - INFO - Epoch [35][120/470] lr: 7.657e-01, eta: 1 day, 2:25:42, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2699, top5_acc: 0.5124, loss_cls: 3.4207, loss: 3.4207, grad_norm: 0.8196 2020-08-17 04:25:12,240 - mmaction - INFO - Epoch [35][140/470] lr: 7.657e-01, eta: 1 day, 2:25:23, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.2592, top5_acc: 0.5020, loss_cls: 3.4665, loss: 3.4665, grad_norm: 0.8192 2020-08-17 04:25:30,187 - mmaction - INFO - Epoch [35][160/470] lr: 7.657e-01, eta: 1 day, 2:25:03, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5137, loss_cls: 3.4202, loss: 3.4202, grad_norm: 0.8071 2020-08-17 04:25:49,053 - mmaction - INFO - Epoch [35][180/470] lr: 7.657e-01, eta: 1 day, 2:24:48, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2740, top5_acc: 0.5100, loss_cls: 3.4358, loss: 3.4358, grad_norm: 0.8130 2020-08-17 04:26:07,323 - mmaction - INFO - Epoch [35][200/470] lr: 7.657e-01, eta: 1 day, 2:24:30, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.2680, top5_acc: 0.5104, loss_cls: 3.4479, loss: 3.4479, grad_norm: 0.8109 2020-08-17 04:26:25,423 - mmaction - INFO - Epoch [35][220/470] lr: 7.657e-01, eta: 1 day, 2:24:11, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2616, top5_acc: 0.5043, loss_cls: 3.4573, loss: 3.4573, grad_norm: 0.8188 2020-08-17 04:26:43,325 - mmaction - INFO - Epoch [35][240/470] lr: 7.657e-01, eta: 1 day, 2:23:50, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.2776, top5_acc: 0.5120, loss_cls: 3.4179, loss: 3.4179, grad_norm: 0.8131 2020-08-17 04:27:01,255 - mmaction - INFO - Epoch [35][260/470] lr: 7.657e-01, eta: 1 day, 2:23:30, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5049, loss_cls: 3.4417, loss: 3.4417, grad_norm: 0.8135 2020-08-17 04:27:18,473 - mmaction - INFO - Epoch [35][280/470] lr: 7.657e-01, eta: 1 day, 2:23:05, time: 0.860, data_time: 0.005, memory: 9444, top1_acc: 0.2705, top5_acc: 0.5123, loss_cls: 3.4442, loss: 3.4442, grad_norm: 0.8116 2020-08-17 04:27:38,002 - mmaction - INFO - Epoch [35][300/470] lr: 7.657e-01, eta: 1 day, 2:22:55, time: 0.977, data_time: 0.007, memory: 9444, top1_acc: 0.2646, top5_acc: 0.5026, loss_cls: 3.4900, loss: 3.4900, grad_norm: 0.8224 2020-08-17 04:27:57,880 - mmaction - INFO - Epoch [35][320/470] lr: 7.657e-01, eta: 1 day, 2:22:47, time: 0.996, data_time: 0.005, memory: 9444, top1_acc: 0.2684, top5_acc: 0.5159, loss_cls: 3.4303, loss: 3.4303, grad_norm: 0.8119 2020-08-17 04:28:14,633 - mmaction - INFO - Epoch [35][340/470] lr: 7.657e-01, eta: 1 day, 2:22:19, time: 0.838, data_time: 0.002, memory: 9444, top1_acc: 0.2700, top5_acc: 0.5176, loss_cls: 3.4151, loss: 3.4151, grad_norm: 0.8148 2020-08-17 04:28:33,478 - mmaction - INFO - Epoch [35][360/470] lr: 7.657e-01, eta: 1 day, 2:22:05, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2642, top5_acc: 0.5109, loss_cls: 3.4628, loss: 3.4628, grad_norm: 0.8242 2020-08-17 04:28:51,514 - mmaction - INFO - Epoch [35][380/470] lr: 7.657e-01, eta: 1 day, 2:21:45, time: 0.901, data_time: 0.002, memory: 9444, top1_acc: 0.2615, top5_acc: 0.5048, loss_cls: 3.4532, loss: 3.4532, grad_norm: 0.8106 2020-08-17 04:29:08,381 - mmaction - INFO - Epoch [35][400/470] lr: 7.657e-01, eta: 1 day, 2:21:18, time: 0.843, data_time: 0.002, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5130, loss_cls: 3.4244, loss: 3.4244, grad_norm: 0.8174 2020-08-17 04:29:27,776 - mmaction - INFO - Epoch [35][420/470] lr: 7.657e-01, eta: 1 day, 2:21:07, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.2709, top5_acc: 0.5118, loss_cls: 3.4449, loss: 3.4449, grad_norm: 0.8282 2020-08-17 04:29:46,196 - mmaction - INFO - Epoch [35][440/470] lr: 7.657e-01, eta: 1 day, 2:20:50, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.2623, top5_acc: 0.5000, loss_cls: 3.4869, loss: 3.4869, grad_norm: 0.8026 2020-08-17 04:30:04,187 - mmaction - INFO - Epoch [35][460/470] lr: 7.657e-01, eta: 1 day, 2:20:30, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.2641, top5_acc: 0.5181, loss_cls: 3.4207, loss: 3.4207, grad_norm: 0.8237 2020-08-17 04:30:34,917 - mmaction - INFO - Epoch [36][20/470] lr: 7.637e-01, eta: 1 day, 2:19:32, time: 1.126, data_time: 0.370, memory: 9444, top1_acc: 0.2738, top5_acc: 0.5120, loss_cls: 3.4105, loss: 3.4105, grad_norm: 0.8193 2020-08-17 04:30:51,584 - mmaction - INFO - Epoch [36][40/470] lr: 7.637e-01, eta: 1 day, 2:19:03, time: 0.833, data_time: 0.003, memory: 9444, top1_acc: 0.2723, top5_acc: 0.5179, loss_cls: 3.4117, loss: 3.4117, grad_norm: 0.8247 2020-08-17 04:31:10,476 - mmaction - INFO - Epoch [36][60/470] lr: 7.637e-01, eta: 1 day, 2:18:49, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.2727, top5_acc: 0.5176, loss_cls: 3.4137, loss: 3.4137, grad_norm: 0.8190 2020-08-17 04:31:26,774 - mmaction - INFO - Epoch [36][80/470] lr: 7.637e-01, eta: 1 day, 2:18:19, time: 0.817, data_time: 0.005, memory: 9444, top1_acc: 0.2680, top5_acc: 0.5132, loss_cls: 3.4315, loss: 3.4315, grad_norm: 0.8183 2020-08-17 04:31:45,983 - mmaction - INFO - Epoch [36][100/470] lr: 7.637e-01, eta: 1 day, 2:18:06, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2727, top5_acc: 0.5098, loss_cls: 3.4373, loss: 3.4373, grad_norm: 0.8049 2020-08-17 04:32:03,081 - mmaction - INFO - Epoch [36][120/470] lr: 7.637e-01, eta: 1 day, 2:17:41, time: 0.857, data_time: 0.006, memory: 9444, top1_acc: 0.2664, top5_acc: 0.5093, loss_cls: 3.4284, loss: 3.4284, grad_norm: 0.8281 2020-08-17 04:32:21,676 - mmaction - INFO - Epoch [36][140/470] lr: 7.637e-01, eta: 1 day, 2:17:24, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2722, top5_acc: 0.5195, loss_cls: 3.4211, loss: 3.4211, grad_norm: 0.8341 2020-08-17 04:32:38,490 - mmaction - INFO - Epoch [36][160/470] lr: 7.637e-01, eta: 1 day, 2:16:58, time: 0.843, data_time: 0.006, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5066, loss_cls: 3.4411, loss: 3.4411, grad_norm: 0.8351 2020-08-17 04:32:57,792 - mmaction - INFO - Epoch [36][180/470] lr: 7.637e-01, eta: 1 day, 2:16:46, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.2654, top5_acc: 0.5135, loss_cls: 3.4488, loss: 3.4488, grad_norm: 0.8152 2020-08-17 04:33:16,247 - mmaction - INFO - Epoch [36][200/470] lr: 7.637e-01, eta: 1 day, 2:16:29, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2662, top5_acc: 0.5054, loss_cls: 3.4549, loss: 3.4549, grad_norm: 0.8189 2020-08-17 04:33:34,067 - mmaction - INFO - Epoch [36][220/470] lr: 7.637e-01, eta: 1 day, 2:16:08, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.2719, top5_acc: 0.5209, loss_cls: 3.4161, loss: 3.4161, grad_norm: 0.8110 2020-08-17 04:33:52,419 - mmaction - INFO - Epoch [36][240/470] lr: 7.637e-01, eta: 1 day, 2:15:50, time: 0.917, data_time: 0.002, memory: 9444, top1_acc: 0.2717, top5_acc: 0.5096, loss_cls: 3.4358, loss: 3.4358, grad_norm: 0.8288 2020-08-17 04:34:11,829 - mmaction - INFO - Epoch [36][260/470] lr: 7.637e-01, eta: 1 day, 2:15:39, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5151, loss_cls: 3.4172, loss: 3.4172, grad_norm: 0.8108 2020-08-17 04:34:29,802 - mmaction - INFO - Epoch [36][280/470] lr: 7.637e-01, eta: 1 day, 2:15:19, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.2695, top5_acc: 0.5042, loss_cls: 3.4432, loss: 3.4432, grad_norm: 0.8023 2020-08-17 04:34:47,522 - mmaction - INFO - Epoch [36][300/470] lr: 7.637e-01, eta: 1 day, 2:14:58, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.2624, top5_acc: 0.5103, loss_cls: 3.4594, loss: 3.4594, grad_norm: 0.8204 2020-08-17 04:35:05,451 - mmaction - INFO - Epoch [36][320/470] lr: 7.637e-01, eta: 1 day, 2:14:38, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.2672, top5_acc: 0.5104, loss_cls: 3.4295, loss: 3.4295, grad_norm: 0.8243 2020-08-17 04:35:23,004 - mmaction - INFO - Epoch [36][340/470] lr: 7.637e-01, eta: 1 day, 2:14:15, time: 0.878, data_time: 0.002, memory: 9444, top1_acc: 0.2724, top5_acc: 0.5131, loss_cls: 3.4399, loss: 3.4399, grad_norm: 0.8208 2020-08-17 04:35:40,482 - mmaction - INFO - Epoch [36][360/470] lr: 7.637e-01, eta: 1 day, 2:13:52, time: 0.872, data_time: 0.005, memory: 9444, top1_acc: 0.2734, top5_acc: 0.5220, loss_cls: 3.4170, loss: 3.4170, grad_norm: 0.8055 2020-08-17 04:35:58,777 - mmaction - INFO - Epoch [36][380/470] lr: 7.637e-01, eta: 1 day, 2:13:34, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5099, loss_cls: 3.4394, loss: 3.4394, grad_norm: 0.8192 2020-08-17 04:36:17,526 - mmaction - INFO - Epoch [36][400/470] lr: 7.637e-01, eta: 1 day, 2:13:19, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2651, top5_acc: 0.5075, loss_cls: 3.4813, loss: 3.4813, grad_norm: 0.8144 2020-08-17 04:36:34,100 - mmaction - INFO - Epoch [36][420/470] lr: 7.637e-01, eta: 1 day, 2:12:51, time: 0.830, data_time: 0.005, memory: 9444, top1_acc: 0.2649, top5_acc: 0.5093, loss_cls: 3.4451, loss: 3.4451, grad_norm: 0.8216 2020-08-17 04:36:53,525 - mmaction - INFO - Epoch [36][440/470] lr: 7.637e-01, eta: 1 day, 2:12:39, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.2629, top5_acc: 0.5056, loss_cls: 3.4764, loss: 3.4764, grad_norm: 0.8321 2020-08-17 04:37:11,899 - mmaction - INFO - Epoch [36][460/470] lr: 7.637e-01, eta: 1 day, 2:12:22, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2665, top5_acc: 0.5111, loss_cls: 3.4446, loss: 3.4446, grad_norm: 0.8112 2020-08-17 04:37:21,239 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-17 04:37:44,118 - mmaction - INFO - Epoch [37][20/470] lr: 7.616e-01, eta: 1 day, 2:11:20, time: 1.080, data_time: 0.345, memory: 9444, top1_acc: 0.2723, top5_acc: 0.5165, loss_cls: 3.4171, loss: 3.4171, grad_norm: 0.8381 2020-08-17 04:38:01,752 - mmaction - INFO - Epoch [37][40/470] lr: 7.616e-01, eta: 1 day, 2:10:58, time: 0.882, data_time: 0.002, memory: 9444, top1_acc: 0.2683, top5_acc: 0.5131, loss_cls: 3.4314, loss: 3.4314, grad_norm: 0.8142 2020-08-17 04:38:19,744 - mmaction - INFO - Epoch [37][60/470] lr: 7.616e-01, eta: 1 day, 2:10:38, time: 0.900, data_time: 0.004, memory: 9444, top1_acc: 0.2644, top5_acc: 0.5226, loss_cls: 3.4132, loss: 3.4132, grad_norm: 0.8167 2020-08-17 04:38:39,023 - mmaction - INFO - Epoch [37][80/470] lr: 7.616e-01, eta: 1 day, 2:10:26, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.2674, top5_acc: 0.5069, loss_cls: 3.4436, loss: 3.4436, grad_norm: 0.8130 2020-08-17 04:38:58,001 - mmaction - INFO - Epoch [37][100/470] lr: 7.616e-01, eta: 1 day, 2:10:12, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.2655, top5_acc: 0.5101, loss_cls: 3.4456, loss: 3.4456, grad_norm: 0.8150 2020-08-17 04:39:15,864 - mmaction - INFO - Epoch [37][120/470] lr: 7.616e-01, eta: 1 day, 2:09:52, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5214, loss_cls: 3.3978, loss: 3.3978, grad_norm: 0.8151 2020-08-17 04:39:33,522 - mmaction - INFO - Epoch [37][140/470] lr: 7.616e-01, eta: 1 day, 2:09:30, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.2691, top5_acc: 0.5111, loss_cls: 3.4338, loss: 3.4338, grad_norm: 0.8177 2020-08-17 04:39:52,111 - mmaction - INFO - Epoch [37][160/470] lr: 7.616e-01, eta: 1 day, 2:09:14, time: 0.929, data_time: 0.002, memory: 9444, top1_acc: 0.2759, top5_acc: 0.5178, loss_cls: 3.4160, loss: 3.4160, grad_norm: 0.8181 2020-08-17 04:40:10,136 - mmaction - INFO - Epoch [37][180/470] lr: 7.616e-01, eta: 1 day, 2:08:54, time: 0.901, data_time: 0.001, memory: 9444, top1_acc: 0.2667, top5_acc: 0.5069, loss_cls: 3.4435, loss: 3.4435, grad_norm: 0.8234 2020-08-17 04:40:28,804 - mmaction - INFO - Epoch [37][200/470] lr: 7.616e-01, eta: 1 day, 2:08:39, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5140, loss_cls: 3.4347, loss: 3.4347, grad_norm: 0.8107 2020-08-17 04:40:47,440 - mmaction - INFO - Epoch [37][220/470] lr: 7.616e-01, eta: 1 day, 2:08:23, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2731, top5_acc: 0.5233, loss_cls: 3.3884, loss: 3.3884, grad_norm: 0.8298 2020-08-17 04:41:05,109 - mmaction - INFO - Epoch [37][240/470] lr: 7.616e-01, eta: 1 day, 2:08:01, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.2737, top5_acc: 0.5161, loss_cls: 3.4306, loss: 3.4306, grad_norm: 0.8217 2020-08-17 04:41:23,987 - mmaction - INFO - Epoch [37][260/470] lr: 7.616e-01, eta: 1 day, 2:07:46, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2687, top5_acc: 0.5160, loss_cls: 3.4395, loss: 3.4395, grad_norm: 0.8188 2020-08-17 04:41:43,139 - mmaction - INFO - Epoch [37][280/470] lr: 7.616e-01, eta: 1 day, 2:07:34, time: 0.959, data_time: 0.004, memory: 9444, top1_acc: 0.2668, top5_acc: 0.5172, loss_cls: 3.4346, loss: 3.4346, grad_norm: 0.8176 2020-08-17 04:42:00,548 - mmaction - INFO - Epoch [37][300/470] lr: 7.616e-01, eta: 1 day, 2:07:10, time: 0.869, data_time: 0.005, memory: 9444, top1_acc: 0.2718, top5_acc: 0.5128, loss_cls: 3.3992, loss: 3.3992, grad_norm: 0.8066 2020-08-17 04:42:18,882 - mmaction - INFO - Epoch [37][320/470] lr: 7.616e-01, eta: 1 day, 2:06:53, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2720, top5_acc: 0.5203, loss_cls: 3.4191, loss: 3.4191, grad_norm: 0.8223 2020-08-17 04:42:37,086 - mmaction - INFO - Epoch [37][340/470] lr: 7.616e-01, eta: 1 day, 2:06:34, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.2773, top5_acc: 0.5076, loss_cls: 3.4520, loss: 3.4520, grad_norm: 0.8162 2020-08-17 04:42:54,189 - mmaction - INFO - Epoch [37][360/470] lr: 7.616e-01, eta: 1 day, 2:06:09, time: 0.855, data_time: 0.008, memory: 9444, top1_acc: 0.2657, top5_acc: 0.5094, loss_cls: 3.4529, loss: 3.4529, grad_norm: 0.8240 2020-08-17 04:43:11,772 - mmaction - INFO - Epoch [37][380/470] lr: 7.616e-01, eta: 1 day, 2:05:47, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5119, loss_cls: 3.4317, loss: 3.4317, grad_norm: 0.8213 2020-08-17 04:43:29,862 - mmaction - INFO - Epoch [37][400/470] lr: 7.616e-01, eta: 1 day, 2:05:28, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.2695, top5_acc: 0.5123, loss_cls: 3.4292, loss: 3.4292, grad_norm: 0.8199 2020-08-17 04:43:48,312 - mmaction - INFO - Epoch [37][420/470] lr: 7.616e-01, eta: 1 day, 2:05:11, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2582, top5_acc: 0.5016, loss_cls: 3.4951, loss: 3.4951, grad_norm: 0.8152 2020-08-17 04:44:06,373 - mmaction - INFO - Epoch [37][440/470] lr: 7.616e-01, eta: 1 day, 2:04:52, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.2638, top5_acc: 0.5173, loss_cls: 3.4454, loss: 3.4454, grad_norm: 0.8168 2020-08-17 04:44:25,339 - mmaction - INFO - Epoch [37][460/470] lr: 7.616e-01, eta: 1 day, 2:04:38, time: 0.947, data_time: 0.001, memory: 9444, top1_acc: 0.2664, top5_acc: 0.5087, loss_cls: 3.4673, loss: 3.4673, grad_norm: 0.8126 2020-08-17 04:44:55,578 - mmaction - INFO - Epoch [38][20/470] lr: 7.595e-01, eta: 1 day, 2:03:42, time: 1.129, data_time: 0.373, memory: 9444, top1_acc: 0.2726, top5_acc: 0.5221, loss_cls: 3.4036, loss: 3.4036, grad_norm: 0.8222 2020-08-17 04:45:12,279 - mmaction - INFO - Epoch [38][40/470] lr: 7.595e-01, eta: 1 day, 2:03:15, time: 0.837, data_time: 0.005, memory: 9444, top1_acc: 0.2756, top5_acc: 0.5231, loss_cls: 3.4069, loss: 3.4069, grad_norm: 0.8255 2020-08-17 04:45:31,350 - mmaction - INFO - Epoch [38][60/470] lr: 7.595e-01, eta: 1 day, 2:03:02, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5141, loss_cls: 3.4501, loss: 3.4501, grad_norm: 0.8275 2020-08-17 04:45:49,244 - mmaction - INFO - Epoch [38][80/470] lr: 7.595e-01, eta: 1 day, 2:02:42, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.2803, top5_acc: 0.5171, loss_cls: 3.3942, loss: 3.3942, grad_norm: 0.8173 2020-08-17 04:46:07,096 - mmaction - INFO - Epoch [38][100/470] lr: 7.595e-01, eta: 1 day, 2:02:21, time: 0.893, data_time: 0.002, memory: 9444, top1_acc: 0.2761, top5_acc: 0.5203, loss_cls: 3.4160, loss: 3.4160, grad_norm: 0.8184 2020-08-17 04:46:25,076 - mmaction - INFO - Epoch [38][120/470] lr: 7.595e-01, eta: 1 day, 2:02:01, time: 0.897, data_time: 0.004, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5103, loss_cls: 3.4265, loss: 3.4265, grad_norm: 0.8304 2020-08-17 04:46:43,100 - mmaction - INFO - Epoch [38][140/470] lr: 7.595e-01, eta: 1 day, 2:01:42, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.2723, top5_acc: 0.5235, loss_cls: 3.4025, loss: 3.4025, grad_norm: 0.8313 2020-08-17 04:47:01,568 - mmaction - INFO - Epoch [38][160/470] lr: 7.595e-01, eta: 1 day, 2:01:25, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2665, top5_acc: 0.5114, loss_cls: 3.4293, loss: 3.4293, grad_norm: 0.8318 2020-08-17 04:47:19,988 - mmaction - INFO - Epoch [38][180/470] lr: 7.595e-01, eta: 1 day, 2:01:08, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.2704, top5_acc: 0.5157, loss_cls: 3.4135, loss: 3.4135, grad_norm: 0.7968 2020-08-17 04:47:37,837 - mmaction - INFO - Epoch [38][200/470] lr: 7.595e-01, eta: 1 day, 2:00:47, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.2681, top5_acc: 0.5114, loss_cls: 3.4390, loss: 3.4390, grad_norm: 0.8226 2020-08-17 04:47:55,650 - mmaction - INFO - Epoch [38][220/470] lr: 7.595e-01, eta: 1 day, 2:00:27, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5161, loss_cls: 3.4284, loss: 3.4284, grad_norm: 0.8148 2020-08-17 04:48:14,061 - mmaction - INFO - Epoch [38][240/470] lr: 7.595e-01, eta: 1 day, 2:00:10, time: 0.921, data_time: 0.003, memory: 9444, top1_acc: 0.2632, top5_acc: 0.5071, loss_cls: 3.4581, loss: 3.4581, grad_norm: 0.8159 2020-08-17 04:48:32,061 - mmaction - INFO - Epoch [38][260/470] lr: 7.595e-01, eta: 1 day, 1:59:50, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.2684, top5_acc: 0.5136, loss_cls: 3.4402, loss: 3.4402, grad_norm: 0.8034 2020-08-17 04:48:49,859 - mmaction - INFO - Epoch [38][280/470] lr: 7.595e-01, eta: 1 day, 1:59:29, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2651, top5_acc: 0.5109, loss_cls: 3.4375, loss: 3.4375, grad_norm: 0.8208 2020-08-17 04:49:08,057 - mmaction - INFO - Epoch [38][300/470] lr: 7.595e-01, eta: 1 day, 1:59:11, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5230, loss_cls: 3.4087, loss: 3.4087, grad_norm: 0.8193 2020-08-17 04:49:25,291 - mmaction - INFO - Epoch [38][320/470] lr: 7.595e-01, eta: 1 day, 1:58:47, time: 0.860, data_time: 0.004, memory: 9444, top1_acc: 0.2798, top5_acc: 0.5206, loss_cls: 3.4065, loss: 3.4065, grad_norm: 0.8243 2020-08-17 04:49:44,160 - mmaction - INFO - Epoch [38][340/470] lr: 7.595e-01, eta: 1 day, 1:58:32, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2741, top5_acc: 0.5213, loss_cls: 3.3910, loss: 3.3910, grad_norm: 0.8168 2020-08-17 04:50:02,056 - mmaction - INFO - Epoch [38][360/470] lr: 7.595e-01, eta: 1 day, 1:58:12, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5138, loss_cls: 3.4357, loss: 3.4357, grad_norm: 0.8148 2020-08-17 04:50:20,082 - mmaction - INFO - Epoch [38][380/470] lr: 7.595e-01, eta: 1 day, 1:57:53, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5116, loss_cls: 3.4268, loss: 3.4268, grad_norm: 0.8135 2020-08-17 04:50:37,454 - mmaction - INFO - Epoch [38][400/470] lr: 7.595e-01, eta: 1 day, 1:57:30, time: 0.869, data_time: 0.003, memory: 9444, top1_acc: 0.2749, top5_acc: 0.5210, loss_cls: 3.3954, loss: 3.3954, grad_norm: 0.8373 2020-08-17 04:50:54,894 - mmaction - INFO - Epoch [38][420/470] lr: 7.595e-01, eta: 1 day, 1:57:07, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.2739, top5_acc: 0.5116, loss_cls: 3.4373, loss: 3.4373, grad_norm: 0.8178 2020-08-17 04:51:13,720 - mmaction - INFO - Epoch [38][440/470] lr: 7.595e-01, eta: 1 day, 1:56:52, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2644, top5_acc: 0.5111, loss_cls: 3.4378, loss: 3.4378, grad_norm: 0.8145 2020-08-17 04:51:31,387 - mmaction - INFO - Epoch [38][460/470] lr: 7.595e-01, eta: 1 day, 1:56:30, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5165, loss_cls: 3.4144, loss: 3.4144, grad_norm: 0.8199 2020-08-17 04:52:02,591 - mmaction - INFO - Epoch [39][20/470] lr: 7.573e-01, eta: 1 day, 1:55:32, time: 1.095, data_time: 0.372, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5218, loss_cls: 3.4016, loss: 3.4016, grad_norm: 0.8211 2020-08-17 04:52:19,382 - mmaction - INFO - Epoch [39][40/470] lr: 7.573e-01, eta: 1 day, 1:55:05, time: 0.840, data_time: 0.005, memory: 9444, top1_acc: 0.2774, top5_acc: 0.5246, loss_cls: 3.3767, loss: 3.3767, grad_norm: 0.8246 2020-08-17 04:52:38,286 - mmaction - INFO - Epoch [39][60/470] lr: 7.573e-01, eta: 1 day, 1:54:51, time: 0.945, data_time: 0.008, memory: 9444, top1_acc: 0.2725, top5_acc: 0.5155, loss_cls: 3.4086, loss: 3.4086, grad_norm: 0.8158 2020-08-17 04:52:56,248 - mmaction - INFO - Epoch [39][80/470] lr: 7.573e-01, eta: 1 day, 1:54:32, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5129, loss_cls: 3.4234, loss: 3.4234, grad_norm: 0.8309 2020-08-17 04:53:13,991 - mmaction - INFO - Epoch [39][100/470] lr: 7.573e-01, eta: 1 day, 1:54:11, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.2707, top5_acc: 0.5209, loss_cls: 3.4276, loss: 3.4276, grad_norm: 0.8182 2020-08-17 04:53:30,676 - mmaction - INFO - Epoch [39][120/470] lr: 7.573e-01, eta: 1 day, 1:53:44, time: 0.834, data_time: 0.005, memory: 9444, top1_acc: 0.2743, top5_acc: 0.5104, loss_cls: 3.4187, loss: 3.4187, grad_norm: 0.8298 2020-08-17 04:53:48,391 - mmaction - INFO - Epoch [39][140/470] lr: 7.573e-01, eta: 1 day, 1:53:23, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.2667, top5_acc: 0.5063, loss_cls: 3.4642, loss: 3.4642, grad_norm: 0.8249 2020-08-17 04:54:05,816 - mmaction - INFO - Epoch [39][160/470] lr: 7.573e-01, eta: 1 day, 1:53:00, time: 0.870, data_time: 0.002, memory: 9444, top1_acc: 0.2769, top5_acc: 0.5148, loss_cls: 3.4110, loss: 3.4110, grad_norm: 0.8078 2020-08-17 04:54:25,550 - mmaction - INFO - Epoch [39][180/470] lr: 7.573e-01, eta: 1 day, 1:52:50, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5181, loss_cls: 3.4251, loss: 3.4251, grad_norm: 0.8242 2020-08-17 04:54:43,117 - mmaction - INFO - Epoch [39][200/470] lr: 7.573e-01, eta: 1 day, 1:52:28, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.2710, top5_acc: 0.5129, loss_cls: 3.4338, loss: 3.4338, grad_norm: 0.8238 2020-08-17 04:55:01,854 - mmaction - INFO - Epoch [39][220/470] lr: 7.573e-01, eta: 1 day, 1:52:13, time: 0.936, data_time: 0.002, memory: 9444, top1_acc: 0.2664, top5_acc: 0.5106, loss_cls: 3.4397, loss: 3.4397, grad_norm: 0.8061 2020-08-17 04:55:20,786 - mmaction - INFO - Epoch [39][240/470] lr: 7.573e-01, eta: 1 day, 1:51:59, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2774, top5_acc: 0.5159, loss_cls: 3.3998, loss: 3.3998, grad_norm: 0.8243 2020-08-17 04:55:38,859 - mmaction - INFO - Epoch [39][260/470] lr: 7.573e-01, eta: 1 day, 1:51:40, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.2731, top5_acc: 0.5202, loss_cls: 3.4058, loss: 3.4058, grad_norm: 0.8141 2020-08-17 04:55:56,951 - mmaction - INFO - Epoch [39][280/470] lr: 7.573e-01, eta: 1 day, 1:51:21, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5207, loss_cls: 3.4085, loss: 3.4085, grad_norm: 0.8040 2020-08-17 04:56:15,544 - mmaction - INFO - Epoch [39][300/470] lr: 7.573e-01, eta: 1 day, 1:51:05, time: 0.930, data_time: 0.003, memory: 9444, top1_acc: 0.2689, top5_acc: 0.5168, loss_cls: 3.4209, loss: 3.4209, grad_norm: 0.8428 2020-08-17 04:56:33,163 - mmaction - INFO - Epoch [39][320/470] lr: 7.573e-01, eta: 1 day, 1:50:43, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5175, loss_cls: 3.4109, loss: 3.4109, grad_norm: 0.8180 2020-08-17 04:56:51,783 - mmaction - INFO - Epoch [39][340/470] lr: 7.573e-01, eta: 1 day, 1:50:27, time: 0.931, data_time: 0.002, memory: 9444, top1_acc: 0.2846, top5_acc: 0.5289, loss_cls: 3.3507, loss: 3.3507, grad_norm: 0.8386 2020-08-17 04:57:09,690 - mmaction - INFO - Epoch [39][360/470] lr: 7.573e-01, eta: 1 day, 1:50:07, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5162, loss_cls: 3.4191, loss: 3.4191, grad_norm: 0.8286 2020-08-17 04:57:27,439 - mmaction - INFO - Epoch [39][380/470] lr: 7.573e-01, eta: 1 day, 1:49:46, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.2706, top5_acc: 0.5150, loss_cls: 3.4276, loss: 3.4276, grad_norm: 0.8238 2020-08-17 04:57:44,959 - mmaction - INFO - Epoch [39][400/470] lr: 7.573e-01, eta: 1 day, 1:49:24, time: 0.875, data_time: 0.005, memory: 9444, top1_acc: 0.2653, top5_acc: 0.5079, loss_cls: 3.4527, loss: 3.4527, grad_norm: 0.8151 2020-08-17 04:58:03,764 - mmaction - INFO - Epoch [39][420/470] lr: 7.573e-01, eta: 1 day, 1:49:09, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2649, top5_acc: 0.5045, loss_cls: 3.4798, loss: 3.4798, grad_norm: 0.8306 2020-08-17 04:58:21,200 - mmaction - INFO - Epoch [39][440/470] lr: 7.573e-01, eta: 1 day, 1:48:47, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.2729, top5_acc: 0.5173, loss_cls: 3.4145, loss: 3.4145, grad_norm: 0.8218 2020-08-17 04:58:38,756 - mmaction - INFO - Epoch [39][460/470] lr: 7.573e-01, eta: 1 day, 1:48:25, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.2613, top5_acc: 0.5070, loss_cls: 3.4529, loss: 3.4529, grad_norm: 0.8079 2020-08-17 04:59:09,736 - mmaction - INFO - Epoch [40][20/470] lr: 7.551e-01, eta: 1 day, 1:47:30, time: 1.116, data_time: 0.366, memory: 9444, top1_acc: 0.2767, top5_acc: 0.5214, loss_cls: 3.3794, loss: 3.3794, grad_norm: 0.8146 2020-08-17 04:59:27,851 - mmaction - INFO - Epoch [40][40/470] lr: 7.551e-01, eta: 1 day, 1:47:11, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.2793, top5_acc: 0.5173, loss_cls: 3.3930, loss: 3.3930, grad_norm: 0.8287 2020-08-17 04:59:45,817 - mmaction - INFO - Epoch [40][60/470] lr: 7.551e-01, eta: 1 day, 1:46:51, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.2725, top5_acc: 0.5199, loss_cls: 3.4104, loss: 3.4104, grad_norm: 0.8220 2020-08-17 05:00:06,215 - mmaction - INFO - Epoch [40][80/470] lr: 7.551e-01, eta: 1 day, 1:46:45, time: 1.019, data_time: 0.005, memory: 9444, top1_acc: 0.2779, top5_acc: 0.5171, loss_cls: 3.4067, loss: 3.4067, grad_norm: 0.8105 2020-08-17 05:00:22,409 - mmaction - INFO - Epoch [40][100/470] lr: 7.551e-01, eta: 1 day, 1:46:16, time: 0.811, data_time: 0.006, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5239, loss_cls: 3.3775, loss: 3.3775, grad_norm: 0.8299 2020-08-17 05:00:40,543 - mmaction - INFO - Epoch [40][120/470] lr: 7.551e-01, eta: 1 day, 1:45:57, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2764, top5_acc: 0.5158, loss_cls: 3.4033, loss: 3.4033, grad_norm: 0.8213 2020-08-17 05:00:59,622 - mmaction - INFO - Epoch [40][140/470] lr: 7.551e-01, eta: 1 day, 1:45:44, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.2745, top5_acc: 0.5196, loss_cls: 3.4008, loss: 3.4008, grad_norm: 0.8260 2020-08-17 05:01:18,538 - mmaction - INFO - Epoch [40][160/470] lr: 7.551e-01, eta: 1 day, 1:45:30, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.2738, top5_acc: 0.5085, loss_cls: 3.4620, loss: 3.4620, grad_norm: 0.8202 2020-08-17 05:01:36,302 - mmaction - INFO - Epoch [40][180/470] lr: 7.551e-01, eta: 1 day, 1:45:09, time: 0.889, data_time: 0.003, memory: 9444, top1_acc: 0.2745, top5_acc: 0.5299, loss_cls: 3.3804, loss: 3.3804, grad_norm: 0.8136 2020-08-17 05:01:54,489 - mmaction - INFO - Epoch [40][200/470] lr: 7.551e-01, eta: 1 day, 1:44:50, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.2717, top5_acc: 0.5055, loss_cls: 3.4530, loss: 3.4530, grad_norm: 0.8260 2020-08-17 05:02:12,618 - mmaction - INFO - Epoch [40][220/470] lr: 7.551e-01, eta: 1 day, 1:44:32, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.2680, top5_acc: 0.5141, loss_cls: 3.4335, loss: 3.4335, grad_norm: 0.8288 2020-08-17 05:02:31,416 - mmaction - INFO - Epoch [40][240/470] lr: 7.551e-01, eta: 1 day, 1:44:17, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5172, loss_cls: 3.4135, loss: 3.4135, grad_norm: 0.8347 2020-08-17 05:02:49,492 - mmaction - INFO - Epoch [40][260/470] lr: 7.551e-01, eta: 1 day, 1:43:58, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5124, loss_cls: 3.4273, loss: 3.4273, grad_norm: 0.8227 2020-08-17 05:03:07,712 - mmaction - INFO - Epoch [40][280/470] lr: 7.551e-01, eta: 1 day, 1:43:40, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5176, loss_cls: 3.4283, loss: 3.4283, grad_norm: 0.8361 2020-08-17 05:03:26,035 - mmaction - INFO - Epoch [40][300/470] lr: 7.551e-01, eta: 1 day, 1:43:22, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.2731, top5_acc: 0.5170, loss_cls: 3.4110, loss: 3.4110, grad_norm: 0.8295 2020-08-17 05:03:44,832 - mmaction - INFO - Epoch [40][320/470] lr: 7.551e-01, eta: 1 day, 1:43:07, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2757, top5_acc: 0.5216, loss_cls: 3.4146, loss: 3.4146, grad_norm: 0.8047 2020-08-17 05:04:02,885 - mmaction - INFO - Epoch [40][340/470] lr: 7.551e-01, eta: 1 day, 1:42:48, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5259, loss_cls: 3.3762, loss: 3.3762, grad_norm: 0.8171 2020-08-17 05:04:21,572 - mmaction - INFO - Epoch [40][360/470] lr: 7.551e-01, eta: 1 day, 1:42:32, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2747, top5_acc: 0.5256, loss_cls: 3.3930, loss: 3.3930, grad_norm: 0.8249 2020-08-17 05:04:40,485 - mmaction - INFO - Epoch [40][380/470] lr: 7.551e-01, eta: 1 day, 1:42:18, time: 0.943, data_time: 0.004, memory: 9444, top1_acc: 0.2623, top5_acc: 0.5103, loss_cls: 3.4472, loss: 3.4472, grad_norm: 0.8300 2020-08-17 05:04:59,639 - mmaction - INFO - Epoch [40][400/470] lr: 7.551e-01, eta: 1 day, 1:42:05, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.2729, top5_acc: 0.5164, loss_cls: 3.3989, loss: 3.3989, grad_norm: 0.8149 2020-08-17 05:05:17,952 - mmaction - INFO - Epoch [40][420/470] lr: 7.551e-01, eta: 1 day, 1:41:47, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.2691, top5_acc: 0.5096, loss_cls: 3.4328, loss: 3.4328, grad_norm: 0.8143 2020-08-17 05:05:37,052 - mmaction - INFO - Epoch [40][440/470] lr: 7.551e-01, eta: 1 day, 1:41:34, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2624, top5_acc: 0.5097, loss_cls: 3.4813, loss: 3.4813, grad_norm: 0.8267 2020-08-17 05:05:55,321 - mmaction - INFO - Epoch [40][460/470] lr: 7.551e-01, eta: 1 day, 1:41:16, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2687, top5_acc: 0.5124, loss_cls: 3.4413, loss: 3.4413, grad_norm: 0.8187 2020-08-17 05:06:04,600 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-17 05:06:29,698 - mmaction - INFO - Epoch [41][20/470] lr: 7.528e-01, eta: 1 day, 1:40:24, time: 1.145, data_time: 0.384, memory: 9444, top1_acc: 0.2797, top5_acc: 0.5238, loss_cls: 3.3892, loss: 3.3892, grad_norm: 0.8343 2020-08-17 05:06:47,646 - mmaction - INFO - Epoch [41][40/470] lr: 7.528e-01, eta: 1 day, 1:40:05, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.2763, top5_acc: 0.5229, loss_cls: 3.3837, loss: 3.3837, grad_norm: 0.8256 2020-08-17 05:07:06,551 - mmaction - INFO - Epoch [41][60/470] lr: 7.528e-01, eta: 1 day, 1:39:50, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2815, top5_acc: 0.5229, loss_cls: 3.3869, loss: 3.3869, grad_norm: 0.8257 2020-08-17 05:07:25,722 - mmaction - INFO - Epoch [41][80/470] lr: 7.528e-01, eta: 1 day, 1:39:37, time: 0.959, data_time: 0.002, memory: 9444, top1_acc: 0.2662, top5_acc: 0.5144, loss_cls: 3.4290, loss: 3.4290, grad_norm: 0.8215 2020-08-17 05:07:42,748 - mmaction - INFO - Epoch [41][100/470] lr: 7.528e-01, eta: 1 day, 1:39:13, time: 0.850, data_time: 0.004, memory: 9444, top1_acc: 0.2823, top5_acc: 0.5294, loss_cls: 3.3495, loss: 3.3495, grad_norm: 0.8326 2020-08-17 05:08:01,553 - mmaction - INFO - Epoch [41][120/470] lr: 7.528e-01, eta: 1 day, 1:38:58, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5193, loss_cls: 3.4198, loss: 3.4198, grad_norm: 0.8188 2020-08-17 05:08:19,850 - mmaction - INFO - Epoch [41][140/470] lr: 7.528e-01, eta: 1 day, 1:38:40, time: 0.916, data_time: 0.003, memory: 9444, top1_acc: 0.2792, top5_acc: 0.5257, loss_cls: 3.3723, loss: 3.3723, grad_norm: 0.8393 2020-08-17 05:08:39,089 - mmaction - INFO - Epoch [41][160/470] lr: 7.528e-01, eta: 1 day, 1:38:27, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2731, top5_acc: 0.5107, loss_cls: 3.4315, loss: 3.4315, grad_norm: 0.8334 2020-08-17 05:08:57,799 - mmaction - INFO - Epoch [41][180/470] lr: 7.528e-01, eta: 1 day, 1:38:12, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5139, loss_cls: 3.4330, loss: 3.4330, grad_norm: 0.8200 2020-08-17 05:09:16,872 - mmaction - INFO - Epoch [41][200/470] lr: 7.528e-01, eta: 1 day, 1:37:58, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5206, loss_cls: 3.3986, loss: 3.3986, grad_norm: 0.8301 2020-08-17 05:09:35,146 - mmaction - INFO - Epoch [41][220/470] lr: 7.528e-01, eta: 1 day, 1:37:40, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5224, loss_cls: 3.4018, loss: 3.4018, grad_norm: 0.8176 2020-08-17 05:09:53,607 - mmaction - INFO - Epoch [41][240/470] lr: 7.528e-01, eta: 1 day, 1:37:23, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2734, top5_acc: 0.5161, loss_cls: 3.4270, loss: 3.4270, grad_norm: 0.8202 2020-08-17 05:10:13,135 - mmaction - INFO - Epoch [41][260/470] lr: 7.528e-01, eta: 1 day, 1:37:12, time: 0.976, data_time: 0.002, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5145, loss_cls: 3.4214, loss: 3.4214, grad_norm: 0.8208 2020-08-17 05:10:32,477 - mmaction - INFO - Epoch [41][280/470] lr: 7.528e-01, eta: 1 day, 1:37:00, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2777, top5_acc: 0.5284, loss_cls: 3.3693, loss: 3.3693, grad_norm: 0.8226 2020-08-17 05:10:51,319 - mmaction - INFO - Epoch [41][300/470] lr: 7.528e-01, eta: 1 day, 1:36:45, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.2786, top5_acc: 0.5271, loss_cls: 3.3732, loss: 3.3732, grad_norm: 0.8191 2020-08-17 05:11:08,859 - mmaction - INFO - Epoch [41][320/470] lr: 7.528e-01, eta: 1 day, 1:36:23, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.2678, top5_acc: 0.5111, loss_cls: 3.4425, loss: 3.4425, grad_norm: 0.8130 2020-08-17 05:11:28,115 - mmaction - INFO - Epoch [41][340/470] lr: 7.528e-01, eta: 1 day, 1:36:10, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.2715, top5_acc: 0.5226, loss_cls: 3.4007, loss: 3.4007, grad_norm: 0.8233 2020-08-17 05:11:46,440 - mmaction - INFO - Epoch [41][360/470] lr: 7.528e-01, eta: 1 day, 1:35:53, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.2738, top5_acc: 0.5150, loss_cls: 3.4022, loss: 3.4022, grad_norm: 0.8052 2020-08-17 05:12:06,448 - mmaction - INFO - Epoch [41][380/470] lr: 7.528e-01, eta: 1 day, 1:35:44, time: 0.999, data_time: 0.005, memory: 9444, top1_acc: 0.2702, top5_acc: 0.5195, loss_cls: 3.4002, loss: 3.4002, grad_norm: 0.8297 2020-08-17 05:12:24,434 - mmaction - INFO - Epoch [41][400/470] lr: 7.528e-01, eta: 1 day, 1:35:24, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.2745, top5_acc: 0.5271, loss_cls: 3.3691, loss: 3.3691, grad_norm: 0.8260 2020-08-17 05:12:42,307 - mmaction - INFO - Epoch [41][420/470] lr: 7.528e-01, eta: 1 day, 1:35:04, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2692, top5_acc: 0.5120, loss_cls: 3.4223, loss: 3.4223, grad_norm: 0.8242 2020-08-17 05:13:00,927 - mmaction - INFO - Epoch [41][440/470] lr: 7.528e-01, eta: 1 day, 1:34:48, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.2786, top5_acc: 0.5196, loss_cls: 3.4034, loss: 3.4034, grad_norm: 0.8135 2020-08-17 05:13:19,776 - mmaction - INFO - Epoch [41][460/470] lr: 7.528e-01, eta: 1 day, 1:34:33, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2737, top5_acc: 0.5229, loss_cls: 3.3821, loss: 3.3821, grad_norm: 0.8248 2020-08-17 05:13:51,039 - mmaction - INFO - Epoch [42][20/470] lr: 7.504e-01, eta: 1 day, 1:33:42, time: 1.138, data_time: 0.362, memory: 9444, top1_acc: 0.2800, top5_acc: 0.5268, loss_cls: 3.3699, loss: 3.3699, grad_norm: 0.8340 2020-08-17 05:14:09,318 - mmaction - INFO - Epoch [42][40/470] lr: 7.504e-01, eta: 1 day, 1:33:24, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2900, top5_acc: 0.5392, loss_cls: 3.3280, loss: 3.3280, grad_norm: 0.8246 2020-08-17 05:14:27,457 - mmaction - INFO - Epoch [42][60/470] lr: 7.504e-01, eta: 1 day, 1:33:05, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2750, top5_acc: 0.5169, loss_cls: 3.3804, loss: 3.3804, grad_norm: 0.8294 2020-08-17 05:14:46,568 - mmaction - INFO - Epoch [42][80/470] lr: 7.504e-01, eta: 1 day, 1:32:52, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2803, top5_acc: 0.5246, loss_cls: 3.3800, loss: 3.3800, grad_norm: 0.8341 2020-08-17 05:15:04,019 - mmaction - INFO - Epoch [42][100/470] lr: 7.504e-01, eta: 1 day, 1:32:30, time: 0.873, data_time: 0.006, memory: 9444, top1_acc: 0.2818, top5_acc: 0.5314, loss_cls: 3.3658, loss: 3.3658, grad_norm: 0.8395 2020-08-17 05:15:22,593 - mmaction - INFO - Epoch [42][120/470] lr: 7.504e-01, eta: 1 day, 1:32:13, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5197, loss_cls: 3.4042, loss: 3.4042, grad_norm: 0.8177 2020-08-17 05:15:41,216 - mmaction - INFO - Epoch [42][140/470] lr: 7.504e-01, eta: 1 day, 1:31:57, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.2805, top5_acc: 0.5227, loss_cls: 3.3818, loss: 3.3818, grad_norm: 0.8160 2020-08-17 05:16:00,799 - mmaction - INFO - Epoch [42][160/470] lr: 7.504e-01, eta: 1 day, 1:31:46, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.2764, top5_acc: 0.5192, loss_cls: 3.4109, loss: 3.4109, grad_norm: 0.8265 2020-08-17 05:16:18,920 - mmaction - INFO - Epoch [42][180/470] lr: 7.504e-01, eta: 1 day, 1:31:27, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.2798, top5_acc: 0.5260, loss_cls: 3.3891, loss: 3.3891, grad_norm: 0.8220 2020-08-17 05:16:37,572 - mmaction - INFO - Epoch [42][200/470] lr: 7.504e-01, eta: 1 day, 1:31:11, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.2734, top5_acc: 0.5145, loss_cls: 3.4147, loss: 3.4147, grad_norm: 0.8139 2020-08-17 05:16:55,884 - mmaction - INFO - Epoch [42][220/470] lr: 7.504e-01, eta: 1 day, 1:30:53, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.2812, top5_acc: 0.5231, loss_cls: 3.4080, loss: 3.4080, grad_norm: 0.8246 2020-08-17 05:17:14,619 - mmaction - INFO - Epoch [42][240/470] lr: 7.504e-01, eta: 1 day, 1:30:38, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.2781, top5_acc: 0.5181, loss_cls: 3.4061, loss: 3.4061, grad_norm: 0.8126 2020-08-17 05:17:33,309 - mmaction - INFO - Epoch [42][260/470] lr: 7.504e-01, eta: 1 day, 1:30:22, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.2663, top5_acc: 0.5227, loss_cls: 3.3929, loss: 3.3929, grad_norm: 0.8436 2020-08-17 05:17:51,453 - mmaction - INFO - Epoch [42][280/470] lr: 7.504e-01, eta: 1 day, 1:30:04, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.2685, top5_acc: 0.5076, loss_cls: 3.4423, loss: 3.4423, grad_norm: 0.8280 2020-08-17 05:18:11,025 - mmaction - INFO - Epoch [42][300/470] lr: 7.504e-01, eta: 1 day, 1:29:52, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2725, top5_acc: 0.5237, loss_cls: 3.3873, loss: 3.3873, grad_norm: 0.8335 2020-08-17 05:18:29,245 - mmaction - INFO - Epoch [42][320/470] lr: 7.504e-01, eta: 1 day, 1:29:34, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.2777, top5_acc: 0.5224, loss_cls: 3.3708, loss: 3.3708, grad_norm: 0.8185 2020-08-17 05:18:47,361 - mmaction - INFO - Epoch [42][340/470] lr: 7.504e-01, eta: 1 day, 1:29:15, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2825, top5_acc: 0.5296, loss_cls: 3.3427, loss: 3.3427, grad_norm: 0.8268 2020-08-17 05:19:06,422 - mmaction - INFO - Epoch [42][360/470] lr: 7.504e-01, eta: 1 day, 1:29:01, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.2788, top5_acc: 0.5165, loss_cls: 3.3949, loss: 3.3949, grad_norm: 0.8290 2020-08-17 05:19:24,831 - mmaction - INFO - Epoch [42][380/470] lr: 7.504e-01, eta: 1 day, 1:28:44, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.2731, top5_acc: 0.5144, loss_cls: 3.4300, loss: 3.4300, grad_norm: 0.8416 2020-08-17 05:19:43,589 - mmaction - INFO - Epoch [42][400/470] lr: 7.504e-01, eta: 1 day, 1:28:29, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2668, top5_acc: 0.5146, loss_cls: 3.4531, loss: 3.4531, grad_norm: 0.8286 2020-08-17 05:20:03,345 - mmaction - INFO - Epoch [42][420/470] lr: 7.504e-01, eta: 1 day, 1:28:18, time: 0.987, data_time: 0.005, memory: 9444, top1_acc: 0.2676, top5_acc: 0.5146, loss_cls: 3.4040, loss: 3.4040, grad_norm: 0.8097 2020-08-17 05:20:21,551 - mmaction - INFO - Epoch [42][440/470] lr: 7.504e-01, eta: 1 day, 1:28:00, time: 0.911, data_time: 0.003, memory: 9444, top1_acc: 0.2726, top5_acc: 0.5210, loss_cls: 3.3761, loss: 3.3761, grad_norm: 0.8357 2020-08-17 05:20:40,643 - mmaction - INFO - Epoch [42][460/470] lr: 7.504e-01, eta: 1 day, 1:27:46, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2820, top5_acc: 0.5196, loss_cls: 3.3882, loss: 3.3882, grad_norm: 0.8183 2020-08-17 05:21:13,393 - mmaction - INFO - Epoch [43][20/470] lr: 7.480e-01, eta: 1 day, 1:27:04, time: 1.220, data_time: 0.365, memory: 9444, top1_acc: 0.2819, top5_acc: 0.5254, loss_cls: 3.3688, loss: 3.3688, grad_norm: 0.8183 2020-08-17 05:21:31,086 - mmaction - INFO - Epoch [43][40/470] lr: 7.480e-01, eta: 1 day, 1:26:43, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5242, loss_cls: 3.3648, loss: 3.3648, grad_norm: 0.8256 2020-08-17 05:21:49,984 - mmaction - INFO - Epoch [43][60/470] lr: 7.480e-01, eta: 1 day, 1:26:28, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5218, loss_cls: 3.3791, loss: 3.3791, grad_norm: 0.8291 2020-08-17 05:22:08,649 - mmaction - INFO - Epoch [43][80/470] lr: 7.480e-01, eta: 1 day, 1:26:12, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2745, top5_acc: 0.5271, loss_cls: 3.3771, loss: 3.3771, grad_norm: 0.8267 2020-08-17 05:22:27,270 - mmaction - INFO - Epoch [43][100/470] lr: 7.480e-01, eta: 1 day, 1:25:56, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.2796, top5_acc: 0.5295, loss_cls: 3.3701, loss: 3.3701, grad_norm: 0.8344 2020-08-17 05:22:46,335 - mmaction - INFO - Epoch [43][120/470] lr: 7.480e-01, eta: 1 day, 1:25:42, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.2765, top5_acc: 0.5236, loss_cls: 3.3697, loss: 3.3697, grad_norm: 0.8201 2020-08-17 05:23:04,354 - mmaction - INFO - Epoch [43][140/470] lr: 7.480e-01, eta: 1 day, 1:25:23, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.2776, top5_acc: 0.5272, loss_cls: 3.3479, loss: 3.3479, grad_norm: 0.8407 2020-08-17 05:23:22,812 - mmaction - INFO - Epoch [43][160/470] lr: 7.480e-01, eta: 1 day, 1:25:06, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2764, top5_acc: 0.5156, loss_cls: 3.4002, loss: 3.4002, grad_norm: 0.8277 2020-08-17 05:23:41,352 - mmaction - INFO - Epoch [43][180/470] lr: 7.480e-01, eta: 1 day, 1:24:49, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5146, loss_cls: 3.4129, loss: 3.4129, grad_norm: 0.8208 2020-08-17 05:23:59,663 - mmaction - INFO - Epoch [43][200/470] lr: 7.480e-01, eta: 1 day, 1:24:31, time: 0.919, data_time: 0.007, memory: 9444, top1_acc: 0.2819, top5_acc: 0.5254, loss_cls: 3.3839, loss: 3.3839, grad_norm: 0.8198 2020-08-17 05:24:18,390 - mmaction - INFO - Epoch [43][220/470] lr: 7.480e-01, eta: 1 day, 1:24:16, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2776, top5_acc: 0.5243, loss_cls: 3.3890, loss: 3.3890, grad_norm: 0.8300 2020-08-17 05:24:37,944 - mmaction - INFO - Epoch [43][240/470] lr: 7.480e-01, eta: 1 day, 1:24:04, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2735, top5_acc: 0.5168, loss_cls: 3.4208, loss: 3.4208, grad_norm: 0.8299 2020-08-17 05:24:55,552 - mmaction - INFO - Epoch [43][260/470] lr: 7.480e-01, eta: 1 day, 1:23:43, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.2751, top5_acc: 0.5142, loss_cls: 3.4052, loss: 3.4052, grad_norm: 0.8230 2020-08-17 05:25:14,794 - mmaction - INFO - Epoch [43][280/470] lr: 7.480e-01, eta: 1 day, 1:23:30, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5196, loss_cls: 3.4043, loss: 3.4043, grad_norm: 0.8390 2020-08-17 05:25:32,624 - mmaction - INFO - Epoch [43][300/470] lr: 7.480e-01, eta: 1 day, 1:23:09, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.2805, top5_acc: 0.5222, loss_cls: 3.3883, loss: 3.3883, grad_norm: 0.8212 2020-08-17 05:25:50,976 - mmaction - INFO - Epoch [43][320/470] lr: 7.480e-01, eta: 1 day, 1:22:52, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.2769, top5_acc: 0.5210, loss_cls: 3.3797, loss: 3.3797, grad_norm: 0.8178 2020-08-17 05:26:10,206 - mmaction - INFO - Epoch [43][340/470] lr: 7.480e-01, eta: 1 day, 1:22:38, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.2777, top5_acc: 0.5227, loss_cls: 3.3865, loss: 3.3865, grad_norm: 0.8192 2020-08-17 05:26:29,045 - mmaction - INFO - Epoch [43][360/470] lr: 7.480e-01, eta: 1 day, 1:22:23, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2817, top5_acc: 0.5339, loss_cls: 3.3496, loss: 3.3496, grad_norm: 0.8342 2020-08-17 05:26:47,701 - mmaction - INFO - Epoch [43][380/470] lr: 7.480e-01, eta: 1 day, 1:22:07, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.2771, top5_acc: 0.5247, loss_cls: 3.3795, loss: 3.3795, grad_norm: 0.8377 2020-08-17 05:27:07,642 - mmaction - INFO - Epoch [43][400/470] lr: 7.480e-01, eta: 1 day, 1:21:57, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.2811, top5_acc: 0.5276, loss_cls: 3.3597, loss: 3.3597, grad_norm: 0.8154 2020-08-17 05:27:25,746 - mmaction - INFO - Epoch [43][420/470] lr: 7.480e-01, eta: 1 day, 1:21:39, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.2798, top5_acc: 0.5212, loss_cls: 3.3755, loss: 3.3755, grad_norm: 0.8346 2020-08-17 05:27:43,744 - mmaction - INFO - Epoch [43][440/470] lr: 7.480e-01, eta: 1 day, 1:21:19, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.2682, top5_acc: 0.5162, loss_cls: 3.4125, loss: 3.4125, grad_norm: 0.8394 2020-08-17 05:28:02,061 - mmaction - INFO - Epoch [43][460/470] lr: 7.480e-01, eta: 1 day, 1:21:02, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2833, top5_acc: 0.5244, loss_cls: 3.3864, loss: 3.3864, grad_norm: 0.8273 2020-08-17 05:28:33,988 - mmaction - INFO - Epoch [44][20/470] lr: 7.456e-01, eta: 1 day, 1:20:12, time: 1.143, data_time: 0.370, memory: 9444, top1_acc: 0.2809, top5_acc: 0.5257, loss_cls: 3.3523, loss: 3.3523, grad_norm: 0.8150 2020-08-17 05:28:51,745 - mmaction - INFO - Epoch [44][40/470] lr: 7.456e-01, eta: 1 day, 1:19:52, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.2847, top5_acc: 0.5258, loss_cls: 3.3668, loss: 3.3668, grad_norm: 0.8343 2020-08-17 05:29:10,275 - mmaction - INFO - Epoch [44][60/470] lr: 7.456e-01, eta: 1 day, 1:19:35, time: 0.927, data_time: 0.002, memory: 9444, top1_acc: 0.2799, top5_acc: 0.5329, loss_cls: 3.3545, loss: 3.3545, grad_norm: 0.8330 2020-08-17 05:29:28,501 - mmaction - INFO - Epoch [44][80/470] lr: 7.456e-01, eta: 1 day, 1:19:16, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.2806, top5_acc: 0.5363, loss_cls: 3.3386, loss: 3.3386, grad_norm: 0.8324 2020-08-17 05:29:47,972 - mmaction - INFO - Epoch [44][100/470] lr: 7.456e-01, eta: 1 day, 1:19:04, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2831, top5_acc: 0.5296, loss_cls: 3.3600, loss: 3.3600, grad_norm: 0.8325 2020-08-17 05:30:05,553 - mmaction - INFO - Epoch [44][120/470] lr: 7.456e-01, eta: 1 day, 1:18:43, time: 0.880, data_time: 0.003, memory: 9444, top1_acc: 0.2750, top5_acc: 0.5253, loss_cls: 3.3710, loss: 3.3710, grad_norm: 0.8352 2020-08-17 05:30:23,269 - mmaction - INFO - Epoch [44][140/470] lr: 7.456e-01, eta: 1 day, 1:18:22, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.2878, top5_acc: 0.5253, loss_cls: 3.3611, loss: 3.3611, grad_norm: 0.8364 2020-08-17 05:30:41,767 - mmaction - INFO - Epoch [44][160/470] lr: 7.456e-01, eta: 1 day, 1:18:05, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.2793, top5_acc: 0.5191, loss_cls: 3.4037, loss: 3.4037, grad_norm: 0.8278 2020-08-17 05:31:00,022 - mmaction - INFO - Epoch [44][180/470] lr: 7.456e-01, eta: 1 day, 1:17:47, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.2818, top5_acc: 0.5272, loss_cls: 3.3531, loss: 3.3531, grad_norm: 0.8368 2020-08-17 05:31:19,180 - mmaction - INFO - Epoch [44][200/470] lr: 7.456e-01, eta: 1 day, 1:17:34, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.2799, top5_acc: 0.5199, loss_cls: 3.3991, loss: 3.3991, grad_norm: 0.8240 2020-08-17 05:31:36,814 - mmaction - INFO - Epoch [44][220/470] lr: 7.456e-01, eta: 1 day, 1:17:12, time: 0.880, data_time: 0.002, memory: 9444, top1_acc: 0.2776, top5_acc: 0.5149, loss_cls: 3.4009, loss: 3.4009, grad_norm: 0.8237 2020-08-17 05:31:55,280 - mmaction - INFO - Epoch [44][240/470] lr: 7.456e-01, eta: 1 day, 1:16:56, time: 0.925, data_time: 0.008, memory: 9444, top1_acc: 0.2732, top5_acc: 0.5188, loss_cls: 3.4076, loss: 3.4076, grad_norm: 0.8145 2020-08-17 05:32:14,488 - mmaction - INFO - Epoch [44][260/470] lr: 7.456e-01, eta: 1 day, 1:16:42, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.2826, top5_acc: 0.5249, loss_cls: 3.3961, loss: 3.3961, grad_norm: 0.8215 2020-08-17 05:32:31,977 - mmaction - INFO - Epoch [44][280/470] lr: 7.456e-01, eta: 1 day, 1:16:20, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.2713, top5_acc: 0.5194, loss_cls: 3.3873, loss: 3.3873, grad_norm: 0.8392 2020-08-17 05:32:50,373 - mmaction - INFO - Epoch [44][300/470] lr: 7.456e-01, eta: 1 day, 1:16:03, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2768, top5_acc: 0.5174, loss_cls: 3.3991, loss: 3.3991, grad_norm: 0.8275 2020-08-17 05:33:08,480 - mmaction - INFO - Epoch [44][320/470] lr: 7.456e-01, eta: 1 day, 1:15:44, time: 0.903, data_time: 0.004, memory: 9444, top1_acc: 0.2768, top5_acc: 0.5323, loss_cls: 3.3762, loss: 3.3762, grad_norm: 0.8296 2020-08-17 05:33:26,985 - mmaction - INFO - Epoch [44][340/470] lr: 7.456e-01, eta: 1 day, 1:15:27, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5139, loss_cls: 3.4123, loss: 3.4123, grad_norm: 0.8373 2020-08-17 05:33:45,076 - mmaction - INFO - Epoch [44][360/470] lr: 7.456e-01, eta: 1 day, 1:15:08, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.2755, top5_acc: 0.5237, loss_cls: 3.3593, loss: 3.3593, grad_norm: 0.8351 2020-08-17 05:34:03,304 - mmaction - INFO - Epoch [44][380/470] lr: 7.456e-01, eta: 1 day, 1:14:50, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.2755, top5_acc: 0.5245, loss_cls: 3.3945, loss: 3.3945, grad_norm: 0.8256 2020-08-17 05:34:22,622 - mmaction - INFO - Epoch [44][400/470] lr: 7.456e-01, eta: 1 day, 1:14:37, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2716, top5_acc: 0.5194, loss_cls: 3.3961, loss: 3.3961, grad_norm: 0.8316 2020-08-17 05:34:40,156 - mmaction - INFO - Epoch [44][420/470] lr: 7.456e-01, eta: 1 day, 1:14:16, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.2694, top5_acc: 0.5191, loss_cls: 3.4115, loss: 3.4115, grad_norm: 0.8382 2020-08-17 05:34:58,747 - mmaction - INFO - Epoch [44][440/470] lr: 7.456e-01, eta: 1 day, 1:13:59, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2759, top5_acc: 0.5149, loss_cls: 3.4106, loss: 3.4106, grad_norm: 0.8163 2020-08-17 05:35:16,991 - mmaction - INFO - Epoch [44][460/470] lr: 7.456e-01, eta: 1 day, 1:13:41, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.2770, top5_acc: 0.5186, loss_cls: 3.3923, loss: 3.3923, grad_norm: 0.8326 2020-08-17 05:35:26,975 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-17 05:35:49,786 - mmaction - INFO - Epoch [45][20/470] lr: 7.431e-01, eta: 1 day, 1:12:45, time: 1.077, data_time: 0.342, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5240, loss_cls: 3.4007, loss: 3.4007, grad_norm: 0.8352 2020-08-17 05:36:07,571 - mmaction - INFO - Epoch [45][40/470] lr: 7.431e-01, eta: 1 day, 1:12:25, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.2810, top5_acc: 0.5276, loss_cls: 3.3642, loss: 3.3642, grad_norm: 0.8363 2020-08-17 05:36:25,958 - mmaction - INFO - Epoch [45][60/470] lr: 7.431e-01, eta: 1 day, 1:12:08, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2886, top5_acc: 0.5252, loss_cls: 3.3746, loss: 3.3746, grad_norm: 0.8252 2020-08-17 05:36:44,151 - mmaction - INFO - Epoch [45][80/470] lr: 7.431e-01, eta: 1 day, 1:11:49, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.2747, top5_acc: 0.5231, loss_cls: 3.3695, loss: 3.3695, grad_norm: 0.8256 2020-08-17 05:37:03,265 - mmaction - INFO - Epoch [45][100/470] lr: 7.431e-01, eta: 1 day, 1:11:35, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2759, top5_acc: 0.5186, loss_cls: 3.4109, loss: 3.4109, grad_norm: 0.8340 2020-08-17 05:37:21,313 - mmaction - INFO - Epoch [45][120/470] lr: 7.431e-01, eta: 1 day, 1:11:16, time: 0.904, data_time: 0.004, memory: 9444, top1_acc: 0.2840, top5_acc: 0.5241, loss_cls: 3.3595, loss: 3.3595, grad_norm: 0.8167 2020-08-17 05:37:39,588 - mmaction - INFO - Epoch [45][140/470] lr: 7.431e-01, eta: 1 day, 1:10:58, time: 0.912, data_time: 0.004, memory: 9444, top1_acc: 0.2810, top5_acc: 0.5248, loss_cls: 3.3624, loss: 3.3624, grad_norm: 0.8435 2020-08-17 05:37:58,222 - mmaction - INFO - Epoch [45][160/470] lr: 7.431e-01, eta: 1 day, 1:10:42, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.2838, top5_acc: 0.5207, loss_cls: 3.3824, loss: 3.3824, grad_norm: 0.8349 2020-08-17 05:38:16,939 - mmaction - INFO - Epoch [45][180/470] lr: 7.431e-01, eta: 1 day, 1:10:26, time: 0.934, data_time: 0.004, memory: 9444, top1_acc: 0.2823, top5_acc: 0.5279, loss_cls: 3.3526, loss: 3.3526, grad_norm: 0.8443 2020-08-17 05:38:35,774 - mmaction - INFO - Epoch [45][200/470] lr: 7.431e-01, eta: 1 day, 1:10:11, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2737, top5_acc: 0.5148, loss_cls: 3.4062, loss: 3.4062, grad_norm: 0.8231 2020-08-17 05:38:54,683 - mmaction - INFO - Epoch [45][220/470] lr: 7.431e-01, eta: 1 day, 1:09:56, time: 0.943, data_time: 0.004, memory: 9444, top1_acc: 0.2805, top5_acc: 0.5251, loss_cls: 3.3717, loss: 3.3717, grad_norm: 0.8252 2020-08-17 05:39:13,051 - mmaction - INFO - Epoch [45][240/470] lr: 7.431e-01, eta: 1 day, 1:09:38, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2799, top5_acc: 0.5308, loss_cls: 3.3491, loss: 3.3491, grad_norm: 0.8218 2020-08-17 05:39:29,974 - mmaction - INFO - Epoch [45][260/470] lr: 7.431e-01, eta: 1 day, 1:09:14, time: 0.845, data_time: 0.004, memory: 9444, top1_acc: 0.2761, top5_acc: 0.5214, loss_cls: 3.3720, loss: 3.3720, grad_norm: 0.8406 2020-08-17 05:39:48,850 - mmaction - INFO - Epoch [45][280/470] lr: 7.431e-01, eta: 1 day, 1:08:59, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2766, top5_acc: 0.5270, loss_cls: 3.3688, loss: 3.3688, grad_norm: 0.8257 2020-08-17 05:40:06,916 - mmaction - INFO - Epoch [45][300/470] lr: 7.431e-01, eta: 1 day, 1:08:40, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.2873, top5_acc: 0.5316, loss_cls: 3.3285, loss: 3.3285, grad_norm: 0.8324 2020-08-17 05:40:25,218 - mmaction - INFO - Epoch [45][320/470] lr: 7.431e-01, eta: 1 day, 1:08:22, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5284, loss_cls: 3.3759, loss: 3.3759, grad_norm: 0.8417 2020-08-17 05:40:43,366 - mmaction - INFO - Epoch [45][340/470] lr: 7.431e-01, eta: 1 day, 1:08:03, time: 0.905, data_time: 0.004, memory: 9444, top1_acc: 0.2809, top5_acc: 0.5193, loss_cls: 3.3841, loss: 3.3841, grad_norm: 0.8320 2020-08-17 05:41:02,761 - mmaction - INFO - Epoch [45][360/470] lr: 7.431e-01, eta: 1 day, 1:07:51, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.2798, top5_acc: 0.5344, loss_cls: 3.3487, loss: 3.3487, grad_norm: 0.8380 2020-08-17 05:41:19,990 - mmaction - INFO - Epoch [45][380/470] lr: 7.431e-01, eta: 1 day, 1:07:28, time: 0.860, data_time: 0.006, memory: 9444, top1_acc: 0.2774, top5_acc: 0.5192, loss_cls: 3.3779, loss: 3.3779, grad_norm: 0.8297 2020-08-17 05:41:38,481 - mmaction - INFO - Epoch [45][400/470] lr: 7.431e-01, eta: 1 day, 1:07:11, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.2784, top5_acc: 0.5250, loss_cls: 3.3889, loss: 3.3889, grad_norm: 0.8308 2020-08-17 05:41:57,211 - mmaction - INFO - Epoch [45][420/470] lr: 7.431e-01, eta: 1 day, 1:06:55, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.2714, top5_acc: 0.5185, loss_cls: 3.4055, loss: 3.4055, grad_norm: 0.8312 2020-08-17 05:42:15,137 - mmaction - INFO - Epoch [45][440/470] lr: 7.431e-01, eta: 1 day, 1:06:35, time: 0.900, data_time: 0.007, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5192, loss_cls: 3.4116, loss: 3.4116, grad_norm: 0.8153 2020-08-17 05:42:33,276 - mmaction - INFO - Epoch [45][460/470] lr: 7.431e-01, eta: 1 day, 1:06:17, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2782, top5_acc: 0.5174, loss_cls: 3.3921, loss: 3.3921, grad_norm: 0.8342 2020-08-17 05:43:05,210 - mmaction - INFO - Epoch [46][20/470] lr: 7.405e-01, eta: 1 day, 1:05:23, time: 1.091, data_time: 0.393, memory: 9444, top1_acc: 0.2820, top5_acc: 0.5256, loss_cls: 3.3643, loss: 3.3643, grad_norm: 0.8196 2020-08-17 05:43:22,719 - mmaction - INFO - Epoch [46][40/470] lr: 7.405e-01, eta: 1 day, 1:05:02, time: 0.877, data_time: 0.006, memory: 9444, top1_acc: 0.2838, top5_acc: 0.5263, loss_cls: 3.3511, loss: 3.3511, grad_norm: 0.8375 2020-08-17 05:43:40,865 - mmaction - INFO - Epoch [46][60/470] lr: 7.405e-01, eta: 1 day, 1:04:43, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.2849, top5_acc: 0.5314, loss_cls: 3.3510, loss: 3.3510, grad_norm: 0.8416 2020-08-17 05:43:59,402 - mmaction - INFO - Epoch [46][80/470] lr: 7.405e-01, eta: 1 day, 1:04:27, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2790, top5_acc: 0.5220, loss_cls: 3.3813, loss: 3.3813, grad_norm: 0.8220 2020-08-17 05:44:17,858 - mmaction - INFO - Epoch [46][100/470] lr: 7.405e-01, eta: 1 day, 1:04:09, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.2828, top5_acc: 0.5306, loss_cls: 3.3608, loss: 3.3608, grad_norm: 0.8370 2020-08-17 05:44:36,314 - mmaction - INFO - Epoch [46][120/470] lr: 7.405e-01, eta: 1 day, 1:03:52, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2803, top5_acc: 0.5221, loss_cls: 3.3857, loss: 3.3857, grad_norm: 0.8389 2020-08-17 05:44:54,978 - mmaction - INFO - Epoch [46][140/470] lr: 7.405e-01, eta: 1 day, 1:03:36, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.2767, top5_acc: 0.5242, loss_cls: 3.3911, loss: 3.3911, grad_norm: 0.8332 2020-08-17 05:45:14,260 - mmaction - INFO - Epoch [46][160/470] lr: 7.405e-01, eta: 1 day, 1:03:23, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2688, top5_acc: 0.5170, loss_cls: 3.4137, loss: 3.4137, grad_norm: 0.8269 2020-08-17 05:45:32,578 - mmaction - INFO - Epoch [46][180/470] lr: 7.405e-01, eta: 1 day, 1:03:05, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.2838, top5_acc: 0.5323, loss_cls: 3.3403, loss: 3.3403, grad_norm: 0.8357 2020-08-17 05:45:50,505 - mmaction - INFO - Epoch [46][200/470] lr: 7.405e-01, eta: 1 day, 1:02:46, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.2739, top5_acc: 0.5195, loss_cls: 3.3919, loss: 3.3919, grad_norm: 0.8173 2020-08-17 05:46:09,298 - mmaction - INFO - Epoch [46][220/470] lr: 7.405e-01, eta: 1 day, 1:02:30, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.2860, top5_acc: 0.5297, loss_cls: 3.3614, loss: 3.3614, grad_norm: 0.8367 2020-08-17 05:46:27,603 - mmaction - INFO - Epoch [46][240/470] lr: 7.405e-01, eta: 1 day, 1:02:12, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2740, top5_acc: 0.5217, loss_cls: 3.3954, loss: 3.3954, grad_norm: 0.8221 2020-08-17 05:46:46,459 - mmaction - INFO - Epoch [46][260/470] lr: 7.405e-01, eta: 1 day, 1:01:57, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5247, loss_cls: 3.3804, loss: 3.3804, grad_norm: 0.8259 2020-08-17 05:47:04,261 - mmaction - INFO - Epoch [46][280/470] lr: 7.405e-01, eta: 1 day, 1:01:37, time: 0.891, data_time: 0.007, memory: 9444, top1_acc: 0.2784, top5_acc: 0.5228, loss_cls: 3.3892, loss: 3.3892, grad_norm: 0.8242 2020-08-17 05:47:23,315 - mmaction - INFO - Epoch [46][300/470] lr: 7.405e-01, eta: 1 day, 1:01:22, time: 0.953, data_time: 0.007, memory: 9444, top1_acc: 0.2779, top5_acc: 0.5252, loss_cls: 3.3608, loss: 3.3608, grad_norm: 0.8215 2020-08-17 05:47:40,804 - mmaction - INFO - Epoch [46][320/470] lr: 7.405e-01, eta: 1 day, 1:01:01, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.2710, top5_acc: 0.5186, loss_cls: 3.4063, loss: 3.4063, grad_norm: 0.8282 2020-08-17 05:47:59,326 - mmaction - INFO - Epoch [46][340/470] lr: 7.405e-01, eta: 1 day, 1:00:44, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2766, top5_acc: 0.5164, loss_cls: 3.4106, loss: 3.4106, grad_norm: 0.8323 2020-08-17 05:48:17,045 - mmaction - INFO - Epoch [46][360/470] lr: 7.405e-01, eta: 1 day, 1:00:24, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5243, loss_cls: 3.3740, loss: 3.3740, grad_norm: 0.8235 2020-08-17 05:48:35,312 - mmaction - INFO - Epoch [46][380/470] lr: 7.405e-01, eta: 1 day, 1:00:05, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.2845, top5_acc: 0.5327, loss_cls: 3.3474, loss: 3.3474, grad_norm: 0.8284 2020-08-17 05:48:52,946 - mmaction - INFO - Epoch [46][400/470] lr: 7.405e-01, eta: 1 day, 0:59:45, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.2733, top5_acc: 0.5229, loss_cls: 3.3877, loss: 3.3877, grad_norm: 0.8320 2020-08-17 05:49:12,755 - mmaction - INFO - Epoch [46][420/470] lr: 7.405e-01, eta: 1 day, 0:59:33, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5237, loss_cls: 3.3674, loss: 3.3674, grad_norm: 0.8152 2020-08-17 05:49:30,965 - mmaction - INFO - Epoch [46][440/470] lr: 7.405e-01, eta: 1 day, 0:59:15, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2784, top5_acc: 0.5311, loss_cls: 3.3510, loss: 3.3510, grad_norm: 0.8578 2020-08-17 05:49:49,817 - mmaction - INFO - Epoch [46][460/470] lr: 7.405e-01, eta: 1 day, 0:59:00, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5305, loss_cls: 3.3718, loss: 3.3718, grad_norm: 0.8180 2020-08-17 05:50:21,248 - mmaction - INFO - Epoch [47][20/470] lr: 7.379e-01, eta: 1 day, 0:58:09, time: 1.114, data_time: 0.411, memory: 9444, top1_acc: 0.2867, top5_acc: 0.5328, loss_cls: 3.3365, loss: 3.3365, grad_norm: 0.8251 2020-08-17 05:50:39,118 - mmaction - INFO - Epoch [47][40/470] lr: 7.379e-01, eta: 1 day, 0:57:50, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.2756, top5_acc: 0.5216, loss_cls: 3.4105, loss: 3.4105, grad_norm: 0.8394 2020-08-17 05:50:57,982 - mmaction - INFO - Epoch [47][60/470] lr: 7.379e-01, eta: 1 day, 0:57:34, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.2888, top5_acc: 0.5296, loss_cls: 3.3410, loss: 3.3410, grad_norm: 0.8294 2020-08-17 05:51:16,034 - mmaction - INFO - Epoch [47][80/470] lr: 7.379e-01, eta: 1 day, 0:57:15, time: 0.901, data_time: 0.004, memory: 9444, top1_acc: 0.2830, top5_acc: 0.5224, loss_cls: 3.3760, loss: 3.3760, grad_norm: 0.8536 2020-08-17 05:51:34,563 - mmaction - INFO - Epoch [47][100/470] lr: 7.379e-01, eta: 1 day, 0:56:59, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2819, top5_acc: 0.5316, loss_cls: 3.3586, loss: 3.3586, grad_norm: 0.8287 2020-08-17 05:51:53,069 - mmaction - INFO - Epoch [47][120/470] lr: 7.379e-01, eta: 1 day, 0:56:42, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2841, top5_acc: 0.5311, loss_cls: 3.3316, loss: 3.3316, grad_norm: 0.8389 2020-08-17 05:52:10,906 - mmaction - INFO - Epoch [47][140/470] lr: 7.379e-01, eta: 1 day, 0:56:22, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.2761, top5_acc: 0.5251, loss_cls: 3.3707, loss: 3.3707, grad_norm: 0.8373 2020-08-17 05:52:29,596 - mmaction - INFO - Epoch [47][160/470] lr: 7.379e-01, eta: 1 day, 0:56:06, time: 0.936, data_time: 0.007, memory: 9444, top1_acc: 0.2828, top5_acc: 0.5346, loss_cls: 3.3365, loss: 3.3365, grad_norm: 0.8346 2020-08-17 05:52:47,907 - mmaction - INFO - Epoch [47][180/470] lr: 7.379e-01, eta: 1 day, 0:55:48, time: 0.916, data_time: 0.003, memory: 9444, top1_acc: 0.2903, top5_acc: 0.5308, loss_cls: 3.3350, loss: 3.3350, grad_norm: 0.8277 2020-08-17 05:53:06,495 - mmaction - INFO - Epoch [47][200/470] lr: 7.379e-01, eta: 1 day, 0:55:31, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.2780, top5_acc: 0.5219, loss_cls: 3.3735, loss: 3.3735, grad_norm: 0.8428 2020-08-17 05:53:25,214 - mmaction - INFO - Epoch [47][220/470] lr: 7.379e-01, eta: 1 day, 0:55:15, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.2752, top5_acc: 0.5210, loss_cls: 3.3807, loss: 3.3807, grad_norm: 0.8275 2020-08-17 05:53:44,113 - mmaction - INFO - Epoch [47][240/470] lr: 7.379e-01, eta: 1 day, 0:55:00, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2827, top5_acc: 0.5296, loss_cls: 3.3348, loss: 3.3348, grad_norm: 0.8401 2020-08-17 05:54:01,506 - mmaction - INFO - Epoch [47][260/470] lr: 7.379e-01, eta: 1 day, 0:54:38, time: 0.870, data_time: 0.003, memory: 9444, top1_acc: 0.2719, top5_acc: 0.5092, loss_cls: 3.4127, loss: 3.4127, grad_norm: 0.8267 2020-08-17 05:54:19,721 - mmaction - INFO - Epoch [47][280/470] lr: 7.379e-01, eta: 1 day, 0:54:20, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.2826, top5_acc: 0.5254, loss_cls: 3.3578, loss: 3.3578, grad_norm: 0.8244 2020-08-17 05:54:37,659 - mmaction - INFO - Epoch [47][300/470] lr: 7.379e-01, eta: 1 day, 0:54:00, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.2746, top5_acc: 0.5227, loss_cls: 3.3927, loss: 3.3927, grad_norm: 0.8405 2020-08-17 05:54:56,377 - mmaction - INFO - Epoch [47][320/470] lr: 7.379e-01, eta: 1 day, 0:53:45, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.2771, top5_acc: 0.5270, loss_cls: 3.3635, loss: 3.3635, grad_norm: 0.8293 2020-08-17 05:55:15,987 - mmaction - INFO - Epoch [47][340/470] lr: 7.379e-01, eta: 1 day, 0:53:32, time: 0.980, data_time: 0.006, memory: 9444, top1_acc: 0.2848, top5_acc: 0.5265, loss_cls: 3.3579, loss: 3.3579, grad_norm: 0.8379 2020-08-17 05:55:34,168 - mmaction - INFO - Epoch [47][360/470] lr: 7.379e-01, eta: 1 day, 0:53:14, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.2850, top5_acc: 0.5261, loss_cls: 3.3585, loss: 3.3585, grad_norm: 0.8345 2020-08-17 05:55:52,085 - mmaction - INFO - Epoch [47][380/470] lr: 7.379e-01, eta: 1 day, 0:52:54, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.2791, top5_acc: 0.5188, loss_cls: 3.3844, loss: 3.3844, grad_norm: 0.8356 2020-08-17 05:56:11,409 - mmaction - INFO - Epoch [47][400/470] lr: 7.379e-01, eta: 1 day, 0:52:41, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2823, top5_acc: 0.5315, loss_cls: 3.3611, loss: 3.3611, grad_norm: 0.8337 2020-08-17 05:56:30,617 - mmaction - INFO - Epoch [47][420/470] lr: 7.379e-01, eta: 1 day, 0:52:27, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2718, top5_acc: 0.5186, loss_cls: 3.4154, loss: 3.4154, grad_norm: 0.8233 2020-08-17 05:56:50,602 - mmaction - INFO - Epoch [47][440/470] lr: 7.379e-01, eta: 1 day, 0:52:17, time: 1.001, data_time: 0.005, memory: 9444, top1_acc: 0.2873, top5_acc: 0.5272, loss_cls: 3.3572, loss: 3.3572, grad_norm: 0.8303 2020-08-17 05:57:08,864 - mmaction - INFO - Epoch [47][460/470] lr: 7.379e-01, eta: 1 day, 0:51:59, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2881, top5_acc: 0.5320, loss_cls: 3.3367, loss: 3.3367, grad_norm: 0.8218 2020-08-17 05:57:42,510 - mmaction - INFO - Epoch [48][20/470] lr: 7.353e-01, eta: 1 day, 0:51:16, time: 1.198, data_time: 0.367, memory: 9444, top1_acc: 0.2788, top5_acc: 0.5233, loss_cls: 3.3646, loss: 3.3646, grad_norm: 0.8349 2020-08-17 05:58:00,692 - mmaction - INFO - Epoch [48][40/470] lr: 7.353e-01, eta: 1 day, 0:50:58, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.2803, top5_acc: 0.5267, loss_cls: 3.3752, loss: 3.3752, grad_norm: 0.8307 2020-08-17 05:58:19,234 - mmaction - INFO - Epoch [48][60/470] lr: 7.353e-01, eta: 1 day, 0:50:41, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2880, top5_acc: 0.5335, loss_cls: 3.3499, loss: 3.3499, grad_norm: 0.8378 2020-08-17 05:58:37,867 - mmaction - INFO - Epoch [48][80/470] lr: 7.353e-01, eta: 1 day, 0:50:25, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.2741, top5_acc: 0.5209, loss_cls: 3.3768, loss: 3.3768, grad_norm: 0.8394 2020-08-17 05:58:56,344 - mmaction - INFO - Epoch [48][100/470] lr: 7.353e-01, eta: 1 day, 0:50:08, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.2846, top5_acc: 0.5312, loss_cls: 3.3415, loss: 3.3415, grad_norm: 0.8387 2020-08-17 05:59:15,215 - mmaction - INFO - Epoch [48][120/470] lr: 7.353e-01, eta: 1 day, 0:49:53, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2835, top5_acc: 0.5217, loss_cls: 3.3744, loss: 3.3744, grad_norm: 0.8363 2020-08-17 05:59:33,872 - mmaction - INFO - Epoch [48][140/470] lr: 7.353e-01, eta: 1 day, 0:49:36, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.2830, top5_acc: 0.5260, loss_cls: 3.3494, loss: 3.3494, grad_norm: 0.8358 2020-08-17 05:59:52,246 - mmaction - INFO - Epoch [48][160/470] lr: 7.353e-01, eta: 1 day, 0:49:19, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2797, top5_acc: 0.5225, loss_cls: 3.3654, loss: 3.3654, grad_norm: 0.8404 2020-08-17 06:00:11,940 - mmaction - INFO - Epoch [48][180/470] lr: 7.353e-01, eta: 1 day, 0:49:06, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.2746, top5_acc: 0.5205, loss_cls: 3.3983, loss: 3.3983, grad_norm: 0.8368 2020-08-17 06:00:29,271 - mmaction - INFO - Epoch [48][200/470] lr: 7.353e-01, eta: 1 day, 0:48:45, time: 0.873, data_time: 0.013, memory: 9444, top1_acc: 0.2798, top5_acc: 0.5271, loss_cls: 3.3799, loss: 3.3799, grad_norm: 0.8269 2020-08-17 06:00:49,169 - mmaction - INFO - Epoch [48][220/470] lr: 7.353e-01, eta: 1 day, 0:48:34, time: 0.993, data_time: 0.006, memory: 9444, top1_acc: 0.2912, top5_acc: 0.5379, loss_cls: 3.3301, loss: 3.3301, grad_norm: 0.8269 2020-08-17 06:01:07,586 - mmaction - INFO - Epoch [48][240/470] lr: 7.353e-01, eta: 1 day, 0:48:17, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.2766, top5_acc: 0.5254, loss_cls: 3.3946, loss: 3.3946, grad_norm: 0.8491 2020-08-17 06:01:26,860 - mmaction - INFO - Epoch [48][260/470] lr: 7.353e-01, eta: 1 day, 0:48:03, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.2711, top5_acc: 0.5211, loss_cls: 3.3846, loss: 3.3846, grad_norm: 0.8388 2020-08-17 06:01:46,022 - mmaction - INFO - Epoch [48][280/470] lr: 7.353e-01, eta: 1 day, 0:47:49, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2786, top5_acc: 0.5212, loss_cls: 3.4088, loss: 3.4088, grad_norm: 0.8454 2020-08-17 06:02:04,952 - mmaction - INFO - Epoch [48][300/470] lr: 7.353e-01, eta: 1 day, 0:47:34, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2723, top5_acc: 0.5127, loss_cls: 3.4208, loss: 3.4208, grad_norm: 0.8234 2020-08-17 06:02:23,890 - mmaction - INFO - Epoch [48][320/470] lr: 7.353e-01, eta: 1 day, 0:47:18, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2818, top5_acc: 0.5262, loss_cls: 3.3536, loss: 3.3536, grad_norm: 0.8421 2020-08-17 06:02:42,275 - mmaction - INFO - Epoch [48][340/470] lr: 7.353e-01, eta: 1 day, 0:47:01, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2887, top5_acc: 0.5290, loss_cls: 3.3488, loss: 3.3488, grad_norm: 0.8331 2020-08-17 06:03:00,478 - mmaction - INFO - Epoch [48][360/470] lr: 7.353e-01, eta: 1 day, 0:46:42, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.2749, top5_acc: 0.5247, loss_cls: 3.3825, loss: 3.3825, grad_norm: 0.8384 2020-08-17 06:03:20,114 - mmaction - INFO - Epoch [48][380/470] lr: 7.353e-01, eta: 1 day, 0:46:30, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.2829, top5_acc: 0.5273, loss_cls: 3.3603, loss: 3.3603, grad_norm: 0.8238 2020-08-17 06:03:39,859 - mmaction - INFO - Epoch [48][400/470] lr: 7.353e-01, eta: 1 day, 0:46:19, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.2808, top5_acc: 0.5272, loss_cls: 3.3673, loss: 3.3673, grad_norm: 0.8375 2020-08-17 06:03:57,767 - mmaction - INFO - Epoch [48][420/470] lr: 7.353e-01, eta: 1 day, 0:45:59, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.2770, top5_acc: 0.5251, loss_cls: 3.3791, loss: 3.3791, grad_norm: 0.8417 2020-08-17 06:04:16,716 - mmaction - INFO - Epoch [48][440/470] lr: 7.353e-01, eta: 1 day, 0:45:44, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2788, top5_acc: 0.5302, loss_cls: 3.3484, loss: 3.3484, grad_norm: 0.8353 2020-08-17 06:04:36,292 - mmaction - INFO - Epoch [48][460/470] lr: 7.353e-01, eta: 1 day, 0:45:32, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.2755, top5_acc: 0.5211, loss_cls: 3.4024, loss: 3.4024, grad_norm: 0.8460 2020-08-17 06:04:46,109 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-17 06:05:10,004 - mmaction - INFO - Epoch [49][20/470] lr: 7.326e-01, eta: 1 day, 0:44:42, time: 1.106, data_time: 0.389, memory: 9444, top1_acc: 0.2756, top5_acc: 0.5257, loss_cls: 3.3790, loss: 3.3790, grad_norm: 0.8350 2020-08-17 06:05:28,317 - mmaction - INFO - Epoch [49][40/470] lr: 7.326e-01, eta: 1 day, 0:44:24, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.2886, top5_acc: 0.5393, loss_cls: 3.3116, loss: 3.3116, grad_norm: 0.8332 2020-08-17 06:05:48,032 - mmaction - INFO - Epoch [49][60/470] lr: 7.326e-01, eta: 1 day, 0:44:12, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.2802, top5_acc: 0.5313, loss_cls: 3.3509, loss: 3.3509, grad_norm: 0.8425 2020-08-17 06:06:06,363 - mmaction - INFO - Epoch [49][80/470] lr: 7.326e-01, eta: 1 day, 0:43:54, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.2768, top5_acc: 0.5255, loss_cls: 3.3634, loss: 3.3634, grad_norm: 0.8361 2020-08-17 06:06:25,480 - mmaction - INFO - Epoch [49][100/470] lr: 7.326e-01, eta: 1 day, 0:43:40, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2749, top5_acc: 0.5272, loss_cls: 3.3791, loss: 3.3791, grad_norm: 0.8253 2020-08-17 06:06:44,736 - mmaction - INFO - Epoch [49][120/470] lr: 7.326e-01, eta: 1 day, 0:43:26, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2836, top5_acc: 0.5303, loss_cls: 3.3337, loss: 3.3337, grad_norm: 0.8215 2020-08-17 06:07:04,593 - mmaction - INFO - Epoch [49][140/470] lr: 7.326e-01, eta: 1 day, 0:43:15, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2782, top5_acc: 0.5245, loss_cls: 3.3575, loss: 3.3575, grad_norm: 0.8428 2020-08-17 06:07:23,100 - mmaction - INFO - Epoch [49][160/470] lr: 7.326e-01, eta: 1 day, 0:42:58, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5302, loss_cls: 3.3485, loss: 3.3485, grad_norm: 0.8353 2020-08-17 06:07:42,129 - mmaction - INFO - Epoch [49][180/470] lr: 7.326e-01, eta: 1 day, 0:42:43, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.2890, top5_acc: 0.5342, loss_cls: 3.3281, loss: 3.3281, grad_norm: 0.8390 2020-08-17 06:08:01,470 - mmaction - INFO - Epoch [49][200/470] lr: 7.326e-01, eta: 1 day, 0:42:29, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2808, top5_acc: 0.5285, loss_cls: 3.3538, loss: 3.3538, grad_norm: 0.8379 2020-08-17 06:08:21,617 - mmaction - INFO - Epoch [49][220/470] lr: 7.326e-01, eta: 1 day, 0:42:19, time: 1.006, data_time: 0.006, memory: 9444, top1_acc: 0.2765, top5_acc: 0.5284, loss_cls: 3.3626, loss: 3.3626, grad_norm: 0.8364 2020-08-17 06:08:41,194 - mmaction - INFO - Epoch [49][240/470] lr: 7.326e-01, eta: 1 day, 0:42:07, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.2856, top5_acc: 0.5353, loss_cls: 3.3391, loss: 3.3391, grad_norm: 0.8469 2020-08-17 06:08:59,824 - mmaction - INFO - Epoch [49][260/470] lr: 7.326e-01, eta: 1 day, 0:41:50, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.2761, top5_acc: 0.5254, loss_cls: 3.3642, loss: 3.3642, grad_norm: 0.8328 2020-08-17 06:09:19,326 - mmaction - INFO - Epoch [49][280/470] lr: 7.326e-01, eta: 1 day, 0:41:37, time: 0.975, data_time: 0.004, memory: 9444, top1_acc: 0.2838, top5_acc: 0.5321, loss_cls: 3.3303, loss: 3.3303, grad_norm: 0.8351 2020-08-17 06:09:38,914 - mmaction - INFO - Epoch [49][300/470] lr: 7.326e-01, eta: 1 day, 0:41:25, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2700, top5_acc: 0.5198, loss_cls: 3.3931, loss: 3.3931, grad_norm: 0.8395 2020-08-17 06:09:57,955 - mmaction - INFO - Epoch [49][320/470] lr: 7.326e-01, eta: 1 day, 0:41:10, time: 0.955, data_time: 0.007, memory: 9444, top1_acc: 0.2804, top5_acc: 0.5284, loss_cls: 3.3437, loss: 3.3437, grad_norm: 0.8261 2020-08-17 06:10:18,172 - mmaction - INFO - Epoch [49][340/470] lr: 7.326e-01, eta: 1 day, 0:41:00, time: 1.009, data_time: 0.005, memory: 9444, top1_acc: 0.2814, top5_acc: 0.5233, loss_cls: 3.3801, loss: 3.3801, grad_norm: 0.8301 2020-08-17 06:10:36,289 - mmaction - INFO - Epoch [49][360/470] lr: 7.326e-01, eta: 1 day, 0:40:41, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.2840, top5_acc: 0.5290, loss_cls: 3.3541, loss: 3.3541, grad_norm: 0.8336 2020-08-17 06:10:56,139 - mmaction - INFO - Epoch [49][380/470] lr: 7.326e-01, eta: 1 day, 0:40:30, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.2833, top5_acc: 0.5277, loss_cls: 3.3475, loss: 3.3475, grad_norm: 0.8403 2020-08-17 06:11:15,208 - mmaction - INFO - Epoch [49][400/470] lr: 7.326e-01, eta: 1 day, 0:40:15, time: 0.957, data_time: 0.007, memory: 9444, top1_acc: 0.2771, top5_acc: 0.5256, loss_cls: 3.3776, loss: 3.3776, grad_norm: 0.8346 2020-08-17 06:11:33,943 - mmaction - INFO - Epoch [49][420/470] lr: 7.326e-01, eta: 1 day, 0:39:59, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.2909, top5_acc: 0.5238, loss_cls: 3.3603, loss: 3.3603, grad_norm: 0.8413 2020-08-17 06:11:53,491 - mmaction - INFO - Epoch [49][440/470] lr: 7.326e-01, eta: 1 day, 0:39:46, time: 0.980, data_time: 0.006, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5269, loss_cls: 3.3457, loss: 3.3457, grad_norm: 0.8373 2020-08-17 06:12:12,328 - mmaction - INFO - Epoch [49][460/470] lr: 7.326e-01, eta: 1 day, 0:39:31, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2818, top5_acc: 0.5214, loss_cls: 3.3937, loss: 3.3937, grad_norm: 0.8516 2020-08-17 06:12:45,733 - mmaction - INFO - Epoch [50][20/470] lr: 7.298e-01, eta: 1 day, 0:38:49, time: 1.198, data_time: 0.372, memory: 9444, top1_acc: 0.2807, top5_acc: 0.5311, loss_cls: 3.3352, loss: 3.3352, grad_norm: 0.8341 2020-08-17 06:13:04,305 - mmaction - INFO - Epoch [50][40/470] lr: 7.298e-01, eta: 1 day, 0:38:32, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.2858, top5_acc: 0.5346, loss_cls: 3.3254, loss: 3.3254, grad_norm: 0.8468 2020-08-17 06:13:23,337 - mmaction - INFO - Epoch [50][60/470] lr: 7.298e-01, eta: 1 day, 0:38:17, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2804, top5_acc: 0.5249, loss_cls: 3.3785, loss: 3.3785, grad_norm: 0.8442 2020-08-17 06:13:43,235 - mmaction - INFO - Epoch [50][80/470] lr: 7.298e-01, eta: 1 day, 0:38:06, time: 0.997, data_time: 0.006, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5211, loss_cls: 3.3857, loss: 3.3857, grad_norm: 0.8263 2020-08-17 06:14:02,469 - mmaction - INFO - Epoch [50][100/470] lr: 7.298e-01, eta: 1 day, 0:37:52, time: 0.961, data_time: 0.002, memory: 9444, top1_acc: 0.2850, top5_acc: 0.5344, loss_cls: 3.3251, loss: 3.3251, grad_norm: 0.8391 2020-08-17 06:14:21,361 - mmaction - INFO - Epoch [50][120/470] lr: 7.298e-01, eta: 1 day, 0:37:36, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.2785, top5_acc: 0.5250, loss_cls: 3.3703, loss: 3.3703, grad_norm: 0.8287 2020-08-17 06:14:40,965 - mmaction - INFO - Epoch [50][140/470] lr: 7.298e-01, eta: 1 day, 0:37:23, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2814, top5_acc: 0.5315, loss_cls: 3.3376, loss: 3.3376, grad_norm: 0.8449 2020-08-17 06:15:00,816 - mmaction - INFO - Epoch [50][160/470] lr: 7.298e-01, eta: 1 day, 0:37:12, time: 0.995, data_time: 0.006, memory: 9444, top1_acc: 0.2856, top5_acc: 0.5276, loss_cls: 3.3587, loss: 3.3587, grad_norm: 0.8399 2020-08-17 06:15:19,878 - mmaction - INFO - Epoch [50][180/470] lr: 7.298e-01, eta: 1 day, 0:36:57, time: 0.951, data_time: 0.004, memory: 9444, top1_acc: 0.2857, top5_acc: 0.5313, loss_cls: 3.3429, loss: 3.3429, grad_norm: 0.8618 2020-08-17 06:15:39,084 - mmaction - INFO - Epoch [50][200/470] lr: 7.298e-01, eta: 1 day, 0:36:43, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2811, top5_acc: 0.5256, loss_cls: 3.3639, loss: 3.3639, grad_norm: 0.8296 2020-08-17 06:15:57,303 - mmaction - INFO - Epoch [50][220/470] lr: 7.298e-01, eta: 1 day, 0:36:24, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5255, loss_cls: 3.3560, loss: 3.3560, grad_norm: 0.8313 2020-08-17 06:16:16,090 - mmaction - INFO - Epoch [50][240/470] lr: 7.298e-01, eta: 1 day, 0:36:09, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2893, top5_acc: 0.5381, loss_cls: 3.3044, loss: 3.3044, grad_norm: 0.8356 2020-08-17 06:16:34,588 - mmaction - INFO - Epoch [50][260/470] lr: 7.298e-01, eta: 1 day, 0:35:51, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.2795, top5_acc: 0.5288, loss_cls: 3.3708, loss: 3.3708, grad_norm: 0.8537 2020-08-17 06:16:53,698 - mmaction - INFO - Epoch [50][280/470] lr: 7.298e-01, eta: 1 day, 0:35:37, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2846, top5_acc: 0.5352, loss_cls: 3.3467, loss: 3.3467, grad_norm: 0.8425 2020-08-17 06:17:14,137 - mmaction - INFO - Epoch [50][300/470] lr: 7.298e-01, eta: 1 day, 0:35:27, time: 1.021, data_time: 0.005, memory: 9444, top1_acc: 0.2859, top5_acc: 0.5295, loss_cls: 3.3537, loss: 3.3537, grad_norm: 0.8316 2020-08-17 06:17:32,858 - mmaction - INFO - Epoch [50][320/470] lr: 7.298e-01, eta: 1 day, 0:35:11, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5312, loss_cls: 3.3478, loss: 3.3478, grad_norm: 0.8404 2020-08-17 06:17:53,026 - mmaction - INFO - Epoch [50][340/470] lr: 7.298e-01, eta: 1 day, 0:35:01, time: 1.005, data_time: 0.006, memory: 9444, top1_acc: 0.2830, top5_acc: 0.5214, loss_cls: 3.3611, loss: 3.3611, grad_norm: 0.8226 2020-08-17 06:18:11,960 - mmaction - INFO - Epoch [50][360/470] lr: 7.298e-01, eta: 1 day, 0:34:45, time: 0.950, data_time: 0.007, memory: 9444, top1_acc: 0.2873, top5_acc: 0.5303, loss_cls: 3.3507, loss: 3.3507, grad_norm: 0.8215 2020-08-17 06:18:30,985 - mmaction - INFO - Epoch [50][380/470] lr: 7.298e-01, eta: 1 day, 0:34:30, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.2872, top5_acc: 0.5322, loss_cls: 3.3495, loss: 3.3495, grad_norm: 0.8455 2020-08-17 06:18:50,688 - mmaction - INFO - Epoch [50][400/470] lr: 7.298e-01, eta: 1 day, 0:34:18, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.2830, top5_acc: 0.5271, loss_cls: 3.3474, loss: 3.3474, grad_norm: 0.8542 2020-08-17 06:19:10,863 - mmaction - INFO - Epoch [50][420/470] lr: 7.298e-01, eta: 1 day, 0:34:08, time: 1.008, data_time: 0.002, memory: 9444, top1_acc: 0.2768, top5_acc: 0.5271, loss_cls: 3.3712, loss: 3.3712, grad_norm: 0.8318 2020-08-17 06:19:29,449 - mmaction - INFO - Epoch [50][440/470] lr: 7.298e-01, eta: 1 day, 0:33:51, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5349, loss_cls: 3.3356, loss: 3.3356, grad_norm: 0.8346 2020-08-17 06:19:49,243 - mmaction - INFO - Epoch [50][460/470] lr: 7.298e-01, eta: 1 day, 0:33:39, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2812, top5_acc: 0.5259, loss_cls: 3.3674, loss: 3.3674, grad_norm: 0.8374 2020-08-17 06:20:22,682 - mmaction - INFO - Epoch [51][20/470] lr: 7.270e-01, eta: 1 day, 0:32:58, time: 1.206, data_time: 0.380, memory: 9444, top1_acc: 0.2922, top5_acc: 0.5336, loss_cls: 3.3024, loss: 3.3024, grad_norm: 0.8450 2020-08-17 06:20:41,973 - mmaction - INFO - Epoch [51][40/470] lr: 7.270e-01, eta: 1 day, 0:32:44, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.2895, top5_acc: 0.5429, loss_cls: 3.2949, loss: 3.2949, grad_norm: 0.8444 2020-08-17 06:21:00,241 - mmaction - INFO - Epoch [51][60/470] lr: 7.270e-01, eta: 1 day, 0:32:26, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.2901, top5_acc: 0.5281, loss_cls: 3.3500, loss: 3.3500, grad_norm: 0.8349 2020-08-17 06:21:19,911 - mmaction - INFO - Epoch [51][80/470] lr: 7.270e-01, eta: 1 day, 0:32:13, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.2816, top5_acc: 0.5308, loss_cls: 3.3551, loss: 3.3551, grad_norm: 0.8449 2020-08-17 06:21:38,485 - mmaction - INFO - Epoch [51][100/470] lr: 7.270e-01, eta: 1 day, 0:31:56, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.2929, top5_acc: 0.5299, loss_cls: 3.3279, loss: 3.3279, grad_norm: 0.8292 2020-08-17 06:21:58,734 - mmaction - INFO - Epoch [51][120/470] lr: 7.270e-01, eta: 1 day, 0:31:46, time: 1.016, data_time: 0.007, memory: 9444, top1_acc: 0.2813, top5_acc: 0.5277, loss_cls: 3.3532, loss: 3.3532, grad_norm: 0.8388 2020-08-17 06:22:17,976 - mmaction - INFO - Epoch [51][140/470] lr: 7.270e-01, eta: 1 day, 0:31:32, time: 0.959, data_time: 0.007, memory: 9444, top1_acc: 0.2857, top5_acc: 0.5264, loss_cls: 3.3415, loss: 3.3415, grad_norm: 0.8440 2020-08-17 06:22:37,476 - mmaction - INFO - Epoch [51][160/470] lr: 7.270e-01, eta: 1 day, 0:31:19, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.2872, top5_acc: 0.5366, loss_cls: 3.3308, loss: 3.3308, grad_norm: 0.8627 2020-08-17 06:22:56,420 - mmaction - INFO - Epoch [51][180/470] lr: 7.270e-01, eta: 1 day, 0:31:03, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5301, loss_cls: 3.3348, loss: 3.3348, grad_norm: 0.8409 2020-08-17 06:23:16,117 - mmaction - INFO - Epoch [51][200/470] lr: 7.270e-01, eta: 1 day, 0:30:51, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.2859, top5_acc: 0.5298, loss_cls: 3.3312, loss: 3.3312, grad_norm: 0.8475 2020-08-17 06:23:35,025 - mmaction - INFO - Epoch [51][220/470] lr: 7.270e-01, eta: 1 day, 0:30:35, time: 0.946, data_time: 0.008, memory: 9444, top1_acc: 0.2815, top5_acc: 0.5273, loss_cls: 3.3830, loss: 3.3830, grad_norm: 0.8586 2020-08-17 06:23:54,119 - mmaction - INFO - Epoch [51][240/470] lr: 7.270e-01, eta: 1 day, 0:30:20, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.2723, top5_acc: 0.5199, loss_cls: 3.4081, loss: 3.4081, grad_norm: 0.8378 2020-08-17 06:24:13,198 - mmaction - INFO - Epoch [51][260/470] lr: 7.270e-01, eta: 1 day, 0:30:05, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5292, loss_cls: 3.3525, loss: 3.3525, grad_norm: 0.8197 2020-08-17 06:24:33,372 - mmaction - INFO - Epoch [51][280/470] lr: 7.270e-01, eta: 1 day, 0:29:55, time: 1.011, data_time: 0.005, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5375, loss_cls: 3.3195, loss: 3.3195, grad_norm: 0.8444 2020-08-17 06:24:52,248 - mmaction - INFO - Epoch [51][300/470] lr: 7.270e-01, eta: 1 day, 0:29:39, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2822, top5_acc: 0.5266, loss_cls: 3.3654, loss: 3.3654, grad_norm: 0.8394 2020-08-17 06:25:11,734 - mmaction - INFO - Epoch [51][320/470] lr: 7.270e-01, eta: 1 day, 0:29:26, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.2801, top5_acc: 0.5261, loss_cls: 3.3477, loss: 3.3477, grad_norm: 0.8367 2020-08-17 06:25:31,144 - mmaction - INFO - Epoch [51][340/470] lr: 7.270e-01, eta: 1 day, 0:29:12, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.2933, top5_acc: 0.5436, loss_cls: 3.2940, loss: 3.2940, grad_norm: 0.8390 2020-08-17 06:25:50,147 - mmaction - INFO - Epoch [51][360/470] lr: 7.270e-01, eta: 1 day, 0:28:57, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2840, top5_acc: 0.5308, loss_cls: 3.3381, loss: 3.3381, grad_norm: 0.8463 2020-08-17 06:26:09,960 - mmaction - INFO - Epoch [51][380/470] lr: 7.270e-01, eta: 1 day, 0:28:44, time: 0.988, data_time: 0.004, memory: 9444, top1_acc: 0.2857, top5_acc: 0.5263, loss_cls: 3.3534, loss: 3.3534, grad_norm: 0.8368 2020-08-17 06:26:29,221 - mmaction - INFO - Epoch [51][400/470] lr: 7.270e-01, eta: 1 day, 0:28:30, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.2801, top5_acc: 0.5207, loss_cls: 3.3817, loss: 3.3817, grad_norm: 0.8251 2020-08-17 06:26:48,622 - mmaction - INFO - Epoch [51][420/470] lr: 7.270e-01, eta: 1 day, 0:28:16, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.2860, top5_acc: 0.5341, loss_cls: 3.3343, loss: 3.3343, grad_norm: 0.8436 2020-08-17 06:27:07,373 - mmaction - INFO - Epoch [51][440/470] lr: 7.270e-01, eta: 1 day, 0:28:00, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5290, loss_cls: 3.3639, loss: 3.3639, grad_norm: 0.8430 2020-08-17 06:27:27,497 - mmaction - INFO - Epoch [51][460/470] lr: 7.270e-01, eta: 1 day, 0:27:49, time: 1.005, data_time: 0.005, memory: 9444, top1_acc: 0.2822, top5_acc: 0.5282, loss_cls: 3.3423, loss: 3.3423, grad_norm: 0.8306 2020-08-17 06:27:59,286 - mmaction - INFO - Epoch [52][20/470] lr: 7.242e-01, eta: 1 day, 0:27:05, time: 1.161, data_time: 0.376, memory: 9444, top1_acc: 0.2779, top5_acc: 0.5216, loss_cls: 3.3543, loss: 3.3543, grad_norm: 0.8415 2020-08-17 06:28:18,622 - mmaction - INFO - Epoch [52][40/470] lr: 7.242e-01, eta: 1 day, 0:26:51, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5256, loss_cls: 3.3547, loss: 3.3547, grad_norm: 0.8306 2020-08-17 06:28:38,083 - mmaction - INFO - Epoch [52][60/470] lr: 7.242e-01, eta: 1 day, 0:26:37, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.2930, top5_acc: 0.5341, loss_cls: 3.3100, loss: 3.3100, grad_norm: 0.8502 2020-08-17 06:28:56,950 - mmaction - INFO - Epoch [52][80/470] lr: 7.242e-01, eta: 1 day, 0:26:21, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2797, top5_acc: 0.5327, loss_cls: 3.3386, loss: 3.3386, grad_norm: 0.8412 2020-08-17 06:29:16,099 - mmaction - INFO - Epoch [52][100/470] lr: 7.242e-01, eta: 1 day, 0:26:07, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2812, top5_acc: 0.5278, loss_cls: 3.3651, loss: 3.3651, grad_norm: 0.8300 2020-08-17 06:29:35,419 - mmaction - INFO - Epoch [52][120/470] lr: 7.242e-01, eta: 1 day, 0:25:53, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2858, top5_acc: 0.5324, loss_cls: 3.3483, loss: 3.3483, grad_norm: 0.8295 2020-08-17 06:29:55,370 - mmaction - INFO - Epoch [52][140/470] lr: 7.242e-01, eta: 1 day, 0:25:41, time: 0.994, data_time: 0.006, memory: 9444, top1_acc: 0.2815, top5_acc: 0.5325, loss_cls: 3.3340, loss: 3.3340, grad_norm: 0.8405 2020-08-17 06:30:14,369 - mmaction - INFO - Epoch [52][160/470] lr: 7.242e-01, eta: 1 day, 0:25:26, time: 0.953, data_time: 0.007, memory: 9444, top1_acc: 0.2922, top5_acc: 0.5312, loss_cls: 3.3411, loss: 3.3411, grad_norm: 0.8454 2020-08-17 06:30:33,796 - mmaction - INFO - Epoch [52][180/470] lr: 7.242e-01, eta: 1 day, 0:25:12, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.2810, top5_acc: 0.5334, loss_cls: 3.3143, loss: 3.3143, grad_norm: 0.8430 2020-08-17 06:30:52,579 - mmaction - INFO - Epoch [52][200/470] lr: 7.242e-01, eta: 1 day, 0:24:56, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2802, top5_acc: 0.5341, loss_cls: 3.3414, loss: 3.3414, grad_norm: 0.8449 2020-08-17 06:31:12,386 - mmaction - INFO - Epoch [52][220/470] lr: 7.242e-01, eta: 1 day, 0:24:43, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.2817, top5_acc: 0.5336, loss_cls: 3.3183, loss: 3.3183, grad_norm: 0.8388 2020-08-17 06:31:31,829 - mmaction - INFO - Epoch [52][240/470] lr: 7.242e-01, eta: 1 day, 0:24:30, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.2796, top5_acc: 0.5265, loss_cls: 3.3584, loss: 3.3584, grad_norm: 0.8511 2020-08-17 06:31:50,859 - mmaction - INFO - Epoch [52][260/470] lr: 7.242e-01, eta: 1 day, 0:24:14, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2760, top5_acc: 0.5281, loss_cls: 3.3643, loss: 3.3643, grad_norm: 0.8467 2020-08-17 06:32:11,075 - mmaction - INFO - Epoch [52][280/470] lr: 7.242e-01, eta: 1 day, 0:24:04, time: 1.013, data_time: 0.006, memory: 9444, top1_acc: 0.2903, top5_acc: 0.5266, loss_cls: 3.3572, loss: 3.3572, grad_norm: 0.8395 2020-08-17 06:32:30,389 - mmaction - INFO - Epoch [52][300/470] lr: 7.242e-01, eta: 1 day, 0:23:49, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.2811, top5_acc: 0.5321, loss_cls: 3.3365, loss: 3.3365, grad_norm: 0.8485 2020-08-17 06:32:49,235 - mmaction - INFO - Epoch [52][320/470] lr: 7.242e-01, eta: 1 day, 0:23:33, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5350, loss_cls: 3.3240, loss: 3.3240, grad_norm: 0.8365 2020-08-17 06:33:08,425 - mmaction - INFO - Epoch [52][340/470] lr: 7.242e-01, eta: 1 day, 0:23:19, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5290, loss_cls: 3.3677, loss: 3.3677, grad_norm: 0.8441 2020-08-17 06:33:27,910 - mmaction - INFO - Epoch [52][360/470] lr: 7.242e-01, eta: 1 day, 0:23:05, time: 0.972, data_time: 0.004, memory: 9444, top1_acc: 0.2873, top5_acc: 0.5343, loss_cls: 3.3182, loss: 3.3182, grad_norm: 0.8492 2020-08-17 06:33:47,499 - mmaction - INFO - Epoch [52][380/470] lr: 7.242e-01, eta: 1 day, 0:22:52, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.2808, top5_acc: 0.5217, loss_cls: 3.3796, loss: 3.3796, grad_norm: 0.8442 2020-08-17 06:34:06,891 - mmaction - INFO - Epoch [52][400/470] lr: 7.242e-01, eta: 1 day, 0:22:38, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2855, top5_acc: 0.5396, loss_cls: 3.3070, loss: 3.3070, grad_norm: 0.8416 2020-08-17 06:34:25,404 - mmaction - INFO - Epoch [52][420/470] lr: 7.242e-01, eta: 1 day, 0:22:20, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5274, loss_cls: 3.3538, loss: 3.3538, grad_norm: 0.8549 2020-08-17 06:34:45,222 - mmaction - INFO - Epoch [52][440/470] lr: 7.242e-01, eta: 1 day, 0:22:08, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.2803, top5_acc: 0.5237, loss_cls: 3.3844, loss: 3.3844, grad_norm: 0.8345 2020-08-17 06:35:05,726 - mmaction - INFO - Epoch [52][460/470] lr: 7.242e-01, eta: 1 day, 0:21:59, time: 1.027, data_time: 0.005, memory: 9444, top1_acc: 0.2787, top5_acc: 0.5189, loss_cls: 3.3911, loss: 3.3911, grad_norm: 0.8566 2020-08-17 06:35:14,619 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-08-17 06:35:38,214 - mmaction - INFO - Epoch [53][20/470] lr: 7.213e-01, eta: 1 day, 0:21:14, time: 1.154, data_time: 0.372, memory: 9444, top1_acc: 0.2910, top5_acc: 0.5372, loss_cls: 3.3296, loss: 3.3296, grad_norm: 0.8368 2020-08-17 06:35:56,780 - mmaction - INFO - Epoch [53][40/470] lr: 7.213e-01, eta: 1 day, 0:20:57, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.2826, top5_acc: 0.5390, loss_cls: 3.3053, loss: 3.3053, grad_norm: 0.8563 2020-08-17 06:36:16,378 - mmaction - INFO - Epoch [53][60/470] lr: 7.213e-01, eta: 1 day, 0:20:43, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2848, top5_acc: 0.5244, loss_cls: 3.3391, loss: 3.3391, grad_norm: 0.8342 2020-08-17 06:36:35,216 - mmaction - INFO - Epoch [53][80/470] lr: 7.213e-01, eta: 1 day, 0:20:27, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5385, loss_cls: 3.3233, loss: 3.3233, grad_norm: 0.8469 2020-08-17 06:36:54,303 - mmaction - INFO - Epoch [53][100/470] lr: 7.213e-01, eta: 1 day, 0:20:12, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2853, top5_acc: 0.5258, loss_cls: 3.3548, loss: 3.3548, grad_norm: 0.8475 2020-08-17 06:37:14,729 - mmaction - INFO - Epoch [53][120/470] lr: 7.213e-01, eta: 1 day, 0:20:02, time: 1.023, data_time: 0.006, memory: 9444, top1_acc: 0.2859, top5_acc: 0.5338, loss_cls: 3.3072, loss: 3.3072, grad_norm: 0.8415 2020-08-17 06:37:33,789 - mmaction - INFO - Epoch [53][140/470] lr: 7.213e-01, eta: 1 day, 0:19:47, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.2913, top5_acc: 0.5340, loss_cls: 3.3049, loss: 3.3049, grad_norm: 0.8526 2020-08-17 06:37:53,302 - mmaction - INFO - Epoch [53][160/470] lr: 7.213e-01, eta: 1 day, 0:19:33, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2920, top5_acc: 0.5376, loss_cls: 3.3161, loss: 3.3161, grad_norm: 0.8368 2020-08-17 06:38:12,891 - mmaction - INFO - Epoch [53][180/470] lr: 7.213e-01, eta: 1 day, 0:19:20, time: 0.978, data_time: 0.004, memory: 9444, top1_acc: 0.2900, top5_acc: 0.5329, loss_cls: 3.3190, loss: 3.3190, grad_norm: 0.8428 2020-08-17 06:38:31,586 - mmaction - INFO - Epoch [53][200/470] lr: 7.213e-01, eta: 1 day, 0:19:03, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2978, top5_acc: 0.5418, loss_cls: 3.3156, loss: 3.3156, grad_norm: 0.8499 2020-08-17 06:38:50,998 - mmaction - INFO - Epoch [53][220/470] lr: 7.213e-01, eta: 1 day, 0:18:49, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.2917, top5_acc: 0.5365, loss_cls: 3.2950, loss: 3.2950, grad_norm: 0.8508 2020-08-17 06:39:09,420 - mmaction - INFO - Epoch [53][240/470] lr: 7.213e-01, eta: 1 day, 0:18:32, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.2754, top5_acc: 0.5215, loss_cls: 3.3855, loss: 3.3855, grad_norm: 0.8478 2020-08-17 06:39:28,583 - mmaction - INFO - Epoch [53][260/470] lr: 7.213e-01, eta: 1 day, 0:18:16, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2783, top5_acc: 0.5250, loss_cls: 3.3749, loss: 3.3749, grad_norm: 0.8405 2020-08-17 06:39:48,326 - mmaction - INFO - Epoch [53][280/470] lr: 7.213e-01, eta: 1 day, 0:18:04, time: 0.989, data_time: 0.006, memory: 9444, top1_acc: 0.2812, top5_acc: 0.5265, loss_cls: 3.3754, loss: 3.3754, grad_norm: 0.8313 2020-08-17 06:40:07,635 - mmaction - INFO - Epoch [53][300/470] lr: 7.213e-01, eta: 1 day, 0:17:49, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5391, loss_cls: 3.3203, loss: 3.3203, grad_norm: 0.8277 2020-08-17 06:40:26,399 - mmaction - INFO - Epoch [53][320/470] lr: 7.213e-01, eta: 1 day, 0:17:33, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.2908, top5_acc: 0.5336, loss_cls: 3.3245, loss: 3.3245, grad_norm: 0.8417 2020-08-17 06:40:45,816 - mmaction - INFO - Epoch [53][340/470] lr: 7.213e-01, eta: 1 day, 0:17:19, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.2948, top5_acc: 0.5382, loss_cls: 3.2999, loss: 3.2999, grad_norm: 0.8494 2020-08-17 06:41:04,657 - mmaction - INFO - Epoch [53][360/470] lr: 7.213e-01, eta: 1 day, 0:17:03, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2720, top5_acc: 0.5229, loss_cls: 3.3736, loss: 3.3736, grad_norm: 0.8393 2020-08-17 06:41:23,828 - mmaction - INFO - Epoch [53][380/470] lr: 7.213e-01, eta: 1 day, 0:16:48, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2840, top5_acc: 0.5330, loss_cls: 3.3295, loss: 3.3295, grad_norm: 0.8333 2020-08-17 06:41:43,246 - mmaction - INFO - Epoch [53][400/470] lr: 7.213e-01, eta: 1 day, 0:16:34, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.2789, top5_acc: 0.5258, loss_cls: 3.3676, loss: 3.3676, grad_norm: 0.8496 2020-08-17 06:42:03,333 - mmaction - INFO - Epoch [53][420/470] lr: 7.213e-01, eta: 1 day, 0:16:22, time: 1.005, data_time: 0.002, memory: 9444, top1_acc: 0.2843, top5_acc: 0.5259, loss_cls: 3.3694, loss: 3.3694, grad_norm: 0.8320 2020-08-17 06:42:22,681 - mmaction - INFO - Epoch [53][440/470] lr: 7.213e-01, eta: 1 day, 0:16:08, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2908, top5_acc: 0.5362, loss_cls: 3.3188, loss: 3.3188, grad_norm: 0.8359 2020-08-17 06:42:42,036 - mmaction - INFO - Epoch [53][460/470] lr: 7.213e-01, eta: 1 day, 0:15:54, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.2792, top5_acc: 0.5265, loss_cls: 3.3611, loss: 3.3611, grad_norm: 0.8228 2020-08-17 06:43:15,140 - mmaction - INFO - Epoch [54][20/470] lr: 7.183e-01, eta: 1 day, 0:15:11, time: 1.176, data_time: 0.376, memory: 9444, top1_acc: 0.2831, top5_acc: 0.5340, loss_cls: 3.3283, loss: 3.3283, grad_norm: 0.8414 2020-08-17 06:43:34,396 - mmaction - INFO - Epoch [54][40/470] lr: 7.183e-01, eta: 1 day, 0:14:56, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.2913, top5_acc: 0.5429, loss_cls: 3.3018, loss: 3.3018, grad_norm: 0.8318 2020-08-17 06:43:53,458 - mmaction - INFO - Epoch [54][60/470] lr: 7.183e-01, eta: 1 day, 0:14:41, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.2890, top5_acc: 0.5281, loss_cls: 3.3101, loss: 3.3101, grad_norm: 0.8492 2020-08-17 06:44:12,874 - mmaction - INFO - Epoch [54][80/470] lr: 7.183e-01, eta: 1 day, 0:14:27, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.2883, top5_acc: 0.5353, loss_cls: 3.3072, loss: 3.3072, grad_norm: 0.8592 2020-08-17 06:44:31,562 - mmaction - INFO - Epoch [54][100/470] lr: 7.183e-01, eta: 1 day, 0:14:10, time: 0.934, data_time: 0.002, memory: 9444, top1_acc: 0.2900, top5_acc: 0.5323, loss_cls: 3.3248, loss: 3.3248, grad_norm: 0.8459 2020-08-17 06:44:50,987 - mmaction - INFO - Epoch [54][120/470] lr: 7.183e-01, eta: 1 day, 0:13:56, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.2898, top5_acc: 0.5396, loss_cls: 3.3020, loss: 3.3020, grad_norm: 0.8526 2020-08-17 06:45:10,565 - mmaction - INFO - Epoch [54][140/470] lr: 7.183e-01, eta: 1 day, 0:13:42, time: 0.979, data_time: 0.004, memory: 9444, top1_acc: 0.2942, top5_acc: 0.5339, loss_cls: 3.3082, loss: 3.3082, grad_norm: 0.8474 2020-08-17 06:45:29,543 - mmaction - INFO - Epoch [54][160/470] lr: 7.183e-01, eta: 1 day, 0:13:27, time: 0.949, data_time: 0.002, memory: 9444, top1_acc: 0.2871, top5_acc: 0.5359, loss_cls: 3.3265, loss: 3.3265, grad_norm: 0.8553 2020-08-17 06:45:49,124 - mmaction - INFO - Epoch [54][180/470] lr: 7.183e-01, eta: 1 day, 0:13:13, time: 0.978, data_time: 0.004, memory: 9444, top1_acc: 0.2831, top5_acc: 0.5301, loss_cls: 3.3373, loss: 3.3373, grad_norm: 0.8338 2020-08-17 06:46:08,394 - mmaction - INFO - Epoch [54][200/470] lr: 7.183e-01, eta: 1 day, 0:12:58, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2954, top5_acc: 0.5395, loss_cls: 3.2714, loss: 3.2714, grad_norm: 0.8608 2020-08-17 06:46:27,338 - mmaction - INFO - Epoch [54][220/470] lr: 7.183e-01, eta: 1 day, 0:12:42, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.2776, top5_acc: 0.5238, loss_cls: 3.3789, loss: 3.3789, grad_norm: 0.8367 2020-08-17 06:46:47,583 - mmaction - INFO - Epoch [54][240/470] lr: 7.183e-01, eta: 1 day, 0:12:31, time: 1.014, data_time: 0.005, memory: 9444, top1_acc: 0.2842, top5_acc: 0.5260, loss_cls: 3.3567, loss: 3.3567, grad_norm: 0.8553 2020-08-17 06:47:06,464 - mmaction - INFO - Epoch [54][260/470] lr: 7.183e-01, eta: 1 day, 0:12:15, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2845, top5_acc: 0.5292, loss_cls: 3.3429, loss: 3.3429, grad_norm: 0.8383 2020-08-17 06:47:25,712 - mmaction - INFO - Epoch [54][280/470] lr: 7.183e-01, eta: 1 day, 0:12:01, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2845, top5_acc: 0.5312, loss_cls: 3.3482, loss: 3.3482, grad_norm: 0.8425 2020-08-17 06:47:44,897 - mmaction - INFO - Epoch [54][300/470] lr: 7.183e-01, eta: 1 day, 0:11:45, time: 0.958, data_time: 0.004, memory: 9444, top1_acc: 0.2821, top5_acc: 0.5251, loss_cls: 3.3687, loss: 3.3687, grad_norm: 0.8561 2020-08-17 06:48:04,213 - mmaction - INFO - Epoch [54][320/470] lr: 7.183e-01, eta: 1 day, 0:11:31, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2924, top5_acc: 0.5336, loss_cls: 3.3180, loss: 3.3180, grad_norm: 0.8600 2020-08-17 06:48:23,589 - mmaction - INFO - Epoch [54][340/470] lr: 7.183e-01, eta: 1 day, 0:11:16, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5326, loss_cls: 3.3483, loss: 3.3483, grad_norm: 0.8375 2020-08-17 06:48:43,569 - mmaction - INFO - Epoch [54][360/470] lr: 7.183e-01, eta: 1 day, 0:11:05, time: 1.000, data_time: 0.005, memory: 9444, top1_acc: 0.2771, top5_acc: 0.5266, loss_cls: 3.3467, loss: 3.3467, grad_norm: 0.8513 2020-08-17 06:49:02,715 - mmaction - INFO - Epoch [54][380/470] lr: 7.183e-01, eta: 1 day, 0:10:49, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2805, top5_acc: 0.5327, loss_cls: 3.3397, loss: 3.3397, grad_norm: 0.8574 2020-08-17 06:49:22,571 - mmaction - INFO - Epoch [54][400/470] lr: 7.183e-01, eta: 1 day, 0:10:37, time: 0.994, data_time: 0.005, memory: 9444, top1_acc: 0.2904, top5_acc: 0.5341, loss_cls: 3.3229, loss: 3.3229, grad_norm: 0.8367 2020-08-17 06:49:41,327 - mmaction - INFO - Epoch [54][420/470] lr: 7.183e-01, eta: 1 day, 0:10:20, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.2843, top5_acc: 0.5348, loss_cls: 3.3347, loss: 3.3347, grad_norm: 0.8452 2020-08-17 06:50:01,158 - mmaction - INFO - Epoch [54][440/470] lr: 7.183e-01, eta: 1 day, 0:10:07, time: 0.993, data_time: 0.005, memory: 9444, top1_acc: 0.2861, top5_acc: 0.5349, loss_cls: 3.3304, loss: 3.3304, grad_norm: 0.8294 2020-08-17 06:50:20,210 - mmaction - INFO - Epoch [54][460/470] lr: 7.183e-01, eta: 1 day, 0:09:52, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5403, loss_cls: 3.3127, loss: 3.3127, grad_norm: 0.8373 2020-08-17 06:50:53,648 - mmaction - INFO - Epoch [55][20/470] lr: 7.153e-01, eta: 1 day, 0:09:10, time: 1.186, data_time: 0.365, memory: 9444, top1_acc: 0.2904, top5_acc: 0.5348, loss_cls: 3.3139, loss: 3.3139, grad_norm: 0.8431 2020-08-17 06:51:11,716 - mmaction - INFO - Epoch [55][40/470] lr: 7.153e-01, eta: 1 day, 0:08:51, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5356, loss_cls: 3.3501, loss: 3.3501, grad_norm: 0.8493 2020-08-17 06:51:31,537 - mmaction - INFO - Epoch [55][60/470] lr: 7.153e-01, eta: 1 day, 0:08:38, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.2831, top5_acc: 0.5350, loss_cls: 3.3320, loss: 3.3320, grad_norm: 0.8565 2020-08-17 06:51:50,478 - mmaction - INFO - Epoch [55][80/470] lr: 7.153e-01, eta: 1 day, 0:08:22, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2911, top5_acc: 0.5401, loss_cls: 3.2950, loss: 3.2950, grad_norm: 0.8440 2020-08-17 06:52:09,541 - mmaction - INFO - Epoch [55][100/470] lr: 7.153e-01, eta: 1 day, 0:08:07, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2809, top5_acc: 0.5250, loss_cls: 3.3639, loss: 3.3639, grad_norm: 0.8487 2020-08-17 06:52:29,728 - mmaction - INFO - Epoch [55][120/470] lr: 7.153e-01, eta: 1 day, 0:07:55, time: 1.011, data_time: 0.005, memory: 9444, top1_acc: 0.2909, top5_acc: 0.5356, loss_cls: 3.3062, loss: 3.3062, grad_norm: 0.8491 2020-08-17 06:52:48,519 - mmaction - INFO - Epoch [55][140/470] lr: 7.153e-01, eta: 1 day, 0:07:39, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.2825, top5_acc: 0.5289, loss_cls: 3.3294, loss: 3.3294, grad_norm: 0.8476 2020-08-17 06:53:07,276 - mmaction - INFO - Epoch [55][160/470] lr: 7.153e-01, eta: 1 day, 0:07:22, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5280, loss_cls: 3.3399, loss: 3.3399, grad_norm: 0.8425 2020-08-17 06:53:26,748 - mmaction - INFO - Epoch [55][180/470] lr: 7.153e-01, eta: 1 day, 0:07:08, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5273, loss_cls: 3.3530, loss: 3.3530, grad_norm: 0.8477 2020-08-17 06:53:46,390 - mmaction - INFO - Epoch [55][200/470] lr: 7.153e-01, eta: 1 day, 0:06:54, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.2794, top5_acc: 0.5302, loss_cls: 3.3458, loss: 3.3458, grad_norm: 0.8456 2020-08-17 06:54:06,447 - mmaction - INFO - Epoch [55][220/470] lr: 7.153e-01, eta: 1 day, 0:06:42, time: 1.002, data_time: 0.005, memory: 9444, top1_acc: 0.2811, top5_acc: 0.5340, loss_cls: 3.3428, loss: 3.3428, grad_norm: 0.8585 2020-08-17 06:54:25,212 - mmaction - INFO - Epoch [55][240/470] lr: 7.153e-01, eta: 1 day, 0:06:26, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2847, top5_acc: 0.5314, loss_cls: 3.3302, loss: 3.3302, grad_norm: 0.8432 2020-08-17 06:54:44,318 - mmaction - INFO - Epoch [55][260/470] lr: 7.153e-01, eta: 1 day, 0:06:10, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.2955, top5_acc: 0.5467, loss_cls: 3.2834, loss: 3.2834, grad_norm: 0.8372 2020-08-17 06:55:04,279 - mmaction - INFO - Epoch [55][280/470] lr: 7.153e-01, eta: 1 day, 0:05:58, time: 1.000, data_time: 0.005, memory: 9444, top1_acc: 0.2967, top5_acc: 0.5377, loss_cls: 3.2983, loss: 3.2983, grad_norm: 0.8415 2020-08-17 06:55:23,562 - mmaction - INFO - Epoch [55][300/470] lr: 7.153e-01, eta: 1 day, 0:05:43, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.2923, top5_acc: 0.5437, loss_cls: 3.2773, loss: 3.2773, grad_norm: 0.8574 2020-08-17 06:55:42,559 - mmaction - INFO - Epoch [55][320/470] lr: 7.153e-01, eta: 1 day, 0:05:27, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2755, top5_acc: 0.5189, loss_cls: 3.3869, loss: 3.3869, grad_norm: 0.8450 2020-08-17 06:56:01,695 - mmaction - INFO - Epoch [55][340/470] lr: 7.153e-01, eta: 1 day, 0:05:12, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5356, loss_cls: 3.3288, loss: 3.3288, grad_norm: 0.8310 2020-08-17 06:56:20,932 - mmaction - INFO - Epoch [55][360/470] lr: 7.153e-01, eta: 1 day, 0:04:57, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2899, top5_acc: 0.5308, loss_cls: 3.3358, loss: 3.3358, grad_norm: 0.8551 2020-08-17 06:56:40,367 - mmaction - INFO - Epoch [55][380/470] lr: 7.153e-01, eta: 1 day, 0:04:43, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5360, loss_cls: 3.3203, loss: 3.3203, grad_norm: 0.8508 2020-08-17 06:56:59,004 - mmaction - INFO - Epoch [55][400/470] lr: 7.153e-01, eta: 1 day, 0:04:25, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.2898, top5_acc: 0.5379, loss_cls: 3.3176, loss: 3.3176, grad_norm: 0.8437 2020-08-17 06:57:17,765 - mmaction - INFO - Epoch [55][420/470] lr: 7.153e-01, eta: 1 day, 0:04:09, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.2882, top5_acc: 0.5304, loss_cls: 3.3341, loss: 3.3341, grad_norm: 0.8497 2020-08-17 06:57:36,875 - mmaction - INFO - Epoch [55][440/470] lr: 7.153e-01, eta: 1 day, 0:03:53, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.2834, top5_acc: 0.5285, loss_cls: 3.3417, loss: 3.3417, grad_norm: 0.8472 2020-08-17 06:57:56,075 - mmaction - INFO - Epoch [55][460/470] lr: 7.153e-01, eta: 1 day, 0:03:38, time: 0.961, data_time: 0.004, memory: 9444, top1_acc: 0.2865, top5_acc: 0.5395, loss_cls: 3.3137, loss: 3.3137, grad_norm: 0.8405 2020-08-17 06:58:29,887 - mmaction - INFO - Epoch [56][20/470] lr: 7.123e-01, eta: 1 day, 0:02:58, time: 1.211, data_time: 0.408, memory: 9444, top1_acc: 0.2884, top5_acc: 0.5280, loss_cls: 3.3336, loss: 3.3336, grad_norm: 0.8550 2020-08-17 06:58:48,586 - mmaction - INFO - Epoch [56][40/470] lr: 7.123e-01, eta: 1 day, 0:02:42, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.2904, top5_acc: 0.5370, loss_cls: 3.3148, loss: 3.3148, grad_norm: 0.8514 2020-08-17 06:59:07,405 - mmaction - INFO - Epoch [56][60/470] lr: 7.123e-01, eta: 1 day, 0:02:25, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.2963, top5_acc: 0.5425, loss_cls: 3.2920, loss: 3.2920, grad_norm: 0.8430 2020-08-17 06:59:26,631 - mmaction - INFO - Epoch [56][80/470] lr: 7.123e-01, eta: 1 day, 0:02:10, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2919, top5_acc: 0.5383, loss_cls: 3.3101, loss: 3.3101, grad_norm: 0.8524 2020-08-17 06:59:45,462 - mmaction - INFO - Epoch [56][100/470] lr: 7.123e-01, eta: 1 day, 0:01:53, time: 0.944, data_time: 0.007, memory: 9444, top1_acc: 0.2883, top5_acc: 0.5326, loss_cls: 3.3271, loss: 3.3271, grad_norm: 0.8635 2020-08-17 07:00:06,538 - mmaction - INFO - Epoch [56][120/470] lr: 7.123e-01, eta: 1 day, 0:01:45, time: 1.052, data_time: 0.005, memory: 9444, top1_acc: 0.2843, top5_acc: 0.5290, loss_cls: 3.3590, loss: 3.3590, grad_norm: 0.8519 2020-08-17 07:00:24,637 - mmaction - INFO - Epoch [56][140/470] lr: 7.123e-01, eta: 1 day, 0:01:26, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.2912, top5_acc: 0.5327, loss_cls: 3.3119, loss: 3.3119, grad_norm: 0.8366 2020-08-17 07:00:44,597 - mmaction - INFO - Epoch [56][160/470] lr: 7.123e-01, eta: 1 day, 0:01:13, time: 0.996, data_time: 0.006, memory: 9444, top1_acc: 0.2893, top5_acc: 0.5424, loss_cls: 3.2902, loss: 3.2902, grad_norm: 0.8434 2020-08-17 07:01:03,383 - mmaction - INFO - Epoch [56][180/470] lr: 7.123e-01, eta: 1 day, 0:00:57, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.2869, top5_acc: 0.5339, loss_cls: 3.3161, loss: 3.3161, grad_norm: 0.8514 2020-08-17 07:01:22,321 - mmaction - INFO - Epoch [56][200/470] lr: 7.123e-01, eta: 1 day, 0:00:40, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5229, loss_cls: 3.3791, loss: 3.3791, grad_norm: 0.8559 2020-08-17 07:01:41,518 - mmaction - INFO - Epoch [56][220/470] lr: 7.123e-01, eta: 1 day, 0:00:25, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2762, top5_acc: 0.5256, loss_cls: 3.3623, loss: 3.3623, grad_norm: 0.8488 2020-08-17 07:02:01,096 - mmaction - INFO - Epoch [56][240/470] lr: 7.123e-01, eta: 1 day, 0:00:11, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5360, loss_cls: 3.3107, loss: 3.3107, grad_norm: 0.8474 2020-08-17 07:02:19,945 - mmaction - INFO - Epoch [56][260/470] lr: 7.123e-01, eta: 23:59:55, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.2816, top5_acc: 0.5357, loss_cls: 3.3297, loss: 3.3297, grad_norm: 0.8501 2020-08-17 07:02:38,982 - mmaction - INFO - Epoch [56][280/470] lr: 7.123e-01, eta: 23:59:39, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5352, loss_cls: 3.3143, loss: 3.3143, grad_norm: 0.8528 2020-08-17 07:02:58,619 - mmaction - INFO - Epoch [56][300/470] lr: 7.123e-01, eta: 23:59:25, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.2917, top5_acc: 0.5342, loss_cls: 3.3290, loss: 3.3290, grad_norm: 0.8491 2020-08-17 07:03:17,202 - mmaction - INFO - Epoch [56][320/470] lr: 7.123e-01, eta: 23:59:08, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2875, top5_acc: 0.5355, loss_cls: 3.3131, loss: 3.3131, grad_norm: 0.8402 2020-08-17 07:03:36,112 - mmaction - INFO - Epoch [56][340/470] lr: 7.123e-01, eta: 23:58:51, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2856, top5_acc: 0.5321, loss_cls: 3.3375, loss: 3.3375, grad_norm: 0.8546 2020-08-17 07:03:55,628 - mmaction - INFO - Epoch [56][360/470] lr: 7.123e-01, eta: 23:58:37, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2790, top5_acc: 0.5233, loss_cls: 3.3777, loss: 3.3777, grad_norm: 0.8433 2020-08-17 07:04:14,591 - mmaction - INFO - Epoch [56][380/470] lr: 7.123e-01, eta: 23:58:21, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5431, loss_cls: 3.2870, loss: 3.2870, grad_norm: 0.8395 2020-08-17 07:04:33,914 - mmaction - INFO - Epoch [56][400/470] lr: 7.123e-01, eta: 23:58:06, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2922, top5_acc: 0.5304, loss_cls: 3.3412, loss: 3.3412, grad_norm: 0.8595 2020-08-17 07:04:53,120 - mmaction - INFO - Epoch [56][420/470] lr: 7.123e-01, eta: 23:57:51, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2832, top5_acc: 0.5338, loss_cls: 3.3206, loss: 3.3206, grad_norm: 0.8479 2020-08-17 07:05:12,323 - mmaction - INFO - Epoch [56][440/470] lr: 7.123e-01, eta: 23:57:36, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2899, top5_acc: 0.5381, loss_cls: 3.3113, loss: 3.3113, grad_norm: 0.8416 2020-08-17 07:05:31,801 - mmaction - INFO - Epoch [56][460/470] lr: 7.123e-01, eta: 23:57:21, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.2865, top5_acc: 0.5380, loss_cls: 3.3341, loss: 3.3341, grad_norm: 0.8622 2020-08-17 07:05:41,538 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-08-17 07:06:05,521 - mmaction - INFO - Epoch [57][20/470] lr: 7.092e-01, eta: 23:56:34, time: 1.102, data_time: 0.365, memory: 9444, top1_acc: 0.2886, top5_acc: 0.5366, loss_cls: 3.3267, loss: 3.3267, grad_norm: 0.8653 2020-08-17 07:06:24,478 - mmaction - INFO - Epoch [57][40/470] lr: 7.092e-01, eta: 23:56:18, time: 0.948, data_time: 0.002, memory: 9444, top1_acc: 0.2902, top5_acc: 0.5436, loss_cls: 3.2964, loss: 3.2964, grad_norm: 0.8465 2020-08-17 07:06:44,076 - mmaction - INFO - Epoch [57][60/470] lr: 7.092e-01, eta: 23:56:04, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5411, loss_cls: 3.2870, loss: 3.2870, grad_norm: 0.8527 2020-08-17 07:07:03,157 - mmaction - INFO - Epoch [57][80/470] lr: 7.092e-01, eta: 23:55:49, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5372, loss_cls: 3.2870, loss: 3.2870, grad_norm: 0.8464 2020-08-17 07:07:21,527 - mmaction - INFO - Epoch [57][100/470] lr: 7.092e-01, eta: 23:55:30, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.2886, top5_acc: 0.5358, loss_cls: 3.3160, loss: 3.3160, grad_norm: 0.8498 2020-08-17 07:07:40,933 - mmaction - INFO - Epoch [57][120/470] lr: 7.092e-01, eta: 23:55:16, time: 0.973, data_time: 0.007, memory: 9444, top1_acc: 0.2883, top5_acc: 0.5361, loss_cls: 3.3328, loss: 3.3328, grad_norm: 0.8485 2020-08-17 07:07:59,762 - mmaction - INFO - Epoch [57][140/470] lr: 7.092e-01, eta: 23:54:59, time: 0.940, data_time: 0.004, memory: 9444, top1_acc: 0.2857, top5_acc: 0.5376, loss_cls: 3.3286, loss: 3.3286, grad_norm: 0.8519 2020-08-17 07:08:18,694 - mmaction - INFO - Epoch [57][160/470] lr: 7.092e-01, eta: 23:54:43, time: 0.948, data_time: 0.004, memory: 9444, top1_acc: 0.2891, top5_acc: 0.5410, loss_cls: 3.2918, loss: 3.2918, grad_norm: 0.8489 2020-08-17 07:08:38,009 - mmaction - INFO - Epoch [57][180/470] lr: 7.092e-01, eta: 23:54:28, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2927, top5_acc: 0.5354, loss_cls: 3.3195, loss: 3.3195, grad_norm: 0.8444 2020-08-17 07:08:56,891 - mmaction - INFO - Epoch [57][200/470] lr: 7.092e-01, eta: 23:54:11, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2860, top5_acc: 0.5359, loss_cls: 3.3088, loss: 3.3088, grad_norm: 0.8576 2020-08-17 07:09:16,066 - mmaction - INFO - Epoch [57][220/470] lr: 7.092e-01, eta: 23:53:56, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2860, top5_acc: 0.5421, loss_cls: 3.3379, loss: 3.3379, grad_norm: 0.8518 2020-08-17 07:09:35,611 - mmaction - INFO - Epoch [57][240/470] lr: 7.092e-01, eta: 23:53:42, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2943, top5_acc: 0.5397, loss_cls: 3.2969, loss: 3.2969, grad_norm: 0.8421 2020-08-17 07:09:54,261 - mmaction - INFO - Epoch [57][260/470] lr: 7.092e-01, eta: 23:53:24, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.2910, top5_acc: 0.5403, loss_cls: 3.3054, loss: 3.3054, grad_norm: 0.8517 2020-08-17 07:10:14,316 - mmaction - INFO - Epoch [57][280/470] lr: 7.092e-01, eta: 23:53:12, time: 1.004, data_time: 0.006, memory: 9444, top1_acc: 0.2930, top5_acc: 0.5390, loss_cls: 3.2872, loss: 3.2872, grad_norm: 0.8468 2020-08-17 07:10:33,014 - mmaction - INFO - Epoch [57][300/470] lr: 7.092e-01, eta: 23:52:55, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2826, top5_acc: 0.5319, loss_cls: 3.3505, loss: 3.3505, grad_norm: 0.8495 2020-08-17 07:10:52,373 - mmaction - INFO - Epoch [57][320/470] lr: 7.092e-01, eta: 23:52:40, time: 0.968, data_time: 0.002, memory: 9444, top1_acc: 0.2888, top5_acc: 0.5354, loss_cls: 3.3350, loss: 3.3350, grad_norm: 0.8573 2020-08-17 07:11:11,796 - mmaction - INFO - Epoch [57][340/470] lr: 7.092e-01, eta: 23:52:26, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.2982, top5_acc: 0.5344, loss_cls: 3.3154, loss: 3.3154, grad_norm: 0.8468 2020-08-17 07:11:31,594 - mmaction - INFO - Epoch [57][360/470] lr: 7.092e-01, eta: 23:52:12, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5298, loss_cls: 3.3494, loss: 3.3494, grad_norm: 0.8481 2020-08-17 07:11:50,205 - mmaction - INFO - Epoch [57][380/470] lr: 7.092e-01, eta: 23:51:55, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2867, top5_acc: 0.5294, loss_cls: 3.3543, loss: 3.3543, grad_norm: 0.8576 2020-08-17 07:12:09,880 - mmaction - INFO - Epoch [57][400/470] lr: 7.092e-01, eta: 23:51:41, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.2902, top5_acc: 0.5370, loss_cls: 3.3078, loss: 3.3078, grad_norm: 0.8370 2020-08-17 07:12:29,545 - mmaction - INFO - Epoch [57][420/470] lr: 7.092e-01, eta: 23:51:28, time: 0.984, data_time: 0.003, memory: 9444, top1_acc: 0.2792, top5_acc: 0.5329, loss_cls: 3.3493, loss: 3.3493, grad_norm: 0.8526 2020-08-17 07:12:48,765 - mmaction - INFO - Epoch [57][440/470] lr: 7.092e-01, eta: 23:51:12, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.2861, top5_acc: 0.5386, loss_cls: 3.3138, loss: 3.3138, grad_norm: 0.8573 2020-08-17 07:13:07,174 - mmaction - INFO - Epoch [57][460/470] lr: 7.092e-01, eta: 23:50:54, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.2869, top5_acc: 0.5284, loss_cls: 3.3220, loss: 3.3220, grad_norm: 0.8452 2020-08-17 07:13:40,503 - mmaction - INFO - Epoch [58][20/470] lr: 7.061e-01, eta: 23:50:13, time: 1.176, data_time: 0.384, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5525, loss_cls: 3.2505, loss: 3.2505, grad_norm: 0.8491 2020-08-17 07:13:59,447 - mmaction - INFO - Epoch [58][40/470] lr: 7.061e-01, eta: 23:49:56, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2910, top5_acc: 0.5392, loss_cls: 3.3129, loss: 3.3129, grad_norm: 0.8529 2020-08-17 07:14:19,083 - mmaction - INFO - Epoch [58][60/470] lr: 7.061e-01, eta: 23:49:42, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.2856, top5_acc: 0.5360, loss_cls: 3.2953, loss: 3.2953, grad_norm: 0.8478 2020-08-17 07:14:37,286 - mmaction - INFO - Epoch [58][80/470] lr: 7.061e-01, eta: 23:49:24, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5441, loss_cls: 3.3055, loss: 3.3055, grad_norm: 0.8547 2020-08-17 07:14:56,681 - mmaction - INFO - Epoch [58][100/470] lr: 7.061e-01, eta: 23:49:09, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5430, loss_cls: 3.2998, loss: 3.2998, grad_norm: 0.8528 2020-08-17 07:15:15,877 - mmaction - INFO - Epoch [58][120/470] lr: 7.061e-01, eta: 23:48:53, time: 0.963, data_time: 0.007, memory: 9444, top1_acc: 0.2853, top5_acc: 0.5312, loss_cls: 3.3346, loss: 3.3346, grad_norm: 0.8589 2020-08-17 07:15:34,520 - mmaction - INFO - Epoch [58][140/470] lr: 7.061e-01, eta: 23:48:36, time: 0.932, data_time: 0.002, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5392, loss_cls: 3.3078, loss: 3.3078, grad_norm: 0.8369 2020-08-17 07:15:53,877 - mmaction - INFO - Epoch [58][160/470] lr: 7.061e-01, eta: 23:48:21, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2921, top5_acc: 0.5406, loss_cls: 3.3022, loss: 3.3022, grad_norm: 0.8688 2020-08-17 07:16:12,870 - mmaction - INFO - Epoch [58][180/470] lr: 7.061e-01, eta: 23:48:05, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3000, top5_acc: 0.5387, loss_cls: 3.3043, loss: 3.3043, grad_norm: 0.8591 2020-08-17 07:16:31,737 - mmaction - INFO - Epoch [58][200/470] lr: 7.061e-01, eta: 23:47:48, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2958, top5_acc: 0.5383, loss_cls: 3.2952, loss: 3.2952, grad_norm: 0.8477 2020-08-17 07:16:51,642 - mmaction - INFO - Epoch [58][220/470] lr: 7.061e-01, eta: 23:47:35, time: 0.996, data_time: 0.005, memory: 9444, top1_acc: 0.2858, top5_acc: 0.5391, loss_cls: 3.3156, loss: 3.3156, grad_norm: 0.8666 2020-08-17 07:17:10,903 - mmaction - INFO - Epoch [58][240/470] lr: 7.061e-01, eta: 23:47:20, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2912, top5_acc: 0.5357, loss_cls: 3.3180, loss: 3.3180, grad_norm: 0.8587 2020-08-17 07:17:30,423 - mmaction - INFO - Epoch [58][260/470] lr: 7.061e-01, eta: 23:47:06, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2923, top5_acc: 0.5441, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.8510 2020-08-17 07:17:49,664 - mmaction - INFO - Epoch [58][280/470] lr: 7.061e-01, eta: 23:46:50, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.2986, top5_acc: 0.5477, loss_cls: 3.2962, loss: 3.2962, grad_norm: 0.8493 2020-08-17 07:18:08,821 - mmaction - INFO - Epoch [58][300/470] lr: 7.061e-01, eta: 23:46:35, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5322, loss_cls: 3.3302, loss: 3.3302, grad_norm: 0.8657 2020-08-17 07:18:27,903 - mmaction - INFO - Epoch [58][320/470] lr: 7.061e-01, eta: 23:46:19, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2788, top5_acc: 0.5293, loss_cls: 3.3546, loss: 3.3546, grad_norm: 0.8620 2020-08-17 07:18:47,107 - mmaction - INFO - Epoch [58][340/470] lr: 7.061e-01, eta: 23:46:03, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2893, top5_acc: 0.5320, loss_cls: 3.3128, loss: 3.3128, grad_norm: 0.8349 2020-08-17 07:19:05,898 - mmaction - INFO - Epoch [58][360/470] lr: 7.061e-01, eta: 23:45:47, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.2877, top5_acc: 0.5367, loss_cls: 3.3215, loss: 3.3215, grad_norm: 0.8575 2020-08-17 07:19:25,076 - mmaction - INFO - Epoch [58][380/470] lr: 7.061e-01, eta: 23:45:31, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.2888, top5_acc: 0.5338, loss_cls: 3.3135, loss: 3.3135, grad_norm: 0.8622 2020-08-17 07:19:44,868 - mmaction - INFO - Epoch [58][400/470] lr: 7.061e-01, eta: 23:45:18, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5393, loss_cls: 3.3229, loss: 3.3229, grad_norm: 0.8562 2020-08-17 07:20:04,291 - mmaction - INFO - Epoch [58][420/470] lr: 7.061e-01, eta: 23:45:03, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.2960, top5_acc: 0.5414, loss_cls: 3.3068, loss: 3.3068, grad_norm: 0.8487 2020-08-17 07:20:22,506 - mmaction - INFO - Epoch [58][440/470] lr: 7.061e-01, eta: 23:44:44, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5395, loss_cls: 3.3050, loss: 3.3050, grad_norm: 0.8582 2020-08-17 07:20:41,795 - mmaction - INFO - Epoch [58][460/470] lr: 7.061e-01, eta: 23:44:29, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.2785, top5_acc: 0.5260, loss_cls: 3.3594, loss: 3.3594, grad_norm: 0.8517 2020-08-17 07:21:14,506 - mmaction - INFO - Epoch [59][20/470] lr: 7.029e-01, eta: 23:43:46, time: 1.158, data_time: 0.395, memory: 9444, top1_acc: 0.2815, top5_acc: 0.5298, loss_cls: 3.3428, loss: 3.3428, grad_norm: 0.8430 2020-08-17 07:21:32,695 - mmaction - INFO - Epoch [59][40/470] lr: 7.029e-01, eta: 23:43:27, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.2921, top5_acc: 0.5387, loss_cls: 3.3005, loss: 3.3005, grad_norm: 0.8492 2020-08-17 07:21:52,080 - mmaction - INFO - Epoch [59][60/470] lr: 7.029e-01, eta: 23:43:12, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2905, top5_acc: 0.5380, loss_cls: 3.3211, loss: 3.3211, grad_norm: 0.8486 2020-08-17 07:22:11,383 - mmaction - INFO - Epoch [59][80/470] lr: 7.029e-01, eta: 23:42:57, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.2914, top5_acc: 0.5368, loss_cls: 3.3020, loss: 3.3020, grad_norm: 0.8481 2020-08-17 07:22:30,668 - mmaction - INFO - Epoch [59][100/470] lr: 7.029e-01, eta: 23:42:42, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5354, loss_cls: 3.3182, loss: 3.3182, grad_norm: 0.8516 2020-08-17 07:22:49,681 - mmaction - INFO - Epoch [59][120/470] lr: 7.029e-01, eta: 23:42:26, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2972, top5_acc: 0.5474, loss_cls: 3.2634, loss: 3.2634, grad_norm: 0.8587 2020-08-17 07:23:08,971 - mmaction - INFO - Epoch [59][140/470] lr: 7.029e-01, eta: 23:42:10, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5357, loss_cls: 3.3225, loss: 3.3225, grad_norm: 0.8623 2020-08-17 07:23:27,725 - mmaction - INFO - Epoch [59][160/470] lr: 7.029e-01, eta: 23:41:53, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2964, top5_acc: 0.5383, loss_cls: 3.2914, loss: 3.2914, grad_norm: 0.8567 2020-08-17 07:23:48,180 - mmaction - INFO - Epoch [59][180/470] lr: 7.029e-01, eta: 23:41:42, time: 1.021, data_time: 0.005, memory: 9444, top1_acc: 0.2835, top5_acc: 0.5259, loss_cls: 3.3738, loss: 3.3738, grad_norm: 0.8602 2020-08-17 07:24:06,399 - mmaction - INFO - Epoch [59][200/470] lr: 7.029e-01, eta: 23:41:23, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.2963, top5_acc: 0.5487, loss_cls: 3.2850, loss: 3.2850, grad_norm: 0.8503 2020-08-17 07:24:25,908 - mmaction - INFO - Epoch [59][220/470] lr: 7.029e-01, eta: 23:41:09, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2947, top5_acc: 0.5424, loss_cls: 3.2836, loss: 3.2836, grad_norm: 0.8470 2020-08-17 07:24:44,948 - mmaction - INFO - Epoch [59][240/470] lr: 7.029e-01, eta: 23:40:53, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2959, top5_acc: 0.5381, loss_cls: 3.3135, loss: 3.3135, grad_norm: 0.8474 2020-08-17 07:25:03,525 - mmaction - INFO - Epoch [59][260/470] lr: 7.029e-01, eta: 23:40:35, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.2806, top5_acc: 0.5351, loss_cls: 3.3459, loss: 3.3459, grad_norm: 0.8529 2020-08-17 07:25:22,642 - mmaction - INFO - Epoch [59][280/470] lr: 7.029e-01, eta: 23:40:19, time: 0.956, data_time: 0.002, memory: 9444, top1_acc: 0.2912, top5_acc: 0.5267, loss_cls: 3.3291, loss: 3.3291, grad_norm: 0.8352 2020-08-17 07:25:41,915 - mmaction - INFO - Epoch [59][300/470] lr: 7.029e-01, eta: 23:40:04, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2910, top5_acc: 0.5364, loss_cls: 3.3117, loss: 3.3117, grad_norm: 0.8558 2020-08-17 07:26:01,830 - mmaction - INFO - Epoch [59][320/470] lr: 7.029e-01, eta: 23:39:51, time: 0.997, data_time: 0.005, memory: 9444, top1_acc: 0.2861, top5_acc: 0.5277, loss_cls: 3.3404, loss: 3.3404, grad_norm: 0.8507 2020-08-17 07:26:20,727 - mmaction - INFO - Epoch [59][340/470] lr: 7.029e-01, eta: 23:39:34, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5321, loss_cls: 3.3192, loss: 3.3192, grad_norm: 0.8476 2020-08-17 07:26:40,338 - mmaction - INFO - Epoch [59][360/470] lr: 7.029e-01, eta: 23:39:20, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5448, loss_cls: 3.2822, loss: 3.2822, grad_norm: 0.8607 2020-08-17 07:26:59,519 - mmaction - INFO - Epoch [59][380/470] lr: 7.029e-01, eta: 23:39:04, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.2829, top5_acc: 0.5329, loss_cls: 3.3394, loss: 3.3394, grad_norm: 0.8567 2020-08-17 07:27:18,964 - mmaction - INFO - Epoch [59][400/470] lr: 7.029e-01, eta: 23:38:49, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2844, top5_acc: 0.5446, loss_cls: 3.3085, loss: 3.3085, grad_norm: 0.8498 2020-08-17 07:27:38,451 - mmaction - INFO - Epoch [59][420/470] lr: 7.029e-01, eta: 23:38:35, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.2860, top5_acc: 0.5232, loss_cls: 3.3597, loss: 3.3597, grad_norm: 0.8378 2020-08-17 07:27:57,317 - mmaction - INFO - Epoch [59][440/470] lr: 7.029e-01, eta: 23:38:18, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2954, top5_acc: 0.5338, loss_cls: 3.3146, loss: 3.3146, grad_norm: 0.8348 2020-08-17 07:28:16,583 - mmaction - INFO - Epoch [59][460/470] lr: 7.029e-01, eta: 23:38:02, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2985, top5_acc: 0.5401, loss_cls: 3.2791, loss: 3.2791, grad_norm: 0.8354 2020-08-17 07:28:50,337 - mmaction - INFO - Epoch [60][20/470] lr: 6.997e-01, eta: 23:37:21, time: 1.173, data_time: 0.379, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5452, loss_cls: 3.2457, loss: 3.2457, grad_norm: 0.8689 2020-08-17 07:29:09,281 - mmaction - INFO - Epoch [60][40/470] lr: 6.997e-01, eta: 23:37:05, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.2937, top5_acc: 0.5445, loss_cls: 3.2904, loss: 3.2904, grad_norm: 0.8654 2020-08-17 07:29:27,691 - mmaction - INFO - Epoch [60][60/470] lr: 6.997e-01, eta: 23:36:46, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.2950, top5_acc: 0.5437, loss_cls: 3.2847, loss: 3.2847, grad_norm: 0.8687 2020-08-17 07:29:47,505 - mmaction - INFO - Epoch [60][80/470] lr: 6.997e-01, eta: 23:36:33, time: 0.989, data_time: 0.006, memory: 9444, top1_acc: 0.2979, top5_acc: 0.5417, loss_cls: 3.2843, loss: 3.2843, grad_norm: 0.8463 2020-08-17 07:30:05,808 - mmaction - INFO - Epoch [60][100/470] lr: 6.997e-01, eta: 23:36:14, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.2775, top5_acc: 0.5285, loss_cls: 3.3429, loss: 3.3429, grad_norm: 0.8511 2020-08-17 07:30:24,948 - mmaction - INFO - Epoch [60][120/470] lr: 6.997e-01, eta: 23:35:58, time: 0.957, data_time: 0.002, memory: 9444, top1_acc: 0.2986, top5_acc: 0.5379, loss_cls: 3.2913, loss: 3.2913, grad_norm: 0.8415 2020-08-17 07:30:44,302 - mmaction - INFO - Epoch [60][140/470] lr: 6.997e-01, eta: 23:35:43, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2917, top5_acc: 0.5389, loss_cls: 3.3140, loss: 3.3140, grad_norm: 0.8743 2020-08-17 07:31:04,102 - mmaction - INFO - Epoch [60][160/470] lr: 6.997e-01, eta: 23:35:30, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2946, top5_acc: 0.5435, loss_cls: 3.2745, loss: 3.2745, grad_norm: 0.8430 2020-08-17 07:31:22,982 - mmaction - INFO - Epoch [60][180/470] lr: 6.997e-01, eta: 23:35:13, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5358, loss_cls: 3.3167, loss: 3.3167, grad_norm: 0.8706 2020-08-17 07:31:42,759 - mmaction - INFO - Epoch [60][200/470] lr: 6.997e-01, eta: 23:34:59, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.2975, top5_acc: 0.5381, loss_cls: 3.3010, loss: 3.3010, grad_norm: 0.8450 2020-08-17 07:32:01,715 - mmaction - INFO - Epoch [60][220/470] lr: 6.997e-01, eta: 23:34:43, time: 0.948, data_time: 0.002, memory: 9444, top1_acc: 0.2905, top5_acc: 0.5339, loss_cls: 3.3061, loss: 3.3061, grad_norm: 0.8586 2020-08-17 07:32:20,544 - mmaction - INFO - Epoch [60][240/470] lr: 6.997e-01, eta: 23:34:26, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2911, top5_acc: 0.5280, loss_cls: 3.3429, loss: 3.3429, grad_norm: 0.8471 2020-08-17 07:32:39,837 - mmaction - INFO - Epoch [60][260/470] lr: 6.997e-01, eta: 23:34:10, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2949, top5_acc: 0.5422, loss_cls: 3.2699, loss: 3.2699, grad_norm: 0.8581 2020-08-17 07:32:59,152 - mmaction - INFO - Epoch [60][280/470] lr: 6.997e-01, eta: 23:33:55, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5365, loss_cls: 3.3146, loss: 3.3146, grad_norm: 0.8509 2020-08-17 07:33:18,040 - mmaction - INFO - Epoch [60][300/470] lr: 6.997e-01, eta: 23:33:38, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2856, top5_acc: 0.5325, loss_cls: 3.3459, loss: 3.3459, grad_norm: 0.8366 2020-08-17 07:33:37,771 - mmaction - INFO - Epoch [60][320/470] lr: 6.997e-01, eta: 23:33:24, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.2957, top5_acc: 0.5434, loss_cls: 3.2735, loss: 3.2735, grad_norm: 0.8617 2020-08-17 07:33:55,970 - mmaction - INFO - Epoch [60][340/470] lr: 6.997e-01, eta: 23:33:06, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.2952, top5_acc: 0.5477, loss_cls: 3.2773, loss: 3.2773, grad_norm: 0.8544 2020-08-17 07:34:15,743 - mmaction - INFO - Epoch [60][360/470] lr: 6.997e-01, eta: 23:32:51, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5435, loss_cls: 3.2772, loss: 3.2772, grad_norm: 0.8517 2020-08-17 07:34:35,442 - mmaction - INFO - Epoch [60][380/470] lr: 6.997e-01, eta: 23:32:38, time: 0.988, data_time: 0.007, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5342, loss_cls: 3.3145, loss: 3.3145, grad_norm: 0.8625 2020-08-17 07:34:54,253 - mmaction - INFO - Epoch [60][400/470] lr: 6.997e-01, eta: 23:32:21, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2914, top5_acc: 0.5354, loss_cls: 3.3118, loss: 3.3118, grad_norm: 0.8513 2020-08-17 07:35:13,617 - mmaction - INFO - Epoch [60][420/470] lr: 6.997e-01, eta: 23:32:05, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.2851, top5_acc: 0.5280, loss_cls: 3.3599, loss: 3.3599, grad_norm: 0.8558 2020-08-17 07:35:33,034 - mmaction - INFO - Epoch [60][440/470] lr: 6.997e-01, eta: 23:31:50, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.2958, top5_acc: 0.5350, loss_cls: 3.2996, loss: 3.2996, grad_norm: 0.8634 2020-08-17 07:35:51,982 - mmaction - INFO - Epoch [60][460/470] lr: 6.997e-01, eta: 23:31:34, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2895, top5_acc: 0.5371, loss_cls: 3.3348, loss: 3.3348, grad_norm: 0.8545 2020-08-17 07:36:01,868 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-08-17 07:36:24,625 - mmaction - INFO - Epoch [61][20/470] lr: 6.964e-01, eta: 23:30:45, time: 1.051, data_time: 0.318, memory: 9444, top1_acc: 0.2964, top5_acc: 0.5460, loss_cls: 3.2458, loss: 3.2458, grad_norm: 0.8645 2020-08-17 07:36:43,131 - mmaction - INFO - Epoch [61][40/470] lr: 6.964e-01, eta: 23:30:27, time: 0.926, data_time: 0.002, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5316, loss_cls: 3.3272, loss: 3.3272, grad_norm: 0.8482 2020-08-17 07:37:02,593 - mmaction - INFO - Epoch [61][60/470] lr: 6.964e-01, eta: 23:30:12, time: 0.971, data_time: 0.004, memory: 9444, top1_acc: 0.2986, top5_acc: 0.5485, loss_cls: 3.2480, loss: 3.2480, grad_norm: 0.8438 2020-08-17 07:37:22,471 - mmaction - INFO - Epoch [61][80/470] lr: 6.964e-01, eta: 23:29:59, time: 0.995, data_time: 0.006, memory: 9444, top1_acc: 0.2986, top5_acc: 0.5401, loss_cls: 3.2943, loss: 3.2943, grad_norm: 0.8664 2020-08-17 07:37:41,820 - mmaction - INFO - Epoch [61][100/470] lr: 6.964e-01, eta: 23:29:43, time: 0.965, data_time: 0.004, memory: 9444, top1_acc: 0.2916, top5_acc: 0.5468, loss_cls: 3.2953, loss: 3.2953, grad_norm: 0.8629 2020-08-17 07:38:00,749 - mmaction - INFO - Epoch [61][120/470] lr: 6.964e-01, eta: 23:29:27, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2872, top5_acc: 0.5443, loss_cls: 3.2650, loss: 3.2650, grad_norm: 0.8582 2020-08-17 07:38:19,305 - mmaction - INFO - Epoch [61][140/470] lr: 6.964e-01, eta: 23:29:09, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.2874, top5_acc: 0.5344, loss_cls: 3.3252, loss: 3.3252, grad_norm: 0.8587 2020-08-17 07:38:38,857 - mmaction - INFO - Epoch [61][160/470] lr: 6.964e-01, eta: 23:28:54, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2854, top5_acc: 0.5368, loss_cls: 3.3309, loss: 3.3309, grad_norm: 0.8692 2020-08-17 07:38:58,041 - mmaction - INFO - Epoch [61][180/470] lr: 6.964e-01, eta: 23:28:38, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2973, top5_acc: 0.5397, loss_cls: 3.2790, loss: 3.2790, grad_norm: 0.8433 2020-08-17 07:39:16,513 - mmaction - INFO - Epoch [61][200/470] lr: 6.964e-01, eta: 23:28:20, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.2872, top5_acc: 0.5331, loss_cls: 3.3366, loss: 3.3366, grad_norm: 0.8537 2020-08-17 07:39:35,601 - mmaction - INFO - Epoch [61][220/470] lr: 6.964e-01, eta: 23:28:04, time: 0.953, data_time: 0.004, memory: 9444, top1_acc: 0.2969, top5_acc: 0.5422, loss_cls: 3.2925, loss: 3.2925, grad_norm: 0.8574 2020-08-17 07:39:54,923 - mmaction - INFO - Epoch [61][240/470] lr: 6.964e-01, eta: 23:27:49, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2879, top5_acc: 0.5303, loss_cls: 3.3455, loss: 3.3455, grad_norm: 0.8561 2020-08-17 07:40:14,738 - mmaction - INFO - Epoch [61][260/470] lr: 6.964e-01, eta: 23:27:35, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.2957, top5_acc: 0.5443, loss_cls: 3.2651, loss: 3.2651, grad_norm: 0.8461 2020-08-17 07:40:33,704 - mmaction - INFO - Epoch [61][280/470] lr: 6.964e-01, eta: 23:27:19, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.2903, top5_acc: 0.5357, loss_cls: 3.3224, loss: 3.3224, grad_norm: 0.8671 2020-08-17 07:40:53,151 - mmaction - INFO - Epoch [61][300/470] lr: 6.964e-01, eta: 23:27:04, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.2903, top5_acc: 0.5358, loss_cls: 3.3317, loss: 3.3317, grad_norm: 0.8664 2020-08-17 07:41:12,152 - mmaction - INFO - Epoch [61][320/470] lr: 6.964e-01, eta: 23:26:47, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3006, top5_acc: 0.5440, loss_cls: 3.2631, loss: 3.2631, grad_norm: 0.8528 2020-08-17 07:41:31,099 - mmaction - INFO - Epoch [61][340/470] lr: 6.964e-01, eta: 23:26:31, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5342, loss_cls: 3.3123, loss: 3.3123, grad_norm: 0.8556 2020-08-17 07:41:50,647 - mmaction - INFO - Epoch [61][360/470] lr: 6.964e-01, eta: 23:26:16, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2944, top5_acc: 0.5434, loss_cls: 3.2801, loss: 3.2801, grad_norm: 0.8577 2020-08-17 07:42:09,514 - mmaction - INFO - Epoch [61][380/470] lr: 6.964e-01, eta: 23:25:59, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.2873, top5_acc: 0.5350, loss_cls: 3.3096, loss: 3.3096, grad_norm: 0.8583 2020-08-17 07:42:28,481 - mmaction - INFO - Epoch [61][400/470] lr: 6.964e-01, eta: 23:25:42, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5397, loss_cls: 3.2936, loss: 3.2936, grad_norm: 0.8619 2020-08-17 07:42:48,249 - mmaction - INFO - Epoch [61][420/470] lr: 6.964e-01, eta: 23:25:29, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.2911, top5_acc: 0.5326, loss_cls: 3.3399, loss: 3.3399, grad_norm: 0.8353 2020-08-17 07:43:07,630 - mmaction - INFO - Epoch [61][440/470] lr: 6.964e-01, eta: 23:25:13, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2931, top5_acc: 0.5433, loss_cls: 3.2774, loss: 3.2774, grad_norm: 0.8548 2020-08-17 07:43:27,030 - mmaction - INFO - Epoch [61][460/470] lr: 6.964e-01, eta: 23:24:58, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.2933, top5_acc: 0.5410, loss_cls: 3.2862, loss: 3.2862, grad_norm: 0.8737 2020-08-17 07:43:58,869 - mmaction - INFO - Epoch [62][20/470] lr: 6.931e-01, eta: 23:24:15, time: 1.132, data_time: 0.409, memory: 9444, top1_acc: 0.2886, top5_acc: 0.5316, loss_cls: 3.3100, loss: 3.3100, grad_norm: 0.8623 2020-08-17 07:44:17,559 - mmaction - INFO - Epoch [62][40/470] lr: 6.931e-01, eta: 23:23:57, time: 0.934, data_time: 0.008, memory: 9444, top1_acc: 0.2946, top5_acc: 0.5471, loss_cls: 3.2629, loss: 3.2629, grad_norm: 0.8489 2020-08-17 07:44:36,594 - mmaction - INFO - Epoch [62][60/470] lr: 6.931e-01, eta: 23:23:41, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2922, top5_acc: 0.5415, loss_cls: 3.2910, loss: 3.2910, grad_norm: 0.8544 2020-08-17 07:44:55,202 - mmaction - INFO - Epoch [62][80/470] lr: 6.931e-01, eta: 23:23:23, time: 0.930, data_time: 0.002, memory: 9444, top1_acc: 0.2928, top5_acc: 0.5444, loss_cls: 3.2796, loss: 3.2796, grad_norm: 0.8839 2020-08-17 07:45:14,872 - mmaction - INFO - Epoch [62][100/470] lr: 6.931e-01, eta: 23:23:09, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.2983, top5_acc: 0.5467, loss_cls: 3.2741, loss: 3.2741, grad_norm: 0.8576 2020-08-17 07:45:33,667 - mmaction - INFO - Epoch [62][120/470] lr: 6.931e-01, eta: 23:22:52, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2958, top5_acc: 0.5391, loss_cls: 3.3070, loss: 3.3070, grad_norm: 0.8621 2020-08-17 07:45:52,531 - mmaction - INFO - Epoch [62][140/470] lr: 6.931e-01, eta: 23:22:35, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.2952, top5_acc: 0.5423, loss_cls: 3.2765, loss: 3.2765, grad_norm: 0.8557 2020-08-17 07:46:11,098 - mmaction - INFO - Epoch [62][160/470] lr: 6.931e-01, eta: 23:22:17, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.2961, top5_acc: 0.5381, loss_cls: 3.2977, loss: 3.2977, grad_norm: 0.8671 2020-08-17 07:46:30,458 - mmaction - INFO - Epoch [62][180/470] lr: 6.931e-01, eta: 23:22:02, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.2975, top5_acc: 0.5409, loss_cls: 3.3045, loss: 3.3045, grad_norm: 0.8556 2020-08-17 07:46:49,928 - mmaction - INFO - Epoch [62][200/470] lr: 6.931e-01, eta: 23:21:47, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.2889, top5_acc: 0.5437, loss_cls: 3.2843, loss: 3.2843, grad_norm: 0.8477 2020-08-17 07:47:08,602 - mmaction - INFO - Epoch [62][220/470] lr: 6.931e-01, eta: 23:21:29, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.2985, top5_acc: 0.5507, loss_cls: 3.2581, loss: 3.2581, grad_norm: 0.8555 2020-08-17 07:47:28,778 - mmaction - INFO - Epoch [62][240/470] lr: 6.931e-01, eta: 23:21:17, time: 1.011, data_time: 0.005, memory: 9444, top1_acc: 0.2888, top5_acc: 0.5340, loss_cls: 3.3172, loss: 3.3172, grad_norm: 0.8683 2020-08-17 07:47:47,155 - mmaction - INFO - Epoch [62][260/470] lr: 6.931e-01, eta: 23:20:58, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.2958, top5_acc: 0.5423, loss_cls: 3.2974, loss: 3.2974, grad_norm: 0.8401 2020-08-17 07:48:06,775 - mmaction - INFO - Epoch [62][280/470] lr: 6.931e-01, eta: 23:20:44, time: 0.980, data_time: 0.005, memory: 9444, top1_acc: 0.2918, top5_acc: 0.5333, loss_cls: 3.3162, loss: 3.3162, grad_norm: 0.8629 2020-08-17 07:48:25,602 - mmaction - INFO - Epoch [62][300/470] lr: 6.931e-01, eta: 23:20:27, time: 0.943, data_time: 0.003, memory: 9444, top1_acc: 0.2940, top5_acc: 0.5419, loss_cls: 3.2704, loss: 3.2704, grad_norm: 0.8457 2020-08-17 07:48:45,085 - mmaction - INFO - Epoch [62][320/470] lr: 6.931e-01, eta: 23:20:12, time: 0.974, data_time: 0.004, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5351, loss_cls: 3.3032, loss: 3.3032, grad_norm: 0.8535 2020-08-17 07:49:03,419 - mmaction - INFO - Epoch [62][340/470] lr: 6.931e-01, eta: 23:19:53, time: 0.917, data_time: 0.003, memory: 9444, top1_acc: 0.2908, top5_acc: 0.5399, loss_cls: 3.3068, loss: 3.3068, grad_norm: 0.8672 2020-08-17 07:49:23,363 - mmaction - INFO - Epoch [62][360/470] lr: 6.931e-01, eta: 23:19:39, time: 0.995, data_time: 0.006, memory: 9444, top1_acc: 0.2863, top5_acc: 0.5283, loss_cls: 3.3477, loss: 3.3477, grad_norm: 0.8592 2020-08-17 07:49:41,981 - mmaction - INFO - Epoch [62][380/470] lr: 6.931e-01, eta: 23:19:22, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.2894, top5_acc: 0.5342, loss_cls: 3.3191, loss: 3.3191, grad_norm: 0.8479 2020-08-17 07:50:01,879 - mmaction - INFO - Epoch [62][400/470] lr: 6.931e-01, eta: 23:19:08, time: 0.995, data_time: 0.006, memory: 9444, top1_acc: 0.2901, top5_acc: 0.5428, loss_cls: 3.2813, loss: 3.2813, grad_norm: 0.8614 2020-08-17 07:50:20,497 - mmaction - INFO - Epoch [62][420/470] lr: 6.931e-01, eta: 23:18:50, time: 0.929, data_time: 0.003, memory: 9444, top1_acc: 0.2863, top5_acc: 0.5354, loss_cls: 3.3227, loss: 3.3227, grad_norm: 0.8572 2020-08-17 07:50:40,173 - mmaction - INFO - Epoch [62][440/470] lr: 6.931e-01, eta: 23:18:36, time: 0.984, data_time: 0.007, memory: 9444, top1_acc: 0.2954, top5_acc: 0.5436, loss_cls: 3.2979, loss: 3.2979, grad_norm: 0.8504 2020-08-17 07:50:58,922 - mmaction - INFO - Epoch [62][460/470] lr: 6.931e-01, eta: 23:18:19, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2947, top5_acc: 0.5455, loss_cls: 3.2884, loss: 3.2884, grad_norm: 0.8594 2020-08-17 07:51:32,276 - mmaction - INFO - Epoch [63][20/470] lr: 6.897e-01, eta: 23:17:39, time: 1.193, data_time: 0.407, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5430, loss_cls: 3.2569, loss: 3.2569, grad_norm: 0.8528 2020-08-17 07:51:51,212 - mmaction - INFO - Epoch [63][40/470] lr: 6.897e-01, eta: 23:17:23, time: 0.943, data_time: 0.007, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5514, loss_cls: 3.2639, loss: 3.2639, grad_norm: 0.8599 2020-08-17 07:52:09,307 - mmaction - INFO - Epoch [63][60/470] lr: 6.897e-01, eta: 23:17:03, time: 0.908, data_time: 0.007, memory: 9444, top1_acc: 0.2957, top5_acc: 0.5400, loss_cls: 3.2819, loss: 3.2819, grad_norm: 0.8533 2020-08-17 07:52:28,619 - mmaction - INFO - Epoch [63][80/470] lr: 6.897e-01, eta: 23:16:48, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2959, top5_acc: 0.5463, loss_cls: 3.2724, loss: 3.2724, grad_norm: 0.8671 2020-08-17 07:52:48,251 - mmaction - INFO - Epoch [63][100/470] lr: 6.897e-01, eta: 23:16:33, time: 0.982, data_time: 0.002, memory: 9444, top1_acc: 0.2932, top5_acc: 0.5356, loss_cls: 3.3105, loss: 3.3105, grad_norm: 0.8495 2020-08-17 07:53:07,071 - mmaction - INFO - Epoch [63][120/470] lr: 6.897e-01, eta: 23:16:16, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.3008, top5_acc: 0.5443, loss_cls: 3.2764, loss: 3.2764, grad_norm: 0.8652 2020-08-17 07:53:26,818 - mmaction - INFO - Epoch [63][140/470] lr: 6.897e-01, eta: 23:16:02, time: 0.986, data_time: 0.006, memory: 9444, top1_acc: 0.2845, top5_acc: 0.5395, loss_cls: 3.3183, loss: 3.3183, grad_norm: 0.8682 2020-08-17 07:53:45,712 - mmaction - INFO - Epoch [63][160/470] lr: 6.897e-01, eta: 23:15:45, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2931, top5_acc: 0.5426, loss_cls: 3.2910, loss: 3.2910, grad_norm: 0.8624 2020-08-17 07:54:04,720 - mmaction - INFO - Epoch [63][180/470] lr: 6.897e-01, eta: 23:15:28, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5413, loss_cls: 3.2847, loss: 3.2847, grad_norm: 0.8529 2020-08-17 07:54:24,185 - mmaction - INFO - Epoch [63][200/470] lr: 6.897e-01, eta: 23:15:13, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.2939, top5_acc: 0.5423, loss_cls: 3.2933, loss: 3.2933, grad_norm: 0.8729 2020-08-17 07:54:43,585 - mmaction - INFO - Epoch [63][220/470] lr: 6.897e-01, eta: 23:14:58, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5404, loss_cls: 3.2821, loss: 3.2821, grad_norm: 0.8455 2020-08-17 07:55:02,497 - mmaction - INFO - Epoch [63][240/470] lr: 6.897e-01, eta: 23:14:41, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.2996, top5_acc: 0.5435, loss_cls: 3.2723, loss: 3.2723, grad_norm: 0.8704 2020-08-17 07:55:21,749 - mmaction - INFO - Epoch [63][260/470] lr: 6.897e-01, eta: 23:14:26, time: 0.964, data_time: 0.003, memory: 9444, top1_acc: 0.2902, top5_acc: 0.5395, loss_cls: 3.3070, loss: 3.3070, grad_norm: 0.8520 2020-08-17 07:55:41,724 - mmaction - INFO - Epoch [63][280/470] lr: 6.897e-01, eta: 23:14:12, time: 0.997, data_time: 0.005, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5485, loss_cls: 3.2523, loss: 3.2523, grad_norm: 0.8716 2020-08-17 07:56:00,173 - mmaction - INFO - Epoch [63][300/470] lr: 6.897e-01, eta: 23:13:54, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2921, top5_acc: 0.5351, loss_cls: 3.3103, loss: 3.3103, grad_norm: 0.8742 2020-08-17 07:56:19,009 - mmaction - INFO - Epoch [63][320/470] lr: 6.897e-01, eta: 23:13:37, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.2941, top5_acc: 0.5412, loss_cls: 3.2817, loss: 3.2817, grad_norm: 0.8614 2020-08-17 07:56:37,667 - mmaction - INFO - Epoch [63][340/470] lr: 6.897e-01, eta: 23:13:19, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.2942, top5_acc: 0.5511, loss_cls: 3.2559, loss: 3.2559, grad_norm: 0.8517 2020-08-17 07:56:56,661 - mmaction - INFO - Epoch [63][360/470] lr: 6.897e-01, eta: 23:13:02, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2876, top5_acc: 0.5332, loss_cls: 3.3273, loss: 3.3273, grad_norm: 0.8639 2020-08-17 07:57:15,767 - mmaction - INFO - Epoch [63][380/470] lr: 6.897e-01, eta: 23:12:46, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2867, top5_acc: 0.5423, loss_cls: 3.2936, loss: 3.2936, grad_norm: 0.8416 2020-08-17 07:57:35,188 - mmaction - INFO - Epoch [63][400/470] lr: 6.897e-01, eta: 23:12:31, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5497, loss_cls: 3.2696, loss: 3.2696, grad_norm: 0.8596 2020-08-17 07:57:55,929 - mmaction - INFO - Epoch [63][420/470] lr: 6.897e-01, eta: 23:12:20, time: 1.037, data_time: 0.002, memory: 9444, top1_acc: 0.2979, top5_acc: 0.5436, loss_cls: 3.2972, loss: 3.2972, grad_norm: 0.8653 2020-08-17 07:58:14,416 - mmaction - INFO - Epoch [63][440/470] lr: 6.897e-01, eta: 23:12:01, time: 0.923, data_time: 0.004, memory: 9444, top1_acc: 0.2994, top5_acc: 0.5447, loss_cls: 3.2805, loss: 3.2805, grad_norm: 0.8546 2020-08-17 07:58:32,909 - mmaction - INFO - Epoch [63][460/470] lr: 6.897e-01, eta: 23:11:43, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.2980, top5_acc: 0.5368, loss_cls: 3.2969, loss: 3.2969, grad_norm: 0.8542 2020-08-17 07:59:05,865 - mmaction - INFO - Epoch [64][20/470] lr: 6.863e-01, eta: 23:11:03, time: 1.175, data_time: 0.366, memory: 9444, top1_acc: 0.2954, top5_acc: 0.5413, loss_cls: 3.2602, loss: 3.2602, grad_norm: 0.8659 2020-08-17 07:59:24,717 - mmaction - INFO - Epoch [64][40/470] lr: 6.863e-01, eta: 23:10:46, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3044, top5_acc: 0.5523, loss_cls: 3.2418, loss: 3.2418, grad_norm: 0.8607 2020-08-17 07:59:43,650 - mmaction - INFO - Epoch [64][60/470] lr: 6.863e-01, eta: 23:10:29, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2970, top5_acc: 0.5506, loss_cls: 3.2430, loss: 3.2430, grad_norm: 0.8892 2020-08-17 08:00:04,931 - mmaction - INFO - Epoch [64][80/470] lr: 6.863e-01, eta: 23:10:19, time: 1.062, data_time: 0.006, memory: 9444, top1_acc: 0.2953, top5_acc: 0.5451, loss_cls: 3.2638, loss: 3.2638, grad_norm: 0.8669 2020-08-17 08:00:22,640 - mmaction - INFO - Epoch [64][100/470] lr: 6.863e-01, eta: 23:09:59, time: 0.888, data_time: 0.008, memory: 9444, top1_acc: 0.2966, top5_acc: 0.5425, loss_cls: 3.2784, loss: 3.2784, grad_norm: 0.8798 2020-08-17 08:00:41,431 - mmaction - INFO - Epoch [64][120/470] lr: 6.863e-01, eta: 23:09:42, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.2912, top5_acc: 0.5287, loss_cls: 3.3235, loss: 3.3235, grad_norm: 0.8513 2020-08-17 08:01:01,235 - mmaction - INFO - Epoch [64][140/470] lr: 6.863e-01, eta: 23:09:28, time: 0.992, data_time: 0.005, memory: 9444, top1_acc: 0.2817, top5_acc: 0.5273, loss_cls: 3.3546, loss: 3.3546, grad_norm: 0.8653 2020-08-17 08:01:19,363 - mmaction - INFO - Epoch [64][160/470] lr: 6.863e-01, eta: 23:09:08, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5494, loss_cls: 3.2279, loss: 3.2279, grad_norm: 0.8612 2020-08-17 08:01:38,652 - mmaction - INFO - Epoch [64][180/470] lr: 6.863e-01, eta: 23:08:53, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.2883, top5_acc: 0.5337, loss_cls: 3.3124, loss: 3.3124, grad_norm: 0.8686 2020-08-17 08:01:58,184 - mmaction - INFO - Epoch [64][200/470] lr: 6.863e-01, eta: 23:08:38, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.2894, top5_acc: 0.5426, loss_cls: 3.2831, loss: 3.2831, grad_norm: 0.8673 2020-08-17 08:02:16,913 - mmaction - INFO - Epoch [64][220/470] lr: 6.863e-01, eta: 23:08:20, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.2928, top5_acc: 0.5410, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.8669 2020-08-17 08:02:35,927 - mmaction - INFO - Epoch [64][240/470] lr: 6.863e-01, eta: 23:08:03, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.2878, top5_acc: 0.5406, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.8665 2020-08-17 08:02:55,859 - mmaction - INFO - Epoch [64][260/470] lr: 6.863e-01, eta: 23:07:50, time: 0.999, data_time: 0.006, memory: 9444, top1_acc: 0.2950, top5_acc: 0.5376, loss_cls: 3.3065, loss: 3.3065, grad_norm: 0.8420 2020-08-17 08:03:14,670 - mmaction - INFO - Epoch [64][280/470] lr: 6.863e-01, eta: 23:07:33, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.2921, top5_acc: 0.5384, loss_cls: 3.2987, loss: 3.2987, grad_norm: 0.8565 2020-08-17 08:03:34,649 - mmaction - INFO - Epoch [64][300/470] lr: 6.863e-01, eta: 23:07:19, time: 1.001, data_time: 0.005, memory: 9444, top1_acc: 0.2998, top5_acc: 0.5506, loss_cls: 3.2409, loss: 3.2409, grad_norm: 0.8666 2020-08-17 08:03:53,626 - mmaction - INFO - Epoch [64][320/470] lr: 6.863e-01, eta: 23:07:02, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.2974, top5_acc: 0.5421, loss_cls: 3.2759, loss: 3.2759, grad_norm: 0.8495 2020-08-17 08:04:12,447 - mmaction - INFO - Epoch [64][340/470] lr: 6.863e-01, eta: 23:06:45, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3001, top5_acc: 0.5447, loss_cls: 3.2615, loss: 3.2615, grad_norm: 0.8635 2020-08-17 08:04:31,312 - mmaction - INFO - Epoch [64][360/470] lr: 6.863e-01, eta: 23:06:28, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5423, loss_cls: 3.2926, loss: 3.2926, grad_norm: 0.8626 2020-08-17 08:04:51,237 - mmaction - INFO - Epoch [64][380/470] lr: 6.863e-01, eta: 23:06:14, time: 0.998, data_time: 0.006, memory: 9444, top1_acc: 0.2955, top5_acc: 0.5321, loss_cls: 3.3089, loss: 3.3089, grad_norm: 0.8505 2020-08-17 08:05:09,971 - mmaction - INFO - Epoch [64][400/470] lr: 6.863e-01, eta: 23:05:57, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.2940, top5_acc: 0.5441, loss_cls: 3.2778, loss: 3.2778, grad_norm: 0.8791 2020-08-17 08:05:28,783 - mmaction - INFO - Epoch [64][420/470] lr: 6.863e-01, eta: 23:05:39, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3019, top5_acc: 0.5377, loss_cls: 3.2922, loss: 3.2922, grad_norm: 0.8494 2020-08-17 08:05:47,723 - mmaction - INFO - Epoch [64][440/470] lr: 6.863e-01, eta: 23:05:23, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.2944, top5_acc: 0.5415, loss_cls: 3.2925, loss: 3.2925, grad_norm: 0.8627 2020-08-17 08:06:06,772 - mmaction - INFO - Epoch [64][460/470] lr: 6.863e-01, eta: 23:05:06, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2863, top5_acc: 0.5322, loss_cls: 3.3299, loss: 3.3299, grad_norm: 0.8723 2020-08-17 08:06:16,692 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-08-17 08:06:41,265 - mmaction - INFO - Epoch [65][20/470] lr: 6.828e-01, eta: 23:04:24, time: 1.148, data_time: 0.405, memory: 9444, top1_acc: 0.3013, top5_acc: 0.5553, loss_cls: 3.2485, loss: 3.2485, grad_norm: 0.8662 2020-08-17 08:07:00,406 - mmaction - INFO - Epoch [65][40/470] lr: 6.828e-01, eta: 23:04:08, time: 0.957, data_time: 0.002, memory: 9444, top1_acc: 0.2951, top5_acc: 0.5410, loss_cls: 3.2824, loss: 3.2824, grad_norm: 0.8572 2020-08-17 08:07:19,197 - mmaction - INFO - Epoch [65][60/470] lr: 6.828e-01, eta: 23:03:51, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3010, top5_acc: 0.5475, loss_cls: 3.2366, loss: 3.2366, grad_norm: 0.8620 2020-08-17 08:07:39,102 - mmaction - INFO - Epoch [65][80/470] lr: 6.828e-01, eta: 23:03:37, time: 0.993, data_time: 0.005, memory: 9444, top1_acc: 0.2964, top5_acc: 0.5434, loss_cls: 3.2521, loss: 3.2521, grad_norm: 0.8574 2020-08-17 08:07:57,372 - mmaction - INFO - Epoch [65][100/470] lr: 6.828e-01, eta: 23:03:18, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3001, top5_acc: 0.5466, loss_cls: 3.2581, loss: 3.2581, grad_norm: 0.8640 2020-08-17 08:08:15,950 - mmaction - INFO - Epoch [65][120/470] lr: 6.828e-01, eta: 23:03:00, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.2899, top5_acc: 0.5403, loss_cls: 3.2763, loss: 3.2763, grad_norm: 0.8762 2020-08-17 08:08:34,881 - mmaction - INFO - Epoch [65][140/470] lr: 6.828e-01, eta: 23:02:43, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5469, loss_cls: 3.2586, loss: 3.2586, grad_norm: 0.8687 2020-08-17 08:08:54,077 - mmaction - INFO - Epoch [65][160/470] lr: 6.828e-01, eta: 23:02:27, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5412, loss_cls: 3.2670, loss: 3.2670, grad_norm: 0.8663 2020-08-17 08:09:13,119 - mmaction - INFO - Epoch [65][180/470] lr: 6.828e-01, eta: 23:02:11, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2969, top5_acc: 0.5379, loss_cls: 3.2771, loss: 3.2771, grad_norm: 0.8545 2020-08-17 08:09:32,285 - mmaction - INFO - Epoch [65][200/470] lr: 6.828e-01, eta: 23:01:54, time: 0.957, data_time: 0.004, memory: 9444, top1_acc: 0.3029, top5_acc: 0.5472, loss_cls: 3.2462, loss: 3.2462, grad_norm: 0.8662 2020-08-17 08:09:51,452 - mmaction - INFO - Epoch [65][220/470] lr: 6.828e-01, eta: 23:01:38, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2838, top5_acc: 0.5404, loss_cls: 3.3017, loss: 3.3017, grad_norm: 0.8673 2020-08-17 08:10:10,118 - mmaction - INFO - Epoch [65][240/470] lr: 6.828e-01, eta: 23:01:21, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5369, loss_cls: 3.2990, loss: 3.2990, grad_norm: 0.8824 2020-08-17 08:10:29,716 - mmaction - INFO - Epoch [65][260/470] lr: 6.828e-01, eta: 23:01:06, time: 0.980, data_time: 0.002, memory: 9444, top1_acc: 0.2936, top5_acc: 0.5349, loss_cls: 3.3206, loss: 3.3206, grad_norm: 0.8681 2020-08-17 08:10:49,064 - mmaction - INFO - Epoch [65][280/470] lr: 6.828e-01, eta: 23:00:50, time: 0.967, data_time: 0.004, memory: 9444, top1_acc: 0.2897, top5_acc: 0.5345, loss_cls: 3.3179, loss: 3.3179, grad_norm: 0.8704 2020-08-17 08:11:07,948 - mmaction - INFO - Epoch [65][300/470] lr: 6.828e-01, eta: 23:00:33, time: 0.945, data_time: 0.004, memory: 9444, top1_acc: 0.2941, top5_acc: 0.5303, loss_cls: 3.3185, loss: 3.3185, grad_norm: 0.8602 2020-08-17 08:11:27,033 - mmaction - INFO - Epoch [65][320/470] lr: 6.828e-01, eta: 23:00:16, time: 0.952, data_time: 0.004, memory: 9444, top1_acc: 0.2914, top5_acc: 0.5372, loss_cls: 3.3105, loss: 3.3105, grad_norm: 0.8493 2020-08-17 08:11:46,168 - mmaction - INFO - Epoch [65][340/470] lr: 6.828e-01, eta: 23:00:00, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5389, loss_cls: 3.3010, loss: 3.3010, grad_norm: 0.8770 2020-08-17 08:12:05,376 - mmaction - INFO - Epoch [65][360/470] lr: 6.828e-01, eta: 22:59:44, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2876, top5_acc: 0.5406, loss_cls: 3.3025, loss: 3.3025, grad_norm: 0.8646 2020-08-17 08:12:25,007 - mmaction - INFO - Epoch [65][380/470] lr: 6.828e-01, eta: 22:59:29, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.2943, top5_acc: 0.5467, loss_cls: 3.2661, loss: 3.2661, grad_norm: 0.8497 2020-08-17 08:12:43,426 - mmaction - INFO - Epoch [65][400/470] lr: 6.828e-01, eta: 22:59:11, time: 0.921, data_time: 0.007, memory: 9444, top1_acc: 0.2941, top5_acc: 0.5424, loss_cls: 3.2765, loss: 3.2765, grad_norm: 0.8711 2020-08-17 08:13:02,633 - mmaction - INFO - Epoch [65][420/470] lr: 6.828e-01, eta: 22:58:55, time: 0.961, data_time: 0.002, memory: 9444, top1_acc: 0.2850, top5_acc: 0.5308, loss_cls: 3.3448, loss: 3.3448, grad_norm: 0.8579 2020-08-17 08:13:21,906 - mmaction - INFO - Epoch [65][440/470] lr: 6.828e-01, eta: 22:58:39, time: 0.963, data_time: 0.004, memory: 9444, top1_acc: 0.3071, top5_acc: 0.5508, loss_cls: 3.2541, loss: 3.2541, grad_norm: 0.8733 2020-08-17 08:13:40,812 - mmaction - INFO - Epoch [65][460/470] lr: 6.828e-01, eta: 22:58:22, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.2876, top5_acc: 0.5326, loss_cls: 3.3093, loss: 3.3093, grad_norm: 0.8744 2020-08-17 08:14:14,042 - mmaction - INFO - Epoch [66][20/470] lr: 6.794e-01, eta: 22:57:43, time: 1.193, data_time: 0.368, memory: 9444, top1_acc: 0.3021, top5_acc: 0.5436, loss_cls: 3.2528, loss: 3.2528, grad_norm: 0.8634 2020-08-17 08:14:32,938 - mmaction - INFO - Epoch [66][40/470] lr: 6.794e-01, eta: 22:57:26, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.2936, top5_acc: 0.5415, loss_cls: 3.2911, loss: 3.2911, grad_norm: 0.8582 2020-08-17 08:14:52,660 - mmaction - INFO - Epoch [66][60/470] lr: 6.794e-01, eta: 22:57:11, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.2981, top5_acc: 0.5475, loss_cls: 3.2603, loss: 3.2603, grad_norm: 0.8493 2020-08-17 08:15:11,556 - mmaction - INFO - Epoch [66][80/470] lr: 6.794e-01, eta: 22:56:54, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2943, top5_acc: 0.5472, loss_cls: 3.2724, loss: 3.2724, grad_norm: 0.8675 2020-08-17 08:15:30,815 - mmaction - INFO - Epoch [66][100/470] lr: 6.794e-01, eta: 22:56:38, time: 0.963, data_time: 0.002, memory: 9444, top1_acc: 0.2956, top5_acc: 0.5401, loss_cls: 3.2860, loss: 3.2860, grad_norm: 0.8594 2020-08-17 08:15:49,792 - mmaction - INFO - Epoch [66][120/470] lr: 6.794e-01, eta: 22:56:21, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2924, top5_acc: 0.5478, loss_cls: 3.2664, loss: 3.2664, grad_norm: 0.8587 2020-08-17 08:16:08,978 - mmaction - INFO - Epoch [66][140/470] lr: 6.794e-01, eta: 22:56:05, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3000, top5_acc: 0.5446, loss_cls: 3.2661, loss: 3.2661, grad_norm: 0.8651 2020-08-17 08:16:28,276 - mmaction - INFO - Epoch [66][160/470] lr: 6.794e-01, eta: 22:55:49, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2932, top5_acc: 0.5396, loss_cls: 3.3028, loss: 3.3028, grad_norm: 0.8491 2020-08-17 08:16:47,205 - mmaction - INFO - Epoch [66][180/470] lr: 6.794e-01, eta: 22:55:33, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.2994, top5_acc: 0.5461, loss_cls: 3.2558, loss: 3.2558, grad_norm: 0.8628 2020-08-17 08:17:06,122 - mmaction - INFO - Epoch [66][200/470] lr: 6.794e-01, eta: 22:55:15, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5419, loss_cls: 3.2998, loss: 3.2998, grad_norm: 0.8756 2020-08-17 08:17:25,248 - mmaction - INFO - Epoch [66][220/470] lr: 6.794e-01, eta: 22:54:59, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.2893, top5_acc: 0.5391, loss_cls: 3.3012, loss: 3.3012, grad_norm: 0.8700 2020-08-17 08:17:44,060 - mmaction - INFO - Epoch [66][240/470] lr: 6.794e-01, eta: 22:54:42, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2969, top5_acc: 0.5450, loss_cls: 3.3020, loss: 3.3020, grad_norm: 0.8694 2020-08-17 08:18:03,331 - mmaction - INFO - Epoch [66][260/470] lr: 6.794e-01, eta: 22:54:26, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5393, loss_cls: 3.3063, loss: 3.3063, grad_norm: 0.8457 2020-08-17 08:18:23,307 - mmaction - INFO - Epoch [66][280/470] lr: 6.794e-01, eta: 22:54:12, time: 0.997, data_time: 0.005, memory: 9444, top1_acc: 0.3001, top5_acc: 0.5453, loss_cls: 3.2685, loss: 3.2685, grad_norm: 0.8862 2020-08-17 08:18:41,834 - mmaction - INFO - Epoch [66][300/470] lr: 6.794e-01, eta: 22:53:54, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.2935, top5_acc: 0.5434, loss_cls: 3.2947, loss: 3.2947, grad_norm: 0.8535 2020-08-17 08:19:01,103 - mmaction - INFO - Epoch [66][320/470] lr: 6.794e-01, eta: 22:53:38, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.2930, top5_acc: 0.5384, loss_cls: 3.2972, loss: 3.2972, grad_norm: 0.8620 2020-08-17 08:19:20,254 - mmaction - INFO - Epoch [66][340/470] lr: 6.794e-01, eta: 22:53:21, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5382, loss_cls: 3.3111, loss: 3.3111, grad_norm: 0.8661 2020-08-17 08:19:39,271 - mmaction - INFO - Epoch [66][360/470] lr: 6.794e-01, eta: 22:53:05, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2866, top5_acc: 0.5299, loss_cls: 3.3452, loss: 3.3452, grad_norm: 0.8692 2020-08-17 08:19:58,512 - mmaction - INFO - Epoch [66][380/470] lr: 6.794e-01, eta: 22:52:49, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.3034, top5_acc: 0.5521, loss_cls: 3.2445, loss: 3.2445, grad_norm: 0.8536 2020-08-17 08:20:17,970 - mmaction - INFO - Epoch [66][400/470] lr: 6.794e-01, eta: 22:52:33, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2885, top5_acc: 0.5406, loss_cls: 3.3015, loss: 3.3015, grad_norm: 0.8809 2020-08-17 08:20:37,177 - mmaction - INFO - Epoch [66][420/470] lr: 6.794e-01, eta: 22:52:17, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.2903, top5_acc: 0.5425, loss_cls: 3.2906, loss: 3.2906, grad_norm: 0.8673 2020-08-17 08:20:56,466 - mmaction - INFO - Epoch [66][440/470] lr: 6.794e-01, eta: 22:52:01, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.2908, top5_acc: 0.5424, loss_cls: 3.2742, loss: 3.2742, grad_norm: 0.8614 2020-08-17 08:21:15,636 - mmaction - INFO - Epoch [66][460/470] lr: 6.794e-01, eta: 22:51:45, time: 0.958, data_time: 0.007, memory: 9444, top1_acc: 0.2919, top5_acc: 0.5391, loss_cls: 3.2921, loss: 3.2921, grad_norm: 0.8667 2020-08-17 08:21:48,430 - mmaction - INFO - Epoch [67][20/470] lr: 6.758e-01, eta: 22:51:03, time: 1.139, data_time: 0.369, memory: 9444, top1_acc: 0.3048, top5_acc: 0.5504, loss_cls: 3.2502, loss: 3.2502, grad_norm: 0.8633 2020-08-17 08:22:07,310 - mmaction - INFO - Epoch [67][40/470] lr: 6.758e-01, eta: 22:50:46, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3060, top5_acc: 0.5472, loss_cls: 3.2532, loss: 3.2532, grad_norm: 0.8713 2020-08-17 08:22:26,373 - mmaction - INFO - Epoch [67][60/470] lr: 6.758e-01, eta: 22:50:29, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2920, top5_acc: 0.5465, loss_cls: 3.2701, loss: 3.2701, grad_norm: 0.8824 2020-08-17 08:22:45,085 - mmaction - INFO - Epoch [67][80/470] lr: 6.758e-01, eta: 22:50:12, time: 0.937, data_time: 0.004, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5437, loss_cls: 3.2752, loss: 3.2752, grad_norm: 0.8590 2020-08-17 08:23:04,529 - mmaction - INFO - Epoch [67][100/470] lr: 6.758e-01, eta: 22:49:56, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5459, loss_cls: 3.2548, loss: 3.2548, grad_norm: 0.8686 2020-08-17 08:23:23,763 - mmaction - INFO - Epoch [67][120/470] lr: 6.758e-01, eta: 22:49:40, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5439, loss_cls: 3.2690, loss: 3.2690, grad_norm: 0.8814 2020-08-17 08:23:43,343 - mmaction - INFO - Epoch [67][140/470] lr: 6.758e-01, eta: 22:49:25, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2915, top5_acc: 0.5373, loss_cls: 3.2983, loss: 3.2983, grad_norm: 0.8694 2020-08-17 08:24:02,311 - mmaction - INFO - Epoch [67][160/470] lr: 6.758e-01, eta: 22:49:08, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3030, top5_acc: 0.5467, loss_cls: 3.2520, loss: 3.2520, grad_norm: 0.8616 2020-08-17 08:24:21,876 - mmaction - INFO - Epoch [67][180/470] lr: 6.758e-01, eta: 22:48:53, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.2967, top5_acc: 0.5407, loss_cls: 3.2686, loss: 3.2686, grad_norm: 0.8794 2020-08-17 08:24:40,325 - mmaction - INFO - Epoch [67][200/470] lr: 6.758e-01, eta: 22:48:35, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.2961, top5_acc: 0.5395, loss_cls: 3.2824, loss: 3.2824, grad_norm: 0.8759 2020-08-17 08:24:59,871 - mmaction - INFO - Epoch [67][220/470] lr: 6.758e-01, eta: 22:48:19, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.2896, top5_acc: 0.5399, loss_cls: 3.2792, loss: 3.2792, grad_norm: 0.8691 2020-08-17 08:25:18,985 - mmaction - INFO - Epoch [67][240/470] lr: 6.758e-01, eta: 22:48:03, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.2945, top5_acc: 0.5377, loss_cls: 3.2677, loss: 3.2677, grad_norm: 0.8673 2020-08-17 08:25:38,569 - mmaction - INFO - Epoch [67][260/470] lr: 6.758e-01, eta: 22:47:48, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.2987, top5_acc: 0.5457, loss_cls: 3.2608, loss: 3.2608, grad_norm: 0.8704 2020-08-17 08:25:58,318 - mmaction - INFO - Epoch [67][280/470] lr: 6.758e-01, eta: 22:47:33, time: 0.989, data_time: 0.006, memory: 9444, top1_acc: 0.2960, top5_acc: 0.5391, loss_cls: 3.2845, loss: 3.2845, grad_norm: 0.8585 2020-08-17 08:26:17,228 - mmaction - INFO - Epoch [67][300/470] lr: 6.758e-01, eta: 22:47:16, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.2921, top5_acc: 0.5442, loss_cls: 3.2798, loss: 3.2798, grad_norm: 0.8444 2020-08-17 08:26:36,737 - mmaction - INFO - Epoch [67][320/470] lr: 6.758e-01, eta: 22:47:01, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2911, top5_acc: 0.5417, loss_cls: 3.2915, loss: 3.2915, grad_norm: 0.8546 2020-08-17 08:26:56,210 - mmaction - INFO - Epoch [67][340/470] lr: 6.758e-01, eta: 22:46:45, time: 0.973, data_time: 0.002, memory: 9444, top1_acc: 0.2907, top5_acc: 0.5398, loss_cls: 3.2916, loss: 3.2916, grad_norm: 0.8810 2020-08-17 08:27:15,293 - mmaction - INFO - Epoch [67][360/470] lr: 6.758e-01, eta: 22:46:28, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3043, top5_acc: 0.5478, loss_cls: 3.2738, loss: 3.2738, grad_norm: 0.8583 2020-08-17 08:27:34,095 - mmaction - INFO - Epoch [67][380/470] lr: 6.758e-01, eta: 22:46:11, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3038, top5_acc: 0.5508, loss_cls: 3.2262, loss: 3.2262, grad_norm: 0.8586 2020-08-17 08:27:53,161 - mmaction - INFO - Epoch [67][400/470] lr: 6.758e-01, eta: 22:45:54, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2924, top5_acc: 0.5412, loss_cls: 3.2969, loss: 3.2969, grad_norm: 0.8724 2020-08-17 08:28:12,823 - mmaction - INFO - Epoch [67][420/470] lr: 6.758e-01, eta: 22:45:39, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.3033, top5_acc: 0.5466, loss_cls: 3.2628, loss: 3.2628, grad_norm: 0.8664 2020-08-17 08:28:31,619 - mmaction - INFO - Epoch [67][440/470] lr: 6.758e-01, eta: 22:45:22, time: 0.937, data_time: 0.004, memory: 9444, top1_acc: 0.2970, top5_acc: 0.5446, loss_cls: 3.2717, loss: 3.2717, grad_norm: 0.8622 2020-08-17 08:28:51,556 - mmaction - INFO - Epoch [67][460/470] lr: 6.758e-01, eta: 22:45:08, time: 0.999, data_time: 0.006, memory: 9444, top1_acc: 0.2887, top5_acc: 0.5348, loss_cls: 3.3029, loss: 3.3029, grad_norm: 0.8683 2020-08-17 08:29:25,068 - mmaction - INFO - Epoch [68][20/470] lr: 6.722e-01, eta: 22:44:30, time: 1.201, data_time: 0.407, memory: 9444, top1_acc: 0.2975, top5_acc: 0.5474, loss_cls: 3.2558, loss: 3.2558, grad_norm: 0.8711 2020-08-17 08:29:44,946 - mmaction - INFO - Epoch [68][40/470] lr: 6.722e-01, eta: 22:44:16, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.3045, top5_acc: 0.5443, loss_cls: 3.2869, loss: 3.2869, grad_norm: 0.8746 2020-08-17 08:30:02,660 - mmaction - INFO - Epoch [68][60/470] lr: 6.722e-01, eta: 22:43:55, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.2959, top5_acc: 0.5434, loss_cls: 3.2679, loss: 3.2679, grad_norm: 0.8824 2020-08-17 08:30:21,746 - mmaction - INFO - Epoch [68][80/470] lr: 6.722e-01, eta: 22:43:39, time: 0.955, data_time: 0.003, memory: 9444, top1_acc: 0.2958, top5_acc: 0.5385, loss_cls: 3.2877, loss: 3.2877, grad_norm: 0.8634 2020-08-17 08:30:40,599 - mmaction - INFO - Epoch [68][100/470] lr: 6.722e-01, eta: 22:43:21, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5491, loss_cls: 3.2550, loss: 3.2550, grad_norm: 0.8814 2020-08-17 08:30:59,298 - mmaction - INFO - Epoch [68][120/470] lr: 6.722e-01, eta: 22:43:04, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5520, loss_cls: 3.2109, loss: 3.2109, grad_norm: 0.8774 2020-08-17 08:31:18,620 - mmaction - INFO - Epoch [68][140/470] lr: 6.722e-01, eta: 22:42:47, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.3037, top5_acc: 0.5502, loss_cls: 3.2507, loss: 3.2507, grad_norm: 0.8710 2020-08-17 08:31:38,503 - mmaction - INFO - Epoch [68][160/470] lr: 6.722e-01, eta: 22:42:33, time: 0.996, data_time: 0.005, memory: 9444, top1_acc: 0.3034, top5_acc: 0.5415, loss_cls: 3.2614, loss: 3.2614, grad_norm: 0.8906 2020-08-17 08:31:57,134 - mmaction - INFO - Epoch [68][180/470] lr: 6.722e-01, eta: 22:42:15, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2951, top5_acc: 0.5430, loss_cls: 3.2735, loss: 3.2735, grad_norm: 0.8690 2020-08-17 08:32:16,060 - mmaction - INFO - Epoch [68][200/470] lr: 6.722e-01, eta: 22:41:58, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.2939, top5_acc: 0.5429, loss_cls: 3.2659, loss: 3.2659, grad_norm: 0.8688 2020-08-17 08:32:35,379 - mmaction - INFO - Epoch [68][220/470] lr: 6.722e-01, eta: 22:41:42, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5334, loss_cls: 3.3166, loss: 3.3166, grad_norm: 0.8804 2020-08-17 08:32:54,099 - mmaction - INFO - Epoch [68][240/470] lr: 6.722e-01, eta: 22:41:25, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3026, top5_acc: 0.5444, loss_cls: 3.2610, loss: 3.2610, grad_norm: 0.8595 2020-08-17 08:33:13,234 - mmaction - INFO - Epoch [68][260/470] lr: 6.722e-01, eta: 22:41:08, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2982, top5_acc: 0.5527, loss_cls: 3.2606, loss: 3.2606, grad_norm: 0.8741 2020-08-17 08:33:32,668 - mmaction - INFO - Epoch [68][280/470] lr: 6.722e-01, eta: 22:40:52, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.2982, top5_acc: 0.5511, loss_cls: 3.2570, loss: 3.2570, grad_norm: 0.8799 2020-08-17 08:33:51,205 - mmaction - INFO - Epoch [68][300/470] lr: 6.722e-01, eta: 22:40:34, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.2946, top5_acc: 0.5389, loss_cls: 3.3290, loss: 3.3290, grad_norm: 0.8674 2020-08-17 08:34:10,893 - mmaction - INFO - Epoch [68][320/470] lr: 6.722e-01, eta: 22:40:19, time: 0.986, data_time: 0.006, memory: 9444, top1_acc: 0.2939, top5_acc: 0.5394, loss_cls: 3.3021, loss: 3.3021, grad_norm: 0.8573 2020-08-17 08:34:29,801 - mmaction - INFO - Epoch [68][340/470] lr: 6.722e-01, eta: 22:40:02, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.2993, top5_acc: 0.5471, loss_cls: 3.2666, loss: 3.2666, grad_norm: 0.8635 2020-08-17 08:34:48,883 - mmaction - INFO - Epoch [68][360/470] lr: 6.722e-01, eta: 22:39:45, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.2940, top5_acc: 0.5464, loss_cls: 3.2749, loss: 3.2749, grad_norm: 0.8709 2020-08-17 08:35:07,629 - mmaction - INFO - Epoch [68][380/470] lr: 6.722e-01, eta: 22:39:28, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.2931, top5_acc: 0.5409, loss_cls: 3.2945, loss: 3.2945, grad_norm: 0.8677 2020-08-17 08:35:26,823 - mmaction - INFO - Epoch [68][400/470] lr: 6.722e-01, eta: 22:39:11, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.2882, top5_acc: 0.5442, loss_cls: 3.2739, loss: 3.2739, grad_norm: 0.8722 2020-08-17 08:35:45,796 - mmaction - INFO - Epoch [68][420/470] lr: 6.722e-01, eta: 22:38:54, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2927, top5_acc: 0.5354, loss_cls: 3.2975, loss: 3.2975, grad_norm: 0.8579 2020-08-17 08:36:05,792 - mmaction - INFO - Epoch [68][440/470] lr: 6.722e-01, eta: 22:38:40, time: 0.999, data_time: 0.005, memory: 9444, top1_acc: 0.2993, top5_acc: 0.5394, loss_cls: 3.2631, loss: 3.2631, grad_norm: 0.8595 2020-08-17 08:36:24,860 - mmaction - INFO - Epoch [68][460/470] lr: 6.722e-01, eta: 22:38:23, time: 0.953, data_time: 0.007, memory: 9444, top1_acc: 0.2901, top5_acc: 0.5407, loss_cls: 3.3104, loss: 3.3104, grad_norm: 0.8663 2020-08-17 08:36:34,887 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-08-17 08:36:57,702 - mmaction - INFO - Epoch [69][20/470] lr: 6.686e-01, eta: 22:37:37, time: 1.037, data_time: 0.297, memory: 9444, top1_acc: 0.3071, top5_acc: 0.5534, loss_cls: 3.2207, loss: 3.2207, grad_norm: 0.8627 2020-08-17 08:37:16,543 - mmaction - INFO - Epoch [69][40/470] lr: 6.686e-01, eta: 22:37:19, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.2952, top5_acc: 0.5470, loss_cls: 3.2571, loss: 3.2571, grad_norm: 0.8761 2020-08-17 08:37:35,382 - mmaction - INFO - Epoch [69][60/470] lr: 6.686e-01, eta: 22:37:02, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3051, top5_acc: 0.5508, loss_cls: 3.2356, loss: 3.2356, grad_norm: 0.8691 2020-08-17 08:37:54,332 - mmaction - INFO - Epoch [69][80/470] lr: 6.686e-01, eta: 22:36:45, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.3024, top5_acc: 0.5546, loss_cls: 3.2211, loss: 3.2211, grad_norm: 0.8685 2020-08-17 08:38:13,757 - mmaction - INFO - Epoch [69][100/470] lr: 6.686e-01, eta: 22:36:29, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.2944, top5_acc: 0.5480, loss_cls: 3.2534, loss: 3.2534, grad_norm: 0.8782 2020-08-17 08:38:32,531 - mmaction - INFO - Epoch [69][120/470] lr: 6.686e-01, eta: 22:36:12, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3074, top5_acc: 0.5506, loss_cls: 3.2147, loss: 3.2147, grad_norm: 0.8802 2020-08-17 08:38:51,614 - mmaction - INFO - Epoch [69][140/470] lr: 6.686e-01, eta: 22:35:55, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3045, top5_acc: 0.5498, loss_cls: 3.2258, loss: 3.2258, grad_norm: 0.8815 2020-08-17 08:39:11,305 - mmaction - INFO - Epoch [69][160/470] lr: 6.686e-01, eta: 22:35:40, time: 0.985, data_time: 0.002, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5441, loss_cls: 3.2637, loss: 3.2637, grad_norm: 0.8723 2020-08-17 08:39:30,591 - mmaction - INFO - Epoch [69][180/470] lr: 6.686e-01, eta: 22:35:24, time: 0.963, data_time: 0.004, memory: 9444, top1_acc: 0.2965, top5_acc: 0.5362, loss_cls: 3.3178, loss: 3.3178, grad_norm: 0.8823 2020-08-17 08:39:50,346 - mmaction - INFO - Epoch [69][200/470] lr: 6.686e-01, eta: 22:35:09, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.2996, top5_acc: 0.5462, loss_cls: 3.2592, loss: 3.2592, grad_norm: 0.8778 2020-08-17 08:40:09,116 - mmaction - INFO - Epoch [69][220/470] lr: 6.686e-01, eta: 22:34:51, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3011, top5_acc: 0.5458, loss_cls: 3.2772, loss: 3.2772, grad_norm: 0.8789 2020-08-17 08:40:28,326 - mmaction - INFO - Epoch [69][240/470] lr: 6.686e-01, eta: 22:34:35, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.2910, top5_acc: 0.5422, loss_cls: 3.2884, loss: 3.2884, grad_norm: 0.8920 2020-08-17 08:40:47,567 - mmaction - INFO - Epoch [69][260/470] lr: 6.686e-01, eta: 22:34:19, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5456, loss_cls: 3.2777, loss: 3.2777, grad_norm: 0.8797 2020-08-17 08:41:06,882 - mmaction - INFO - Epoch [69][280/470] lr: 6.686e-01, eta: 22:34:03, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2915, top5_acc: 0.5355, loss_cls: 3.3136, loss: 3.3136, grad_norm: 0.8739 2020-08-17 08:41:25,688 - mmaction - INFO - Epoch [69][300/470] lr: 6.686e-01, eta: 22:33:45, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3013, top5_acc: 0.5412, loss_cls: 3.2671, loss: 3.2671, grad_norm: 0.8655 2020-08-17 08:41:44,892 - mmaction - INFO - Epoch [69][320/470] lr: 6.686e-01, eta: 22:33:29, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.2916, top5_acc: 0.5470, loss_cls: 3.2769, loss: 3.2769, grad_norm: 0.8822 2020-08-17 08:42:04,277 - mmaction - INFO - Epoch [69][340/470] lr: 6.686e-01, eta: 22:33:13, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2996, top5_acc: 0.5443, loss_cls: 3.2717, loss: 3.2717, grad_norm: 0.8713 2020-08-17 08:42:23,836 - mmaction - INFO - Epoch [69][360/470] lr: 6.686e-01, eta: 22:32:58, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.2981, top5_acc: 0.5492, loss_cls: 3.2564, loss: 3.2564, grad_norm: 0.8700 2020-08-17 08:42:43,667 - mmaction - INFO - Epoch [69][380/470] lr: 6.686e-01, eta: 22:32:43, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.2965, top5_acc: 0.5448, loss_cls: 3.2777, loss: 3.2777, grad_norm: 0.8799 2020-08-17 08:43:02,427 - mmaction - INFO - Epoch [69][400/470] lr: 6.686e-01, eta: 22:32:25, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2907, top5_acc: 0.5364, loss_cls: 3.2996, loss: 3.2996, grad_norm: 0.8633 2020-08-17 08:43:21,174 - mmaction - INFO - Epoch [69][420/470] lr: 6.686e-01, eta: 22:32:08, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3004, top5_acc: 0.5462, loss_cls: 3.2539, loss: 3.2539, grad_norm: 0.8914 2020-08-17 08:43:40,479 - mmaction - INFO - Epoch [69][440/470] lr: 6.686e-01, eta: 22:31:51, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2969, top5_acc: 0.5430, loss_cls: 3.2775, loss: 3.2775, grad_norm: 0.8596 2020-08-17 08:43:59,449 - mmaction - INFO - Epoch [69][460/470] lr: 6.686e-01, eta: 22:31:34, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.3023, top5_acc: 0.5426, loss_cls: 3.2594, loss: 3.2594, grad_norm: 0.8723 2020-08-17 08:44:32,084 - mmaction - INFO - Epoch [70][20/470] lr: 6.650e-01, eta: 22:30:55, time: 1.168, data_time: 0.371, memory: 9444, top1_acc: 0.2965, top5_acc: 0.5494, loss_cls: 3.2321, loss: 3.2321, grad_norm: 0.8697 2020-08-17 08:44:50,661 - mmaction - INFO - Epoch [70][40/470] lr: 6.650e-01, eta: 22:30:37, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.2975, top5_acc: 0.5414, loss_cls: 3.2724, loss: 3.2724, grad_norm: 0.8758 2020-08-17 08:45:10,290 - mmaction - INFO - Epoch [70][60/470] lr: 6.650e-01, eta: 22:30:22, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.2987, top5_acc: 0.5454, loss_cls: 3.2643, loss: 3.2643, grad_norm: 0.8683 2020-08-17 08:45:28,714 - mmaction - INFO - Epoch [70][80/470] lr: 6.650e-01, eta: 22:30:03, time: 0.923, data_time: 0.004, memory: 9444, top1_acc: 0.2911, top5_acc: 0.5318, loss_cls: 3.3185, loss: 3.3185, grad_norm: 0.8861 2020-08-17 08:45:47,718 - mmaction - INFO - Epoch [70][100/470] lr: 6.650e-01, eta: 22:29:46, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.2967, top5_acc: 0.5482, loss_cls: 3.2491, loss: 3.2491, grad_norm: 0.8624 2020-08-17 08:46:07,161 - mmaction - INFO - Epoch [70][120/470] lr: 6.650e-01, eta: 22:29:30, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2982, top5_acc: 0.5464, loss_cls: 3.2571, loss: 3.2571, grad_norm: 0.8813 2020-08-17 08:46:25,937 - mmaction - INFO - Epoch [70][140/470] lr: 6.650e-01, eta: 22:29:13, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3068, top5_acc: 0.5532, loss_cls: 3.2306, loss: 3.2306, grad_norm: 0.8739 2020-08-17 08:46:45,059 - mmaction - INFO - Epoch [70][160/470] lr: 6.650e-01, eta: 22:28:56, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3003, top5_acc: 0.5487, loss_cls: 3.2355, loss: 3.2355, grad_norm: 0.8874 2020-08-17 08:47:04,385 - mmaction - INFO - Epoch [70][180/470] lr: 6.650e-01, eta: 22:28:40, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.2888, top5_acc: 0.5399, loss_cls: 3.2947, loss: 3.2947, grad_norm: 0.8866 2020-08-17 08:47:22,962 - mmaction - INFO - Epoch [70][200/470] lr: 6.650e-01, eta: 22:28:22, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3011, top5_acc: 0.5516, loss_cls: 3.2569, loss: 3.2569, grad_norm: 0.8708 2020-08-17 08:47:42,359 - mmaction - INFO - Epoch [70][220/470] lr: 6.650e-01, eta: 22:28:06, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.2968, top5_acc: 0.5516, loss_cls: 3.2605, loss: 3.2605, grad_norm: 0.8680 2020-08-17 08:48:01,483 - mmaction - INFO - Epoch [70][240/470] lr: 6.650e-01, eta: 22:27:49, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3000, top5_acc: 0.5521, loss_cls: 3.2282, loss: 3.2282, grad_norm: 0.8755 2020-08-17 08:48:20,835 - mmaction - INFO - Epoch [70][260/470] lr: 6.650e-01, eta: 22:27:33, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.2963, top5_acc: 0.5426, loss_cls: 3.2624, loss: 3.2624, grad_norm: 0.8808 2020-08-17 08:48:40,342 - mmaction - INFO - Epoch [70][280/470] lr: 6.650e-01, eta: 22:27:18, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2948, top5_acc: 0.5407, loss_cls: 3.3088, loss: 3.3088, grad_norm: 0.8766 2020-08-17 08:48:59,244 - mmaction - INFO - Epoch [70][300/470] lr: 6.650e-01, eta: 22:27:00, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5479, loss_cls: 3.2370, loss: 3.2370, grad_norm: 0.8690 2020-08-17 08:49:18,517 - mmaction - INFO - Epoch [70][320/470] lr: 6.650e-01, eta: 22:26:44, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3028, top5_acc: 0.5496, loss_cls: 3.2297, loss: 3.2297, grad_norm: 0.8744 2020-08-17 08:49:36,971 - mmaction - INFO - Epoch [70][340/470] lr: 6.650e-01, eta: 22:26:26, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.2994, top5_acc: 0.5521, loss_cls: 3.2381, loss: 3.2381, grad_norm: 0.8691 2020-08-17 08:49:56,574 - mmaction - INFO - Epoch [70][360/470] lr: 6.650e-01, eta: 22:26:10, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.2940, top5_acc: 0.5406, loss_cls: 3.3026, loss: 3.3026, grad_norm: 0.8673 2020-08-17 08:50:15,257 - mmaction - INFO - Epoch [70][380/470] lr: 6.650e-01, eta: 22:25:52, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3016, top5_acc: 0.5417, loss_cls: 3.2826, loss: 3.2826, grad_norm: 0.8660 2020-08-17 08:50:33,868 - mmaction - INFO - Epoch [70][400/470] lr: 6.650e-01, eta: 22:25:34, time: 0.932, data_time: 0.007, memory: 9444, top1_acc: 0.3045, top5_acc: 0.5459, loss_cls: 3.2599, loss: 3.2599, grad_norm: 0.8851 2020-08-17 08:50:53,814 - mmaction - INFO - Epoch [70][420/470] lr: 6.650e-01, eta: 22:25:20, time: 0.997, data_time: 0.006, memory: 9444, top1_acc: 0.3045, top5_acc: 0.5461, loss_cls: 3.2774, loss: 3.2774, grad_norm: 0.8765 2020-08-17 08:51:12,359 - mmaction - INFO - Epoch [70][440/470] lr: 6.650e-01, eta: 22:25:02, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.2937, top5_acc: 0.5383, loss_cls: 3.2909, loss: 3.2909, grad_norm: 0.8763 2020-08-17 08:51:31,332 - mmaction - INFO - Epoch [70][460/470] lr: 6.650e-01, eta: 22:24:45, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.2863, top5_acc: 0.5389, loss_cls: 3.2950, loss: 3.2950, grad_norm: 0.8894 2020-08-17 08:52:04,042 - mmaction - INFO - Epoch [71][20/470] lr: 6.613e-01, eta: 22:24:05, time: 1.158, data_time: 0.370, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5503, loss_cls: 3.2479, loss: 3.2479, grad_norm: 0.8737 2020-08-17 08:52:23,299 - mmaction - INFO - Epoch [71][40/470] lr: 6.613e-01, eta: 22:23:49, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3039, top5_acc: 0.5524, loss_cls: 3.2235, loss: 3.2235, grad_norm: 0.8825 2020-08-17 08:52:41,970 - mmaction - INFO - Epoch [71][60/470] lr: 6.613e-01, eta: 22:23:31, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3050, top5_acc: 0.5498, loss_cls: 3.2214, loss: 3.2214, grad_norm: 0.8727 2020-08-17 08:53:01,295 - mmaction - INFO - Epoch [71][80/470] lr: 6.613e-01, eta: 22:23:15, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2945, top5_acc: 0.5439, loss_cls: 3.2616, loss: 3.2616, grad_norm: 0.8760 2020-08-17 08:53:20,169 - mmaction - INFO - Epoch [71][100/470] lr: 6.613e-01, eta: 22:22:57, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.2946, top5_acc: 0.5412, loss_cls: 3.2729, loss: 3.2729, grad_norm: 0.8934 2020-08-17 08:53:39,663 - mmaction - INFO - Epoch [71][120/470] lr: 6.613e-01, eta: 22:22:42, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.2943, top5_acc: 0.5473, loss_cls: 3.2648, loss: 3.2648, grad_norm: 0.8735 2020-08-17 08:53:58,659 - mmaction - INFO - Epoch [71][140/470] lr: 6.613e-01, eta: 22:22:24, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.2957, top5_acc: 0.5485, loss_cls: 3.2543, loss: 3.2543, grad_norm: 0.8821 2020-08-17 08:54:17,960 - mmaction - INFO - Epoch [71][160/470] lr: 6.613e-01, eta: 22:22:08, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.2905, top5_acc: 0.5379, loss_cls: 3.2826, loss: 3.2826, grad_norm: 0.9015 2020-08-17 08:54:36,566 - mmaction - INFO - Epoch [71][180/470] lr: 6.613e-01, eta: 22:21:50, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3004, top5_acc: 0.5430, loss_cls: 3.2732, loss: 3.2732, grad_norm: 0.8553 2020-08-17 08:54:56,203 - mmaction - INFO - Epoch [71][200/470] lr: 6.613e-01, eta: 22:21:35, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.3073, top5_acc: 0.5530, loss_cls: 3.2233, loss: 3.2233, grad_norm: 0.8782 2020-08-17 08:55:15,250 - mmaction - INFO - Epoch [71][220/470] lr: 6.613e-01, eta: 22:21:18, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.3017, top5_acc: 0.5472, loss_cls: 3.2439, loss: 3.2439, grad_norm: 0.8904 2020-08-17 08:55:34,876 - mmaction - INFO - Epoch [71][240/470] lr: 6.613e-01, eta: 22:21:03, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.2974, top5_acc: 0.5418, loss_cls: 3.2752, loss: 3.2752, grad_norm: 0.8731 2020-08-17 08:55:53,907 - mmaction - INFO - Epoch [71][260/470] lr: 6.613e-01, eta: 22:20:46, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.3043, top5_acc: 0.5549, loss_cls: 3.2248, loss: 3.2248, grad_norm: 0.8736 2020-08-17 08:56:12,952 - mmaction - INFO - Epoch [71][280/470] lr: 6.613e-01, eta: 22:20:29, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3029, top5_acc: 0.5449, loss_cls: 3.2557, loss: 3.2557, grad_norm: 0.8867 2020-08-17 08:56:32,717 - mmaction - INFO - Epoch [71][300/470] lr: 6.613e-01, eta: 22:20:14, time: 0.986, data_time: 0.006, memory: 9444, top1_acc: 0.2955, top5_acc: 0.5466, loss_cls: 3.2704, loss: 3.2704, grad_norm: 0.8706 2020-08-17 08:56:51,944 - mmaction - INFO - Epoch [71][320/470] lr: 6.613e-01, eta: 22:19:57, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5446, loss_cls: 3.2593, loss: 3.2593, grad_norm: 0.8734 2020-08-17 08:57:10,735 - mmaction - INFO - Epoch [71][340/470] lr: 6.613e-01, eta: 22:19:40, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.2920, top5_acc: 0.5507, loss_cls: 3.2663, loss: 3.2663, grad_norm: 0.8749 2020-08-17 08:57:29,688 - mmaction - INFO - Epoch [71][360/470] lr: 6.613e-01, eta: 22:19:22, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3006, top5_acc: 0.5440, loss_cls: 3.2726, loss: 3.2726, grad_norm: 0.8736 2020-08-17 08:57:49,113 - mmaction - INFO - Epoch [71][380/470] lr: 6.613e-01, eta: 22:19:06, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.2989, top5_acc: 0.5430, loss_cls: 3.2740, loss: 3.2740, grad_norm: 0.8749 2020-08-17 08:58:08,712 - mmaction - INFO - Epoch [71][400/470] lr: 6.613e-01, eta: 22:18:51, time: 0.983, data_time: 0.007, memory: 9444, top1_acc: 0.3008, top5_acc: 0.5504, loss_cls: 3.2560, loss: 3.2560, grad_norm: 0.8764 2020-08-17 08:58:27,378 - mmaction - INFO - Epoch [71][420/470] lr: 6.613e-01, eta: 22:18:33, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3042, top5_acc: 0.5427, loss_cls: 3.2672, loss: 3.2672, grad_norm: 0.8691 2020-08-17 08:58:46,395 - mmaction - INFO - Epoch [71][440/470] lr: 6.613e-01, eta: 22:18:16, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.2979, top5_acc: 0.5394, loss_cls: 3.2887, loss: 3.2887, grad_norm: 0.8599 2020-08-17 08:59:05,862 - mmaction - INFO - Epoch [71][460/470] lr: 6.613e-01, eta: 22:18:00, time: 0.973, data_time: 0.002, memory: 9444, top1_acc: 0.3011, top5_acc: 0.5551, loss_cls: 3.2273, loss: 3.2273, grad_norm: 0.8850 2020-08-17 08:59:38,162 - mmaction - INFO - Epoch [72][20/470] lr: 6.575e-01, eta: 22:17:21, time: 1.156, data_time: 0.406, memory: 9444, top1_acc: 0.3028, top5_acc: 0.5547, loss_cls: 3.2297, loss: 3.2297, grad_norm: 0.8962 2020-08-17 08:59:57,462 - mmaction - INFO - Epoch [72][40/470] lr: 6.575e-01, eta: 22:17:04, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2952, top5_acc: 0.5445, loss_cls: 3.2709, loss: 3.2709, grad_norm: 0.8808 2020-08-17 09:00:18,516 - mmaction - INFO - Epoch [72][60/470] lr: 6.575e-01, eta: 22:16:52, time: 1.048, data_time: 0.007, memory: 9444, top1_acc: 0.2961, top5_acc: 0.5464, loss_cls: 3.2574, loss: 3.2574, grad_norm: 0.8803 2020-08-17 09:00:36,870 - mmaction - INFO - Epoch [72][80/470] lr: 6.575e-01, eta: 22:16:34, time: 0.925, data_time: 0.017, memory: 9444, top1_acc: 0.2982, top5_acc: 0.5522, loss_cls: 3.2445, loss: 3.2445, grad_norm: 0.8932 2020-08-17 09:00:55,889 - mmaction - INFO - Epoch [72][100/470] lr: 6.575e-01, eta: 22:16:17, time: 0.951, data_time: 0.002, memory: 9444, top1_acc: 0.3054, top5_acc: 0.5495, loss_cls: 3.2284, loss: 3.2284, grad_norm: 0.8886 2020-08-17 09:01:15,000 - mmaction - INFO - Epoch [72][120/470] lr: 6.575e-01, eta: 22:16:00, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3006, top5_acc: 0.5507, loss_cls: 3.2568, loss: 3.2568, grad_norm: 0.8675 2020-08-17 09:01:33,602 - mmaction - INFO - Epoch [72][140/470] lr: 6.575e-01, eta: 22:15:42, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3012, top5_acc: 0.5457, loss_cls: 3.2470, loss: 3.2470, grad_norm: 0.8653 2020-08-17 09:01:52,862 - mmaction - INFO - Epoch [72][160/470] lr: 6.575e-01, eta: 22:15:25, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.2992, top5_acc: 0.5524, loss_cls: 3.2374, loss: 3.2374, grad_norm: 0.8898 2020-08-17 09:02:13,101 - mmaction - INFO - Epoch [72][180/470] lr: 6.575e-01, eta: 22:15:12, time: 1.014, data_time: 0.005, memory: 9444, top1_acc: 0.3009, top5_acc: 0.5403, loss_cls: 3.2748, loss: 3.2748, grad_norm: 0.8718 2020-08-17 09:02:31,408 - mmaction - INFO - Epoch [72][200/470] lr: 6.575e-01, eta: 22:14:53, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.3009, top5_acc: 0.5471, loss_cls: 3.2658, loss: 3.2658, grad_norm: 0.8787 2020-08-17 09:02:51,136 - mmaction - INFO - Epoch [72][220/470] lr: 6.575e-01, eta: 22:14:38, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.3057, top5_acc: 0.5555, loss_cls: 3.2134, loss: 3.2134, grad_norm: 0.8790 2020-08-17 09:03:10,469 - mmaction - INFO - Epoch [72][240/470] lr: 6.575e-01, eta: 22:14:21, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3004, top5_acc: 0.5505, loss_cls: 3.2325, loss: 3.2325, grad_norm: 0.8873 2020-08-17 09:03:29,851 - mmaction - INFO - Epoch [72][260/470] lr: 6.575e-01, eta: 22:14:05, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.2962, top5_acc: 0.5473, loss_cls: 3.2867, loss: 3.2867, grad_norm: 0.8804 2020-08-17 09:03:48,877 - mmaction - INFO - Epoch [72][280/470] lr: 6.575e-01, eta: 22:13:48, time: 0.952, data_time: 0.002, memory: 9444, top1_acc: 0.2952, top5_acc: 0.5451, loss_cls: 3.2768, loss: 3.2768, grad_norm: 0.8778 2020-08-17 09:04:09,477 - mmaction - INFO - Epoch [72][300/470] lr: 6.575e-01, eta: 22:13:35, time: 1.028, data_time: 0.005, memory: 9444, top1_acc: 0.3067, top5_acc: 0.5554, loss_cls: 3.2225, loss: 3.2225, grad_norm: 0.8793 2020-08-17 09:04:28,205 - mmaction - INFO - Epoch [72][320/470] lr: 6.575e-01, eta: 22:13:17, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5419, loss_cls: 3.2632, loss: 3.2632, grad_norm: 0.8559 2020-08-17 09:04:47,857 - mmaction - INFO - Epoch [72][340/470] lr: 6.575e-01, eta: 22:13:02, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5598, loss_cls: 3.2243, loss: 3.2243, grad_norm: 0.8723 2020-08-17 09:05:06,343 - mmaction - INFO - Epoch [72][360/470] lr: 6.575e-01, eta: 22:12:44, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3000, top5_acc: 0.5477, loss_cls: 3.2440, loss: 3.2440, grad_norm: 0.8821 2020-08-17 09:05:26,332 - mmaction - INFO - Epoch [72][380/470] lr: 6.575e-01, eta: 22:12:29, time: 1.000, data_time: 0.002, memory: 9444, top1_acc: 0.2900, top5_acc: 0.5367, loss_cls: 3.2982, loss: 3.2982, grad_norm: 0.8840 2020-08-17 09:05:45,202 - mmaction - INFO - Epoch [72][400/470] lr: 6.575e-01, eta: 22:12:11, time: 0.942, data_time: 0.004, memory: 9444, top1_acc: 0.3054, top5_acc: 0.5456, loss_cls: 3.2517, loss: 3.2517, grad_norm: 0.8818 2020-08-17 09:06:04,708 - mmaction - INFO - Epoch [72][420/470] lr: 6.575e-01, eta: 22:11:56, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.3066, top5_acc: 0.5437, loss_cls: 3.2747, loss: 3.2747, grad_norm: 0.8780 2020-08-17 09:06:23,553 - mmaction - INFO - Epoch [72][440/470] lr: 6.575e-01, eta: 22:11:38, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.2985, top5_acc: 0.5506, loss_cls: 3.2531, loss: 3.2531, grad_norm: 0.8616 2020-08-17 09:06:43,024 - mmaction - INFO - Epoch [72][460/470] lr: 6.575e-01, eta: 22:11:22, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.3016, top5_acc: 0.5429, loss_cls: 3.2534, loss: 3.2534, grad_norm: 0.8770 2020-08-17 09:06:52,759 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-08-17 09:07:17,789 - mmaction - INFO - Epoch [73][20/470] lr: 6.538e-01, eta: 22:10:37, time: 1.051, data_time: 0.286, memory: 9444, top1_acc: 0.3085, top5_acc: 0.5520, loss_cls: 3.2290, loss: 3.2290, grad_norm: 0.8853 2020-08-17 09:07:36,365 - mmaction - INFO - Epoch [73][40/470] lr: 6.538e-01, eta: 22:10:19, time: 0.929, data_time: 0.002, memory: 9444, top1_acc: 0.2989, top5_acc: 0.5504, loss_cls: 3.2539, loss: 3.2539, grad_norm: 0.8713 2020-08-17 09:07:55,037 - mmaction - INFO - Epoch [73][60/470] lr: 6.538e-01, eta: 22:10:01, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.2944, top5_acc: 0.5455, loss_cls: 3.2491, loss: 3.2491, grad_norm: 0.8806 2020-08-17 09:08:14,361 - mmaction - INFO - Epoch [73][80/470] lr: 6.538e-01, eta: 22:09:45, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3157, top5_acc: 0.5570, loss_cls: 3.2111, loss: 3.2111, grad_norm: 0.8734 2020-08-17 09:08:33,468 - mmaction - INFO - Epoch [73][100/470] lr: 6.538e-01, eta: 22:09:28, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5449, loss_cls: 3.2612, loss: 3.2612, grad_norm: 0.8901 2020-08-17 09:08:52,507 - mmaction - INFO - Epoch [73][120/470] lr: 6.538e-01, eta: 22:09:11, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.2994, top5_acc: 0.5482, loss_cls: 3.2522, loss: 3.2522, grad_norm: 0.8681 2020-08-17 09:09:11,794 - mmaction - INFO - Epoch [73][140/470] lr: 6.538e-01, eta: 22:08:55, time: 0.965, data_time: 0.002, memory: 9444, top1_acc: 0.3137, top5_acc: 0.5632, loss_cls: 3.1855, loss: 3.1855, grad_norm: 0.8777 2020-08-17 09:09:31,374 - mmaction - INFO - Epoch [73][160/470] lr: 6.538e-01, eta: 22:08:39, time: 0.977, data_time: 0.004, memory: 9444, top1_acc: 0.2993, top5_acc: 0.5627, loss_cls: 3.2200, loss: 3.2200, grad_norm: 0.8824 2020-08-17 09:09:50,450 - mmaction - INFO - Epoch [73][180/470] lr: 6.538e-01, eta: 22:08:22, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.2937, top5_acc: 0.5467, loss_cls: 3.2759, loss: 3.2759, grad_norm: 0.8698 2020-08-17 09:10:09,919 - mmaction - INFO - Epoch [73][200/470] lr: 6.538e-01, eta: 22:08:06, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3055, top5_acc: 0.5569, loss_cls: 3.2169, loss: 3.2169, grad_norm: 0.8789 2020-08-17 09:10:29,002 - mmaction - INFO - Epoch [73][220/470] lr: 6.538e-01, eta: 22:07:49, time: 0.954, data_time: 0.002, memory: 9444, top1_acc: 0.2980, top5_acc: 0.5423, loss_cls: 3.2634, loss: 3.2634, grad_norm: 0.8929 2020-08-17 09:10:48,340 - mmaction - INFO - Epoch [73][240/470] lr: 6.538e-01, eta: 22:07:33, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5425, loss_cls: 3.2798, loss: 3.2798, grad_norm: 0.8679 2020-08-17 09:11:07,321 - mmaction - INFO - Epoch [73][260/470] lr: 6.538e-01, eta: 22:07:16, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3012, top5_acc: 0.5482, loss_cls: 3.2372, loss: 3.2372, grad_norm: 0.8868 2020-08-17 09:11:27,300 - mmaction - INFO - Epoch [73][280/470] lr: 6.538e-01, eta: 22:07:01, time: 0.999, data_time: 0.007, memory: 9444, top1_acc: 0.3011, top5_acc: 0.5531, loss_cls: 3.2446, loss: 3.2446, grad_norm: 0.8840 2020-08-17 09:11:45,838 - mmaction - INFO - Epoch [73][300/470] lr: 6.538e-01, eta: 22:06:43, time: 0.927, data_time: 0.002, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5466, loss_cls: 3.2578, loss: 3.2578, grad_norm: 0.8919 2020-08-17 09:12:05,215 - mmaction - INFO - Epoch [73][320/470] lr: 6.538e-01, eta: 22:06:27, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3001, top5_acc: 0.5494, loss_cls: 3.2657, loss: 3.2657, grad_norm: 0.8577 2020-08-17 09:12:24,949 - mmaction - INFO - Epoch [73][340/470] lr: 6.538e-01, eta: 22:06:11, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.3015, top5_acc: 0.5437, loss_cls: 3.2515, loss: 3.2515, grad_norm: 0.8773 2020-08-17 09:12:44,291 - mmaction - INFO - Epoch [73][360/470] lr: 6.538e-01, eta: 22:05:55, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3014, top5_acc: 0.5480, loss_cls: 3.2443, loss: 3.2443, grad_norm: 0.8763 2020-08-17 09:13:02,765 - mmaction - INFO - Epoch [73][380/470] lr: 6.538e-01, eta: 22:05:37, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.2906, top5_acc: 0.5389, loss_cls: 3.3112, loss: 3.3112, grad_norm: 0.8941 2020-08-17 09:13:22,274 - mmaction - INFO - Epoch [73][400/470] lr: 6.538e-01, eta: 22:05:21, time: 0.976, data_time: 0.002, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5464, loss_cls: 3.2602, loss: 3.2602, grad_norm: 0.8673 2020-08-17 09:13:41,484 - mmaction - INFO - Epoch [73][420/470] lr: 6.538e-01, eta: 22:05:04, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.2929, top5_acc: 0.5399, loss_cls: 3.2913, loss: 3.2913, grad_norm: 0.8661 2020-08-17 09:14:00,604 - mmaction - INFO - Epoch [73][440/470] lr: 6.538e-01, eta: 22:04:47, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3009, top5_acc: 0.5499, loss_cls: 3.2473, loss: 3.2473, grad_norm: 0.8832 2020-08-17 09:14:20,598 - mmaction - INFO - Epoch [73][460/470] lr: 6.538e-01, eta: 22:04:32, time: 0.997, data_time: 0.006, memory: 9444, top1_acc: 0.2949, top5_acc: 0.5465, loss_cls: 3.2698, loss: 3.2698, grad_norm: 0.8738 2020-08-17 09:14:53,272 - mmaction - INFO - Epoch [74][20/470] lr: 6.499e-01, eta: 22:03:54, time: 1.175, data_time: 0.403, memory: 9444, top1_acc: 0.2964, top5_acc: 0.5565, loss_cls: 3.2417, loss: 3.2417, grad_norm: 0.8851 2020-08-17 09:15:12,377 - mmaction - INFO - Epoch [74][40/470] lr: 6.499e-01, eta: 22:03:37, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5503, loss_cls: 3.2271, loss: 3.2271, grad_norm: 0.8899 2020-08-17 09:15:31,201 - mmaction - INFO - Epoch [74][60/470] lr: 6.499e-01, eta: 22:03:20, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.3089, top5_acc: 0.5617, loss_cls: 3.1858, loss: 3.1858, grad_norm: 0.8777 2020-08-17 09:15:51,778 - mmaction - INFO - Epoch [74][80/470] lr: 6.499e-01, eta: 22:03:06, time: 1.027, data_time: 0.005, memory: 9444, top1_acc: 0.3088, top5_acc: 0.5592, loss_cls: 3.2091, loss: 3.2091, grad_norm: 0.8872 2020-08-17 09:16:10,732 - mmaction - INFO - Epoch [74][100/470] lr: 6.499e-01, eta: 22:02:49, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.3038, top5_acc: 0.5461, loss_cls: 3.2388, loss: 3.2388, grad_norm: 0.8764 2020-08-17 09:16:29,806 - mmaction - INFO - Epoch [74][120/470] lr: 6.499e-01, eta: 22:02:32, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3074, top5_acc: 0.5532, loss_cls: 3.2054, loss: 3.2054, grad_norm: 0.8932 2020-08-17 09:16:49,576 - mmaction - INFO - Epoch [74][140/470] lr: 6.499e-01, eta: 22:02:17, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.3079, top5_acc: 0.5551, loss_cls: 3.2072, loss: 3.2072, grad_norm: 0.8784 2020-08-17 09:17:08,201 - mmaction - INFO - Epoch [74][160/470] lr: 6.499e-01, eta: 22:01:59, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3051, top5_acc: 0.5579, loss_cls: 3.2205, loss: 3.2205, grad_norm: 0.8816 2020-08-17 09:17:28,113 - mmaction - INFO - Epoch [74][180/470] lr: 6.499e-01, eta: 22:01:44, time: 0.997, data_time: 0.005, memory: 9444, top1_acc: 0.3025, top5_acc: 0.5524, loss_cls: 3.2483, loss: 3.2483, grad_norm: 0.8664 2020-08-17 09:17:46,888 - mmaction - INFO - Epoch [74][200/470] lr: 6.499e-01, eta: 22:01:26, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5623, loss_cls: 3.1944, loss: 3.1944, grad_norm: 0.8882 2020-08-17 09:18:05,566 - mmaction - INFO - Epoch [74][220/470] lr: 6.499e-01, eta: 22:01:08, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3007, top5_acc: 0.5494, loss_cls: 3.2399, loss: 3.2399, grad_norm: 0.8833 2020-08-17 09:18:25,293 - mmaction - INFO - Epoch [74][240/470] lr: 6.499e-01, eta: 22:00:53, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.3002, top5_acc: 0.5476, loss_cls: 3.2612, loss: 3.2612, grad_norm: 0.8920 2020-08-17 09:18:44,136 - mmaction - INFO - Epoch [74][260/470] lr: 6.499e-01, eta: 22:00:35, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2979, top5_acc: 0.5469, loss_cls: 3.2584, loss: 3.2584, grad_norm: 0.8760 2020-08-17 09:19:03,089 - mmaction - INFO - Epoch [74][280/470] lr: 6.499e-01, eta: 22:00:18, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5487, loss_cls: 3.2498, loss: 3.2498, grad_norm: 0.8759 2020-08-17 09:19:22,113 - mmaction - INFO - Epoch [74][300/470] lr: 6.499e-01, eta: 22:00:01, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.2933, top5_acc: 0.5449, loss_cls: 3.2864, loss: 3.2864, grad_norm: 0.8683 2020-08-17 09:19:41,501 - mmaction - INFO - Epoch [74][320/470] lr: 6.499e-01, eta: 21:59:45, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3051, top5_acc: 0.5606, loss_cls: 3.2126, loss: 3.2126, grad_norm: 0.8943 2020-08-17 09:20:00,833 - mmaction - INFO - Epoch [74][340/470] lr: 6.499e-01, eta: 21:59:28, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3023, top5_acc: 0.5497, loss_cls: 3.2457, loss: 3.2457, grad_norm: 0.8780 2020-08-17 09:20:19,794 - mmaction - INFO - Epoch [74][360/470] lr: 6.499e-01, eta: 21:59:11, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5432, loss_cls: 3.2624, loss: 3.2624, grad_norm: 0.8855 2020-08-17 09:20:39,110 - mmaction - INFO - Epoch [74][380/470] lr: 6.499e-01, eta: 21:58:54, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3074, top5_acc: 0.5527, loss_cls: 3.2234, loss: 3.2234, grad_norm: 0.8789 2020-08-17 09:20:58,020 - mmaction - INFO - Epoch [74][400/470] lr: 6.499e-01, eta: 21:58:37, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5578, loss_cls: 3.2186, loss: 3.2186, grad_norm: 0.8781 2020-08-17 09:21:17,487 - mmaction - INFO - Epoch [74][420/470] lr: 6.499e-01, eta: 21:58:21, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.3048, top5_acc: 0.5480, loss_cls: 3.2375, loss: 3.2375, grad_norm: 0.8835 2020-08-17 09:21:37,191 - mmaction - INFO - Epoch [74][440/470] lr: 6.499e-01, eta: 21:58:06, time: 0.985, data_time: 0.002, memory: 9444, top1_acc: 0.3041, top5_acc: 0.5531, loss_cls: 3.2327, loss: 3.2327, grad_norm: 0.8847 2020-08-17 09:21:56,029 - mmaction - INFO - Epoch [74][460/470] lr: 6.499e-01, eta: 21:57:48, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.2905, top5_acc: 0.5417, loss_cls: 3.3107, loss: 3.3107, grad_norm: 0.8704 2020-08-17 09:22:28,802 - mmaction - INFO - Epoch [75][20/470] lr: 6.461e-01, eta: 21:57:09, time: 1.164, data_time: 0.388, memory: 9444, top1_acc: 0.3005, top5_acc: 0.5529, loss_cls: 3.2092, loss: 3.2092, grad_norm: 0.8860 2020-08-17 09:22:47,693 - mmaction - INFO - Epoch [75][40/470] lr: 6.461e-01, eta: 21:56:52, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3015, top5_acc: 0.5557, loss_cls: 3.2171, loss: 3.2171, grad_norm: 0.8932 2020-08-17 09:23:07,386 - mmaction - INFO - Epoch [75][60/470] lr: 6.461e-01, eta: 21:56:36, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.2997, top5_acc: 0.5558, loss_cls: 3.2342, loss: 3.2342, grad_norm: 0.8872 2020-08-17 09:23:25,926 - mmaction - INFO - Epoch [75][80/470] lr: 6.461e-01, eta: 21:56:18, time: 0.927, data_time: 0.002, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5577, loss_cls: 3.2109, loss: 3.2109, grad_norm: 0.8950 2020-08-17 09:23:46,173 - mmaction - INFO - Epoch [75][100/470] lr: 6.461e-01, eta: 21:56:04, time: 1.011, data_time: 0.005, memory: 9444, top1_acc: 0.2997, top5_acc: 0.5474, loss_cls: 3.2693, loss: 3.2693, grad_norm: 0.9187 2020-08-17 09:24:04,852 - mmaction - INFO - Epoch [75][120/470] lr: 6.461e-01, eta: 21:55:46, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.2978, top5_acc: 0.5478, loss_cls: 3.2520, loss: 3.2520, grad_norm: 0.8757 2020-08-17 09:24:23,943 - mmaction - INFO - Epoch [75][140/470] lr: 6.461e-01, eta: 21:55:29, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5511, loss_cls: 3.2264, loss: 3.2264, grad_norm: 0.8806 2020-08-17 09:24:43,589 - mmaction - INFO - Epoch [75][160/470] lr: 6.461e-01, eta: 21:55:13, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.3056, top5_acc: 0.5571, loss_cls: 3.2026, loss: 3.2026, grad_norm: 0.8837 2020-08-17 09:25:03,944 - mmaction - INFO - Epoch [75][180/470] lr: 6.461e-01, eta: 21:54:59, time: 1.017, data_time: 0.005, memory: 9444, top1_acc: 0.3049, top5_acc: 0.5525, loss_cls: 3.2078, loss: 3.2078, grad_norm: 0.8812 2020-08-17 09:25:22,173 - mmaction - INFO - Epoch [75][200/470] lr: 6.461e-01, eta: 21:54:40, time: 0.912, data_time: 0.003, memory: 9444, top1_acc: 0.3060, top5_acc: 0.5539, loss_cls: 3.2259, loss: 3.2259, grad_norm: 0.8922 2020-08-17 09:25:41,644 - mmaction - INFO - Epoch [75][220/470] lr: 6.461e-01, eta: 21:54:24, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.2942, top5_acc: 0.5524, loss_cls: 3.2447, loss: 3.2447, grad_norm: 0.8943 2020-08-17 09:26:00,674 - mmaction - INFO - Epoch [75][240/470] lr: 6.461e-01, eta: 21:54:07, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3062, top5_acc: 0.5570, loss_cls: 3.2140, loss: 3.2140, grad_norm: 0.8927 2020-08-17 09:26:19,841 - mmaction - INFO - Epoch [75][260/470] lr: 6.461e-01, eta: 21:53:50, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3013, top5_acc: 0.5547, loss_cls: 3.2464, loss: 3.2464, grad_norm: 0.8894 2020-08-17 09:26:39,246 - mmaction - INFO - Epoch [75][280/470] lr: 6.461e-01, eta: 21:53:34, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.3004, top5_acc: 0.5469, loss_cls: 3.2560, loss: 3.2560, grad_norm: 0.8813 2020-08-17 09:26:58,386 - mmaction - INFO - Epoch [75][300/470] lr: 6.461e-01, eta: 21:53:17, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.2978, top5_acc: 0.5448, loss_cls: 3.2933, loss: 3.2933, grad_norm: 0.8719 2020-08-17 09:27:17,243 - mmaction - INFO - Epoch [75][320/470] lr: 6.461e-01, eta: 21:52:59, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3014, top5_acc: 0.5476, loss_cls: 3.2325, loss: 3.2325, grad_norm: 0.8833 2020-08-17 09:27:36,706 - mmaction - INFO - Epoch [75][340/470] lr: 6.461e-01, eta: 21:52:43, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.3039, top5_acc: 0.5465, loss_cls: 3.2436, loss: 3.2436, grad_norm: 0.8677 2020-08-17 09:27:56,132 - mmaction - INFO - Epoch [75][360/470] lr: 6.461e-01, eta: 21:52:27, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.2938, top5_acc: 0.5458, loss_cls: 3.2497, loss: 3.2497, grad_norm: 0.8858 2020-08-17 09:28:15,190 - mmaction - INFO - Epoch [75][380/470] lr: 6.461e-01, eta: 21:52:10, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.2965, top5_acc: 0.5432, loss_cls: 3.2894, loss: 3.2894, grad_norm: 0.8770 2020-08-17 09:28:34,241 - mmaction - INFO - Epoch [75][400/470] lr: 6.461e-01, eta: 21:51:53, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.2986, top5_acc: 0.5522, loss_cls: 3.2351, loss: 3.2351, grad_norm: 0.8859 2020-08-17 09:28:53,696 - mmaction - INFO - Epoch [75][420/470] lr: 6.461e-01, eta: 21:51:36, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3037, top5_acc: 0.5532, loss_cls: 3.2319, loss: 3.2319, grad_norm: 0.8728 2020-08-17 09:29:12,937 - mmaction - INFO - Epoch [75][440/470] lr: 6.461e-01, eta: 21:51:20, time: 0.962, data_time: 0.002, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5423, loss_cls: 3.2691, loss: 3.2691, grad_norm: 0.8724 2020-08-17 09:29:31,873 - mmaction - INFO - Epoch [75][460/470] lr: 6.461e-01, eta: 21:51:02, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.3083, top5_acc: 0.5535, loss_cls: 3.2325, loss: 3.2325, grad_norm: 0.8730 2020-08-17 09:30:04,803 - mmaction - INFO - Epoch [76][20/470] lr: 6.422e-01, eta: 21:50:23, time: 1.153, data_time: 0.404, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5502, loss_cls: 3.2144, loss: 3.2144, grad_norm: 0.8904 2020-08-17 09:30:23,635 - mmaction - INFO - Epoch [76][40/470] lr: 6.422e-01, eta: 21:50:06, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.3059, top5_acc: 0.5546, loss_cls: 3.2165, loss: 3.2165, grad_norm: 0.8781 2020-08-17 09:30:42,932 - mmaction - INFO - Epoch [76][60/470] lr: 6.422e-01, eta: 21:49:49, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3065, top5_acc: 0.5544, loss_cls: 3.2156, loss: 3.2156, grad_norm: 0.8807 2020-08-17 09:31:02,102 - mmaction - INFO - Epoch [76][80/470] lr: 6.422e-01, eta: 21:49:32, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5458, loss_cls: 3.2476, loss: 3.2476, grad_norm: 0.8745 2020-08-17 09:31:21,584 - mmaction - INFO - Epoch [76][100/470] lr: 6.422e-01, eta: 21:49:16, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.3090, top5_acc: 0.5552, loss_cls: 3.2164, loss: 3.2164, grad_norm: 0.8786 2020-08-17 09:31:40,800 - mmaction - INFO - Epoch [76][120/470] lr: 6.422e-01, eta: 21:48:59, time: 0.961, data_time: 0.002, memory: 9444, top1_acc: 0.3177, top5_acc: 0.5586, loss_cls: 3.1942, loss: 3.1942, grad_norm: 0.8907 2020-08-17 09:32:00,431 - mmaction - INFO - Epoch [76][140/470] lr: 6.422e-01, eta: 21:48:44, time: 0.981, data_time: 0.003, memory: 9444, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 3.2031, loss: 3.2031, grad_norm: 0.8971 2020-08-17 09:32:19,504 - mmaction - INFO - Epoch [76][160/470] lr: 6.422e-01, eta: 21:48:26, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3026, top5_acc: 0.5489, loss_cls: 3.2257, loss: 3.2257, grad_norm: 0.8928 2020-08-17 09:32:38,421 - mmaction - INFO - Epoch [76][180/470] lr: 6.422e-01, eta: 21:48:09, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5528, loss_cls: 3.2141, loss: 3.2141, grad_norm: 0.8784 2020-08-17 09:32:58,412 - mmaction - INFO - Epoch [76][200/470] lr: 6.422e-01, eta: 21:47:54, time: 0.997, data_time: 0.006, memory: 9444, top1_acc: 0.3030, top5_acc: 0.5519, loss_cls: 3.2381, loss: 3.2381, grad_norm: 0.8934 2020-08-17 09:33:17,304 - mmaction - INFO - Epoch [76][220/470] lr: 6.422e-01, eta: 21:47:37, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.2945, top5_acc: 0.5471, loss_cls: 3.2854, loss: 3.2854, grad_norm: 0.8908 2020-08-17 09:33:37,039 - mmaction - INFO - Epoch [76][240/470] lr: 6.422e-01, eta: 21:47:21, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.2974, top5_acc: 0.5477, loss_cls: 3.2533, loss: 3.2533, grad_norm: 0.8896 2020-08-17 09:33:56,557 - mmaction - INFO - Epoch [76][260/470] lr: 6.422e-01, eta: 21:47:05, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3106, top5_acc: 0.5628, loss_cls: 3.1891, loss: 3.1891, grad_norm: 0.8773 2020-08-17 09:34:16,212 - mmaction - INFO - Epoch [76][280/470] lr: 6.422e-01, eta: 21:46:49, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.3009, top5_acc: 0.5454, loss_cls: 3.2716, loss: 3.2716, grad_norm: 0.8834 2020-08-17 09:34:35,311 - mmaction - INFO - Epoch [76][300/470] lr: 6.422e-01, eta: 21:46:32, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3004, top5_acc: 0.5517, loss_cls: 3.2499, loss: 3.2499, grad_norm: 0.8879 2020-08-17 09:34:54,987 - mmaction - INFO - Epoch [76][320/470] lr: 6.422e-01, eta: 21:46:16, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.3057, top5_acc: 0.5512, loss_cls: 3.2333, loss: 3.2333, grad_norm: 0.8826 2020-08-17 09:35:13,768 - mmaction - INFO - Epoch [76][340/470] lr: 6.422e-01, eta: 21:45:59, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3065, top5_acc: 0.5508, loss_cls: 3.2339, loss: 3.2339, grad_norm: 0.8809 2020-08-17 09:35:33,915 - mmaction - INFO - Epoch [76][360/470] lr: 6.422e-01, eta: 21:45:44, time: 1.005, data_time: 0.004, memory: 9444, top1_acc: 0.3013, top5_acc: 0.5499, loss_cls: 3.2373, loss: 3.2373, grad_norm: 0.8914 2020-08-17 09:35:52,490 - mmaction - INFO - Epoch [76][380/470] lr: 6.422e-01, eta: 21:45:26, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.2997, top5_acc: 0.5492, loss_cls: 3.2532, loss: 3.2532, grad_norm: 0.8817 2020-08-17 09:36:11,581 - mmaction - INFO - Epoch [76][400/470] lr: 6.422e-01, eta: 21:45:09, time: 0.953, data_time: 0.004, memory: 9444, top1_acc: 0.3038, top5_acc: 0.5540, loss_cls: 3.2459, loss: 3.2459, grad_norm: 0.8816 2020-08-17 09:36:30,193 - mmaction - INFO - Epoch [76][420/470] lr: 6.422e-01, eta: 21:44:50, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3034, top5_acc: 0.5510, loss_cls: 3.2579, loss: 3.2579, grad_norm: 0.9155 2020-08-17 09:36:49,504 - mmaction - INFO - Epoch [76][440/470] lr: 6.422e-01, eta: 21:44:34, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.2991, top5_acc: 0.5519, loss_cls: 3.2443, loss: 3.2443, grad_norm: 0.9061 2020-08-17 09:37:09,017 - mmaction - INFO - Epoch [76][460/470] lr: 6.422e-01, eta: 21:44:18, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.3022, top5_acc: 0.5520, loss_cls: 3.2411, loss: 3.2411, grad_norm: 0.8873 2020-08-17 09:37:18,432 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-08-17 09:37:41,416 - mmaction - INFO - Epoch [77][20/470] lr: 6.383e-01, eta: 21:43:38, time: 1.124, data_time: 0.383, memory: 9444, top1_acc: 0.3118, top5_acc: 0.5646, loss_cls: 3.1716, loss: 3.1716, grad_norm: 0.8826 2020-08-17 09:38:00,016 - mmaction - INFO - Epoch [77][40/470] lr: 6.383e-01, eta: 21:43:19, time: 0.930, data_time: 0.002, memory: 9444, top1_acc: 0.3094, top5_acc: 0.5657, loss_cls: 3.1870, loss: 3.1870, grad_norm: 0.8844 2020-08-17 09:38:19,199 - mmaction - INFO - Epoch [77][60/470] lr: 6.383e-01, eta: 21:43:02, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.2972, top5_acc: 0.5431, loss_cls: 3.2520, loss: 3.2520, grad_norm: 0.9007 2020-08-17 09:38:38,248 - mmaction - INFO - Epoch [77][80/470] lr: 6.383e-01, eta: 21:42:45, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.2970, top5_acc: 0.5425, loss_cls: 3.2929, loss: 3.2929, grad_norm: 0.8958 2020-08-17 09:38:57,114 - mmaction - INFO - Epoch [77][100/470] lr: 6.383e-01, eta: 21:42:28, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3018, top5_acc: 0.5530, loss_cls: 3.2312, loss: 3.2312, grad_norm: 0.8793 2020-08-17 09:39:16,716 - mmaction - INFO - Epoch [77][120/470] lr: 6.383e-01, eta: 21:42:12, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.3108, top5_acc: 0.5631, loss_cls: 3.1904, loss: 3.1904, grad_norm: 0.8910 2020-08-17 09:39:36,009 - mmaction - INFO - Epoch [77][140/470] lr: 6.383e-01, eta: 21:41:55, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3091, top5_acc: 0.5560, loss_cls: 3.2296, loss: 3.2296, grad_norm: 0.8962 2020-08-17 09:39:55,204 - mmaction - INFO - Epoch [77][160/470] lr: 6.383e-01, eta: 21:41:38, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3055, top5_acc: 0.5500, loss_cls: 3.2206, loss: 3.2206, grad_norm: 0.8936 2020-08-17 09:40:14,124 - mmaction - INFO - Epoch [77][180/470] lr: 6.383e-01, eta: 21:41:21, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3080, top5_acc: 0.5541, loss_cls: 3.2313, loss: 3.2313, grad_norm: 0.8818 2020-08-17 09:40:33,782 - mmaction - INFO - Epoch [77][200/470] lr: 6.383e-01, eta: 21:41:05, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.3006, top5_acc: 0.5479, loss_cls: 3.2616, loss: 3.2616, grad_norm: 0.9037 2020-08-17 09:40:52,773 - mmaction - INFO - Epoch [77][220/470] lr: 6.383e-01, eta: 21:40:48, time: 0.951, data_time: 0.003, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5582, loss_cls: 3.2075, loss: 3.2075, grad_norm: 0.8863 2020-08-17 09:41:12,116 - mmaction - INFO - Epoch [77][240/470] lr: 6.383e-01, eta: 21:40:31, time: 0.967, data_time: 0.004, memory: 9444, top1_acc: 0.3062, top5_acc: 0.5543, loss_cls: 3.2127, loss: 3.2127, grad_norm: 0.8962 2020-08-17 09:41:31,000 - mmaction - INFO - Epoch [77][260/470] lr: 6.383e-01, eta: 21:40:14, time: 0.944, data_time: 0.002, memory: 9444, top1_acc: 0.3097, top5_acc: 0.5531, loss_cls: 3.2145, loss: 3.2145, grad_norm: 0.8790 2020-08-17 09:41:50,199 - mmaction - INFO - Epoch [77][280/470] lr: 6.383e-01, eta: 21:39:57, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.3048, top5_acc: 0.5546, loss_cls: 3.2066, loss: 3.2066, grad_norm: 0.8952 2020-08-17 09:42:09,429 - mmaction - INFO - Epoch [77][300/470] lr: 6.383e-01, eta: 21:39:40, time: 0.962, data_time: 0.002, memory: 9444, top1_acc: 0.2981, top5_acc: 0.5497, loss_cls: 3.2593, loss: 3.2593, grad_norm: 0.8932 2020-08-17 09:42:27,849 - mmaction - INFO - Epoch [77][320/470] lr: 6.383e-01, eta: 21:39:21, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3021, top5_acc: 0.5516, loss_cls: 3.2361, loss: 3.2361, grad_norm: 0.8873 2020-08-17 09:42:47,247 - mmaction - INFO - Epoch [77][340/470] lr: 6.383e-01, eta: 21:39:05, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.3033, top5_acc: 0.5557, loss_cls: 3.2144, loss: 3.2144, grad_norm: 0.8880 2020-08-17 09:43:06,082 - mmaction - INFO - Epoch [77][360/470] lr: 6.383e-01, eta: 21:38:47, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3036, top5_acc: 0.5479, loss_cls: 3.2338, loss: 3.2338, grad_norm: 0.8894 2020-08-17 09:43:24,126 - mmaction - INFO - Epoch [77][380/470] lr: 6.383e-01, eta: 21:38:28, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3082, top5_acc: 0.5551, loss_cls: 3.2215, loss: 3.2215, grad_norm: 0.8853 2020-08-17 09:43:42,799 - mmaction - INFO - Epoch [77][400/470] lr: 6.383e-01, eta: 21:38:09, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3080, top5_acc: 0.5583, loss_cls: 3.2083, loss: 3.2083, grad_norm: 0.8986 2020-08-17 09:44:02,003 - mmaction - INFO - Epoch [77][420/470] lr: 6.383e-01, eta: 21:37:53, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5479, loss_cls: 3.2706, loss: 3.2706, grad_norm: 0.8835 2020-08-17 09:44:20,187 - mmaction - INFO - Epoch [77][440/470] lr: 6.383e-01, eta: 21:37:33, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5499, loss_cls: 3.2511, loss: 3.2511, grad_norm: 0.8746 2020-08-17 09:44:38,224 - mmaction - INFO - Epoch [77][460/470] lr: 6.383e-01, eta: 21:37:14, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3073, top5_acc: 0.5580, loss_cls: 3.2104, loss: 3.2104, grad_norm: 0.8817 2020-08-17 09:45:10,770 - mmaction - INFO - Epoch [78][20/470] lr: 6.343e-01, eta: 21:36:35, time: 1.150, data_time: 0.399, memory: 9444, top1_acc: 0.3139, top5_acc: 0.5635, loss_cls: 3.1820, loss: 3.1820, grad_norm: 0.8823 2020-08-17 09:45:29,002 - mmaction - INFO - Epoch [78][40/470] lr: 6.343e-01, eta: 21:36:16, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.3054, top5_acc: 0.5521, loss_cls: 3.2132, loss: 3.2132, grad_norm: 0.8949 2020-08-17 09:45:47,045 - mmaction - INFO - Epoch [78][60/470] lr: 6.343e-01, eta: 21:35:56, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3099, top5_acc: 0.5602, loss_cls: 3.1896, loss: 3.1896, grad_norm: 0.8843 2020-08-17 09:46:05,512 - mmaction - INFO - Epoch [78][80/470] lr: 6.343e-01, eta: 21:35:38, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3076, top5_acc: 0.5580, loss_cls: 3.2006, loss: 3.2006, grad_norm: 0.8884 2020-08-17 09:46:24,911 - mmaction - INFO - Epoch [78][100/470] lr: 6.343e-01, eta: 21:35:21, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3046, top5_acc: 0.5513, loss_cls: 3.2356, loss: 3.2356, grad_norm: 0.8884 2020-08-17 09:46:43,316 - mmaction - INFO - Epoch [78][120/470] lr: 6.343e-01, eta: 21:35:03, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3071, top5_acc: 0.5531, loss_cls: 3.2005, loss: 3.2005, grad_norm: 0.8986 2020-08-17 09:47:01,637 - mmaction - INFO - Epoch [78][140/470] lr: 6.343e-01, eta: 21:34:43, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3178, top5_acc: 0.5600, loss_cls: 3.1743, loss: 3.1743, grad_norm: 0.8908 2020-08-17 09:47:20,532 - mmaction - INFO - Epoch [78][160/470] lr: 6.343e-01, eta: 21:34:26, time: 0.948, data_time: 0.007, memory: 9444, top1_acc: 0.3089, top5_acc: 0.5573, loss_cls: 3.2129, loss: 3.2129, grad_norm: 0.8970 2020-08-17 09:47:39,578 - mmaction - INFO - Epoch [78][180/470] lr: 6.343e-01, eta: 21:34:09, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3038, top5_acc: 0.5518, loss_cls: 3.2214, loss: 3.2214, grad_norm: 0.8917 2020-08-17 09:47:59,140 - mmaction - INFO - Epoch [78][200/470] lr: 6.343e-01, eta: 21:33:53, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.3012, top5_acc: 0.5519, loss_cls: 3.2499, loss: 3.2499, grad_norm: 0.8851 2020-08-17 09:48:17,936 - mmaction - INFO - Epoch [78][220/470] lr: 6.343e-01, eta: 21:33:35, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3146, top5_acc: 0.5599, loss_cls: 3.2149, loss: 3.2149, grad_norm: 0.9001 2020-08-17 09:48:37,219 - mmaction - INFO - Epoch [78][240/470] lr: 6.343e-01, eta: 21:33:18, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.3033, top5_acc: 0.5494, loss_cls: 3.2465, loss: 3.2465, grad_norm: 0.8687 2020-08-17 09:48:56,006 - mmaction - INFO - Epoch [78][260/470] lr: 6.343e-01, eta: 21:33:00, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5609, loss_cls: 3.1852, loss: 3.1852, grad_norm: 0.8905 2020-08-17 09:49:14,367 - mmaction - INFO - Epoch [78][280/470] lr: 6.343e-01, eta: 21:32:42, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3073, top5_acc: 0.5569, loss_cls: 3.2184, loss: 3.2184, grad_norm: 0.8861 2020-08-17 09:49:32,138 - mmaction - INFO - Epoch [78][300/470] lr: 6.343e-01, eta: 21:32:21, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3085, top5_acc: 0.5556, loss_cls: 3.2067, loss: 3.2067, grad_norm: 0.8955 2020-08-17 09:49:49,766 - mmaction - INFO - Epoch [78][320/470] lr: 6.343e-01, eta: 21:32:01, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.3106, top5_acc: 0.5584, loss_cls: 3.1903, loss: 3.1903, grad_norm: 0.8846 2020-08-17 09:50:11,378 - mmaction - INFO - Epoch [78][340/470] lr: 6.343e-01, eta: 21:31:43, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3033, top5_acc: 0.5508, loss_cls: 3.2251, loss: 3.2251, grad_norm: 0.8941 2020-08-17 09:50:28,181 - mmaction - INFO - Epoch [78][360/470] lr: 6.343e-01, eta: 21:31:27, time: 0.977, data_time: 0.139, memory: 9444, top1_acc: 0.3027, top5_acc: 0.5505, loss_cls: 3.2389, loss: 3.2389, grad_norm: 0.9078 2020-08-17 09:50:46,793 - mmaction - INFO - Epoch [78][380/470] lr: 6.343e-01, eta: 21:31:09, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3019, top5_acc: 0.5480, loss_cls: 3.2457, loss: 3.2457, grad_norm: 0.8815 2020-08-17 09:51:05,833 - mmaction - INFO - Epoch [78][400/470] lr: 6.343e-01, eta: 21:30:52, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3079, top5_acc: 0.5493, loss_cls: 3.2256, loss: 3.2256, grad_norm: 0.8812 2020-08-17 09:51:24,979 - mmaction - INFO - Epoch [78][420/470] lr: 6.343e-01, eta: 21:30:35, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.2990, top5_acc: 0.5485, loss_cls: 3.2553, loss: 3.2553, grad_norm: 0.9073 2020-08-17 09:51:43,501 - mmaction - INFO - Epoch [78][440/470] lr: 6.343e-01, eta: 21:30:16, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5580, loss_cls: 3.2071, loss: 3.2071, grad_norm: 0.8884 2020-08-17 09:52:02,730 - mmaction - INFO - Epoch [78][460/470] lr: 6.343e-01, eta: 21:29:59, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.2980, top5_acc: 0.5401, loss_cls: 3.2663, loss: 3.2663, grad_norm: 0.8870 2020-08-17 09:52:35,128 - mmaction - INFO - Epoch [79][20/470] lr: 6.303e-01, eta: 21:29:21, time: 1.153, data_time: 0.368, memory: 9444, top1_acc: 0.3082, top5_acc: 0.5583, loss_cls: 3.1914, loss: 3.1914, grad_norm: 0.8870 2020-08-17 09:52:53,470 - mmaction - INFO - Epoch [79][40/470] lr: 6.303e-01, eta: 21:29:02, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.2971, top5_acc: 0.5502, loss_cls: 3.2367, loss: 3.2367, grad_norm: 0.8870 2020-08-17 09:53:12,434 - mmaction - INFO - Epoch [79][60/470] lr: 6.303e-01, eta: 21:28:44, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.3093, top5_acc: 0.5584, loss_cls: 3.2087, loss: 3.2087, grad_norm: 0.9014 2020-08-17 09:53:31,702 - mmaction - INFO - Epoch [79][80/470] lr: 6.303e-01, eta: 21:28:28, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3128, top5_acc: 0.5575, loss_cls: 3.2011, loss: 3.2011, grad_norm: 0.8971 2020-08-17 09:53:50,812 - mmaction - INFO - Epoch [79][100/470] lr: 6.303e-01, eta: 21:28:11, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5517, loss_cls: 3.2327, loss: 3.2327, grad_norm: 0.9142 2020-08-17 09:54:09,717 - mmaction - INFO - Epoch [79][120/470] lr: 6.303e-01, eta: 21:27:53, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3069, top5_acc: 0.5486, loss_cls: 3.2270, loss: 3.2270, grad_norm: 0.8742 2020-08-17 09:54:29,473 - mmaction - INFO - Epoch [79][140/470] lr: 6.303e-01, eta: 21:27:37, time: 0.987, data_time: 0.005, memory: 9444, top1_acc: 0.3073, top5_acc: 0.5530, loss_cls: 3.2149, loss: 3.2149, grad_norm: 0.8830 2020-08-17 09:54:47,983 - mmaction - INFO - Epoch [79][160/470] lr: 6.303e-01, eta: 21:27:19, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3132, top5_acc: 0.5619, loss_cls: 3.1788, loss: 3.1788, grad_norm: 0.8952 2020-08-17 09:55:07,129 - mmaction - INFO - Epoch [79][180/470] lr: 6.303e-01, eta: 21:27:02, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3109, top5_acc: 0.5659, loss_cls: 3.1774, loss: 3.1774, grad_norm: 0.8826 2020-08-17 09:55:25,925 - mmaction - INFO - Epoch [79][200/470] lr: 6.303e-01, eta: 21:26:44, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3088, top5_acc: 0.5628, loss_cls: 3.1984, loss: 3.1984, grad_norm: 0.9131 2020-08-17 09:55:43,914 - mmaction - INFO - Epoch [79][220/470] lr: 6.303e-01, eta: 21:26:24, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.2977, top5_acc: 0.5508, loss_cls: 3.2475, loss: 3.2475, grad_norm: 0.8724 2020-08-17 09:56:01,855 - mmaction - INFO - Epoch [79][240/470] lr: 6.303e-01, eta: 21:26:05, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3062, top5_acc: 0.5510, loss_cls: 3.2259, loss: 3.2259, grad_norm: 0.9052 2020-08-17 09:56:21,345 - mmaction - INFO - Epoch [79][260/470] lr: 6.303e-01, eta: 21:25:48, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.3077, top5_acc: 0.5569, loss_cls: 3.2128, loss: 3.2128, grad_norm: 0.8945 2020-08-17 09:56:39,472 - mmaction - INFO - Epoch [79][280/470] lr: 6.303e-01, eta: 21:25:29, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3072, top5_acc: 0.5542, loss_cls: 3.2142, loss: 3.2142, grad_norm: 0.8957 2020-08-17 09:56:56,870 - mmaction - INFO - Epoch [79][300/470] lr: 6.303e-01, eta: 21:25:08, time: 0.868, data_time: 0.004, memory: 9444, top1_acc: 0.3036, top5_acc: 0.5533, loss_cls: 3.2219, loss: 3.2219, grad_norm: 0.9078 2020-08-17 09:57:15,141 - mmaction - INFO - Epoch [79][320/470] lr: 6.303e-01, eta: 21:24:49, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.2931, top5_acc: 0.5453, loss_cls: 3.2669, loss: 3.2669, grad_norm: 0.8846 2020-08-17 09:57:32,983 - mmaction - INFO - Epoch [79][340/470] lr: 6.303e-01, eta: 21:24:29, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.3072, top5_acc: 0.5562, loss_cls: 3.2105, loss: 3.2105, grad_norm: 0.8936 2020-08-17 09:57:51,212 - mmaction - INFO - Epoch [79][360/470] lr: 6.303e-01, eta: 21:24:10, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.3089, top5_acc: 0.5559, loss_cls: 3.2167, loss: 3.2167, grad_norm: 0.8955 2020-08-17 09:58:09,892 - mmaction - INFO - Epoch [79][380/470] lr: 6.303e-01, eta: 21:23:52, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3042, top5_acc: 0.5584, loss_cls: 3.2253, loss: 3.2253, grad_norm: 0.8868 2020-08-17 09:58:28,346 - mmaction - INFO - Epoch [79][400/470] lr: 6.303e-01, eta: 21:23:33, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3075, top5_acc: 0.5463, loss_cls: 3.2302, loss: 3.2302, grad_norm: 0.8913 2020-08-17 09:58:47,245 - mmaction - INFO - Epoch [79][420/470] lr: 6.303e-01, eta: 21:23:16, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.2944, top5_acc: 0.5390, loss_cls: 3.2931, loss: 3.2931, grad_norm: 0.8818 2020-08-17 09:59:05,438 - mmaction - INFO - Epoch [79][440/470] lr: 6.303e-01, eta: 21:22:56, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.3010, top5_acc: 0.5479, loss_cls: 3.2585, loss: 3.2585, grad_norm: 0.8878 2020-08-17 09:59:23,828 - mmaction - INFO - Epoch [79][460/470] lr: 6.303e-01, eta: 21:22:38, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3045, top5_acc: 0.5494, loss_cls: 3.2356, loss: 3.2356, grad_norm: 0.8853 2020-08-17 09:59:55,350 - mmaction - INFO - Epoch [80][20/470] lr: 6.263e-01, eta: 21:21:58, time: 1.115, data_time: 0.370, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5602, loss_cls: 3.1949, loss: 3.1949, grad_norm: 0.8993 2020-08-17 10:00:15,671 - mmaction - INFO - Epoch [80][40/470] lr: 6.263e-01, eta: 21:21:43, time: 1.006, data_time: 0.005, memory: 9444, top1_acc: 0.3159, top5_acc: 0.5623, loss_cls: 3.1806, loss: 3.1806, grad_norm: 0.8916 2020-08-17 10:00:35,368 - mmaction - INFO - Epoch [80][60/470] lr: 6.263e-01, eta: 21:21:27, time: 0.996, data_time: 0.025, memory: 9444, top1_acc: 0.3157, top5_acc: 0.5659, loss_cls: 3.1596, loss: 3.1596, grad_norm: 0.8986 2020-08-17 10:00:53,698 - mmaction - INFO - Epoch [80][80/470] lr: 6.263e-01, eta: 21:21:08, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3016, top5_acc: 0.5492, loss_cls: 3.2214, loss: 3.2214, grad_norm: 0.9221 2020-08-17 10:01:12,219 - mmaction - INFO - Epoch [80][100/470] lr: 6.263e-01, eta: 21:20:50, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3066, top5_acc: 0.5573, loss_cls: 3.2128, loss: 3.2128, grad_norm: 0.8897 2020-08-17 10:01:31,219 - mmaction - INFO - Epoch [80][120/470] lr: 6.263e-01, eta: 21:20:33, time: 0.948, data_time: 0.004, memory: 9444, top1_acc: 0.2988, top5_acc: 0.5566, loss_cls: 3.2306, loss: 3.2306, grad_norm: 0.8923 2020-08-17 10:01:49,676 - mmaction - INFO - Epoch [80][140/470] lr: 6.263e-01, eta: 21:20:14, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3076, top5_acc: 0.5560, loss_cls: 3.2186, loss: 3.2186, grad_norm: 0.8912 2020-08-17 10:02:09,212 - mmaction - INFO - Epoch [80][160/470] lr: 6.263e-01, eta: 21:19:58, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3052, top5_acc: 0.5575, loss_cls: 3.2212, loss: 3.2212, grad_norm: 0.8903 2020-08-17 10:02:27,922 - mmaction - INFO - Epoch [80][180/470] lr: 6.263e-01, eta: 21:19:40, time: 0.939, data_time: 0.007, memory: 9444, top1_acc: 0.3148, top5_acc: 0.5662, loss_cls: 3.1721, loss: 3.1721, grad_norm: 0.8931 2020-08-17 10:02:46,578 - mmaction - INFO - Epoch [80][200/470] lr: 6.263e-01, eta: 21:19:22, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3044, top5_acc: 0.5577, loss_cls: 3.2122, loss: 3.2122, grad_norm: 0.8931 2020-08-17 10:03:06,238 - mmaction - INFO - Epoch [80][220/470] lr: 6.263e-01, eta: 21:19:06, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.3075, top5_acc: 0.5528, loss_cls: 3.2219, loss: 3.2219, grad_norm: 0.8880 2020-08-17 10:04:47,401 - mmaction - INFO - Epoch [80][240/470] lr: 6.263e-01, eta: 21:18:50, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.2974, top5_acc: 0.5549, loss_cls: 3.2248, loss: 3.2248, grad_norm: 0.9101 2020-08-17 10:05:00,228 - mmaction - INFO - Epoch [80][260/470] lr: 6.263e-01, eta: 21:21:20, time: 4.720, data_time: 4.089, memory: 9444, top1_acc: 0.3051, top5_acc: 0.5515, loss_cls: 3.2332, loss: 3.2332, grad_norm: 0.8742 2020-08-17 10:05:13,050 - mmaction - INFO - Epoch [80][280/470] lr: 6.263e-01, eta: 21:20:48, time: 0.642, data_time: 0.008, memory: 9444, top1_acc: 0.2998, top5_acc: 0.5483, loss_cls: 3.2516, loss: 3.2516, grad_norm: 0.8832 2020-08-17 10:05:26,362 - mmaction - INFO - Epoch [80][300/470] lr: 6.263e-01, eta: 21:20:18, time: 0.667, data_time: 0.005, memory: 9444, top1_acc: 0.3091, top5_acc: 0.5490, loss_cls: 3.2299, loss: 3.2299, grad_norm: 0.8971 2020-08-17 10:05:42,686 - mmaction - INFO - Epoch [80][320/470] lr: 6.263e-01, eta: 21:19:55, time: 0.815, data_time: 0.005, memory: 9444, top1_acc: 0.3077, top5_acc: 0.5563, loss_cls: 3.2254, loss: 3.2254, grad_norm: 0.8835 2020-08-17 10:05:59,842 - mmaction - INFO - Epoch [80][340/470] lr: 6.263e-01, eta: 21:19:33, time: 0.859, data_time: 0.005, memory: 9444, top1_acc: 0.3100, top5_acc: 0.5584, loss_cls: 3.1981, loss: 3.1981, grad_norm: 0.8838 2020-08-17 10:06:17,815 - mmaction - INFO - Epoch [80][360/470] lr: 6.263e-01, eta: 21:19:13, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3062, top5_acc: 0.5628, loss_cls: 3.1881, loss: 3.1881, grad_norm: 0.8993 2020-08-17 10:06:36,422 - mmaction - INFO - Epoch [80][380/470] lr: 6.263e-01, eta: 21:18:55, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3123, top5_acc: 0.5601, loss_cls: 3.2004, loss: 3.2004, grad_norm: 0.8928 2020-08-17 10:06:54,722 - mmaction - INFO - Epoch [80][400/470] lr: 6.263e-01, eta: 21:18:36, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3069, top5_acc: 0.5503, loss_cls: 3.2405, loss: 3.2405, grad_norm: 0.8984 2020-08-17 10:07:13,896 - mmaction - INFO - Epoch [80][420/470] lr: 6.263e-01, eta: 21:18:19, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5608, loss_cls: 3.2109, loss: 3.2109, grad_norm: 0.9038 2020-08-17 10:07:32,261 - mmaction - INFO - Epoch [80][440/470] lr: 6.263e-01, eta: 21:18:00, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3061, top5_acc: 0.5506, loss_cls: 3.2239, loss: 3.2239, grad_norm: 0.8733 2020-08-17 10:07:51,220 - mmaction - INFO - Epoch [80][460/470] lr: 6.263e-01, eta: 21:17:42, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3008, top5_acc: 0.5519, loss_cls: 3.2433, loss: 3.2433, grad_norm: 0.8802 2020-08-17 10:08:00,135 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-08-17 10:08:25,063 - mmaction - INFO - Epoch [81][20/470] lr: 6.222e-01, eta: 21:17:05, time: 1.177, data_time: 0.466, memory: 9444, top1_acc: 0.3166, top5_acc: 0.5661, loss_cls: 3.1664, loss: 3.1664, grad_norm: 0.8976 2020-08-17 10:08:43,429 - mmaction - INFO - Epoch [81][40/470] lr: 6.222e-01, eta: 21:16:46, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3121, top5_acc: 0.5626, loss_cls: 3.1858, loss: 3.1858, grad_norm: 0.9020 2020-08-17 10:09:03,170 - mmaction - INFO - Epoch [81][60/470] lr: 6.222e-01, eta: 21:16:31, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5586, loss_cls: 3.1754, loss: 3.1754, grad_norm: 0.9097 2020-08-17 10:09:21,991 - mmaction - INFO - Epoch [81][80/470] lr: 6.222e-01, eta: 21:16:13, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.3130, top5_acc: 0.5604, loss_cls: 3.1931, loss: 3.1931, grad_norm: 0.9107 2020-08-17 10:09:40,423 - mmaction - INFO - Epoch [81][100/470] lr: 6.222e-01, eta: 21:15:54, time: 0.922, data_time: 0.002, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5559, loss_cls: 3.2208, loss: 3.2208, grad_norm: 0.9062 2020-08-17 10:10:00,721 - mmaction - INFO - Epoch [81][120/470] lr: 6.222e-01, eta: 21:15:39, time: 1.013, data_time: 0.005, memory: 9444, top1_acc: 0.3059, top5_acc: 0.5549, loss_cls: 3.2504, loss: 3.2504, grad_norm: 0.9005 2020-08-17 10:10:19,146 - mmaction - INFO - Epoch [81][140/470] lr: 6.222e-01, eta: 21:15:21, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3163, top5_acc: 0.5700, loss_cls: 3.1538, loss: 3.1538, grad_norm: 0.9015 2020-08-17 10:10:38,561 - mmaction - INFO - Epoch [81][160/470] lr: 6.222e-01, eta: 21:15:04, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5487, loss_cls: 3.2266, loss: 3.2266, grad_norm: 0.9004 2020-08-17 10:10:56,803 - mmaction - INFO - Epoch [81][180/470] lr: 6.222e-01, eta: 21:14:45, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5565, loss_cls: 3.1938, loss: 3.1938, grad_norm: 0.8974 2020-08-17 10:11:16,177 - mmaction - INFO - Epoch [81][200/470] lr: 6.222e-01, eta: 21:14:28, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.3043, top5_acc: 0.5546, loss_cls: 3.2385, loss: 3.2385, grad_norm: 0.8857 2020-08-17 10:11:34,911 - mmaction - INFO - Epoch [81][220/470] lr: 6.222e-01, eta: 21:14:10, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3046, top5_acc: 0.5521, loss_cls: 3.2187, loss: 3.2187, grad_norm: 0.9051 2020-08-17 10:11:54,376 - mmaction - INFO - Epoch [81][240/470] lr: 6.222e-01, eta: 21:13:53, time: 0.973, data_time: 0.006, memory: 9444, top1_acc: 0.3051, top5_acc: 0.5611, loss_cls: 3.1943, loss: 3.1943, grad_norm: 0.9006 2020-08-17 10:12:13,863 - mmaction - INFO - Epoch [81][260/470] lr: 6.222e-01, eta: 21:13:37, time: 0.975, data_time: 0.007, memory: 9444, top1_acc: 0.3048, top5_acc: 0.5493, loss_cls: 3.2303, loss: 3.2303, grad_norm: 0.8985 2020-08-17 10:12:32,854 - mmaction - INFO - Epoch [81][280/470] lr: 6.222e-01, eta: 21:13:19, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5539, loss_cls: 3.2065, loss: 3.2065, grad_norm: 0.8879 2020-08-17 10:12:52,633 - mmaction - INFO - Epoch [81][300/470] lr: 6.222e-01, eta: 21:13:04, time: 0.987, data_time: 0.005, memory: 9444, top1_acc: 0.3102, top5_acc: 0.5545, loss_cls: 3.2264, loss: 3.2264, grad_norm: 0.8850 2020-08-17 10:13:10,880 - mmaction - INFO - Epoch [81][320/470] lr: 6.222e-01, eta: 21:12:44, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.3094, top5_acc: 0.5581, loss_cls: 3.1996, loss: 3.1996, grad_norm: 0.8958 2020-08-17 10:13:31,267 - mmaction - INFO - Epoch [81][340/470] lr: 6.222e-01, eta: 21:12:30, time: 1.018, data_time: 0.006, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5533, loss_cls: 3.1992, loss: 3.1992, grad_norm: 0.8994 2020-08-17 10:13:49,675 - mmaction - INFO - Epoch [81][360/470] lr: 6.222e-01, eta: 21:12:11, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.2999, top5_acc: 0.5514, loss_cls: 3.2442, loss: 3.2442, grad_norm: 0.9142 2020-08-17 10:14:09,375 - mmaction - INFO - Epoch [81][380/470] lr: 6.222e-01, eta: 21:11:55, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.3149, top5_acc: 0.5633, loss_cls: 3.1934, loss: 3.1934, grad_norm: 0.8970 2020-08-17 10:14:28,238 - mmaction - INFO - Epoch [81][400/470] lr: 6.222e-01, eta: 21:11:37, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3068, top5_acc: 0.5564, loss_cls: 3.2267, loss: 3.2267, grad_norm: 0.9047 2020-08-17 10:14:47,819 - mmaction - INFO - Epoch [81][420/470] lr: 6.222e-01, eta: 21:11:21, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3044, top5_acc: 0.5570, loss_cls: 3.2099, loss: 3.2099, grad_norm: 0.8960 2020-08-17 10:15:07,527 - mmaction - INFO - Epoch [81][440/470] lr: 6.222e-01, eta: 21:11:05, time: 0.987, data_time: 0.005, memory: 9444, top1_acc: 0.3043, top5_acc: 0.5528, loss_cls: 3.2391, loss: 3.2391, grad_norm: 0.8950 2020-08-17 10:15:26,783 - mmaction - INFO - Epoch [81][460/470] lr: 6.222e-01, eta: 21:10:48, time: 0.963, data_time: 0.002, memory: 9444, top1_acc: 0.3057, top5_acc: 0.5555, loss_cls: 3.2055, loss: 3.2055, grad_norm: 0.8950 2020-08-17 10:16:00,355 - mmaction - INFO - Epoch [82][20/470] lr: 6.181e-01, eta: 21:10:11, time: 1.170, data_time: 0.405, memory: 9444, top1_acc: 0.3185, top5_acc: 0.5673, loss_cls: 3.1721, loss: 3.1721, grad_norm: 0.9034 2020-08-17 10:16:19,339 - mmaction - INFO - Epoch [82][40/470] lr: 6.181e-01, eta: 21:09:53, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5589, loss_cls: 3.1965, loss: 3.1965, grad_norm: 0.9100 2020-08-17 10:16:38,676 - mmaction - INFO - Epoch [82][60/470] lr: 6.181e-01, eta: 21:09:36, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.3087, top5_acc: 0.5597, loss_cls: 3.2067, loss: 3.2067, grad_norm: 0.9045 2020-08-17 10:16:57,840 - mmaction - INFO - Epoch [82][80/470] lr: 6.181e-01, eta: 21:09:19, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.3080, top5_acc: 0.5587, loss_cls: 3.1960, loss: 3.1960, grad_norm: 0.8990 2020-08-17 10:17:16,672 - mmaction - INFO - Epoch [82][100/470] lr: 6.181e-01, eta: 21:09:01, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3117, top5_acc: 0.5641, loss_cls: 3.1754, loss: 3.1754, grad_norm: 0.9026 2020-08-17 10:17:35,272 - mmaction - INFO - Epoch [82][120/470] lr: 6.181e-01, eta: 21:08:43, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3129, top5_acc: 0.5619, loss_cls: 3.1788, loss: 3.1788, grad_norm: 0.8977 2020-08-17 10:17:54,585 - mmaction - INFO - Epoch [82][140/470] lr: 6.181e-01, eta: 21:08:26, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3075, top5_acc: 0.5574, loss_cls: 3.2248, loss: 3.2248, grad_norm: 0.9157 2020-08-17 10:18:13,333 - mmaction - INFO - Epoch [82][160/470] lr: 6.181e-01, eta: 21:08:08, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3059, top5_acc: 0.5574, loss_cls: 3.2173, loss: 3.2173, grad_norm: 0.8950 2020-08-17 10:18:31,676 - mmaction - INFO - Epoch [82][180/470] lr: 6.181e-01, eta: 21:07:49, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3012, top5_acc: 0.5551, loss_cls: 3.2242, loss: 3.2242, grad_norm: 0.9020 2020-08-17 10:18:50,125 - mmaction - INFO - Epoch [82][200/470] lr: 6.181e-01, eta: 21:07:30, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5558, loss_cls: 3.1909, loss: 3.1909, grad_norm: 0.8961 2020-08-17 10:19:08,487 - mmaction - INFO - Epoch [82][220/470] lr: 6.181e-01, eta: 21:07:11, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.3054, top5_acc: 0.5562, loss_cls: 3.2216, loss: 3.2216, grad_norm: 0.8758 2020-08-17 10:19:28,324 - mmaction - INFO - Epoch [82][240/470] lr: 6.181e-01, eta: 21:06:56, time: 0.990, data_time: 0.006, memory: 9444, top1_acc: 0.3041, top5_acc: 0.5547, loss_cls: 3.2116, loss: 3.2116, grad_norm: 0.9014 2020-08-17 10:19:47,780 - mmaction - INFO - Epoch [82][260/470] lr: 6.181e-01, eta: 21:06:39, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.2900, top5_acc: 0.5430, loss_cls: 3.2633, loss: 3.2633, grad_norm: 0.9237 2020-08-17 10:20:06,386 - mmaction - INFO - Epoch [82][280/470] lr: 6.181e-01, eta: 21:06:21, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3056, top5_acc: 0.5555, loss_cls: 3.2383, loss: 3.2383, grad_norm: 0.8971 2020-08-17 10:20:24,685 - mmaction - INFO - Epoch [82][300/470] lr: 6.181e-01, eta: 21:06:02, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5609, loss_cls: 3.2175, loss: 3.2175, grad_norm: 0.9208 2020-08-17 10:20:43,853 - mmaction - INFO - Epoch [82][320/470] lr: 6.181e-01, eta: 21:05:44, time: 0.957, data_time: 0.004, memory: 9444, top1_acc: 0.3056, top5_acc: 0.5596, loss_cls: 3.2057, loss: 3.2057, grad_norm: 0.8825 2020-08-17 10:21:02,664 - mmaction - INFO - Epoch [82][340/470] lr: 6.181e-01, eta: 21:05:26, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5521, loss_cls: 3.2150, loss: 3.2150, grad_norm: 0.9015 2020-08-17 10:21:21,405 - mmaction - INFO - Epoch [82][360/470] lr: 6.181e-01, eta: 21:05:08, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3126, top5_acc: 0.5618, loss_cls: 3.1826, loss: 3.1826, grad_norm: 0.8962 2020-08-17 10:21:39,888 - mmaction - INFO - Epoch [82][380/470] lr: 6.181e-01, eta: 21:04:50, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.3022, top5_acc: 0.5616, loss_cls: 3.2079, loss: 3.2079, grad_norm: 0.8943 2020-08-17 10:21:58,996 - mmaction - INFO - Epoch [82][400/470] lr: 6.181e-01, eta: 21:04:32, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3088, top5_acc: 0.5590, loss_cls: 3.2001, loss: 3.2001, grad_norm: 0.8894 2020-08-17 10:22:16,963 - mmaction - INFO - Epoch [82][420/470] lr: 6.181e-01, eta: 21:04:13, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3006, top5_acc: 0.5474, loss_cls: 3.2601, loss: 3.2601, grad_norm: 0.8991 2020-08-17 10:22:35,685 - mmaction - INFO - Epoch [82][440/470] lr: 6.181e-01, eta: 21:03:54, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3103, top5_acc: 0.5574, loss_cls: 3.1872, loss: 3.1872, grad_norm: 0.8923 2020-08-17 10:22:54,045 - mmaction - INFO - Epoch [82][460/470] lr: 6.181e-01, eta: 21:03:36, time: 0.918, data_time: 0.003, memory: 9444, top1_acc: 0.3063, top5_acc: 0.5555, loss_cls: 3.2062, loss: 3.2062, grad_norm: 0.9104 2020-08-17 10:23:26,630 - mmaction - INFO - Epoch [83][20/470] lr: 6.140e-01, eta: 21:02:58, time: 1.153, data_time: 0.436, memory: 9444, top1_acc: 0.3166, top5_acc: 0.5628, loss_cls: 3.1635, loss: 3.1635, grad_norm: 0.9117 2020-08-17 10:23:44,737 - mmaction - INFO - Epoch [83][40/470] lr: 6.140e-01, eta: 21:02:38, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3087, top5_acc: 0.5612, loss_cls: 3.1893, loss: 3.1893, grad_norm: 0.8997 2020-08-17 10:24:02,951 - mmaction - INFO - Epoch [83][60/470] lr: 6.140e-01, eta: 21:02:19, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3166, top5_acc: 0.5668, loss_cls: 3.1585, loss: 3.1585, grad_norm: 0.9133 2020-08-17 10:24:20,962 - mmaction - INFO - Epoch [83][80/470] lr: 6.140e-01, eta: 21:01:59, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3010, top5_acc: 0.5494, loss_cls: 3.2366, loss: 3.2366, grad_norm: 0.9267 2020-08-17 10:24:39,132 - mmaction - INFO - Epoch [83][100/470] lr: 6.140e-01, eta: 21:01:40, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.3049, top5_acc: 0.5507, loss_cls: 3.2198, loss: 3.2198, grad_norm: 0.8950 2020-08-17 10:24:57,444 - mmaction - INFO - Epoch [83][120/470] lr: 6.140e-01, eta: 21:01:21, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.3107, top5_acc: 0.5600, loss_cls: 3.1910, loss: 3.1910, grad_norm: 0.8844 2020-08-17 10:25:16,738 - mmaction - INFO - Epoch [83][140/470] lr: 6.140e-01, eta: 21:01:04, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3084, top5_acc: 0.5571, loss_cls: 3.2158, loss: 3.2158, grad_norm: 0.8999 2020-08-17 10:25:34,472 - mmaction - INFO - Epoch [83][160/470] lr: 6.140e-01, eta: 21:00:44, time: 0.894, data_time: 0.011, memory: 9444, top1_acc: 0.3077, top5_acc: 0.5568, loss_cls: 3.1977, loss: 3.1977, grad_norm: 0.9021 2020-08-17 10:25:53,752 - mmaction - INFO - Epoch [83][180/470] lr: 6.140e-01, eta: 21:00:27, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3172, top5_acc: 0.5637, loss_cls: 3.1521, loss: 3.1521, grad_norm: 0.8727 2020-08-17 10:26:11,735 - mmaction - INFO - Epoch [83][200/470] lr: 6.140e-01, eta: 21:00:07, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3106, top5_acc: 0.5540, loss_cls: 3.2282, loss: 3.2282, grad_norm: 0.9129 2020-08-17 10:26:29,466 - mmaction - INFO - Epoch [83][220/470] lr: 6.140e-01, eta: 20:59:47, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3137, top5_acc: 0.5641, loss_cls: 3.1793, loss: 3.1793, grad_norm: 0.9004 2020-08-17 10:26:48,121 - mmaction - INFO - Epoch [83][240/470] lr: 6.140e-01, eta: 20:59:29, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3093, top5_acc: 0.5551, loss_cls: 3.2049, loss: 3.2049, grad_norm: 0.9053 2020-08-17 10:27:06,955 - mmaction - INFO - Epoch [83][260/470] lr: 6.140e-01, eta: 20:59:11, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5579, loss_cls: 3.2001, loss: 3.2001, grad_norm: 0.9004 2020-08-17 10:27:25,002 - mmaction - INFO - Epoch [83][280/470] lr: 6.140e-01, eta: 20:58:51, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.3050, top5_acc: 0.5550, loss_cls: 3.2257, loss: 3.2257, grad_norm: 0.9048 2020-08-17 10:27:43,104 - mmaction - INFO - Epoch [83][300/470] lr: 6.140e-01, eta: 20:58:32, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3116, top5_acc: 0.5616, loss_cls: 3.1725, loss: 3.1725, grad_norm: 0.8976 2020-08-17 10:28:01,626 - mmaction - INFO - Epoch [83][320/470] lr: 6.140e-01, eta: 20:58:13, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3174, top5_acc: 0.5619, loss_cls: 3.1615, loss: 3.1615, grad_norm: 0.9000 2020-08-17 10:28:20,220 - mmaction - INFO - Epoch [83][340/470] lr: 6.140e-01, eta: 20:57:55, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3091, top5_acc: 0.5537, loss_cls: 3.2152, loss: 3.2152, grad_norm: 0.8911 2020-08-17 10:28:37,465 - mmaction - INFO - Epoch [83][360/470] lr: 6.140e-01, eta: 20:57:34, time: 0.864, data_time: 0.004, memory: 9444, top1_acc: 0.3105, top5_acc: 0.5617, loss_cls: 3.1633, loss: 3.1633, grad_norm: 0.8874 2020-08-17 10:28:56,098 - mmaction - INFO - Epoch [83][380/470] lr: 6.140e-01, eta: 20:57:15, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3107, top5_acc: 0.5543, loss_cls: 3.1953, loss: 3.1953, grad_norm: 0.9132 2020-08-17 10:29:13,907 - mmaction - INFO - Epoch [83][400/470] lr: 6.140e-01, eta: 20:56:55, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5559, loss_cls: 3.2122, loss: 3.2122, grad_norm: 0.9199 2020-08-17 10:29:31,867 - mmaction - INFO - Epoch [83][420/470] lr: 6.140e-01, eta: 20:56:35, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3056, top5_acc: 0.5548, loss_cls: 3.2349, loss: 3.2349, grad_norm: 0.9144 2020-08-17 10:29:49,465 - mmaction - INFO - Epoch [83][440/470] lr: 6.140e-01, eta: 20:56:15, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5589, loss_cls: 3.1998, loss: 3.1998, grad_norm: 0.8967 2020-08-17 10:30:08,317 - mmaction - INFO - Epoch [83][460/470] lr: 6.140e-01, eta: 20:55:57, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.3041, top5_acc: 0.5612, loss_cls: 3.2192, loss: 3.2192, grad_norm: 0.9148 2020-08-17 10:30:39,719 - mmaction - INFO - Epoch [84][20/470] lr: 6.098e-01, eta: 20:55:18, time: 1.123, data_time: 0.375, memory: 9444, top1_acc: 0.3116, top5_acc: 0.5627, loss_cls: 3.1868, loss: 3.1868, grad_norm: 0.8978 2020-08-17 10:30:58,090 - mmaction - INFO - Epoch [84][40/470] lr: 6.098e-01, eta: 20:54:59, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3100, top5_acc: 0.5628, loss_cls: 3.1792, loss: 3.1792, grad_norm: 0.8989 2020-08-17 10:31:16,134 - mmaction - INFO - Epoch [84][60/470] lr: 6.098e-01, eta: 20:54:40, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3117, top5_acc: 0.5573, loss_cls: 3.2099, loss: 3.2099, grad_norm: 0.8897 2020-08-17 10:31:34,892 - mmaction - INFO - Epoch [84][80/470] lr: 6.098e-01, eta: 20:54:22, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3176, top5_acc: 0.5633, loss_cls: 3.1376, loss: 3.1376, grad_norm: 0.9207 2020-08-17 10:31:52,399 - mmaction - INFO - Epoch [84][100/470] lr: 6.098e-01, eta: 20:54:01, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.3049, top5_acc: 0.5565, loss_cls: 3.2102, loss: 3.2102, grad_norm: 0.9012 2020-08-17 10:32:11,015 - mmaction - INFO - Epoch [84][120/470] lr: 6.098e-01, eta: 20:53:43, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3101, top5_acc: 0.5629, loss_cls: 3.1810, loss: 3.1810, grad_norm: 0.9028 2020-08-17 10:32:28,900 - mmaction - INFO - Epoch [84][140/470] lr: 6.098e-01, eta: 20:53:23, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.3163, top5_acc: 0.5646, loss_cls: 3.1625, loss: 3.1625, grad_norm: 0.9080 2020-08-17 10:32:47,106 - mmaction - INFO - Epoch [84][160/470] lr: 6.098e-01, eta: 20:53:04, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5580, loss_cls: 3.1896, loss: 3.1896, grad_norm: 0.8964 2020-08-17 10:33:06,196 - mmaction - INFO - Epoch [84][180/470] lr: 6.098e-01, eta: 20:52:46, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3157, top5_acc: 0.5643, loss_cls: 3.1722, loss: 3.1722, grad_norm: 0.9151 2020-08-17 10:33:24,342 - mmaction - INFO - Epoch [84][200/470] lr: 6.098e-01, eta: 20:52:27, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3158, top5_acc: 0.5703, loss_cls: 3.1585, loss: 3.1585, grad_norm: 0.9106 2020-08-17 10:33:43,821 - mmaction - INFO - Epoch [84][220/470] lr: 6.098e-01, eta: 20:52:10, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.3141, top5_acc: 0.5713, loss_cls: 3.1598, loss: 3.1598, grad_norm: 0.9050 2020-08-17 10:34:02,212 - mmaction - INFO - Epoch [84][240/470] lr: 6.098e-01, eta: 20:51:52, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3067, top5_acc: 0.5563, loss_cls: 3.1906, loss: 3.1906, grad_norm: 0.9259 2020-08-17 10:34:19,950 - mmaction - INFO - Epoch [84][260/470] lr: 6.098e-01, eta: 20:51:31, time: 0.885, data_time: 0.007, memory: 9444, top1_acc: 0.3176, top5_acc: 0.5671, loss_cls: 3.1673, loss: 3.1673, grad_norm: 0.8998 2020-08-17 10:34:38,242 - mmaction - INFO - Epoch [84][280/470] lr: 6.098e-01, eta: 20:51:12, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3110, top5_acc: 0.5662, loss_cls: 3.1745, loss: 3.1745, grad_norm: 0.8965 2020-08-17 10:34:56,281 - mmaction - INFO - Epoch [84][300/470] lr: 6.098e-01, eta: 20:50:53, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.3093, top5_acc: 0.5608, loss_cls: 3.1969, loss: 3.1969, grad_norm: 0.9105 2020-08-17 10:35:14,205 - mmaction - INFO - Epoch [84][320/470] lr: 6.098e-01, eta: 20:50:33, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3102, top5_acc: 0.5554, loss_cls: 3.2181, loss: 3.2181, grad_norm: 0.8922 2020-08-17 10:35:32,146 - mmaction - INFO - Epoch [84][340/470] lr: 6.098e-01, eta: 20:50:13, time: 0.899, data_time: 0.008, memory: 9444, top1_acc: 0.3099, top5_acc: 0.5570, loss_cls: 3.2035, loss: 3.2035, grad_norm: 0.9128 2020-08-17 10:35:51,307 - mmaction - INFO - Epoch [84][360/470] lr: 6.098e-01, eta: 20:49:56, time: 0.958, data_time: 0.004, memory: 9444, top1_acc: 0.3021, top5_acc: 0.5443, loss_cls: 3.2753, loss: 3.2753, grad_norm: 0.8953 2020-08-17 10:36:09,147 - mmaction - INFO - Epoch [84][380/470] lr: 6.098e-01, eta: 20:49:36, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.3131, top5_acc: 0.5608, loss_cls: 3.2008, loss: 3.2008, grad_norm: 0.8840 2020-08-17 10:36:26,996 - mmaction - INFO - Epoch [84][400/470] lr: 6.098e-01, eta: 20:49:16, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5604, loss_cls: 3.1859, loss: 3.1859, grad_norm: 0.9057 2020-08-17 10:36:45,856 - mmaction - INFO - Epoch [84][420/470] lr: 6.098e-01, eta: 20:48:58, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5638, loss_cls: 3.1490, loss: 3.1490, grad_norm: 0.9195 2020-08-17 10:37:03,875 - mmaction - INFO - Epoch [84][440/470] lr: 6.098e-01, eta: 20:48:39, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5565, loss_cls: 3.2121, loss: 3.2121, grad_norm: 0.9043 2020-08-17 10:37:21,726 - mmaction - INFO - Epoch [84][460/470] lr: 6.098e-01, eta: 20:48:19, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3044, top5_acc: 0.5471, loss_cls: 3.2404, loss: 3.2404, grad_norm: 0.9131 2020-08-17 10:37:30,472 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-08-17 10:37:53,261 - mmaction - INFO - Epoch [85][20/470] lr: 6.056e-01, eta: 20:47:39, time: 1.085, data_time: 0.359, memory: 9444, top1_acc: 0.3081, top5_acc: 0.5643, loss_cls: 3.1956, loss: 3.1956, grad_norm: 0.9124 2020-08-17 10:38:12,297 - mmaction - INFO - Epoch [85][40/470] lr: 6.056e-01, eta: 20:47:21, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3102, top5_acc: 0.5593, loss_cls: 3.1825, loss: 3.1825, grad_norm: 0.8944 2020-08-17 10:38:30,133 - mmaction - INFO - Epoch [85][60/470] lr: 6.056e-01, eta: 20:47:01, time: 0.889, data_time: 0.004, memory: 9444, top1_acc: 0.3085, top5_acc: 0.5547, loss_cls: 3.2172, loss: 3.2172, grad_norm: 0.9056 2020-08-17 10:38:48,919 - mmaction - INFO - Epoch [85][80/470] lr: 6.056e-01, eta: 20:46:43, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3124, top5_acc: 0.5606, loss_cls: 3.1815, loss: 3.1815, grad_norm: 0.9175 2020-08-17 10:39:07,820 - mmaction - INFO - Epoch [85][100/470] lr: 6.056e-01, eta: 20:46:26, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.3040, top5_acc: 0.5552, loss_cls: 3.2115, loss: 3.2115, grad_norm: 0.9078 2020-08-17 10:39:26,184 - mmaction - INFO - Epoch [85][120/470] lr: 6.056e-01, eta: 20:46:07, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.3166, top5_acc: 0.5626, loss_cls: 3.1583, loss: 3.1583, grad_norm: 0.9018 2020-08-17 10:39:43,925 - mmaction - INFO - Epoch [85][140/470] lr: 6.056e-01, eta: 20:45:47, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3184, top5_acc: 0.5677, loss_cls: 3.1559, loss: 3.1559, grad_norm: 0.8961 2020-08-17 10:40:02,586 - mmaction - INFO - Epoch [85][160/470] lr: 6.056e-01, eta: 20:45:28, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3036, top5_acc: 0.5573, loss_cls: 3.2006, loss: 3.2006, grad_norm: 0.9062 2020-08-17 10:40:19,898 - mmaction - INFO - Epoch [85][180/470] lr: 6.056e-01, eta: 20:45:07, time: 0.867, data_time: 0.003, memory: 9444, top1_acc: 0.3089, top5_acc: 0.5609, loss_cls: 3.1870, loss: 3.1870, grad_norm: 0.8934 2020-08-17 10:40:38,818 - mmaction - INFO - Epoch [85][200/470] lr: 6.056e-01, eta: 20:44:50, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.3067, top5_acc: 0.5574, loss_cls: 3.2048, loss: 3.2048, grad_norm: 0.9159 2020-08-17 10:40:57,097 - mmaction - INFO - Epoch [85][220/470] lr: 6.056e-01, eta: 20:44:31, time: 0.917, data_time: 0.007, memory: 9444, top1_acc: 0.3100, top5_acc: 0.5585, loss_cls: 3.1868, loss: 3.1868, grad_norm: 0.9028 2020-08-17 10:41:15,351 - mmaction - INFO - Epoch [85][240/470] lr: 6.056e-01, eta: 20:44:12, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5670, loss_cls: 3.1453, loss: 3.1453, grad_norm: 0.9271 2020-08-17 10:41:33,579 - mmaction - INFO - Epoch [85][260/470] lr: 6.056e-01, eta: 20:43:52, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.3158, top5_acc: 0.5579, loss_cls: 3.1954, loss: 3.1954, grad_norm: 0.9063 2020-08-17 10:41:51,790 - mmaction - INFO - Epoch [85][280/470] lr: 6.056e-01, eta: 20:43:33, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.3130, top5_acc: 0.5604, loss_cls: 3.1750, loss: 3.1750, grad_norm: 0.8989 2020-08-17 10:42:11,318 - mmaction - INFO - Epoch [85][300/470] lr: 6.056e-01, eta: 20:43:17, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3181, top5_acc: 0.5633, loss_cls: 3.1684, loss: 3.1684, grad_norm: 0.9071 2020-08-17 10:42:30,043 - mmaction - INFO - Epoch [85][320/470] lr: 6.056e-01, eta: 20:42:59, time: 0.934, data_time: 0.004, memory: 9444, top1_acc: 0.3062, top5_acc: 0.5507, loss_cls: 3.2183, loss: 3.2183, grad_norm: 0.9076 2020-08-17 10:42:48,723 - mmaction - INFO - Epoch [85][340/470] lr: 6.056e-01, eta: 20:42:40, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3046, top5_acc: 0.5551, loss_cls: 3.1973, loss: 3.1973, grad_norm: 0.9138 2020-08-17 10:43:06,696 - mmaction - INFO - Epoch [85][360/470] lr: 6.056e-01, eta: 20:42:21, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.3146, top5_acc: 0.5584, loss_cls: 3.1958, loss: 3.1958, grad_norm: 0.9115 2020-08-17 10:43:25,239 - mmaction - INFO - Epoch [85][380/470] lr: 6.056e-01, eta: 20:42:02, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3144, top5_acc: 0.5636, loss_cls: 3.1728, loss: 3.1728, grad_norm: 0.9201 2020-08-17 10:43:43,709 - mmaction - INFO - Epoch [85][400/470] lr: 6.056e-01, eta: 20:41:44, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.3074, top5_acc: 0.5536, loss_cls: 3.2169, loss: 3.2169, grad_norm: 0.9243 2020-08-17 10:44:02,575 - mmaction - INFO - Epoch [85][420/470] lr: 6.056e-01, eta: 20:41:26, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5651, loss_cls: 3.1816, loss: 3.1816, grad_norm: 0.8924 2020-08-17 10:44:20,666 - mmaction - INFO - Epoch [85][440/470] lr: 6.056e-01, eta: 20:41:06, time: 0.905, data_time: 0.004, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5573, loss_cls: 3.1974, loss: 3.1974, grad_norm: 0.9073 2020-08-17 10:44:38,736 - mmaction - INFO - Epoch [85][460/470] lr: 6.056e-01, eta: 20:40:47, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3050, top5_acc: 0.5542, loss_cls: 3.2004, loss: 3.2004, grad_norm: 0.9011 2020-08-17 10:45:12,148 - mmaction - INFO - Epoch [86][20/470] lr: 6.014e-01, eta: 20:40:09, time: 1.144, data_time: 0.394, memory: 9444, top1_acc: 0.3173, top5_acc: 0.5682, loss_cls: 3.1273, loss: 3.1273, grad_norm: 0.9100 2020-08-17 10:45:30,695 - mmaction - INFO - Epoch [86][40/470] lr: 6.014e-01, eta: 20:39:51, time: 0.930, data_time: 0.007, memory: 9444, top1_acc: 0.3096, top5_acc: 0.5577, loss_cls: 3.1970, loss: 3.1970, grad_norm: 0.9157 2020-08-17 10:45:48,430 - mmaction - INFO - Epoch [86][60/470] lr: 6.014e-01, eta: 20:39:31, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.3099, top5_acc: 0.5581, loss_cls: 3.1771, loss: 3.1771, grad_norm: 0.9097 2020-08-17 10:46:06,402 - mmaction - INFO - Epoch [86][80/470] lr: 6.014e-01, eta: 20:39:11, time: 0.903, data_time: 0.007, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5632, loss_cls: 3.1846, loss: 3.1846, grad_norm: 0.9087 2020-08-17 10:46:24,912 - mmaction - INFO - Epoch [86][100/470] lr: 6.014e-01, eta: 20:38:53, time: 0.923, data_time: 0.004, memory: 9444, top1_acc: 0.3150, top5_acc: 0.5634, loss_cls: 3.1653, loss: 3.1653, grad_norm: 0.9088 2020-08-17 10:46:42,711 - mmaction - INFO - Epoch [86][120/470] lr: 6.014e-01, eta: 20:38:33, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.3110, top5_acc: 0.5531, loss_cls: 3.2160, loss: 3.2160, grad_norm: 0.9020 2020-08-17 10:47:01,029 - mmaction - INFO - Epoch [86][140/470] lr: 6.014e-01, eta: 20:38:14, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3121, top5_acc: 0.5641, loss_cls: 3.1828, loss: 3.1828, grad_norm: 0.9046 2020-08-17 10:47:20,039 - mmaction - INFO - Epoch [86][160/470] lr: 6.014e-01, eta: 20:37:56, time: 0.951, data_time: 0.003, memory: 9444, top1_acc: 0.3099, top5_acc: 0.5678, loss_cls: 3.1706, loss: 3.1706, grad_norm: 0.9120 2020-08-17 10:47:38,190 - mmaction - INFO - Epoch [86][180/470] lr: 6.014e-01, eta: 20:37:37, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5619, loss_cls: 3.1721, loss: 3.1721, grad_norm: 0.9071 2020-08-17 10:47:57,728 - mmaction - INFO - Epoch [86][200/470] lr: 6.014e-01, eta: 20:37:21, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3088, top5_acc: 0.5544, loss_cls: 3.2077, loss: 3.2077, grad_norm: 0.9139 2020-08-17 10:48:15,410 - mmaction - INFO - Epoch [86][220/470] lr: 6.014e-01, eta: 20:37:00, time: 0.884, data_time: 0.002, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5574, loss_cls: 3.2028, loss: 3.2028, grad_norm: 0.9043 2020-08-17 10:48:33,166 - mmaction - INFO - Epoch [86][240/470] lr: 6.014e-01, eta: 20:36:40, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.3130, top5_acc: 0.5663, loss_cls: 3.1714, loss: 3.1714, grad_norm: 0.9194 2020-08-17 10:48:51,570 - mmaction - INFO - Epoch [86][260/470] lr: 6.014e-01, eta: 20:36:22, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3106, top5_acc: 0.5520, loss_cls: 3.2017, loss: 3.2017, grad_norm: 0.9094 2020-08-17 10:49:10,845 - mmaction - INFO - Epoch [86][280/470] lr: 6.014e-01, eta: 20:36:05, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.3185, top5_acc: 0.5697, loss_cls: 3.1714, loss: 3.1714, grad_norm: 0.9177 2020-08-17 10:49:29,299 - mmaction - INFO - Epoch [86][300/470] lr: 6.014e-01, eta: 20:35:46, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5604, loss_cls: 3.2044, loss: 3.2044, grad_norm: 0.9125 2020-08-17 10:49:47,277 - mmaction - INFO - Epoch [86][320/470] lr: 6.014e-01, eta: 20:35:26, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3127, top5_acc: 0.5632, loss_cls: 3.1813, loss: 3.1813, grad_norm: 0.9064 2020-08-17 10:50:05,298 - mmaction - INFO - Epoch [86][340/470] lr: 6.014e-01, eta: 20:35:07, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5645, loss_cls: 3.1690, loss: 3.1690, grad_norm: 0.9096 2020-08-17 10:50:24,521 - mmaction - INFO - Epoch [86][360/470] lr: 6.014e-01, eta: 20:34:50, time: 0.961, data_time: 0.002, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5558, loss_cls: 3.2013, loss: 3.2013, grad_norm: 0.9229 2020-08-17 10:50:43,419 - mmaction - INFO - Epoch [86][380/470] lr: 6.014e-01, eta: 20:34:32, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5593, loss_cls: 3.2032, loss: 3.2032, grad_norm: 0.9065 2020-08-17 10:51:02,083 - mmaction - INFO - Epoch [86][400/470] lr: 6.014e-01, eta: 20:34:14, time: 0.933, data_time: 0.004, memory: 9444, top1_acc: 0.3046, top5_acc: 0.5527, loss_cls: 3.2200, loss: 3.2200, grad_norm: 0.9142 2020-08-17 10:51:19,632 - mmaction - INFO - Epoch [86][420/470] lr: 6.014e-01, eta: 20:33:53, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.3068, top5_acc: 0.5510, loss_cls: 3.2134, loss: 3.2134, grad_norm: 0.8984 2020-08-17 10:51:38,556 - mmaction - INFO - Epoch [86][440/470] lr: 6.014e-01, eta: 20:33:36, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5599, loss_cls: 3.1751, loss: 3.1751, grad_norm: 0.9051 2020-08-17 10:51:56,727 - mmaction - INFO - Epoch [86][460/470] lr: 6.014e-01, eta: 20:33:16, time: 0.907, data_time: 0.007, memory: 9444, top1_acc: 0.3244, top5_acc: 0.5724, loss_cls: 3.1227, loss: 3.1227, grad_norm: 0.9069 2020-08-17 10:52:28,368 - mmaction - INFO - Epoch [87][20/470] lr: 5.972e-01, eta: 20:32:39, time: 1.144, data_time: 0.389, memory: 9444, top1_acc: 0.3133, top5_acc: 0.5653, loss_cls: 3.1620, loss: 3.1620, grad_norm: 0.9117 2020-08-17 10:52:46,617 - mmaction - INFO - Epoch [87][40/470] lr: 5.972e-01, eta: 20:32:20, time: 0.912, data_time: 0.003, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5559, loss_cls: 3.2052, loss: 3.2052, grad_norm: 0.9284 2020-08-17 10:53:04,986 - mmaction - INFO - Epoch [87][60/470] lr: 5.972e-01, eta: 20:32:01, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3184, top5_acc: 0.5704, loss_cls: 3.1570, loss: 3.1570, grad_norm: 0.9200 2020-08-17 10:53:23,028 - mmaction - INFO - Epoch [87][80/470] lr: 5.972e-01, eta: 20:31:42, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3107, top5_acc: 0.5611, loss_cls: 3.1732, loss: 3.1732, grad_norm: 0.9076 2020-08-17 10:53:41,230 - mmaction - INFO - Epoch [87][100/470] lr: 5.972e-01, eta: 20:31:22, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5598, loss_cls: 3.1864, loss: 3.1864, grad_norm: 0.9163 2020-08-17 10:53:59,281 - mmaction - INFO - Epoch [87][120/470] lr: 5.972e-01, eta: 20:31:03, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3193, top5_acc: 0.5628, loss_cls: 3.1622, loss: 3.1622, grad_norm: 0.8908 2020-08-17 10:54:18,407 - mmaction - INFO - Epoch [87][140/470] lr: 5.972e-01, eta: 20:30:46, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3135, top5_acc: 0.5650, loss_cls: 3.1651, loss: 3.1651, grad_norm: 0.9262 2020-08-17 10:54:36,984 - mmaction - INFO - Epoch [87][160/470] lr: 5.972e-01, eta: 20:30:27, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3094, top5_acc: 0.5516, loss_cls: 3.1895, loss: 3.1895, grad_norm: 0.9016 2020-08-17 10:54:54,319 - mmaction - INFO - Epoch [87][180/470] lr: 5.972e-01, eta: 20:30:06, time: 0.864, data_time: 0.005, memory: 9444, top1_acc: 0.3126, top5_acc: 0.5574, loss_cls: 3.1770, loss: 3.1770, grad_norm: 0.9172 2020-08-17 10:55:13,236 - mmaction - INFO - Epoch [87][200/470] lr: 5.972e-01, eta: 20:29:49, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3161, top5_acc: 0.5614, loss_cls: 3.1734, loss: 3.1734, grad_norm: 0.9045 2020-08-17 10:55:31,515 - mmaction - INFO - Epoch [87][220/470] lr: 5.972e-01, eta: 20:29:30, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3190, top5_acc: 0.5650, loss_cls: 3.1572, loss: 3.1572, grad_norm: 0.9169 2020-08-17 10:55:50,573 - mmaction - INFO - Epoch [87][240/470] lr: 5.972e-01, eta: 20:29:12, time: 0.953, data_time: 0.003, memory: 9444, top1_acc: 0.3149, top5_acc: 0.5563, loss_cls: 3.1886, loss: 3.1886, grad_norm: 0.9102 2020-08-17 10:56:09,119 - mmaction - INFO - Epoch [87][260/470] lr: 5.972e-01, eta: 20:28:54, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3154, top5_acc: 0.5664, loss_cls: 3.1755, loss: 3.1755, grad_norm: 0.9171 2020-08-17 10:56:27,678 - mmaction - INFO - Epoch [87][280/470] lr: 5.972e-01, eta: 20:28:35, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3121, top5_acc: 0.5557, loss_cls: 3.2163, loss: 3.2163, grad_norm: 0.9261 2020-08-17 10:56:45,661 - mmaction - INFO - Epoch [87][300/470] lr: 5.972e-01, eta: 20:28:16, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.3122, top5_acc: 0.5623, loss_cls: 3.1966, loss: 3.1966, grad_norm: 0.9088 2020-08-17 10:57:04,141 - mmaction - INFO - Epoch [87][320/470] lr: 5.972e-01, eta: 20:27:57, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.2993, top5_acc: 0.5563, loss_cls: 3.2152, loss: 3.2152, grad_norm: 0.9132 2020-08-17 10:57:23,705 - mmaction - INFO - Epoch [87][340/470] lr: 5.972e-01, eta: 20:27:41, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5614, loss_cls: 3.1729, loss: 3.1729, grad_norm: 0.8948 2020-08-17 10:57:41,778 - mmaction - INFO - Epoch [87][360/470] lr: 5.972e-01, eta: 20:27:21, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3057, top5_acc: 0.5585, loss_cls: 3.2120, loss: 3.2120, grad_norm: 0.9179 2020-08-17 10:58:00,391 - mmaction - INFO - Epoch [87][380/470] lr: 5.972e-01, eta: 20:27:03, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3171, top5_acc: 0.5617, loss_cls: 3.1779, loss: 3.1779, grad_norm: 0.8922 2020-08-17 10:58:18,525 - mmaction - INFO - Epoch [87][400/470] lr: 5.972e-01, eta: 20:26:44, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3224, top5_acc: 0.5710, loss_cls: 3.1357, loss: 3.1357, grad_norm: 0.9099 2020-08-17 10:58:37,892 - mmaction - INFO - Epoch [87][420/470] lr: 5.972e-01, eta: 20:26:27, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.3141, top5_acc: 0.5563, loss_cls: 3.2005, loss: 3.2005, grad_norm: 0.9199 2020-08-17 10:58:56,293 - mmaction - INFO - Epoch [87][440/470] lr: 5.972e-01, eta: 20:26:08, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3112, top5_acc: 0.5615, loss_cls: 3.1828, loss: 3.1828, grad_norm: 0.9139 2020-08-17 10:59:14,723 - mmaction - INFO - Epoch [87][460/470] lr: 5.972e-01, eta: 20:25:49, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5625, loss_cls: 3.1875, loss: 3.1875, grad_norm: 0.9236 2020-08-17 10:59:47,762 - mmaction - INFO - Epoch [88][20/470] lr: 5.929e-01, eta: 20:25:13, time: 1.167, data_time: 0.405, memory: 9444, top1_acc: 0.3171, top5_acc: 0.5642, loss_cls: 3.1602, loss: 3.1602, grad_norm: 0.8957 2020-08-17 11:00:08,126 - mmaction - INFO - Epoch [88][40/470] lr: 5.929e-01, eta: 20:24:58, time: 1.018, data_time: 0.006, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5617, loss_cls: 3.1716, loss: 3.1716, grad_norm: 0.9080 2020-08-17 11:00:26,847 - mmaction - INFO - Epoch [88][60/470] lr: 5.929e-01, eta: 20:24:40, time: 0.938, data_time: 0.011, memory: 9444, top1_acc: 0.3209, top5_acc: 0.5716, loss_cls: 3.1340, loss: 3.1340, grad_norm: 0.9118 2020-08-17 11:00:44,672 - mmaction - INFO - Epoch [88][80/470] lr: 5.929e-01, eta: 20:24:20, time: 0.890, data_time: 0.004, memory: 9444, top1_acc: 0.3116, top5_acc: 0.5608, loss_cls: 3.1856, loss: 3.1856, grad_norm: 0.9191 2020-08-17 11:01:02,633 - mmaction - INFO - Epoch [88][100/470] lr: 5.929e-01, eta: 20:24:00, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3273, top5_acc: 0.5746, loss_cls: 3.1226, loss: 3.1226, grad_norm: 0.9081 2020-08-17 11:01:21,948 - mmaction - INFO - Epoch [88][120/470] lr: 5.929e-01, eta: 20:23:43, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3161, top5_acc: 0.5617, loss_cls: 3.1772, loss: 3.1772, grad_norm: 0.9146 2020-08-17 11:01:40,721 - mmaction - INFO - Epoch [88][140/470] lr: 5.929e-01, eta: 20:23:25, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3110, top5_acc: 0.5628, loss_cls: 3.1634, loss: 3.1634, grad_norm: 0.9289 2020-08-17 11:02:00,031 - mmaction - INFO - Epoch [88][160/470] lr: 5.929e-01, eta: 20:23:09, time: 0.966, data_time: 0.003, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5694, loss_cls: 3.1480, loss: 3.1480, grad_norm: 0.9044 2020-08-17 11:02:18,404 - mmaction - INFO - Epoch [88][180/470] lr: 5.929e-01, eta: 20:22:50, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3169, top5_acc: 0.5599, loss_cls: 3.1680, loss: 3.1680, grad_norm: 0.9049 2020-08-17 11:02:37,518 - mmaction - INFO - Epoch [88][200/470] lr: 5.929e-01, eta: 20:22:32, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.3273, top5_acc: 0.5725, loss_cls: 3.1247, loss: 3.1247, grad_norm: 0.9214 2020-08-17 11:02:55,815 - mmaction - INFO - Epoch [88][220/470] lr: 5.929e-01, eta: 20:22:13, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3103, top5_acc: 0.5608, loss_cls: 3.1965, loss: 3.1965, grad_norm: 0.9257 2020-08-17 11:03:14,199 - mmaction - INFO - Epoch [88][240/470] lr: 5.929e-01, eta: 20:21:55, time: 0.922, data_time: 0.007, memory: 9444, top1_acc: 0.3153, top5_acc: 0.5635, loss_cls: 3.1806, loss: 3.1806, grad_norm: 0.9105 2020-08-17 11:03:31,991 - mmaction - INFO - Epoch [88][260/470] lr: 5.929e-01, eta: 20:21:35, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.3132, top5_acc: 0.5629, loss_cls: 3.1833, loss: 3.1833, grad_norm: 0.9051 2020-08-17 11:03:50,459 - mmaction - INFO - Epoch [88][280/470] lr: 5.929e-01, eta: 20:21:16, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3184, top5_acc: 0.5589, loss_cls: 3.1852, loss: 3.1852, grad_norm: 0.9313 2020-08-17 11:04:10,252 - mmaction - INFO - Epoch [88][300/470] lr: 5.929e-01, eta: 20:21:00, time: 0.990, data_time: 0.006, memory: 9444, top1_acc: 0.3134, top5_acc: 0.5635, loss_cls: 3.1803, loss: 3.1803, grad_norm: 0.9079 2020-08-17 11:04:27,879 - mmaction - INFO - Epoch [88][320/470] lr: 5.929e-01, eta: 20:20:40, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.3068, top5_acc: 0.5539, loss_cls: 3.2242, loss: 3.2242, grad_norm: 0.9116 2020-08-17 11:04:45,760 - mmaction - INFO - Epoch [88][340/470] lr: 5.929e-01, eta: 20:20:20, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3144, top5_acc: 0.5665, loss_cls: 3.1782, loss: 3.1782, grad_norm: 0.9095 2020-08-17 11:05:03,940 - mmaction - INFO - Epoch [88][360/470] lr: 5.929e-01, eta: 20:20:01, time: 0.908, data_time: 0.007, memory: 9444, top1_acc: 0.3110, top5_acc: 0.5590, loss_cls: 3.1870, loss: 3.1870, grad_norm: 0.9052 2020-08-17 11:05:22,504 - mmaction - INFO - Epoch [88][380/470] lr: 5.929e-01, eta: 20:19:43, time: 0.929, data_time: 0.003, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5590, loss_cls: 3.2033, loss: 3.2033, grad_norm: 0.9059 2020-08-17 11:05:40,750 - mmaction - INFO - Epoch [88][400/470] lr: 5.929e-01, eta: 20:19:24, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.3177, top5_acc: 0.5727, loss_cls: 3.1476, loss: 3.1476, grad_norm: 0.9209 2020-08-17 11:05:59,319 - mmaction - INFO - Epoch [88][420/470] lr: 5.929e-01, eta: 20:19:05, time: 0.928, data_time: 0.003, memory: 9444, top1_acc: 0.3151, top5_acc: 0.5675, loss_cls: 3.1660, loss: 3.1660, grad_norm: 0.9231 2020-08-17 11:06:17,697 - mmaction - INFO - Epoch [88][440/470] lr: 5.929e-01, eta: 20:18:46, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3065, top5_acc: 0.5507, loss_cls: 3.2117, loss: 3.2117, grad_norm: 0.9114 2020-08-17 11:06:35,237 - mmaction - INFO - Epoch [88][460/470] lr: 5.929e-01, eta: 20:18:26, time: 0.877, data_time: 0.002, memory: 9444, top1_acc: 0.3078, top5_acc: 0.5560, loss_cls: 3.2098, loss: 3.2098, grad_norm: 0.9169 2020-08-17 11:06:43,550 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-08-17 11:07:08,290 - mmaction - INFO - Epoch [89][20/470] lr: 5.886e-01, eta: 20:17:48, time: 1.123, data_time: 0.405, memory: 9444, top1_acc: 0.3117, top5_acc: 0.5609, loss_cls: 3.1843, loss: 3.1843, grad_norm: 0.9066 2020-08-17 11:07:25,598 - mmaction - INFO - Epoch [89][40/470] lr: 5.886e-01, eta: 20:17:27, time: 0.868, data_time: 0.006, memory: 9444, top1_acc: 0.3193, top5_acc: 0.5688, loss_cls: 3.1622, loss: 3.1622, grad_norm: 0.9327 2020-08-17 11:07:42,607 - mmaction - INFO - Epoch [89][60/470] lr: 5.886e-01, eta: 20:17:06, time: 0.849, data_time: 0.005, memory: 9444, top1_acc: 0.3140, top5_acc: 0.5645, loss_cls: 3.1587, loss: 3.1587, grad_norm: 0.9034 2020-08-17 11:08:01,129 - mmaction - INFO - Epoch [89][80/470] lr: 5.886e-01, eta: 20:16:47, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3194, top5_acc: 0.5665, loss_cls: 3.1385, loss: 3.1385, grad_norm: 0.9210 2020-08-17 11:08:19,121 - mmaction - INFO - Epoch [89][100/470] lr: 5.886e-01, eta: 20:16:28, time: 0.899, data_time: 0.007, memory: 9444, top1_acc: 0.3247, top5_acc: 0.5741, loss_cls: 3.1247, loss: 3.1247, grad_norm: 0.9034 2020-08-17 11:08:37,331 - mmaction - INFO - Epoch [89][120/470] lr: 5.886e-01, eta: 20:16:09, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3190, top5_acc: 0.5654, loss_cls: 3.1595, loss: 3.1595, grad_norm: 0.9276 2020-08-17 11:08:56,382 - mmaction - INFO - Epoch [89][140/470] lr: 5.886e-01, eta: 20:15:51, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5563, loss_cls: 3.2141, loss: 3.2141, grad_norm: 0.9070 2020-08-17 11:09:15,037 - mmaction - INFO - Epoch [89][160/470] lr: 5.886e-01, eta: 20:15:33, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3209, top5_acc: 0.5687, loss_cls: 3.1542, loss: 3.1542, grad_norm: 0.9006 2020-08-17 11:09:32,943 - mmaction - INFO - Epoch [89][180/470] lr: 5.886e-01, eta: 20:15:13, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5619, loss_cls: 3.1411, loss: 3.1411, grad_norm: 0.9259 2020-08-17 11:09:49,901 - mmaction - INFO - Epoch [89][200/470] lr: 5.886e-01, eta: 20:14:52, time: 0.849, data_time: 0.005, memory: 9444, top1_acc: 0.3064, top5_acc: 0.5603, loss_cls: 3.1824, loss: 3.1824, grad_norm: 0.9255 2020-08-17 11:10:08,422 - mmaction - INFO - Epoch [89][220/470] lr: 5.886e-01, eta: 20:14:34, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3114, top5_acc: 0.5658, loss_cls: 3.1549, loss: 3.1549, grad_norm: 0.9324 2020-08-17 11:10:27,387 - mmaction - INFO - Epoch [89][240/470] lr: 5.886e-01, eta: 20:14:16, time: 0.949, data_time: 0.002, memory: 9444, top1_acc: 0.3092, top5_acc: 0.5501, loss_cls: 3.2037, loss: 3.2037, grad_norm: 0.9217 2020-08-17 11:10:45,291 - mmaction - INFO - Epoch [89][260/470] lr: 5.886e-01, eta: 20:13:56, time: 0.894, data_time: 0.004, memory: 9444, top1_acc: 0.3111, top5_acc: 0.5607, loss_cls: 3.1712, loss: 3.1712, grad_norm: 0.9084 2020-08-17 11:11:04,699 - mmaction - INFO - Epoch [89][280/470] lr: 5.886e-01, eta: 20:13:39, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.3158, top5_acc: 0.5666, loss_cls: 3.1522, loss: 3.1522, grad_norm: 0.9158 2020-08-17 11:11:22,488 - mmaction - INFO - Epoch [89][300/470] lr: 5.886e-01, eta: 20:13:19, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.3154, top5_acc: 0.5665, loss_cls: 3.1657, loss: 3.1657, grad_norm: 0.9277 2020-08-17 11:11:40,928 - mmaction - INFO - Epoch [89][320/470] lr: 5.886e-01, eta: 20:13:01, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.3118, top5_acc: 0.5612, loss_cls: 3.2078, loss: 3.2078, grad_norm: 0.9302 2020-08-17 11:12:00,780 - mmaction - INFO - Epoch [89][340/470] lr: 5.886e-01, eta: 20:12:45, time: 0.993, data_time: 0.007, memory: 9444, top1_acc: 0.3150, top5_acc: 0.5633, loss_cls: 3.1940, loss: 3.1940, grad_norm: 0.9062 2020-08-17 11:12:18,461 - mmaction - INFO - Epoch [89][360/470] lr: 5.886e-01, eta: 20:12:25, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5658, loss_cls: 3.1600, loss: 3.1600, grad_norm: 0.9012 2020-08-17 11:12:37,453 - mmaction - INFO - Epoch [89][380/470] lr: 5.886e-01, eta: 20:12:07, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3114, top5_acc: 0.5646, loss_cls: 3.1523, loss: 3.1523, grad_norm: 0.9171 2020-08-17 11:12:56,237 - mmaction - INFO - Epoch [89][400/470] lr: 5.886e-01, eta: 20:11:49, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3091, top5_acc: 0.5581, loss_cls: 3.1999, loss: 3.1999, grad_norm: 0.9189 2020-08-17 11:13:15,234 - mmaction - INFO - Epoch [89][420/470] lr: 5.886e-01, eta: 20:11:32, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3165, top5_acc: 0.5608, loss_cls: 3.1617, loss: 3.1617, grad_norm: 0.9115 2020-08-17 11:13:33,776 - mmaction - INFO - Epoch [89][440/470] lr: 5.886e-01, eta: 20:11:13, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3181, top5_acc: 0.5664, loss_cls: 3.1528, loss: 3.1528, grad_norm: 0.9214 2020-08-17 11:13:52,298 - mmaction - INFO - Epoch [89][460/470] lr: 5.886e-01, eta: 20:10:55, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3192, top5_acc: 0.5662, loss_cls: 3.1554, loss: 3.1554, grad_norm: 0.9370 2020-08-17 11:14:24,499 - mmaction - INFO - Epoch [90][20/470] lr: 5.842e-01, eta: 20:10:17, time: 1.117, data_time: 0.377, memory: 9444, top1_acc: 0.3191, top5_acc: 0.5685, loss_cls: 3.1503, loss: 3.1503, grad_norm: 0.9075 2020-08-17 11:14:43,240 - mmaction - INFO - Epoch [90][40/470] lr: 5.842e-01, eta: 20:09:59, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3144, top5_acc: 0.5690, loss_cls: 3.1474, loss: 3.1474, grad_norm: 0.9387 2020-08-17 11:15:01,902 - mmaction - INFO - Epoch [90][60/470] lr: 5.842e-01, eta: 20:09:40, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5608, loss_cls: 3.1618, loss: 3.1618, grad_norm: 0.9058 2020-08-17 11:15:20,544 - mmaction - INFO - Epoch [90][80/470] lr: 5.842e-01, eta: 20:09:22, time: 0.934, data_time: 0.003, memory: 9444, top1_acc: 0.3164, top5_acc: 0.5675, loss_cls: 3.1437, loss: 3.1437, grad_norm: 0.9174 2020-08-17 11:15:39,886 - mmaction - INFO - Epoch [90][100/470] lr: 5.842e-01, eta: 20:09:05, time: 0.967, data_time: 0.002, memory: 9444, top1_acc: 0.3190, top5_acc: 0.5611, loss_cls: 3.1653, loss: 3.1653, grad_norm: 0.9145 2020-08-17 11:15:58,548 - mmaction - INFO - Epoch [90][120/470] lr: 5.842e-01, eta: 20:08:47, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3191, top5_acc: 0.5755, loss_cls: 3.1005, loss: 3.1005, grad_norm: 0.9395 2020-08-17 11:16:17,444 - mmaction - INFO - Epoch [90][140/470] lr: 5.842e-01, eta: 20:08:29, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3155, top5_acc: 0.5619, loss_cls: 3.1816, loss: 3.1816, grad_norm: 0.9155 2020-08-17 11:16:36,415 - mmaction - INFO - Epoch [90][160/470] lr: 5.842e-01, eta: 20:08:12, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3179, top5_acc: 0.5786, loss_cls: 3.0992, loss: 3.0992, grad_norm: 0.9287 2020-08-17 11:16:54,453 - mmaction - INFO - Epoch [90][180/470] lr: 5.842e-01, eta: 20:07:52, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3197, top5_acc: 0.5674, loss_cls: 3.1642, loss: 3.1642, grad_norm: 0.9186 2020-08-17 11:17:13,404 - mmaction - INFO - Epoch [90][200/470] lr: 5.842e-01, eta: 20:07:35, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.3106, top5_acc: 0.5608, loss_cls: 3.1830, loss: 3.1830, grad_norm: 0.9146 2020-08-17 11:17:31,532 - mmaction - INFO - Epoch [90][220/470] lr: 5.842e-01, eta: 20:07:15, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3161, top5_acc: 0.5637, loss_cls: 3.1744, loss: 3.1744, grad_norm: 0.9374 2020-08-17 11:17:51,036 - mmaction - INFO - Epoch [90][240/470] lr: 5.842e-01, eta: 20:06:59, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3243, top5_acc: 0.5710, loss_cls: 3.1315, loss: 3.1315, grad_norm: 0.9138 2020-08-17 11:18:08,985 - mmaction - INFO - Epoch [90][260/470] lr: 5.842e-01, eta: 20:06:39, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3114, top5_acc: 0.5605, loss_cls: 3.2068, loss: 3.2068, grad_norm: 0.9229 2020-08-17 11:18:27,435 - mmaction - INFO - Epoch [90][280/470] lr: 5.842e-01, eta: 20:06:20, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3140, top5_acc: 0.5548, loss_cls: 3.1820, loss: 3.1820, grad_norm: 0.8974 2020-08-17 11:18:45,838 - mmaction - INFO - Epoch [90][300/470] lr: 5.842e-01, eta: 20:06:02, time: 0.924, data_time: 0.008, memory: 9444, top1_acc: 0.3146, top5_acc: 0.5612, loss_cls: 3.1726, loss: 3.1726, grad_norm: 0.9179 2020-08-17 11:19:05,207 - mmaction - INFO - Epoch [90][320/470] lr: 5.842e-01, eta: 20:05:45, time: 0.968, data_time: 0.002, memory: 9444, top1_acc: 0.3150, top5_acc: 0.5631, loss_cls: 3.1621, loss: 3.1621, grad_norm: 0.9099 2020-08-17 11:19:24,277 - mmaction - INFO - Epoch [90][340/470] lr: 5.842e-01, eta: 20:05:27, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3172, top5_acc: 0.5670, loss_cls: 3.1708, loss: 3.1708, grad_norm: 0.9273 2020-08-17 11:19:42,844 - mmaction - INFO - Epoch [90][360/470] lr: 5.842e-01, eta: 20:05:09, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3204, top5_acc: 0.5639, loss_cls: 3.1613, loss: 3.1613, grad_norm: 0.9196 2020-08-17 11:20:01,388 - mmaction - INFO - Epoch [90][380/470] lr: 5.842e-01, eta: 20:04:50, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3128, top5_acc: 0.5597, loss_cls: 3.1905, loss: 3.1905, grad_norm: 0.9269 2020-08-17 11:20:20,848 - mmaction - INFO - Epoch [90][400/470] lr: 5.842e-01, eta: 20:04:34, time: 0.976, data_time: 0.007, memory: 9444, top1_acc: 0.3112, top5_acc: 0.5580, loss_cls: 3.1974, loss: 3.1974, grad_norm: 0.9178 2020-08-17 11:20:38,556 - mmaction - INFO - Epoch [90][420/470] lr: 5.842e-01, eta: 20:04:14, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.3147, top5_acc: 0.5646, loss_cls: 3.1797, loss: 3.1797, grad_norm: 0.9199 2020-08-17 11:20:57,295 - mmaction - INFO - Epoch [90][440/470] lr: 5.842e-01, eta: 20:03:56, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3127, top5_acc: 0.5648, loss_cls: 3.1780, loss: 3.1780, grad_norm: 0.9019 2020-08-17 11:21:15,653 - mmaction - INFO - Epoch [90][460/470] lr: 5.842e-01, eta: 20:03:37, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5582, loss_cls: 3.1868, loss: 3.1868, grad_norm: 0.9188 2020-08-17 11:21:48,484 - mmaction - INFO - Epoch [91][20/470] lr: 5.798e-01, eta: 20:03:01, time: 1.162, data_time: 0.409, memory: 9444, top1_acc: 0.3212, top5_acc: 0.5665, loss_cls: 3.1413, loss: 3.1413, grad_norm: 0.9209 2020-08-17 11:22:06,901 - mmaction - INFO - Epoch [91][40/470] lr: 5.798e-01, eta: 20:02:42, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.3257, top5_acc: 0.5717, loss_cls: 3.1294, loss: 3.1294, grad_norm: 0.9056 2020-08-17 11:22:24,796 - mmaction - INFO - Epoch [91][60/470] lr: 5.798e-01, eta: 20:02:22, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3212, top5_acc: 0.5718, loss_cls: 3.1209, loss: 3.1209, grad_norm: 0.9282 2020-08-17 11:22:43,462 - mmaction - INFO - Epoch [91][80/470] lr: 5.798e-01, eta: 20:02:04, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3235, top5_acc: 0.5730, loss_cls: 3.1068, loss: 3.1068, grad_norm: 0.9359 2020-08-17 11:23:02,307 - mmaction - INFO - Epoch [91][100/470] lr: 5.798e-01, eta: 20:01:46, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3090, top5_acc: 0.5566, loss_cls: 3.1983, loss: 3.1983, grad_norm: 0.9263 2020-08-17 11:23:21,217 - mmaction - INFO - Epoch [91][120/470] lr: 5.798e-01, eta: 20:01:29, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3187, top5_acc: 0.5670, loss_cls: 3.1393, loss: 3.1393, grad_norm: 0.9169 2020-08-17 11:23:40,522 - mmaction - INFO - Epoch [91][140/470] lr: 5.798e-01, eta: 20:01:11, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3180, top5_acc: 0.5670, loss_cls: 3.1621, loss: 3.1621, grad_norm: 0.9148 2020-08-17 11:23:57,911 - mmaction - INFO - Epoch [91][160/470] lr: 5.798e-01, eta: 20:00:51, time: 0.872, data_time: 0.007, memory: 9444, top1_acc: 0.3149, top5_acc: 0.5679, loss_cls: 3.1574, loss: 3.1574, grad_norm: 0.9273 2020-08-17 11:24:15,982 - mmaction - INFO - Epoch [91][180/470] lr: 5.798e-01, eta: 20:00:32, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3161, top5_acc: 0.5630, loss_cls: 3.1534, loss: 3.1534, grad_norm: 0.9169 2020-08-17 11:24:35,133 - mmaction - INFO - Epoch [91][200/470] lr: 5.798e-01, eta: 20:00:14, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3190, top5_acc: 0.5684, loss_cls: 3.1486, loss: 3.1486, grad_norm: 0.9325 2020-08-17 11:24:53,518 - mmaction - INFO - Epoch [91][220/470] lr: 5.798e-01, eta: 19:59:56, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3012, top5_acc: 0.5489, loss_cls: 3.2464, loss: 3.2464, grad_norm: 0.9387 2020-08-17 11:25:11,785 - mmaction - INFO - Epoch [91][240/470] lr: 5.798e-01, eta: 19:59:37, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5747, loss_cls: 3.1222, loss: 3.1222, grad_norm: 0.9106 2020-08-17 11:25:30,999 - mmaction - INFO - Epoch [91][260/470] lr: 5.798e-01, eta: 19:59:19, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.3189, top5_acc: 0.5618, loss_cls: 3.1499, loss: 3.1499, grad_norm: 0.9212 2020-08-17 11:25:49,830 - mmaction - INFO - Epoch [91][280/470] lr: 5.798e-01, eta: 19:59:02, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.3178, top5_acc: 0.5724, loss_cls: 3.1424, loss: 3.1424, grad_norm: 0.9418 2020-08-17 11:26:08,761 - mmaction - INFO - Epoch [91][300/470] lr: 5.798e-01, eta: 19:58:44, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3147, top5_acc: 0.5670, loss_cls: 3.1834, loss: 3.1834, grad_norm: 0.9166 2020-08-17 11:26:27,217 - mmaction - INFO - Epoch [91][320/470] lr: 5.798e-01, eta: 19:58:25, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3086, top5_acc: 0.5594, loss_cls: 3.2003, loss: 3.2003, grad_norm: 0.9260 2020-08-17 11:26:44,782 - mmaction - INFO - Epoch [91][340/470] lr: 5.798e-01, eta: 19:58:05, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5650, loss_cls: 3.1510, loss: 3.1510, grad_norm: 0.9171 2020-08-17 11:27:03,939 - mmaction - INFO - Epoch [91][360/470] lr: 5.798e-01, eta: 19:57:48, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3167, top5_acc: 0.5604, loss_cls: 3.1839, loss: 3.1839, grad_norm: 0.9209 2020-08-17 11:27:23,195 - mmaction - INFO - Epoch [91][380/470] lr: 5.798e-01, eta: 19:57:30, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.3046, top5_acc: 0.5502, loss_cls: 3.2386, loss: 3.2386, grad_norm: 0.9140 2020-08-17 11:27:41,495 - mmaction - INFO - Epoch [91][400/470] lr: 5.798e-01, eta: 19:57:12, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3134, top5_acc: 0.5671, loss_cls: 3.1741, loss: 3.1741, grad_norm: 0.9304 2020-08-17 11:27:59,603 - mmaction - INFO - Epoch [91][420/470] lr: 5.798e-01, eta: 19:56:52, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3151, top5_acc: 0.5628, loss_cls: 3.1740, loss: 3.1740, grad_norm: 0.9200 2020-08-17 11:28:19,049 - mmaction - INFO - Epoch [91][440/470] lr: 5.798e-01, eta: 19:56:36, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.3077, top5_acc: 0.5581, loss_cls: 3.1883, loss: 3.1883, grad_norm: 0.9227 2020-08-17 11:28:36,427 - mmaction - INFO - Epoch [91][460/470] lr: 5.798e-01, eta: 19:56:15, time: 0.868, data_time: 0.006, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5630, loss_cls: 3.1358, loss: 3.1358, grad_norm: 0.9263 2020-08-17 11:29:09,012 - mmaction - INFO - Epoch [92][20/470] lr: 5.754e-01, eta: 19:55:38, time: 1.135, data_time: 0.373, memory: 9444, top1_acc: 0.3167, top5_acc: 0.5606, loss_cls: 3.1755, loss: 3.1755, grad_norm: 0.9104 2020-08-17 11:29:26,502 - mmaction - INFO - Epoch [92][40/470] lr: 5.754e-01, eta: 19:55:18, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5754, loss_cls: 3.1203, loss: 3.1203, grad_norm: 0.9228 2020-08-17 11:29:44,918 - mmaction - INFO - Epoch [92][60/470] lr: 5.754e-01, eta: 19:54:59, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5718, loss_cls: 3.1210, loss: 3.1210, grad_norm: 0.9412 2020-08-17 11:30:03,018 - mmaction - INFO - Epoch [92][80/470] lr: 5.754e-01, eta: 19:54:40, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3141, top5_acc: 0.5657, loss_cls: 3.1555, loss: 3.1555, grad_norm: 0.9323 2020-08-17 11:30:21,602 - mmaction - INFO - Epoch [92][100/470] lr: 5.754e-01, eta: 19:54:21, time: 0.934, data_time: 0.009, memory: 9444, top1_acc: 0.3284, top5_acc: 0.5727, loss_cls: 3.1171, loss: 3.1171, grad_norm: 0.9273 2020-08-17 11:30:39,708 - mmaction - INFO - Epoch [92][120/470] lr: 5.754e-01, eta: 19:54:02, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3212, top5_acc: 0.5717, loss_cls: 3.1406, loss: 3.1406, grad_norm: 0.9162 2020-08-17 11:30:57,649 - mmaction - INFO - Epoch [92][140/470] lr: 5.754e-01, eta: 19:53:43, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5566, loss_cls: 3.1938, loss: 3.1938, grad_norm: 0.9283 2020-08-17 11:31:16,214 - mmaction - INFO - Epoch [92][160/470] lr: 5.754e-01, eta: 19:53:24, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3203, top5_acc: 0.5702, loss_cls: 3.1351, loss: 3.1351, grad_norm: 0.9245 2020-08-17 11:31:35,031 - mmaction - INFO - Epoch [92][180/470] lr: 5.754e-01, eta: 19:53:06, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.3282, top5_acc: 0.5702, loss_cls: 3.1341, loss: 3.1341, grad_norm: 0.9250 2020-08-17 11:31:52,873 - mmaction - INFO - Epoch [92][200/470] lr: 5.754e-01, eta: 19:52:47, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.3342, top5_acc: 0.5809, loss_cls: 3.0946, loss: 3.0946, grad_norm: 0.9199 2020-08-17 11:32:12,918 - mmaction - INFO - Epoch [92][220/470] lr: 5.754e-01, eta: 19:52:31, time: 1.004, data_time: 0.005, memory: 9444, top1_acc: 0.3162, top5_acc: 0.5646, loss_cls: 3.1669, loss: 3.1669, grad_norm: 0.9335 2020-08-17 11:32:31,378 - mmaction - INFO - Epoch [92][240/470] lr: 5.754e-01, eta: 19:52:12, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3193, top5_acc: 0.5664, loss_cls: 3.1540, loss: 3.1540, grad_norm: 0.9373 2020-08-17 11:32:50,103 - mmaction - INFO - Epoch [92][260/470] lr: 5.754e-01, eta: 19:51:54, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3164, top5_acc: 0.5648, loss_cls: 3.1445, loss: 3.1445, grad_norm: 0.9326 2020-08-17 11:33:07,567 - mmaction - INFO - Epoch [92][280/470] lr: 5.754e-01, eta: 19:51:34, time: 0.872, data_time: 0.006, memory: 9444, top1_acc: 0.3194, top5_acc: 0.5694, loss_cls: 3.1569, loss: 3.1569, grad_norm: 0.9131 2020-08-17 11:33:25,609 - mmaction - INFO - Epoch [92][300/470] lr: 5.754e-01, eta: 19:51:14, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3164, top5_acc: 0.5698, loss_cls: 3.1671, loss: 3.1671, grad_norm: 0.9277 2020-08-17 11:33:44,810 - mmaction - INFO - Epoch [92][320/470] lr: 5.754e-01, eta: 19:50:57, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5649, loss_cls: 3.1858, loss: 3.1858, grad_norm: 0.9268 2020-08-17 11:34:03,649 - mmaction - INFO - Epoch [92][340/470] lr: 5.754e-01, eta: 19:50:39, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3211, top5_acc: 0.5617, loss_cls: 3.1673, loss: 3.1673, grad_norm: 0.9109 2020-08-17 11:34:22,199 - mmaction - INFO - Epoch [92][360/470] lr: 5.754e-01, eta: 19:50:21, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3113, top5_acc: 0.5570, loss_cls: 3.2185, loss: 3.2185, grad_norm: 0.9479 2020-08-17 11:34:40,202 - mmaction - INFO - Epoch [92][380/470] lr: 5.754e-01, eta: 19:50:01, time: 0.903, data_time: 0.007, memory: 9444, top1_acc: 0.3225, top5_acc: 0.5687, loss_cls: 3.1410, loss: 3.1410, grad_norm: 0.9118 2020-08-17 11:34:58,667 - mmaction - INFO - Epoch [92][400/470] lr: 5.754e-01, eta: 19:49:43, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5569, loss_cls: 3.1793, loss: 3.1793, grad_norm: 0.9092 2020-08-17 11:35:17,763 - mmaction - INFO - Epoch [92][420/470] lr: 5.754e-01, eta: 19:49:25, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.3089, top5_acc: 0.5590, loss_cls: 3.1888, loss: 3.1888, grad_norm: 0.9297 2020-08-17 11:35:36,625 - mmaction - INFO - Epoch [92][440/470] lr: 5.754e-01, eta: 19:49:08, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5596, loss_cls: 3.1728, loss: 3.1728, grad_norm: 0.9256 2020-08-17 11:35:54,488 - mmaction - INFO - Epoch [92][460/470] lr: 5.754e-01, eta: 19:48:48, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.3129, top5_acc: 0.5626, loss_cls: 3.1579, loss: 3.1579, grad_norm: 0.9290 2020-08-17 11:36:03,006 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-08-17 11:36:27,006 - mmaction - INFO - Epoch [93][20/470] lr: 5.710e-01, eta: 19:48:11, time: 1.133, data_time: 0.339, memory: 9444, top1_acc: 0.3141, top5_acc: 0.5689, loss_cls: 3.1370, loss: 3.1370, grad_norm: 0.9120 2020-08-17 11:36:44,894 - mmaction - INFO - Epoch [93][40/470] lr: 5.710e-01, eta: 19:47:51, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3261, top5_acc: 0.5792, loss_cls: 3.0900, loss: 3.0900, grad_norm: 0.9290 2020-08-17 11:37:03,027 - mmaction - INFO - Epoch [93][60/470] lr: 5.710e-01, eta: 19:47:32, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3150, top5_acc: 0.5673, loss_cls: 3.1403, loss: 3.1403, grad_norm: 0.9328 2020-08-17 11:37:21,334 - mmaction - INFO - Epoch [93][80/470] lr: 5.710e-01, eta: 19:47:13, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3153, top5_acc: 0.5732, loss_cls: 3.1398, loss: 3.1398, grad_norm: 0.9163 2020-08-17 11:37:41,254 - mmaction - INFO - Epoch [93][100/470] lr: 5.710e-01, eta: 19:46:57, time: 0.993, data_time: 0.004, memory: 9444, top1_acc: 0.3297, top5_acc: 0.5739, loss_cls: 3.1128, loss: 3.1128, grad_norm: 0.9251 2020-08-17 11:37:59,867 - mmaction - INFO - Epoch [93][120/470] lr: 5.710e-01, eta: 19:46:39, time: 0.934, data_time: 0.007, memory: 9444, top1_acc: 0.3204, top5_acc: 0.5750, loss_cls: 3.1289, loss: 3.1289, grad_norm: 0.9227 2020-08-17 11:38:17,983 - mmaction - INFO - Epoch [93][140/470] lr: 5.710e-01, eta: 19:46:20, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3146, top5_acc: 0.5623, loss_cls: 3.1639, loss: 3.1639, grad_norm: 0.9304 2020-08-17 11:38:36,130 - mmaction - INFO - Epoch [93][160/470] lr: 5.710e-01, eta: 19:46:01, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3293, top5_acc: 0.5705, loss_cls: 3.1086, loss: 3.1086, grad_norm: 0.9235 2020-08-17 11:38:55,587 - mmaction - INFO - Epoch [93][180/470] lr: 5.710e-01, eta: 19:45:44, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.3181, top5_acc: 0.5631, loss_cls: 3.1508, loss: 3.1508, grad_norm: 0.9276 2020-08-17 11:39:13,328 - mmaction - INFO - Epoch [93][200/470] lr: 5.710e-01, eta: 19:45:24, time: 0.887, data_time: 0.003, memory: 9444, top1_acc: 0.3162, top5_acc: 0.5702, loss_cls: 3.1398, loss: 3.1398, grad_norm: 0.9230 2020-08-17 11:39:31,712 - mmaction - INFO - Epoch [93][220/470] lr: 5.710e-01, eta: 19:45:05, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3249, top5_acc: 0.5712, loss_cls: 3.1225, loss: 3.1225, grad_norm: 0.9243 2020-08-17 11:39:50,252 - mmaction - INFO - Epoch [93][240/470] lr: 5.710e-01, eta: 19:44:47, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3175, top5_acc: 0.5683, loss_cls: 3.1523, loss: 3.1523, grad_norm: 0.9368 2020-08-17 11:40:08,426 - mmaction - INFO - Epoch [93][260/470] lr: 5.710e-01, eta: 19:44:28, time: 0.909, data_time: 0.004, memory: 9444, top1_acc: 0.3223, top5_acc: 0.5693, loss_cls: 3.1325, loss: 3.1325, grad_norm: 0.9267 2020-08-17 11:40:27,344 - mmaction - INFO - Epoch [93][280/470] lr: 5.710e-01, eta: 19:44:10, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.3174, top5_acc: 0.5618, loss_cls: 3.1738, loss: 3.1738, grad_norm: 0.9409 2020-08-17 11:40:45,816 - mmaction - INFO - Epoch [93][300/470] lr: 5.710e-01, eta: 19:43:52, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3115, top5_acc: 0.5575, loss_cls: 3.1936, loss: 3.1936, grad_norm: 0.9152 2020-08-17 11:41:04,797 - mmaction - INFO - Epoch [93][320/470] lr: 5.710e-01, eta: 19:43:34, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3142, top5_acc: 0.5641, loss_cls: 3.1638, loss: 3.1638, grad_norm: 0.9354 2020-08-17 11:41:22,746 - mmaction - INFO - Epoch [93][340/470] lr: 5.710e-01, eta: 19:43:14, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3170, top5_acc: 0.5673, loss_cls: 3.1564, loss: 3.1564, grad_norm: 0.9310 2020-08-17 11:41:42,201 - mmaction - INFO - Epoch [93][360/470] lr: 5.710e-01, eta: 19:42:58, time: 0.973, data_time: 0.004, memory: 9444, top1_acc: 0.3218, top5_acc: 0.5675, loss_cls: 3.1440, loss: 3.1440, grad_norm: 0.9364 2020-08-17 11:42:01,157 - mmaction - INFO - Epoch [93][380/470] lr: 5.710e-01, eta: 19:42:40, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3135, top5_acc: 0.5612, loss_cls: 3.1900, loss: 3.1900, grad_norm: 0.9189 2020-08-17 11:42:19,046 - mmaction - INFO - Epoch [93][400/470] lr: 5.710e-01, eta: 19:42:20, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5639, loss_cls: 3.1364, loss: 3.1364, grad_norm: 0.9128 2020-08-17 11:42:38,876 - mmaction - INFO - Epoch [93][420/470] lr: 5.710e-01, eta: 19:42:04, time: 0.990, data_time: 0.007, memory: 9444, top1_acc: 0.3218, top5_acc: 0.5683, loss_cls: 3.1492, loss: 3.1492, grad_norm: 0.9402 2020-08-17 11:42:56,751 - mmaction - INFO - Epoch [93][440/470] lr: 5.710e-01, eta: 19:41:45, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3120, top5_acc: 0.5638, loss_cls: 3.1739, loss: 3.1739, grad_norm: 0.9248 2020-08-17 11:43:15,696 - mmaction - INFO - Epoch [93][460/470] lr: 5.710e-01, eta: 19:41:27, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3205, top5_acc: 0.5697, loss_cls: 3.1304, loss: 3.1304, grad_norm: 0.9227 2020-08-17 11:43:48,270 - mmaction - INFO - Epoch [94][20/470] lr: 5.666e-01, eta: 19:40:50, time: 1.135, data_time: 0.368, memory: 9444, top1_acc: 0.3260, top5_acc: 0.5759, loss_cls: 3.1107, loss: 3.1107, grad_norm: 0.9156 2020-08-17 11:44:06,816 - mmaction - INFO - Epoch [94][40/470] lr: 5.666e-01, eta: 19:40:32, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3242, top5_acc: 0.5697, loss_cls: 3.1249, loss: 3.1249, grad_norm: 0.9463 2020-08-17 11:44:25,008 - mmaction - INFO - Epoch [94][60/470] lr: 5.666e-01, eta: 19:40:13, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.3129, top5_acc: 0.5580, loss_cls: 3.1777, loss: 3.1777, grad_norm: 0.9118 2020-08-17 11:44:44,262 - mmaction - INFO - Epoch [94][80/470] lr: 5.666e-01, eta: 19:39:56, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3252, top5_acc: 0.5729, loss_cls: 3.1221, loss: 3.1221, grad_norm: 0.9261 2020-08-17 11:45:02,756 - mmaction - INFO - Epoch [94][100/470] lr: 5.666e-01, eta: 19:39:37, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.3157, top5_acc: 0.5692, loss_cls: 3.1554, loss: 3.1554, grad_norm: 0.9273 2020-08-17 11:45:21,630 - mmaction - INFO - Epoch [94][120/470] lr: 5.666e-01, eta: 19:39:19, time: 0.945, data_time: 0.003, memory: 9444, top1_acc: 0.3308, top5_acc: 0.5745, loss_cls: 3.0971, loss: 3.0971, grad_norm: 0.9106 2020-08-17 11:45:40,556 - mmaction - INFO - Epoch [94][140/470] lr: 5.666e-01, eta: 19:39:01, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5724, loss_cls: 3.1520, loss: 3.1520, grad_norm: 0.9456 2020-08-17 11:45:58,848 - mmaction - INFO - Epoch [94][160/470] lr: 5.666e-01, eta: 19:38:43, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3172, top5_acc: 0.5668, loss_cls: 3.1586, loss: 3.1586, grad_norm: 0.9418 2020-08-17 11:46:17,293 - mmaction - INFO - Epoch [94][180/470] lr: 5.666e-01, eta: 19:38:24, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3159, top5_acc: 0.5654, loss_cls: 3.1593, loss: 3.1593, grad_norm: 0.9355 2020-08-17 11:46:35,678 - mmaction - INFO - Epoch [94][200/470] lr: 5.666e-01, eta: 19:38:05, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5656, loss_cls: 3.1899, loss: 3.1899, grad_norm: 0.9252 2020-08-17 11:46:54,483 - mmaction - INFO - Epoch [94][220/470] lr: 5.666e-01, eta: 19:37:47, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3171, top5_acc: 0.5614, loss_cls: 3.1647, loss: 3.1647, grad_norm: 0.9227 2020-08-17 11:47:12,530 - mmaction - INFO - Epoch [94][240/470] lr: 5.666e-01, eta: 19:37:28, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3169, top5_acc: 0.5679, loss_cls: 3.1510, loss: 3.1510, grad_norm: 0.9308 2020-08-17 11:47:31,952 - mmaction - INFO - Epoch [94][260/470] lr: 5.666e-01, eta: 19:37:11, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5676, loss_cls: 3.1519, loss: 3.1519, grad_norm: 0.9326 2020-08-17 11:47:51,233 - mmaction - INFO - Epoch [94][280/470] lr: 5.666e-01, eta: 19:36:54, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.3129, top5_acc: 0.5646, loss_cls: 3.1718, loss: 3.1718, grad_norm: 0.9317 2020-08-17 11:48:09,112 - mmaction - INFO - Epoch [94][300/470] lr: 5.666e-01, eta: 19:36:34, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.3247, top5_acc: 0.5658, loss_cls: 3.1343, loss: 3.1343, grad_norm: 0.9196 2020-08-17 11:48:27,894 - mmaction - INFO - Epoch [94][320/470] lr: 5.666e-01, eta: 19:36:16, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3249, top5_acc: 0.5712, loss_cls: 3.1286, loss: 3.1286, grad_norm: 0.9252 2020-08-17 11:48:46,669 - mmaction - INFO - Epoch [94][340/470] lr: 5.666e-01, eta: 19:35:58, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3104, top5_acc: 0.5675, loss_cls: 3.1779, loss: 3.1779, grad_norm: 0.9306 2020-08-17 11:49:05,592 - mmaction - INFO - Epoch [94][360/470] lr: 5.666e-01, eta: 19:35:41, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.3185, top5_acc: 0.5683, loss_cls: 3.1457, loss: 3.1457, grad_norm: 0.9245 2020-08-17 11:49:23,603 - mmaction - INFO - Epoch [94][380/470] lr: 5.666e-01, eta: 19:35:21, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5659, loss_cls: 3.1514, loss: 3.1514, grad_norm: 0.9461 2020-08-17 11:49:41,262 - mmaction - INFO - Epoch [94][400/470] lr: 5.666e-01, eta: 19:35:01, time: 0.883, data_time: 0.002, memory: 9444, top1_acc: 0.3296, top5_acc: 0.5804, loss_cls: 3.0963, loss: 3.0963, grad_norm: 0.9426 2020-08-17 11:49:59,467 - mmaction - INFO - Epoch [94][420/470] lr: 5.666e-01, eta: 19:34:42, time: 0.909, data_time: 0.004, memory: 9444, top1_acc: 0.3067, top5_acc: 0.5525, loss_cls: 3.2032, loss: 3.2032, grad_norm: 0.9342 2020-08-17 11:50:18,288 - mmaction - INFO - Epoch [94][440/470] lr: 5.666e-01, eta: 19:34:24, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3168, top5_acc: 0.5617, loss_cls: 3.1825, loss: 3.1825, grad_norm: 0.9293 2020-08-17 11:50:36,761 - mmaction - INFO - Epoch [94][460/470] lr: 5.666e-01, eta: 19:34:06, time: 0.925, data_time: 0.008, memory: 9444, top1_acc: 0.3218, top5_acc: 0.5655, loss_cls: 3.1532, loss: 3.1532, grad_norm: 0.9151 2020-08-17 11:51:08,886 - mmaction - INFO - Epoch [95][20/470] lr: 5.621e-01, eta: 19:33:29, time: 1.129, data_time: 0.378, memory: 9444, top1_acc: 0.3234, top5_acc: 0.5725, loss_cls: 3.1154, loss: 3.1154, grad_norm: 0.9452 2020-08-17 11:51:26,621 - mmaction - INFO - Epoch [95][40/470] lr: 5.621e-01, eta: 19:33:09, time: 0.887, data_time: 0.004, memory: 9444, top1_acc: 0.3173, top5_acc: 0.5603, loss_cls: 3.1599, loss: 3.1599, grad_norm: 0.9299 2020-08-17 11:51:45,453 - mmaction - INFO - Epoch [95][60/470] lr: 5.621e-01, eta: 19:32:51, time: 0.940, data_time: 0.007, memory: 9444, top1_acc: 0.3299, top5_acc: 0.5776, loss_cls: 3.0759, loss: 3.0759, grad_norm: 0.9375 2020-08-17 11:52:02,334 - mmaction - INFO - Epoch [95][80/470] lr: 5.621e-01, eta: 19:32:30, time: 0.847, data_time: 0.007, memory: 9444, top1_acc: 0.3110, top5_acc: 0.5747, loss_cls: 3.1458, loss: 3.1458, grad_norm: 0.9347 2020-08-17 11:52:21,054 - mmaction - INFO - Epoch [95][100/470] lr: 5.621e-01, eta: 19:32:12, time: 0.936, data_time: 0.002, memory: 9444, top1_acc: 0.3247, top5_acc: 0.5742, loss_cls: 3.1034, loss: 3.1034, grad_norm: 0.9197 2020-08-17 11:52:39,215 - mmaction - INFO - Epoch [95][120/470] lr: 5.621e-01, eta: 19:31:53, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3259, top5_acc: 0.5763, loss_cls: 3.0936, loss: 3.0936, grad_norm: 0.9298 2020-08-17 11:52:58,531 - mmaction - INFO - Epoch [95][140/470] lr: 5.621e-01, eta: 19:31:36, time: 0.966, data_time: 0.004, memory: 9444, top1_acc: 0.3152, top5_acc: 0.5678, loss_cls: 3.1638, loss: 3.1638, grad_norm: 0.9355 2020-08-17 11:53:16,854 - mmaction - INFO - Epoch [95][160/470] lr: 5.621e-01, eta: 19:31:17, time: 0.917, data_time: 0.002, memory: 9444, top1_acc: 0.3250, top5_acc: 0.5762, loss_cls: 3.1065, loss: 3.1065, grad_norm: 0.9103 2020-08-17 11:53:35,472 - mmaction - INFO - Epoch [95][180/470] lr: 5.621e-01, eta: 19:30:59, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3254, top5_acc: 0.5755, loss_cls: 3.0952, loss: 3.0952, grad_norm: 0.9448 2020-08-17 11:53:53,843 - mmaction - INFO - Epoch [95][200/470] lr: 5.621e-01, eta: 19:30:40, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5653, loss_cls: 3.1472, loss: 3.1472, grad_norm: 0.9426 2020-08-17 11:54:12,606 - mmaction - INFO - Epoch [95][220/470] lr: 5.621e-01, eta: 19:30:22, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3233, top5_acc: 0.5734, loss_cls: 3.1236, loss: 3.1236, grad_norm: 0.9390 2020-08-17 11:54:31,813 - mmaction - INFO - Epoch [95][240/470] lr: 5.621e-01, eta: 19:30:05, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.3191, top5_acc: 0.5586, loss_cls: 3.1517, loss: 3.1517, grad_norm: 0.9269 2020-08-17 11:54:50,952 - mmaction - INFO - Epoch [95][260/470] lr: 5.621e-01, eta: 19:29:47, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.3270, top5_acc: 0.5755, loss_cls: 3.0914, loss: 3.0914, grad_norm: 0.9270 2020-08-17 11:55:08,765 - mmaction - INFO - Epoch [95][280/470] lr: 5.621e-01, eta: 19:29:28, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3227, top5_acc: 0.5658, loss_cls: 3.1506, loss: 3.1506, grad_norm: 0.9376 2020-08-17 11:55:27,246 - mmaction - INFO - Epoch [95][300/470] lr: 5.621e-01, eta: 19:29:09, time: 0.924, data_time: 0.002, memory: 9444, top1_acc: 0.3202, top5_acc: 0.5699, loss_cls: 3.1290, loss: 3.1290, grad_norm: 0.9301 2020-08-17 11:55:45,535 - mmaction - INFO - Epoch [95][320/470] lr: 5.621e-01, eta: 19:28:50, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3070, top5_acc: 0.5539, loss_cls: 3.2262, loss: 3.2262, grad_norm: 0.9329 2020-08-17 11:56:03,160 - mmaction - INFO - Epoch [95][340/470] lr: 5.621e-01, eta: 19:28:30, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.3112, top5_acc: 0.5590, loss_cls: 3.1750, loss: 3.1750, grad_norm: 0.9194 2020-08-17 11:56:21,000 - mmaction - INFO - Epoch [95][360/470] lr: 5.621e-01, eta: 19:28:10, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3229, top5_acc: 0.5687, loss_cls: 3.1554, loss: 3.1554, grad_norm: 0.9334 2020-08-17 11:56:39,637 - mmaction - INFO - Epoch [95][380/470] lr: 5.621e-01, eta: 19:27:52, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3248, top5_acc: 0.5687, loss_cls: 3.1480, loss: 3.1480, grad_norm: 0.9402 2020-08-17 11:56:57,407 - mmaction - INFO - Epoch [95][400/470] lr: 5.621e-01, eta: 19:27:32, time: 0.888, data_time: 0.007, memory: 9444, top1_acc: 0.3159, top5_acc: 0.5610, loss_cls: 3.1720, loss: 3.1720, grad_norm: 0.9256 2020-08-17 11:57:16,378 - mmaction - INFO - Epoch [95][420/470] lr: 5.621e-01, eta: 19:27:15, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3199, top5_acc: 0.5606, loss_cls: 3.1655, loss: 3.1655, grad_norm: 0.9101 2020-08-17 11:57:33,486 - mmaction - INFO - Epoch [95][440/470] lr: 5.621e-01, eta: 19:26:54, time: 0.854, data_time: 0.005, memory: 9444, top1_acc: 0.3152, top5_acc: 0.5681, loss_cls: 3.1692, loss: 3.1692, grad_norm: 0.9390 2020-08-17 11:57:51,074 - mmaction - INFO - Epoch [95][460/470] lr: 5.621e-01, eta: 19:26:34, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3165, top5_acc: 0.5704, loss_cls: 3.1509, loss: 3.1509, grad_norm: 0.9325 2020-08-17 11:58:23,625 - mmaction - INFO - Epoch [96][20/470] lr: 5.576e-01, eta: 19:25:58, time: 1.155, data_time: 0.403, memory: 9444, top1_acc: 0.3199, top5_acc: 0.5710, loss_cls: 3.1245, loss: 3.1245, grad_norm: 0.9149 2020-08-17 11:58:41,950 - mmaction - INFO - Epoch [96][40/470] lr: 5.576e-01, eta: 19:25:40, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3251, top5_acc: 0.5731, loss_cls: 3.1221, loss: 3.1221, grad_norm: 0.9327 2020-08-17 11:59:00,148 - mmaction - INFO - Epoch [96][60/470] lr: 5.576e-01, eta: 19:25:21, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.3280, top5_acc: 0.5820, loss_cls: 3.1000, loss: 3.1000, grad_norm: 0.9419 2020-08-17 11:59:18,547 - mmaction - INFO - Epoch [96][80/470] lr: 5.576e-01, eta: 19:25:02, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3267, top5_acc: 0.5797, loss_cls: 3.0956, loss: 3.0956, grad_norm: 0.9303 2020-08-17 11:59:37,767 - mmaction - INFO - Epoch [96][100/470] lr: 5.576e-01, eta: 19:24:45, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3278, top5_acc: 0.5770, loss_cls: 3.1153, loss: 3.1153, grad_norm: 0.9445 2020-08-17 11:59:56,397 - mmaction - INFO - Epoch [96][120/470] lr: 5.576e-01, eta: 19:24:26, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3207, top5_acc: 0.5638, loss_cls: 3.1400, loss: 3.1400, grad_norm: 0.9414 2020-08-17 12:00:17,838 - mmaction - INFO - Epoch [96][140/470] lr: 5.576e-01, eta: 19:24:13, time: 1.062, data_time: 0.005, memory: 9444, top1_acc: 0.3160, top5_acc: 0.5687, loss_cls: 3.1520, loss: 3.1520, grad_norm: 0.9318 2020-08-17 12:00:35,366 - mmaction - INFO - Epoch [96][160/470] lr: 5.576e-01, eta: 19:23:53, time: 0.886, data_time: 0.022, memory: 9444, top1_acc: 0.3172, top5_acc: 0.5703, loss_cls: 3.1459, loss: 3.1459, grad_norm: 0.9198 2020-08-17 12:00:54,524 - mmaction - INFO - Epoch [96][180/470] lr: 5.576e-01, eta: 19:23:35, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3304, top5_acc: 0.5796, loss_cls: 3.0867, loss: 3.0867, grad_norm: 0.9510 2020-08-17 12:01:13,283 - mmaction - INFO - Epoch [96][200/470] lr: 5.576e-01, eta: 19:23:17, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3169, top5_acc: 0.5590, loss_cls: 3.1689, loss: 3.1689, grad_norm: 0.9320 2020-08-17 12:01:31,960 - mmaction - INFO - Epoch [96][220/470] lr: 5.576e-01, eta: 19:22:59, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3144, top5_acc: 0.5614, loss_cls: 3.1774, loss: 3.1774, grad_norm: 0.9361 2020-08-17 12:01:51,613 - mmaction - INFO - Epoch [96][240/470] lr: 5.576e-01, eta: 19:22:43, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.3201, top5_acc: 0.5671, loss_cls: 3.1351, loss: 3.1351, grad_norm: 0.9277 2020-08-17 12:02:10,608 - mmaction - INFO - Epoch [96][260/470] lr: 5.576e-01, eta: 19:22:25, time: 0.946, data_time: 0.004, memory: 9444, top1_acc: 0.3178, top5_acc: 0.5718, loss_cls: 3.1392, loss: 3.1392, grad_norm: 0.9352 2020-08-17 12:02:29,193 - mmaction - INFO - Epoch [96][280/470] lr: 5.576e-01, eta: 19:22:07, time: 0.933, data_time: 0.007, memory: 9444, top1_acc: 0.3138, top5_acc: 0.5685, loss_cls: 3.1628, loss: 3.1628, grad_norm: 0.9388 2020-08-17 12:02:47,891 - mmaction - INFO - Epoch [96][300/470] lr: 5.576e-01, eta: 19:21:48, time: 0.934, data_time: 0.001, memory: 9444, top1_acc: 0.3216, top5_acc: 0.5730, loss_cls: 3.1264, loss: 3.1264, grad_norm: 0.9392 2020-08-17 12:03:06,813 - mmaction - INFO - Epoch [96][320/470] lr: 5.576e-01, eta: 19:21:31, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.3234, top5_acc: 0.5721, loss_cls: 3.1506, loss: 3.1506, grad_norm: 0.9291 2020-08-17 12:03:25,582 - mmaction - INFO - Epoch [96][340/470] lr: 5.576e-01, eta: 19:21:12, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3274, top5_acc: 0.5704, loss_cls: 3.1171, loss: 3.1171, grad_norm: 0.9453 2020-08-17 12:03:43,670 - mmaction - INFO - Epoch [96][360/470] lr: 5.576e-01, eta: 19:20:53, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3327, top5_acc: 0.5715, loss_cls: 3.0975, loss: 3.0975, grad_norm: 0.9457 2020-08-17 12:04:02,827 - mmaction - INFO - Epoch [96][380/470] lr: 5.576e-01, eta: 19:20:36, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3218, top5_acc: 0.5748, loss_cls: 3.1215, loss: 3.1215, grad_norm: 0.9260 2020-08-17 12:04:22,011 - mmaction - INFO - Epoch [96][400/470] lr: 5.576e-01, eta: 19:20:19, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5666, loss_cls: 3.1539, loss: 3.1539, grad_norm: 0.9387 2020-08-17 12:04:40,580 - mmaction - INFO - Epoch [96][420/470] lr: 5.576e-01, eta: 19:20:00, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3189, top5_acc: 0.5665, loss_cls: 3.1625, loss: 3.1625, grad_norm: 0.9448 2020-08-17 12:04:58,574 - mmaction - INFO - Epoch [96][440/470] lr: 5.576e-01, eta: 19:19:41, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3159, top5_acc: 0.5729, loss_cls: 3.1388, loss: 3.1388, grad_norm: 0.9302 2020-08-17 12:05:18,012 - mmaction - INFO - Epoch [96][460/470] lr: 5.576e-01, eta: 19:19:24, time: 0.972, data_time: 0.007, memory: 9444, top1_acc: 0.3137, top5_acc: 0.5696, loss_cls: 3.1394, loss: 3.1394, grad_norm: 0.9420 2020-08-17 12:05:26,621 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-08-17 12:05:52,134 - mmaction - INFO - Epoch [97][20/470] lr: 5.531e-01, eta: 19:18:50, time: 1.192, data_time: 0.417, memory: 9444, top1_acc: 0.3214, top5_acc: 0.5722, loss_cls: 3.1212, loss: 3.1212, grad_norm: 0.9290 2020-08-17 12:06:09,817 - mmaction - INFO - Epoch [97][40/470] lr: 5.531e-01, eta: 19:18:30, time: 0.884, data_time: 0.003, memory: 9444, top1_acc: 0.3335, top5_acc: 0.5770, loss_cls: 3.1015, loss: 3.1015, grad_norm: 0.9438 2020-08-17 12:06:28,291 - mmaction - INFO - Epoch [97][60/470] lr: 5.531e-01, eta: 19:18:11, time: 0.922, data_time: 0.004, memory: 9444, top1_acc: 0.3241, top5_acc: 0.5722, loss_cls: 3.1157, loss: 3.1157, grad_norm: 0.9376 2020-08-17 12:06:46,282 - mmaction - INFO - Epoch [97][80/470] lr: 5.531e-01, eta: 19:17:52, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3199, top5_acc: 0.5702, loss_cls: 3.1494, loss: 3.1494, grad_norm: 0.9492 2020-08-17 12:07:04,734 - mmaction - INFO - Epoch [97][100/470] lr: 5.531e-01, eta: 19:17:33, time: 0.921, data_time: 0.004, memory: 9444, top1_acc: 0.3195, top5_acc: 0.5672, loss_cls: 3.1588, loss: 3.1588, grad_norm: 0.9324 2020-08-17 12:07:23,749 - mmaction - INFO - Epoch [97][120/470] lr: 5.531e-01, eta: 19:17:16, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.3269, top5_acc: 0.5693, loss_cls: 3.1205, loss: 3.1205, grad_norm: 0.9419 2020-08-17 12:07:41,744 - mmaction - INFO - Epoch [97][140/470] lr: 5.531e-01, eta: 19:16:56, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3203, top5_acc: 0.5650, loss_cls: 3.1342, loss: 3.1342, grad_norm: 0.9305 2020-08-17 12:07:59,822 - mmaction - INFO - Epoch [97][160/470] lr: 5.531e-01, eta: 19:16:37, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3181, top5_acc: 0.5605, loss_cls: 3.1506, loss: 3.1506, grad_norm: 0.9274 2020-08-17 12:08:19,104 - mmaction - INFO - Epoch [97][180/470] lr: 5.531e-01, eta: 19:16:20, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3287, top5_acc: 0.5748, loss_cls: 3.1052, loss: 3.1052, grad_norm: 0.9316 2020-08-17 12:08:38,103 - mmaction - INFO - Epoch [97][200/470] lr: 5.531e-01, eta: 19:16:02, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3235, top5_acc: 0.5716, loss_cls: 3.1408, loss: 3.1408, grad_norm: 0.9243 2020-08-17 12:08:57,493 - mmaction - INFO - Epoch [97][220/470] lr: 5.531e-01, eta: 19:15:45, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3187, top5_acc: 0.5638, loss_cls: 3.1591, loss: 3.1591, grad_norm: 0.9441 2020-08-17 12:09:16,068 - mmaction - INFO - Epoch [97][240/470] lr: 5.531e-01, eta: 19:15:27, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3211, top5_acc: 0.5698, loss_cls: 3.1310, loss: 3.1310, grad_norm: 0.9253 2020-08-17 12:09:33,909 - mmaction - INFO - Epoch [97][260/470] lr: 5.531e-01, eta: 19:15:07, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3263, top5_acc: 0.5776, loss_cls: 3.1137, loss: 3.1137, grad_norm: 0.9442 2020-08-17 12:09:52,996 - mmaction - INFO - Epoch [97][280/470] lr: 5.531e-01, eta: 19:14:50, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3315, top5_acc: 0.5800, loss_cls: 3.0974, loss: 3.0974, grad_norm: 0.9397 2020-08-17 12:10:11,741 - mmaction - INFO - Epoch [97][300/470] lr: 5.531e-01, eta: 19:14:32, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3226, top5_acc: 0.5667, loss_cls: 3.1459, loss: 3.1459, grad_norm: 0.9348 2020-08-17 12:10:30,229 - mmaction - INFO - Epoch [97][320/470] lr: 5.531e-01, eta: 19:14:13, time: 0.925, data_time: 0.004, memory: 9444, top1_acc: 0.3190, top5_acc: 0.5727, loss_cls: 3.1310, loss: 3.1310, grad_norm: 0.9357 2020-08-17 12:10:48,421 - mmaction - INFO - Epoch [97][340/470] lr: 5.531e-01, eta: 19:13:54, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3192, top5_acc: 0.5704, loss_cls: 3.1473, loss: 3.1473, grad_norm: 0.9285 2020-08-17 12:11:07,661 - mmaction - INFO - Epoch [97][360/470] lr: 5.531e-01, eta: 19:13:37, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3293, top5_acc: 0.5716, loss_cls: 3.1110, loss: 3.1110, grad_norm: 0.9317 2020-08-17 12:11:25,999 - mmaction - INFO - Epoch [97][380/470] lr: 5.531e-01, eta: 19:13:18, time: 0.915, data_time: 0.004, memory: 9444, top1_acc: 0.3263, top5_acc: 0.5766, loss_cls: 3.1156, loss: 3.1156, grad_norm: 0.9348 2020-08-17 12:11:44,305 - mmaction - INFO - Epoch [97][400/470] lr: 5.531e-01, eta: 19:12:59, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3292, top5_acc: 0.5731, loss_cls: 3.1187, loss: 3.1187, grad_norm: 0.9509 2020-08-17 12:12:02,595 - mmaction - INFO - Epoch [97][420/470] lr: 5.531e-01, eta: 19:12:41, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.3240, top5_acc: 0.5678, loss_cls: 3.1538, loss: 3.1538, grad_norm: 0.9447 2020-08-17 12:12:20,886 - mmaction - INFO - Epoch [97][440/470] lr: 5.531e-01, eta: 19:12:22, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3232, top5_acc: 0.5743, loss_cls: 3.1053, loss: 3.1053, grad_norm: 0.9525 2020-08-17 12:12:39,454 - mmaction - INFO - Epoch [97][460/470] lr: 5.531e-01, eta: 19:12:03, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3157, top5_acc: 0.5618, loss_cls: 3.1485, loss: 3.1485, grad_norm: 0.9514 2020-08-17 12:13:10,945 - mmaction - INFO - Epoch [98][20/470] lr: 5.485e-01, eta: 19:11:27, time: 1.130, data_time: 0.389, memory: 9444, top1_acc: 0.3248, top5_acc: 0.5768, loss_cls: 3.1176, loss: 3.1176, grad_norm: 0.9233 2020-08-17 12:13:28,637 - mmaction - INFO - Epoch [98][40/470] lr: 5.485e-01, eta: 19:11:07, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3275, top5_acc: 0.5720, loss_cls: 3.0972, loss: 3.0972, grad_norm: 0.9473 2020-08-17 12:13:47,102 - mmaction - INFO - Epoch [98][60/470] lr: 5.485e-01, eta: 19:10:49, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3277, top5_acc: 0.5690, loss_cls: 3.1101, loss: 3.1101, grad_norm: 0.9386 2020-08-17 12:14:05,067 - mmaction - INFO - Epoch [98][80/470] lr: 5.485e-01, eta: 19:10:29, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3293, top5_acc: 0.5768, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.9373 2020-08-17 12:14:23,569 - mmaction - INFO - Epoch [98][100/470] lr: 5.485e-01, eta: 19:10:11, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3193, top5_acc: 0.5665, loss_cls: 3.1341, loss: 3.1341, grad_norm: 0.9685 2020-08-17 12:14:41,708 - mmaction - INFO - Epoch [98][120/470] lr: 5.485e-01, eta: 19:09:52, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.3301, top5_acc: 0.5758, loss_cls: 3.1077, loss: 3.1077, grad_norm: 0.9300 2020-08-17 12:14:59,637 - mmaction - INFO - Epoch [98][140/470] lr: 5.485e-01, eta: 19:09:32, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.3262, top5_acc: 0.5729, loss_cls: 3.1072, loss: 3.1072, grad_norm: 0.9352 2020-08-17 12:15:18,435 - mmaction - INFO - Epoch [98][160/470] lr: 5.485e-01, eta: 19:09:14, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3263, top5_acc: 0.5744, loss_cls: 3.1146, loss: 3.1146, grad_norm: 0.9348 2020-08-17 12:15:36,383 - mmaction - INFO - Epoch [98][180/470] lr: 5.485e-01, eta: 19:08:55, time: 0.899, data_time: 0.008, memory: 9444, top1_acc: 0.3214, top5_acc: 0.5785, loss_cls: 3.1310, loss: 3.1310, grad_norm: 0.9553 2020-08-17 12:15:55,172 - mmaction - INFO - Epoch [98][200/470] lr: 5.485e-01, eta: 19:08:37, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3248, top5_acc: 0.5729, loss_cls: 3.1160, loss: 3.1160, grad_norm: 0.9468 2020-08-17 12:16:13,332 - mmaction - INFO - Epoch [98][220/470] lr: 5.485e-01, eta: 19:08:18, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3207, top5_acc: 0.5766, loss_cls: 3.1167, loss: 3.1167, grad_norm: 0.9451 2020-08-17 12:16:31,094 - mmaction - INFO - Epoch [98][240/470] lr: 5.485e-01, eta: 19:07:58, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3239, top5_acc: 0.5749, loss_cls: 3.1074, loss: 3.1074, grad_norm: 0.9448 2020-08-17 12:16:49,462 - mmaction - INFO - Epoch [98][260/470] lr: 5.485e-01, eta: 19:07:40, time: 0.916, data_time: 0.004, memory: 9444, top1_acc: 0.3205, top5_acc: 0.5746, loss_cls: 3.1298, loss: 3.1298, grad_norm: 0.9497 2020-08-17 12:17:07,241 - mmaction - INFO - Epoch [98][280/470] lr: 5.485e-01, eta: 19:07:20, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3234, top5_acc: 0.5756, loss_cls: 3.1167, loss: 3.1167, grad_norm: 0.9456 2020-08-17 12:17:25,800 - mmaction - INFO - Epoch [98][300/470] lr: 5.485e-01, eta: 19:07:02, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3212, top5_acc: 0.5636, loss_cls: 3.1362, loss: 3.1362, grad_norm: 0.9418 2020-08-17 12:17:43,944 - mmaction - INFO - Epoch [98][320/470] lr: 5.485e-01, eta: 19:06:43, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3150, top5_acc: 0.5640, loss_cls: 3.1612, loss: 3.1612, grad_norm: 0.9385 2020-08-17 12:18:02,935 - mmaction - INFO - Epoch [98][340/470] lr: 5.485e-01, eta: 19:06:25, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3171, top5_acc: 0.5681, loss_cls: 3.1360, loss: 3.1360, grad_norm: 0.9667 2020-08-17 12:18:21,121 - mmaction - INFO - Epoch [98][360/470] lr: 5.485e-01, eta: 19:06:06, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3207, top5_acc: 0.5646, loss_cls: 3.1597, loss: 3.1597, grad_norm: 0.9197 2020-08-17 12:18:39,480 - mmaction - INFO - Epoch [98][380/470] lr: 5.485e-01, eta: 19:05:47, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3253, top5_acc: 0.5742, loss_cls: 3.1203, loss: 3.1203, grad_norm: 0.9201 2020-08-17 12:18:57,716 - mmaction - INFO - Epoch [98][400/470] lr: 5.485e-01, eta: 19:05:28, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3171, top5_acc: 0.5720, loss_cls: 3.1442, loss: 3.1442, grad_norm: 0.9582 2020-08-17 12:19:16,074 - mmaction - INFO - Epoch [98][420/470] lr: 5.485e-01, eta: 19:05:09, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3161, top5_acc: 0.5565, loss_cls: 3.1933, loss: 3.1933, grad_norm: 0.9463 2020-08-17 12:19:34,646 - mmaction - INFO - Epoch [98][440/470] lr: 5.485e-01, eta: 19:04:51, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3169, top5_acc: 0.5639, loss_cls: 3.1390, loss: 3.1390, grad_norm: 0.9363 2020-08-17 12:19:52,885 - mmaction - INFO - Epoch [98][460/470] lr: 5.485e-01, eta: 19:04:32, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3195, top5_acc: 0.5691, loss_cls: 3.0934, loss: 3.0934, grad_norm: 0.9244 2020-08-17 12:20:24,781 - mmaction - INFO - Epoch [99][20/470] lr: 5.440e-01, eta: 19:03:56, time: 1.132, data_time: 0.394, memory: 9444, top1_acc: 0.3254, top5_acc: 0.5691, loss_cls: 3.1093, loss: 3.1093, grad_norm: 0.9357 2020-08-17 12:20:42,563 - mmaction - INFO - Epoch [99][40/470] lr: 5.440e-01, eta: 19:03:37, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3270, top5_acc: 0.5735, loss_cls: 3.1090, loss: 3.1090, grad_norm: 0.9345 2020-08-17 12:21:00,724 - mmaction - INFO - Epoch [99][60/470] lr: 5.440e-01, eta: 19:03:18, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3378, top5_acc: 0.5807, loss_cls: 3.0881, loss: 3.0881, grad_norm: 0.9410 2020-08-17 12:21:18,749 - mmaction - INFO - Epoch [99][80/470] lr: 5.440e-01, eta: 19:02:58, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3361, top5_acc: 0.5704, loss_cls: 3.0896, loss: 3.0896, grad_norm: 0.9663 2020-08-17 12:21:36,976 - mmaction - INFO - Epoch [99][100/470] lr: 5.440e-01, eta: 19:02:40, time: 0.911, data_time: 0.001, memory: 9444, top1_acc: 0.3246, top5_acc: 0.5673, loss_cls: 3.1319, loss: 3.1319, grad_norm: 0.9574 2020-08-17 12:21:55,535 - mmaction - INFO - Epoch [99][120/470] lr: 5.440e-01, eta: 19:02:21, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3266, top5_acc: 0.5809, loss_cls: 3.1037, loss: 3.1037, grad_norm: 0.9397 2020-08-17 12:22:13,848 - mmaction - INFO - Epoch [99][140/470] lr: 5.440e-01, eta: 19:02:02, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3225, top5_acc: 0.5684, loss_cls: 3.1353, loss: 3.1353, grad_norm: 0.9342 2020-08-17 12:22:32,501 - mmaction - INFO - Epoch [99][160/470] lr: 5.440e-01, eta: 19:01:44, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3253, top5_acc: 0.5771, loss_cls: 3.1105, loss: 3.1105, grad_norm: 0.9533 2020-08-17 12:22:50,318 - mmaction - INFO - Epoch [99][180/470] lr: 5.440e-01, eta: 19:01:25, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3229, top5_acc: 0.5732, loss_cls: 3.0933, loss: 3.0933, grad_norm: 0.9433 2020-08-17 12:23:09,311 - mmaction - INFO - Epoch [99][200/470] lr: 5.440e-01, eta: 19:01:07, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3266, top5_acc: 0.5816, loss_cls: 3.0879, loss: 3.0879, grad_norm: 0.9471 2020-08-17 12:23:26,957 - mmaction - INFO - Epoch [99][220/470] lr: 5.440e-01, eta: 19:00:47, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.3273, top5_acc: 0.5785, loss_cls: 3.0690, loss: 3.0690, grad_norm: 0.9494 2020-08-17 12:23:45,543 - mmaction - INFO - Epoch [99][240/470] lr: 5.440e-01, eta: 19:00:29, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3260, top5_acc: 0.5740, loss_cls: 3.1157, loss: 3.1157, grad_norm: 0.9538 2020-08-17 12:24:03,992 - mmaction - INFO - Epoch [99][260/470] lr: 5.440e-01, eta: 19:00:10, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3231, top5_acc: 0.5737, loss_cls: 3.1042, loss: 3.1042, grad_norm: 0.9326 2020-08-17 12:24:22,788 - mmaction - INFO - Epoch [99][280/470] lr: 5.440e-01, eta: 18:59:52, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5662, loss_cls: 3.1637, loss: 3.1637, grad_norm: 0.9583 2020-08-17 12:24:42,325 - mmaction - INFO - Epoch [99][300/470] lr: 5.440e-01, eta: 18:59:35, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3178, top5_acc: 0.5585, loss_cls: 3.1822, loss: 3.1822, grad_norm: 0.9306 2020-08-17 12:24:59,922 - mmaction - INFO - Epoch [99][320/470] lr: 5.440e-01, eta: 18:59:15, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.3188, top5_acc: 0.5733, loss_cls: 3.1156, loss: 3.1156, grad_norm: 0.9467 2020-08-17 12:25:18,079 - mmaction - INFO - Epoch [99][340/470] lr: 5.440e-01, eta: 18:58:56, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.3272, top5_acc: 0.5724, loss_cls: 3.1207, loss: 3.1207, grad_norm: 0.9354 2020-08-17 12:25:36,505 - mmaction - INFO - Epoch [99][360/470] lr: 5.440e-01, eta: 18:58:38, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3213, top5_acc: 0.5750, loss_cls: 3.1246, loss: 3.1246, grad_norm: 0.9494 2020-08-17 12:25:55,665 - mmaction - INFO - Epoch [99][380/470] lr: 5.440e-01, eta: 18:58:20, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.3146, top5_acc: 0.5595, loss_cls: 3.1948, loss: 3.1948, grad_norm: 0.9399 2020-08-17 12:26:13,941 - mmaction - INFO - Epoch [99][400/470] lr: 5.440e-01, eta: 18:58:02, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3211, top5_acc: 0.5744, loss_cls: 3.1216, loss: 3.1216, grad_norm: 0.9480 2020-08-17 12:26:32,119 - mmaction - INFO - Epoch [99][420/470] lr: 5.440e-01, eta: 18:57:43, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3322, top5_acc: 0.5768, loss_cls: 3.0917, loss: 3.0917, grad_norm: 0.9401 2020-08-17 12:26:51,217 - mmaction - INFO - Epoch [99][440/470] lr: 5.440e-01, eta: 18:57:25, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5595, loss_cls: 3.1863, loss: 3.1863, grad_norm: 0.9448 2020-08-17 12:27:10,110 - mmaction - INFO - Epoch [99][460/470] lr: 5.440e-01, eta: 18:57:07, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3185, top5_acc: 0.5622, loss_cls: 3.1560, loss: 3.1560, grad_norm: 0.9536 2020-08-17 12:27:41,755 - mmaction - INFO - Epoch [100][20/470] lr: 5.394e-01, eta: 18:56:32, time: 1.143, data_time: 0.396, memory: 9444, top1_acc: 0.3273, top5_acc: 0.5769, loss_cls: 3.0997, loss: 3.0997, grad_norm: 0.9492 2020-08-17 12:27:59,152 - mmaction - INFO - Epoch [100][40/470] lr: 5.394e-01, eta: 18:56:12, time: 0.870, data_time: 0.003, memory: 9444, top1_acc: 0.3261, top5_acc: 0.5798, loss_cls: 3.0967, loss: 3.0967, grad_norm: 0.9472 2020-08-17 12:28:17,484 - mmaction - INFO - Epoch [100][60/470] lr: 5.394e-01, eta: 18:55:53, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3363, top5_acc: 0.5830, loss_cls: 3.0574, loss: 3.0574, grad_norm: 0.9415 2020-08-17 12:28:35,855 - mmaction - INFO - Epoch [100][80/470] lr: 5.394e-01, eta: 18:55:34, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3227, top5_acc: 0.5748, loss_cls: 3.1232, loss: 3.1232, grad_norm: 0.9689 2020-08-17 12:28:54,150 - mmaction - INFO - Epoch [100][100/470] lr: 5.394e-01, eta: 18:55:15, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3320, top5_acc: 0.5817, loss_cls: 3.0772, loss: 3.0772, grad_norm: 0.9474 2020-08-17 12:29:13,108 - mmaction - INFO - Epoch [100][120/470] lr: 5.394e-01, eta: 18:54:58, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.3326, top5_acc: 0.5883, loss_cls: 3.0661, loss: 3.0661, grad_norm: 0.9480 2020-08-17 12:29:32,127 - mmaction - INFO - Epoch [100][140/470] lr: 5.394e-01, eta: 18:54:40, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.3232, top5_acc: 0.5667, loss_cls: 3.1278, loss: 3.1278, grad_norm: 0.9494 2020-08-17 12:29:49,757 - mmaction - INFO - Epoch [100][160/470] lr: 5.394e-01, eta: 18:54:20, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3274, top5_acc: 0.5763, loss_cls: 3.0951, loss: 3.0951, grad_norm: 0.9467 2020-08-17 12:30:08,691 - mmaction - INFO - Epoch [100][180/470] lr: 5.394e-01, eta: 18:54:02, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3339, top5_acc: 0.5758, loss_cls: 3.1195, loss: 3.1195, grad_norm: 0.9337 2020-08-17 12:30:26,668 - mmaction - INFO - Epoch [100][200/470] lr: 5.394e-01, eta: 18:53:43, time: 0.899, data_time: 0.002, memory: 9444, top1_acc: 0.3288, top5_acc: 0.5757, loss_cls: 3.0965, loss: 3.0965, grad_norm: 0.9445 2020-08-17 12:30:45,792 - mmaction - INFO - Epoch [100][220/470] lr: 5.394e-01, eta: 18:53:26, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3341, top5_acc: 0.5856, loss_cls: 3.0961, loss: 3.0961, grad_norm: 0.9422 2020-08-17 12:31:04,508 - mmaction - INFO - Epoch [100][240/470] lr: 5.394e-01, eta: 18:53:07, time: 0.935, data_time: 0.002, memory: 9444, top1_acc: 0.3191, top5_acc: 0.5661, loss_cls: 3.1300, loss: 3.1300, grad_norm: 0.9456 2020-08-17 12:31:24,372 - mmaction - INFO - Epoch [100][260/470] lr: 5.394e-01, eta: 18:52:51, time: 0.993, data_time: 0.006, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5745, loss_cls: 3.1195, loss: 3.1195, grad_norm: 0.9424 2020-08-17 12:31:42,043 - mmaction - INFO - Epoch [100][280/470] lr: 5.394e-01, eta: 18:52:31, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3211, top5_acc: 0.5710, loss_cls: 3.1215, loss: 3.1215, grad_norm: 0.9589 2020-08-17 12:32:00,762 - mmaction - INFO - Epoch [100][300/470] lr: 5.394e-01, eta: 18:52:13, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3160, top5_acc: 0.5661, loss_cls: 3.1428, loss: 3.1428, grad_norm: 0.9442 2020-08-17 12:32:19,523 - mmaction - INFO - Epoch [100][320/470] lr: 5.394e-01, eta: 18:51:55, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3252, top5_acc: 0.5777, loss_cls: 3.1243, loss: 3.1243, grad_norm: 0.9410 2020-08-17 12:32:37,570 - mmaction - INFO - Epoch [100][340/470] lr: 5.394e-01, eta: 18:51:36, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3229, top5_acc: 0.5754, loss_cls: 3.0962, loss: 3.0962, grad_norm: 0.9534 2020-08-17 12:32:57,834 - mmaction - INFO - Epoch [100][360/470] lr: 5.394e-01, eta: 18:51:20, time: 1.015, data_time: 0.006, memory: 9444, top1_acc: 0.3251, top5_acc: 0.5681, loss_cls: 3.1440, loss: 3.1440, grad_norm: 0.9515 2020-08-17 12:33:15,476 - mmaction - INFO - Epoch [100][380/470] lr: 5.394e-01, eta: 18:51:00, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.3182, top5_acc: 0.5728, loss_cls: 3.1367, loss: 3.1367, grad_norm: 0.9423 2020-08-17 12:33:33,595 - mmaction - INFO - Epoch [100][400/470] lr: 5.394e-01, eta: 18:50:41, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3227, top5_acc: 0.5635, loss_cls: 3.1530, loss: 3.1530, grad_norm: 0.9329 2020-08-17 12:33:52,441 - mmaction - INFO - Epoch [100][420/470] lr: 5.394e-01, eta: 18:50:23, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3227, top5_acc: 0.5737, loss_cls: 3.1368, loss: 3.1368, grad_norm: 0.9363 2020-08-17 12:34:10,563 - mmaction - INFO - Epoch [100][440/470] lr: 5.394e-01, eta: 18:50:04, time: 0.906, data_time: 0.003, memory: 9444, top1_acc: 0.3229, top5_acc: 0.5775, loss_cls: 3.1106, loss: 3.1106, grad_norm: 0.9351 2020-08-17 12:34:29,201 - mmaction - INFO - Epoch [100][460/470] lr: 5.394e-01, eta: 18:49:46, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3297, top5_acc: 0.5841, loss_cls: 3.0658, loss: 3.0658, grad_norm: 0.9340 2020-08-17 12:34:39,831 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-08-17 12:35:03,590 - mmaction - INFO - Epoch [101][20/470] lr: 5.348e-01, eta: 18:49:10, time: 1.105, data_time: 0.326, memory: 9444, top1_acc: 0.3344, top5_acc: 0.5829, loss_cls: 3.0512, loss: 3.0512, grad_norm: 0.9404 2020-08-17 12:35:20,881 - mmaction - INFO - Epoch [101][40/470] lr: 5.348e-01, eta: 18:48:49, time: 0.864, data_time: 0.002, memory: 9444, top1_acc: 0.3277, top5_acc: 0.5787, loss_cls: 3.0826, loss: 3.0826, grad_norm: 0.9590 2020-08-17 12:35:39,230 - mmaction - INFO - Epoch [101][60/470] lr: 5.348e-01, eta: 18:48:30, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3247, top5_acc: 0.5754, loss_cls: 3.0912, loss: 3.0912, grad_norm: 0.9579 2020-08-17 12:35:57,204 - mmaction - INFO - Epoch [101][80/470] lr: 5.348e-01, eta: 18:48:11, time: 0.903, data_time: 0.007, memory: 9444, top1_acc: 0.3225, top5_acc: 0.5708, loss_cls: 3.1166, loss: 3.1166, grad_norm: 0.9451 2020-08-17 12:36:15,804 - mmaction - INFO - Epoch [101][100/470] lr: 5.348e-01, eta: 18:47:53, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3291, top5_acc: 0.5780, loss_cls: 3.0788, loss: 3.0788, grad_norm: 0.9484 2020-08-17 12:36:34,059 - mmaction - INFO - Epoch [101][120/470] lr: 5.348e-01, eta: 18:47:34, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3268, top5_acc: 0.5758, loss_cls: 3.1070, loss: 3.1070, grad_norm: 0.9493 2020-08-17 12:36:52,866 - mmaction - INFO - Epoch [101][140/470] lr: 5.348e-01, eta: 18:47:16, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3271, top5_acc: 0.5802, loss_cls: 3.0813, loss: 3.0813, grad_norm: 0.9509 2020-08-17 12:37:11,594 - mmaction - INFO - Epoch [101][160/470] lr: 5.348e-01, eta: 18:46:58, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5720, loss_cls: 3.0858, loss: 3.0858, grad_norm: 0.9407 2020-08-17 12:37:29,663 - mmaction - INFO - Epoch [101][180/470] lr: 5.348e-01, eta: 18:46:39, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3318, top5_acc: 0.5810, loss_cls: 3.0909, loss: 3.0909, grad_norm: 0.9543 2020-08-17 12:37:48,828 - mmaction - INFO - Epoch [101][200/470] lr: 5.348e-01, eta: 18:46:21, time: 0.962, data_time: 0.007, memory: 9444, top1_acc: 0.3219, top5_acc: 0.5686, loss_cls: 3.1439, loss: 3.1439, grad_norm: 0.9617 2020-08-17 12:38:06,821 - mmaction - INFO - Epoch [101][220/470] lr: 5.348e-01, eta: 18:46:02, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3285, top5_acc: 0.5810, loss_cls: 3.0892, loss: 3.0892, grad_norm: 0.9524 2020-08-17 12:38:25,999 - mmaction - INFO - Epoch [101][240/470] lr: 5.348e-01, eta: 18:45:45, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.3186, top5_acc: 0.5725, loss_cls: 3.1228, loss: 3.1228, grad_norm: 0.9580 2020-08-17 12:38:43,912 - mmaction - INFO - Epoch [101][260/470] lr: 5.348e-01, eta: 18:45:25, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.3223, top5_acc: 0.5690, loss_cls: 3.1375, loss: 3.1375, grad_norm: 0.9522 2020-08-17 12:39:02,921 - mmaction - INFO - Epoch [101][280/470] lr: 5.348e-01, eta: 18:45:08, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3243, top5_acc: 0.5685, loss_cls: 3.1283, loss: 3.1283, grad_norm: 0.9636 2020-08-17 12:39:21,793 - mmaction - INFO - Epoch [101][300/470] lr: 5.348e-01, eta: 18:44:50, time: 0.942, data_time: 0.004, memory: 9444, top1_acc: 0.3293, top5_acc: 0.5817, loss_cls: 3.1010, loss: 3.1010, grad_norm: 0.9342 2020-08-17 12:39:39,805 - mmaction - INFO - Epoch [101][320/470] lr: 5.348e-01, eta: 18:44:31, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3271, top5_acc: 0.5736, loss_cls: 3.1098, loss: 3.1098, grad_norm: 0.9543 2020-08-17 12:39:59,137 - mmaction - INFO - Epoch [101][340/470] lr: 5.348e-01, eta: 18:44:13, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3243, top5_acc: 0.5755, loss_cls: 3.1049, loss: 3.1049, grad_norm: 0.9599 2020-08-17 12:40:17,200 - mmaction - INFO - Epoch [101][360/470] lr: 5.348e-01, eta: 18:43:54, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.3258, top5_acc: 0.5645, loss_cls: 3.1481, loss: 3.1481, grad_norm: 0.9530 2020-08-17 12:40:35,237 - mmaction - INFO - Epoch [101][380/470] lr: 5.348e-01, eta: 18:43:35, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.3258, top5_acc: 0.5741, loss_cls: 3.1302, loss: 3.1302, grad_norm: 0.9333 2020-08-17 12:40:54,227 - mmaction - INFO - Epoch [101][400/470] lr: 5.348e-01, eta: 18:43:17, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3179, top5_acc: 0.5695, loss_cls: 3.1393, loss: 3.1393, grad_norm: 0.9565 2020-08-17 12:41:13,451 - mmaction - INFO - Epoch [101][420/470] lr: 5.348e-01, eta: 18:43:00, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.3219, top5_acc: 0.5694, loss_cls: 3.1085, loss: 3.1085, grad_norm: 0.9523 2020-08-17 12:41:31,360 - mmaction - INFO - Epoch [101][440/470] lr: 5.348e-01, eta: 18:42:41, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3249, top5_acc: 0.5671, loss_cls: 3.1286, loss: 3.1286, grad_norm: 0.9375 2020-08-17 12:41:49,886 - mmaction - INFO - Epoch [101][460/470] lr: 5.348e-01, eta: 18:42:22, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3219, top5_acc: 0.5727, loss_cls: 3.1529, loss: 3.1529, grad_norm: 0.9612 2020-08-17 12:42:21,987 - mmaction - INFO - Epoch [102][20/470] lr: 5.301e-01, eta: 18:41:47, time: 1.127, data_time: 0.401, memory: 9444, top1_acc: 0.3341, top5_acc: 0.5783, loss_cls: 3.0597, loss: 3.0597, grad_norm: 0.9537 2020-08-17 12:42:39,735 - mmaction - INFO - Epoch [102][40/470] lr: 5.301e-01, eta: 18:41:27, time: 0.888, data_time: 0.002, memory: 9444, top1_acc: 0.3228, top5_acc: 0.5755, loss_cls: 3.1100, loss: 3.1100, grad_norm: 0.9368 2020-08-17 12:42:58,001 - mmaction - INFO - Epoch [102][60/470] lr: 5.301e-01, eta: 18:41:08, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3296, top5_acc: 0.5782, loss_cls: 3.0760, loss: 3.0760, grad_norm: 0.9553 2020-08-17 12:43:16,670 - mmaction - INFO - Epoch [102][80/470] lr: 5.301e-01, eta: 18:40:50, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.3361, top5_acc: 0.5831, loss_cls: 3.0787, loss: 3.0787, grad_norm: 0.9430 2020-08-17 12:43:35,331 - mmaction - INFO - Epoch [102][100/470] lr: 5.301e-01, eta: 18:40:32, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3314, top5_acc: 0.5794, loss_cls: 3.0787, loss: 3.0787, grad_norm: 0.9621 2020-08-17 12:43:54,451 - mmaction - INFO - Epoch [102][120/470] lr: 5.301e-01, eta: 18:40:14, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.3246, top5_acc: 0.5813, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.9469 2020-08-17 12:44:12,628 - mmaction - INFO - Epoch [102][140/470] lr: 5.301e-01, eta: 18:39:55, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.3359, top5_acc: 0.5817, loss_cls: 3.0762, loss: 3.0762, grad_norm: 0.9598 2020-08-17 12:44:31,485 - mmaction - INFO - Epoch [102][160/470] lr: 5.301e-01, eta: 18:39:37, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3264, top5_acc: 0.5797, loss_cls: 3.1045, loss: 3.1045, grad_norm: 0.9550 2020-08-17 12:44:50,544 - mmaction - INFO - Epoch [102][180/470] lr: 5.301e-01, eta: 18:39:20, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.3299, top5_acc: 0.5780, loss_cls: 3.0823, loss: 3.0823, grad_norm: 0.9646 2020-08-17 12:45:09,199 - mmaction - INFO - Epoch [102][200/470] lr: 5.301e-01, eta: 18:39:01, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3349, top5_acc: 0.5707, loss_cls: 3.0941, loss: 3.0941, grad_norm: 0.9696 2020-08-17 12:45:28,546 - mmaction - INFO - Epoch [102][220/470] lr: 5.301e-01, eta: 18:38:44, time: 0.968, data_time: 0.002, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5693, loss_cls: 3.1203, loss: 3.1203, grad_norm: 0.9409 2020-08-17 12:45:47,345 - mmaction - INFO - Epoch [102][240/470] lr: 5.301e-01, eta: 18:38:26, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3258, top5_acc: 0.5729, loss_cls: 3.1190, loss: 3.1190, grad_norm: 0.9526 2020-08-17 12:46:05,829 - mmaction - INFO - Epoch [102][260/470] lr: 5.301e-01, eta: 18:38:08, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3316, top5_acc: 0.5675, loss_cls: 3.1151, loss: 3.1151, grad_norm: 0.9395 2020-08-17 12:46:23,684 - mmaction - INFO - Epoch [102][280/470] lr: 5.301e-01, eta: 18:37:48, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.3197, top5_acc: 0.5716, loss_cls: 3.1391, loss: 3.1391, grad_norm: 0.9540 2020-08-17 12:46:42,114 - mmaction - INFO - Epoch [102][300/470] lr: 5.301e-01, eta: 18:37:30, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3272, top5_acc: 0.5769, loss_cls: 3.1036, loss: 3.1036, grad_norm: 0.9484 2020-08-17 12:47:01,206 - mmaction - INFO - Epoch [102][320/470] lr: 5.301e-01, eta: 18:37:12, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3227, top5_acc: 0.5746, loss_cls: 3.1137, loss: 3.1137, grad_norm: 0.9733 2020-08-17 12:47:19,523 - mmaction - INFO - Epoch [102][340/470] lr: 5.301e-01, eta: 18:36:54, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3143, top5_acc: 0.5656, loss_cls: 3.1679, loss: 3.1679, grad_norm: 0.9566 2020-08-17 12:47:39,021 - mmaction - INFO - Epoch [102][360/470] lr: 5.301e-01, eta: 18:36:37, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3213, top5_acc: 0.5696, loss_cls: 3.1309, loss: 3.1309, grad_norm: 0.9392 2020-08-17 12:47:57,395 - mmaction - INFO - Epoch [102][380/470] lr: 5.301e-01, eta: 18:36:18, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3272, top5_acc: 0.5779, loss_cls: 3.1022, loss: 3.1022, grad_norm: 0.9474 2020-08-17 12:48:16,175 - mmaction - INFO - Epoch [102][400/470] lr: 5.301e-01, eta: 18:36:00, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3242, top5_acc: 0.5738, loss_cls: 3.1144, loss: 3.1144, grad_norm: 0.9592 2020-08-17 12:48:34,838 - mmaction - INFO - Epoch [102][420/470] lr: 5.301e-01, eta: 18:35:42, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3253, top5_acc: 0.5679, loss_cls: 3.1460, loss: 3.1460, grad_norm: 0.9556 2020-08-17 12:48:53,873 - mmaction - INFO - Epoch [102][440/470] lr: 5.301e-01, eta: 18:35:24, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3351, top5_acc: 0.5784, loss_cls: 3.0843, loss: 3.0843, grad_norm: 0.9541 2020-08-17 12:49:12,148 - mmaction - INFO - Epoch [102][460/470] lr: 5.301e-01, eta: 18:35:05, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3233, top5_acc: 0.5729, loss_cls: 3.0959, loss: 3.0959, grad_norm: 0.9554 2020-08-17 12:49:44,699 - mmaction - INFO - Epoch [103][20/470] lr: 5.255e-01, eta: 18:34:31, time: 1.163, data_time: 0.402, memory: 9444, top1_acc: 0.3281, top5_acc: 0.5864, loss_cls: 3.0592, loss: 3.0592, grad_norm: 0.9539 2020-08-17 12:50:02,090 - mmaction - INFO - Epoch [103][40/470] lr: 5.255e-01, eta: 18:34:11, time: 0.868, data_time: 0.007, memory: 9444, top1_acc: 0.3280, top5_acc: 0.5752, loss_cls: 3.1108, loss: 3.1108, grad_norm: 0.9593 2020-08-17 12:50:20,967 - mmaction - INFO - Epoch [103][60/470] lr: 5.255e-01, eta: 18:33:53, time: 0.946, data_time: 0.004, memory: 9444, top1_acc: 0.3271, top5_acc: 0.5800, loss_cls: 3.1047, loss: 3.1047, grad_norm: 0.9605 2020-08-17 12:50:39,586 - mmaction - INFO - Epoch [103][80/470] lr: 5.255e-01, eta: 18:33:34, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3392, top5_acc: 0.5887, loss_cls: 3.0465, loss: 3.0465, grad_norm: 0.9619 2020-08-17 12:50:58,138 - mmaction - INFO - Epoch [103][100/470] lr: 5.255e-01, eta: 18:33:16, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.3308, top5_acc: 0.5721, loss_cls: 3.0892, loss: 3.0892, grad_norm: 0.9516 2020-08-17 12:51:16,646 - mmaction - INFO - Epoch [103][120/470] lr: 5.255e-01, eta: 18:32:58, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3270, top5_acc: 0.5757, loss_cls: 3.0984, loss: 3.0984, grad_norm: 0.9567 2020-08-17 12:51:35,829 - mmaction - INFO - Epoch [103][140/470] lr: 5.255e-01, eta: 18:32:40, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3245, top5_acc: 0.5760, loss_cls: 3.1032, loss: 3.1032, grad_norm: 0.9518 2020-08-17 12:51:54,719 - mmaction - INFO - Epoch [103][160/470] lr: 5.255e-01, eta: 18:32:22, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3214, top5_acc: 0.5749, loss_cls: 3.1174, loss: 3.1174, grad_norm: 0.9465 2020-08-17 12:52:12,466 - mmaction - INFO - Epoch [103][180/470] lr: 5.255e-01, eta: 18:32:03, time: 0.886, data_time: 0.002, memory: 9444, top1_acc: 0.3326, top5_acc: 0.5844, loss_cls: 3.0760, loss: 3.0760, grad_norm: 0.9529 2020-08-17 12:52:32,079 - mmaction - INFO - Epoch [103][200/470] lr: 5.255e-01, eta: 18:31:46, time: 0.980, data_time: 0.007, memory: 9444, top1_acc: 0.3320, top5_acc: 0.5834, loss_cls: 3.0585, loss: 3.0585, grad_norm: 0.9529 2020-08-17 12:52:51,038 - mmaction - INFO - Epoch [103][220/470] lr: 5.255e-01, eta: 18:31:28, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5834, loss_cls: 3.0670, loss: 3.0670, grad_norm: 0.9535 2020-08-17 12:53:09,797 - mmaction - INFO - Epoch [103][240/470] lr: 5.255e-01, eta: 18:31:10, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3328, top5_acc: 0.5807, loss_cls: 3.0835, loss: 3.0835, grad_norm: 0.9788 2020-08-17 12:53:28,148 - mmaction - INFO - Epoch [103][260/470] lr: 5.255e-01, eta: 18:30:51, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3141, top5_acc: 0.5666, loss_cls: 3.1334, loss: 3.1334, grad_norm: 0.9658 2020-08-17 12:53:47,331 - mmaction - INFO - Epoch [103][280/470] lr: 5.255e-01, eta: 18:30:34, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.3284, top5_acc: 0.5783, loss_cls: 3.0815, loss: 3.0815, grad_norm: 0.9461 2020-08-17 12:54:05,392 - mmaction - INFO - Epoch [103][300/470] lr: 5.255e-01, eta: 18:30:15, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3262, top5_acc: 0.5763, loss_cls: 3.1045, loss: 3.1045, grad_norm: 0.9483 2020-08-17 12:54:23,833 - mmaction - INFO - Epoch [103][320/470] lr: 5.255e-01, eta: 18:29:56, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3282, top5_acc: 0.5774, loss_cls: 3.0834, loss: 3.0834, grad_norm: 0.9750 2020-08-17 12:54:42,884 - mmaction - INFO - Epoch [103][340/470] lr: 5.255e-01, eta: 18:29:39, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.3262, top5_acc: 0.5799, loss_cls: 3.0899, loss: 3.0899, grad_norm: 0.9619 2020-08-17 12:55:01,637 - mmaction - INFO - Epoch [103][360/470] lr: 5.255e-01, eta: 18:29:21, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3244, top5_acc: 0.5773, loss_cls: 3.1168, loss: 3.1168, grad_norm: 0.9468 2020-08-17 12:55:20,206 - mmaction - INFO - Epoch [103][380/470] lr: 5.255e-01, eta: 18:29:02, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3318, top5_acc: 0.5801, loss_cls: 3.0737, loss: 3.0737, grad_norm: 0.9541 2020-08-17 12:55:40,019 - mmaction - INFO - Epoch [103][400/470] lr: 5.255e-01, eta: 18:28:46, time: 0.989, data_time: 0.005, memory: 9444, top1_acc: 0.3198, top5_acc: 0.5676, loss_cls: 3.1371, loss: 3.1371, grad_norm: 0.9541 2020-08-17 12:55:58,861 - mmaction - INFO - Epoch [103][420/470] lr: 5.255e-01, eta: 18:28:28, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3281, top5_acc: 0.5728, loss_cls: 3.1198, loss: 3.1198, grad_norm: 0.9523 2020-08-17 12:56:17,781 - mmaction - INFO - Epoch [103][440/470] lr: 5.255e-01, eta: 18:28:10, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3244, top5_acc: 0.5785, loss_cls: 3.0927, loss: 3.0927, grad_norm: 0.9679 2020-08-17 12:56:36,692 - mmaction - INFO - Epoch [103][460/470] lr: 5.255e-01, eta: 18:27:52, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5742, loss_cls: 3.1043, loss: 3.1043, grad_norm: 0.9469 2020-08-17 12:57:08,279 - mmaction - INFO - Epoch [104][20/470] lr: 5.208e-01, eta: 18:27:18, time: 1.155, data_time: 0.413, memory: 9444, top1_acc: 0.3201, top5_acc: 0.5752, loss_cls: 3.1288, loss: 3.1288, grad_norm: 0.9676 2020-08-17 12:57:26,466 - mmaction - INFO - Epoch [104][40/470] lr: 5.208e-01, eta: 18:26:59, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5854, loss_cls: 3.0617, loss: 3.0617, grad_norm: 0.9730 2020-08-17 12:57:44,047 - mmaction - INFO - Epoch [104][60/470] lr: 5.208e-01, eta: 18:26:39, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3304, top5_acc: 0.5806, loss_cls: 3.0716, loss: 3.0716, grad_norm: 0.9709 2020-08-17 12:58:01,801 - mmaction - INFO - Epoch [104][80/470] lr: 5.208e-01, eta: 18:26:19, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.3306, top5_acc: 0.5770, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.9515 2020-08-17 12:58:21,124 - mmaction - INFO - Epoch [104][100/470] lr: 5.208e-01, eta: 18:26:02, time: 0.966, data_time: 0.002, memory: 9444, top1_acc: 0.3342, top5_acc: 0.5818, loss_cls: 3.0674, loss: 3.0674, grad_norm: 0.9727 2020-08-17 12:58:38,393 - mmaction - INFO - Epoch [104][120/470] lr: 5.208e-01, eta: 18:25:42, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.3257, top5_acc: 0.5748, loss_cls: 3.1103, loss: 3.1103, grad_norm: 0.9599 2020-08-17 12:58:55,708 - mmaction - INFO - Epoch [104][140/470] lr: 5.208e-01, eta: 18:25:21, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.3244, top5_acc: 0.5698, loss_cls: 3.1178, loss: 3.1178, grad_norm: 0.9573 2020-08-17 12:59:13,452 - mmaction - INFO - Epoch [104][160/470] lr: 5.208e-01, eta: 18:25:02, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3317, top5_acc: 0.5831, loss_cls: 3.0706, loss: 3.0706, grad_norm: 0.9576 2020-08-17 12:59:32,471 - mmaction - INFO - Epoch [104][180/470] lr: 5.208e-01, eta: 18:24:44, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5819, loss_cls: 3.0750, loss: 3.0750, grad_norm: 0.9609 2020-08-17 12:59:52,540 - mmaction - INFO - Epoch [104][200/470] lr: 5.208e-01, eta: 18:24:28, time: 1.005, data_time: 0.005, memory: 9444, top1_acc: 0.3269, top5_acc: 0.5746, loss_cls: 3.0961, loss: 3.0961, grad_norm: 0.9534 2020-08-17 13:00:10,801 - mmaction - INFO - Epoch [104][220/470] lr: 5.208e-01, eta: 18:24:09, time: 0.907, data_time: 0.033, memory: 9444, top1_acc: 0.3352, top5_acc: 0.5804, loss_cls: 3.0760, loss: 3.0760, grad_norm: 0.9654 2020-08-17 13:00:28,933 - mmaction - INFO - Epoch [104][240/470] lr: 5.208e-01, eta: 18:23:50, time: 0.913, data_time: 0.013, memory: 9444, top1_acc: 0.3220, top5_acc: 0.5742, loss_cls: 3.1038, loss: 3.1038, grad_norm: 0.9660 2020-08-17 13:00:48,295 - mmaction - INFO - Epoch [104][260/470] lr: 5.208e-01, eta: 18:23:33, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.3267, top5_acc: 0.5864, loss_cls: 3.0642, loss: 3.0642, grad_norm: 0.9609 2020-08-17 13:01:06,852 - mmaction - INFO - Epoch [104][280/470] lr: 5.208e-01, eta: 18:23:15, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3279, top5_acc: 0.5739, loss_cls: 3.1201, loss: 3.1201, grad_norm: 0.9536 2020-08-17 13:01:25,165 - mmaction - INFO - Epoch [104][300/470] lr: 5.208e-01, eta: 18:22:56, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5740, loss_cls: 3.0856, loss: 3.0856, grad_norm: 0.9382 2020-08-17 13:01:43,758 - mmaction - INFO - Epoch [104][320/470] lr: 5.208e-01, eta: 18:22:38, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3230, top5_acc: 0.5763, loss_cls: 3.0841, loss: 3.0841, grad_norm: 0.9717 2020-08-17 13:02:02,340 - mmaction - INFO - Epoch [104][340/470] lr: 5.208e-01, eta: 18:22:19, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3357, top5_acc: 0.5805, loss_cls: 3.0748, loss: 3.0748, grad_norm: 0.9485 2020-08-17 13:02:21,361 - mmaction - INFO - Epoch [104][360/470] lr: 5.208e-01, eta: 18:22:02, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3266, top5_acc: 0.5738, loss_cls: 3.0927, loss: 3.0927, grad_norm: 0.9468 2020-08-17 13:02:40,334 - mmaction - INFO - Epoch [104][380/470] lr: 5.208e-01, eta: 18:21:44, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.3289, top5_acc: 0.5791, loss_cls: 3.0891, loss: 3.0891, grad_norm: 0.9528 2020-08-17 13:02:58,673 - mmaction - INFO - Epoch [104][400/470] lr: 5.208e-01, eta: 18:21:25, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3357, top5_acc: 0.5844, loss_cls: 3.0504, loss: 3.0504, grad_norm: 0.9576 2020-08-17 13:03:17,356 - mmaction - INFO - Epoch [104][420/470] lr: 5.208e-01, eta: 18:21:07, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3307, top5_acc: 0.5821, loss_cls: 3.0745, loss: 3.0745, grad_norm: 0.9447 2020-08-17 13:03:36,346 - mmaction - INFO - Epoch [104][440/470] lr: 5.208e-01, eta: 18:20:49, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3196, top5_acc: 0.5736, loss_cls: 3.1140, loss: 3.1140, grad_norm: 0.9744 2020-08-17 13:03:54,586 - mmaction - INFO - Epoch [104][460/470] lr: 5.208e-01, eta: 18:20:30, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3300, top5_acc: 0.5775, loss_cls: 3.1013, loss: 3.1013, grad_norm: 0.9414 2020-08-17 13:04:03,294 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-08-17 13:04:28,137 - mmaction - INFO - Epoch [105][20/470] lr: 5.161e-01, eta: 18:19:57, time: 1.184, data_time: 0.444, memory: 9444, top1_acc: 0.3280, top5_acc: 0.5728, loss_cls: 3.1038, loss: 3.1038, grad_norm: 0.9662 2020-08-17 13:04:46,187 - mmaction - INFO - Epoch [105][40/470] lr: 5.161e-01, eta: 18:19:38, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3346, top5_acc: 0.5809, loss_cls: 3.0596, loss: 3.0596, grad_norm: 0.9692 2020-08-17 13:05:04,324 - mmaction - INFO - Epoch [105][60/470] lr: 5.161e-01, eta: 18:19:19, time: 0.906, data_time: 0.004, memory: 9444, top1_acc: 0.3235, top5_acc: 0.5659, loss_cls: 3.1232, loss: 3.1232, grad_norm: 0.9742 2020-08-17 13:05:23,118 - mmaction - INFO - Epoch [105][80/470] lr: 5.161e-01, eta: 18:19:01, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3236, top5_acc: 0.5784, loss_cls: 3.1023, loss: 3.1023, grad_norm: 0.9710 2020-08-17 13:05:41,808 - mmaction - INFO - Epoch [105][100/470] lr: 5.161e-01, eta: 18:18:43, time: 0.935, data_time: 0.002, memory: 9444, top1_acc: 0.3346, top5_acc: 0.5807, loss_cls: 3.0762, loss: 3.0762, grad_norm: 0.9674 2020-08-17 13:05:59,949 - mmaction - INFO - Epoch [105][120/470] lr: 5.161e-01, eta: 18:18:23, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3232, top5_acc: 0.5773, loss_cls: 3.1103, loss: 3.1103, grad_norm: 0.9745 2020-08-17 13:06:19,188 - mmaction - INFO - Epoch [105][140/470] lr: 5.161e-01, eta: 18:18:06, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3303, top5_acc: 0.5716, loss_cls: 3.1060, loss: 3.1060, grad_norm: 0.9500 2020-08-17 13:06:38,121 - mmaction - INFO - Epoch [105][160/470] lr: 5.161e-01, eta: 18:17:48, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3368, top5_acc: 0.5877, loss_cls: 3.0480, loss: 3.0480, grad_norm: 0.9557 2020-08-17 13:06:56,634 - mmaction - INFO - Epoch [105][180/470] lr: 5.161e-01, eta: 18:17:30, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3338, top5_acc: 0.5783, loss_cls: 3.0950, loss: 3.0950, grad_norm: 0.9710 2020-08-17 13:07:15,367 - mmaction - INFO - Epoch [105][200/470] lr: 5.161e-01, eta: 18:17:12, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3254, top5_acc: 0.5783, loss_cls: 3.1085, loss: 3.1085, grad_norm: 0.9709 2020-08-17 13:07:35,479 - mmaction - INFO - Epoch [105][220/470] lr: 5.161e-01, eta: 18:16:56, time: 1.008, data_time: 0.006, memory: 9444, top1_acc: 0.3261, top5_acc: 0.5755, loss_cls: 3.1015, loss: 3.1015, grad_norm: 0.9540 2020-08-17 13:07:53,877 - mmaction - INFO - Epoch [105][240/470] lr: 5.161e-01, eta: 18:16:37, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3276, top5_acc: 0.5856, loss_cls: 3.0676, loss: 3.0676, grad_norm: 0.9822 2020-08-17 13:08:11,184 - mmaction - INFO - Epoch [105][260/470] lr: 5.161e-01, eta: 18:16:17, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.3277, top5_acc: 0.5762, loss_cls: 3.0989, loss: 3.0989, grad_norm: 0.9717 2020-08-17 13:08:30,889 - mmaction - INFO - Epoch [105][280/470] lr: 5.161e-01, eta: 18:16:00, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.3322, top5_acc: 0.5789, loss_cls: 3.0825, loss: 3.0825, grad_norm: 0.9445 2020-08-17 13:08:48,548 - mmaction - INFO - Epoch [105][300/470] lr: 5.161e-01, eta: 18:15:41, time: 0.885, data_time: 0.006, memory: 9444, top1_acc: 0.3301, top5_acc: 0.5755, loss_cls: 3.1021, loss: 3.1021, grad_norm: 0.9748 2020-08-17 13:09:07,482 - mmaction - INFO - Epoch [105][320/470] lr: 5.161e-01, eta: 18:15:23, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.3303, top5_acc: 0.5779, loss_cls: 3.0908, loss: 3.0908, grad_norm: 0.9587 2020-08-17 13:09:27,560 - mmaction - INFO - Epoch [105][340/470] lr: 5.161e-01, eta: 18:15:06, time: 1.002, data_time: 0.005, memory: 9444, top1_acc: 0.3362, top5_acc: 0.5846, loss_cls: 3.0583, loss: 3.0583, grad_norm: 0.9671 2020-08-17 13:09:46,291 - mmaction - INFO - Epoch [105][360/470] lr: 5.161e-01, eta: 18:14:48, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3247, top5_acc: 0.5772, loss_cls: 3.1070, loss: 3.1070, grad_norm: 0.9670 2020-08-17 13:10:04,525 - mmaction - INFO - Epoch [105][380/470] lr: 5.161e-01, eta: 18:14:30, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3324, top5_acc: 0.5826, loss_cls: 3.0674, loss: 3.0674, grad_norm: 0.9477 2020-08-17 13:10:22,731 - mmaction - INFO - Epoch [105][400/470] lr: 5.161e-01, eta: 18:14:11, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.3317, top5_acc: 0.5850, loss_cls: 3.0718, loss: 3.0718, grad_norm: 0.9732 2020-08-17 13:10:41,068 - mmaction - INFO - Epoch [105][420/470] lr: 5.161e-01, eta: 18:13:52, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3268, top5_acc: 0.5751, loss_cls: 3.0977, loss: 3.0977, grad_norm: 0.9464 2020-08-17 13:10:59,179 - mmaction - INFO - Epoch [105][440/470] lr: 5.161e-01, eta: 18:13:33, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3271, top5_acc: 0.5778, loss_cls: 3.1015, loss: 3.1015, grad_norm: 0.9840 2020-08-17 13:11:19,064 - mmaction - INFO - Epoch [105][460/470] lr: 5.161e-01, eta: 18:13:16, time: 0.993, data_time: 0.005, memory: 9444, top1_acc: 0.3314, top5_acc: 0.5827, loss_cls: 3.0764, loss: 3.0764, grad_norm: 0.9659 2020-08-17 13:11:51,195 - mmaction - INFO - Epoch [106][20/470] lr: 5.114e-01, eta: 18:12:41, time: 1.130, data_time: 0.399, memory: 9444, top1_acc: 0.3393, top5_acc: 0.5883, loss_cls: 3.0358, loss: 3.0358, grad_norm: 0.9729 2020-08-17 13:12:09,628 - mmaction - INFO - Epoch [106][40/470] lr: 5.114e-01, eta: 18:12:23, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3314, top5_acc: 0.5824, loss_cls: 3.0615, loss: 3.0615, grad_norm: 0.9562 2020-08-17 13:12:28,047 - mmaction - INFO - Epoch [106][60/470] lr: 5.114e-01, eta: 18:12:04, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3412, top5_acc: 0.5931, loss_cls: 3.0190, loss: 3.0190, grad_norm: 0.9696 2020-08-17 13:12:46,318 - mmaction - INFO - Epoch [106][80/470] lr: 5.114e-01, eta: 18:11:45, time: 0.914, data_time: 0.002, memory: 9444, top1_acc: 0.3344, top5_acc: 0.5805, loss_cls: 3.0591, loss: 3.0591, grad_norm: 0.9787 2020-08-17 13:13:05,224 - mmaction - INFO - Epoch [106][100/470] lr: 5.114e-01, eta: 18:11:28, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3371, top5_acc: 0.5816, loss_cls: 3.0554, loss: 3.0554, grad_norm: 0.9763 2020-08-17 13:13:23,957 - mmaction - INFO - Epoch [106][120/470] lr: 5.114e-01, eta: 18:11:09, time: 0.940, data_time: 0.007, memory: 9444, top1_acc: 0.3296, top5_acc: 0.5764, loss_cls: 3.0837, loss: 3.0837, grad_norm: 0.9649 2020-08-17 13:13:43,222 - mmaction - INFO - Epoch [106][140/470] lr: 5.114e-01, eta: 18:10:52, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.3304, top5_acc: 0.5833, loss_cls: 3.0536, loss: 3.0536, grad_norm: 0.9612 2020-08-17 13:14:00,971 - mmaction - INFO - Epoch [106][160/470] lr: 5.114e-01, eta: 18:10:33, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3420, top5_acc: 0.5893, loss_cls: 3.0282, loss: 3.0282, grad_norm: 0.9447 2020-08-17 13:14:19,334 - mmaction - INFO - Epoch [106][180/470] lr: 5.114e-01, eta: 18:10:14, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3282, top5_acc: 0.5790, loss_cls: 3.0886, loss: 3.0886, grad_norm: 0.9749 2020-08-17 13:14:37,866 - mmaction - INFO - Epoch [106][200/470] lr: 5.114e-01, eta: 18:09:56, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5766, loss_cls: 3.0945, loss: 3.0945, grad_norm: 0.9662 2020-08-17 13:14:55,994 - mmaction - INFO - Epoch [106][220/470] lr: 5.114e-01, eta: 18:09:37, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3378, top5_acc: 0.5826, loss_cls: 3.0806, loss: 3.0806, grad_norm: 0.9716 2020-08-17 13:15:13,939 - mmaction - INFO - Epoch [106][240/470] lr: 5.114e-01, eta: 18:09:17, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3344, top5_acc: 0.5812, loss_cls: 3.0756, loss: 3.0756, grad_norm: 0.9478 2020-08-17 13:15:32,730 - mmaction - INFO - Epoch [106][260/470] lr: 5.114e-01, eta: 18:08:59, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3315, top5_acc: 0.5778, loss_cls: 3.0904, loss: 3.0904, grad_norm: 0.9707 2020-08-17 13:15:50,967 - mmaction - INFO - Epoch [106][280/470] lr: 5.114e-01, eta: 18:08:40, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.3214, top5_acc: 0.5715, loss_cls: 3.1423, loss: 3.1423, grad_norm: 0.9706 2020-08-17 13:16:08,775 - mmaction - INFO - Epoch [106][300/470] lr: 5.114e-01, eta: 18:08:21, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3275, top5_acc: 0.5799, loss_cls: 3.1064, loss: 3.1064, grad_norm: 0.9608 2020-08-17 13:16:26,904 - mmaction - INFO - Epoch [106][320/470] lr: 5.114e-01, eta: 18:08:02, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3325, top5_acc: 0.5826, loss_cls: 3.0745, loss: 3.0745, grad_norm: 0.9590 2020-08-17 13:16:46,988 - mmaction - INFO - Epoch [106][340/470] lr: 5.114e-01, eta: 18:07:46, time: 1.003, data_time: 0.005, memory: 9444, top1_acc: 0.3282, top5_acc: 0.5792, loss_cls: 3.0868, loss: 3.0868, grad_norm: 0.9636 2020-08-17 13:17:04,868 - mmaction - INFO - Epoch [106][360/470] lr: 5.114e-01, eta: 18:07:26, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3371, top5_acc: 0.5776, loss_cls: 3.0666, loss: 3.0666, grad_norm: 0.9716 2020-08-17 13:17:23,045 - mmaction - INFO - Epoch [106][380/470] lr: 5.114e-01, eta: 18:07:08, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3289, top5_acc: 0.5759, loss_cls: 3.1124, loss: 3.1124, grad_norm: 0.9708 2020-08-17 13:17:41,518 - mmaction - INFO - Epoch [106][400/470] lr: 5.114e-01, eta: 18:06:49, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3305, top5_acc: 0.5776, loss_cls: 3.0768, loss: 3.0768, grad_norm: 0.9475 2020-08-17 13:17:59,952 - mmaction - INFO - Epoch [106][420/470] lr: 5.114e-01, eta: 18:06:31, time: 0.922, data_time: 0.003, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5875, loss_cls: 3.0537, loss: 3.0537, grad_norm: 0.9839 2020-08-17 13:18:17,853 - mmaction - INFO - Epoch [106][440/470] lr: 5.114e-01, eta: 18:06:11, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3263, top5_acc: 0.5798, loss_cls: 3.0859, loss: 3.0859, grad_norm: 0.9825 2020-08-17 13:18:35,705 - mmaction - INFO - Epoch [106][460/470] lr: 5.114e-01, eta: 18:05:52, time: 0.893, data_time: 0.004, memory: 9444, top1_acc: 0.3303, top5_acc: 0.5804, loss_cls: 3.0673, loss: 3.0673, grad_norm: 0.9802 2020-08-17 13:19:08,542 - mmaction - INFO - Epoch [107][20/470] lr: 5.067e-01, eta: 18:05:18, time: 1.173, data_time: 0.371, memory: 9444, top1_acc: 0.3358, top5_acc: 0.5780, loss_cls: 3.0876, loss: 3.0876, grad_norm: 0.9574 2020-08-17 13:19:25,624 - mmaction - INFO - Epoch [107][40/470] lr: 5.067e-01, eta: 18:04:58, time: 0.856, data_time: 0.005, memory: 9444, top1_acc: 0.3268, top5_acc: 0.5813, loss_cls: 3.0760, loss: 3.0760, grad_norm: 0.9675 2020-08-17 13:19:43,473 - mmaction - INFO - Epoch [107][60/470] lr: 5.067e-01, eta: 18:04:38, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5857, loss_cls: 3.0541, loss: 3.0541, grad_norm: 0.9911 2020-08-17 13:20:02,693 - mmaction - INFO - Epoch [107][80/470] lr: 5.067e-01, eta: 18:04:21, time: 0.964, data_time: 0.007, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5864, loss_cls: 3.0463, loss: 3.0463, grad_norm: 0.9815 2020-08-17 13:20:20,246 - mmaction - INFO - Epoch [107][100/470] lr: 5.067e-01, eta: 18:04:01, time: 0.878, data_time: 0.003, memory: 9444, top1_acc: 0.3308, top5_acc: 0.5812, loss_cls: 3.0514, loss: 3.0514, grad_norm: 0.9723 2020-08-17 13:20:37,775 - mmaction - INFO - Epoch [107][120/470] lr: 5.067e-01, eta: 18:03:41, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.3343, top5_acc: 0.5837, loss_cls: 3.0768, loss: 3.0768, grad_norm: 0.9731 2020-08-17 13:20:56,294 - mmaction - INFO - Epoch [107][140/470] lr: 5.067e-01, eta: 18:03:23, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.3310, top5_acc: 0.5747, loss_cls: 3.1030, loss: 3.1030, grad_norm: 0.9702 2020-08-17 13:21:14,605 - mmaction - INFO - Epoch [107][160/470] lr: 5.067e-01, eta: 18:03:04, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.3391, top5_acc: 0.5921, loss_cls: 3.0311, loss: 3.0311, grad_norm: 0.9744 2020-08-17 13:21:32,745 - mmaction - INFO - Epoch [107][180/470] lr: 5.067e-01, eta: 18:02:45, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3347, top5_acc: 0.5896, loss_cls: 3.0439, loss: 3.0439, grad_norm: 0.9657 2020-08-17 13:21:51,215 - mmaction - INFO - Epoch [107][200/470] lr: 5.067e-01, eta: 18:02:27, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.3425, top5_acc: 0.5954, loss_cls: 3.0206, loss: 3.0206, grad_norm: 0.9607 2020-08-17 13:22:09,072 - mmaction - INFO - Epoch [107][220/470] lr: 5.067e-01, eta: 18:02:07, time: 0.890, data_time: 0.004, memory: 9444, top1_acc: 0.3255, top5_acc: 0.5811, loss_cls: 3.0881, loss: 3.0881, grad_norm: 0.9728 2020-08-17 13:22:27,609 - mmaction - INFO - Epoch [107][240/470] lr: 5.067e-01, eta: 18:01:49, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3387, top5_acc: 0.5779, loss_cls: 3.0800, loss: 3.0800, grad_norm: 0.9779 2020-08-17 13:22:45,132 - mmaction - INFO - Epoch [107][260/470] lr: 5.067e-01, eta: 18:01:29, time: 0.875, data_time: 0.005, memory: 9444, top1_acc: 0.3328, top5_acc: 0.5829, loss_cls: 3.0636, loss: 3.0636, grad_norm: 0.9801 2020-08-17 13:23:03,952 - mmaction - INFO - Epoch [107][280/470] lr: 5.067e-01, eta: 18:01:11, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.3286, top5_acc: 0.5768, loss_cls: 3.1021, loss: 3.1021, grad_norm: 0.9728 2020-08-17 13:23:21,563 - mmaction - INFO - Epoch [107][300/470] lr: 5.067e-01, eta: 18:00:51, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.3244, top5_acc: 0.5706, loss_cls: 3.0900, loss: 3.0900, grad_norm: 0.9894 2020-08-17 13:23:39,777 - mmaction - INFO - Epoch [107][320/470] lr: 5.067e-01, eta: 18:00:33, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3334, top5_acc: 0.5869, loss_cls: 3.0600, loss: 3.0600, grad_norm: 0.9748 2020-08-17 13:23:58,309 - mmaction - INFO - Epoch [107][340/470] lr: 5.067e-01, eta: 18:00:14, time: 0.925, data_time: 0.004, memory: 9444, top1_acc: 0.3292, top5_acc: 0.5799, loss_cls: 3.0809, loss: 3.0809, grad_norm: 0.9787 2020-08-17 13:24:16,444 - mmaction - INFO - Epoch [107][360/470] lr: 5.067e-01, eta: 17:59:55, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3270, top5_acc: 0.5752, loss_cls: 3.1103, loss: 3.1103, grad_norm: 0.9590 2020-08-17 13:24:34,081 - mmaction - INFO - Epoch [107][380/470] lr: 5.067e-01, eta: 17:59:36, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3319, top5_acc: 0.5830, loss_cls: 3.0848, loss: 3.0848, grad_norm: 0.9719 2020-08-17 13:24:51,965 - mmaction - INFO - Epoch [107][400/470] lr: 5.067e-01, eta: 17:59:16, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5756, loss_cls: 3.0711, loss: 3.0711, grad_norm: 0.9740 2020-08-17 13:25:10,375 - mmaction - INFO - Epoch [107][420/470] lr: 5.067e-01, eta: 17:58:58, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3205, top5_acc: 0.5680, loss_cls: 3.1319, loss: 3.1319, grad_norm: 0.9618 2020-08-17 13:25:28,519 - mmaction - INFO - Epoch [107][440/470] lr: 5.067e-01, eta: 17:58:39, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3322, top5_acc: 0.5866, loss_cls: 3.0651, loss: 3.0651, grad_norm: 0.9601 2020-08-17 13:25:47,372 - mmaction - INFO - Epoch [107][460/470] lr: 5.067e-01, eta: 17:58:21, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3320, top5_acc: 0.5816, loss_cls: 3.0794, loss: 3.0794, grad_norm: 0.9897 2020-08-17 13:26:19,332 - mmaction - INFO - Epoch [108][20/470] lr: 5.019e-01, eta: 17:57:47, time: 1.160, data_time: 0.403, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5862, loss_cls: 3.0747, loss: 3.0747, grad_norm: 0.9811 2020-08-17 13:26:37,298 - mmaction - INFO - Epoch [108][40/470] lr: 5.019e-01, eta: 17:57:28, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.3325, top5_acc: 0.5833, loss_cls: 3.0664, loss: 3.0664, grad_norm: 0.9801 2020-08-17 13:26:55,026 - mmaction - INFO - Epoch [108][60/470] lr: 5.019e-01, eta: 17:57:08, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5793, loss_cls: 3.0667, loss: 3.0667, grad_norm: 0.9759 2020-08-17 13:27:13,098 - mmaction - INFO - Epoch [108][80/470] lr: 5.019e-01, eta: 17:56:49, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3340, top5_acc: 0.5900, loss_cls: 3.0362, loss: 3.0362, grad_norm: 0.9744 2020-08-17 13:27:31,145 - mmaction - INFO - Epoch [108][100/470] lr: 5.019e-01, eta: 17:56:30, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.3363, top5_acc: 0.5834, loss_cls: 3.0522, loss: 3.0522, grad_norm: 0.9704 2020-08-17 13:27:49,198 - mmaction - INFO - Epoch [108][120/470] lr: 5.019e-01, eta: 17:56:11, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3292, top5_acc: 0.5804, loss_cls: 3.0765, loss: 3.0765, grad_norm: 0.9824 2020-08-17 13:28:07,163 - mmaction - INFO - Epoch [108][140/470] lr: 5.019e-01, eta: 17:55:52, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3368, top5_acc: 0.5791, loss_cls: 3.0401, loss: 3.0401, grad_norm: 0.9655 2020-08-17 13:28:25,727 - mmaction - INFO - Epoch [108][160/470] lr: 5.019e-01, eta: 17:55:34, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.3283, top5_acc: 0.5713, loss_cls: 3.0913, loss: 3.0913, grad_norm: 0.9817 2020-08-17 13:28:43,594 - mmaction - INFO - Epoch [108][180/470] lr: 5.019e-01, eta: 17:55:14, time: 0.894, data_time: 0.004, memory: 9444, top1_acc: 0.3352, top5_acc: 0.5811, loss_cls: 3.0751, loss: 3.0751, grad_norm: 0.9611 2020-08-17 13:29:01,549 - mmaction - INFO - Epoch [108][200/470] lr: 5.019e-01, eta: 17:54:55, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.3304, top5_acc: 0.5697, loss_cls: 3.0979, loss: 3.0979, grad_norm: 0.9793 2020-08-17 13:29:20,749 - mmaction - INFO - Epoch [108][220/470] lr: 5.019e-01, eta: 17:54:38, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3292, top5_acc: 0.5833, loss_cls: 3.0657, loss: 3.0657, grad_norm: 0.9725 2020-08-17 13:29:38,827 - mmaction - INFO - Epoch [108][240/470] lr: 5.019e-01, eta: 17:54:18, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3260, top5_acc: 0.5785, loss_cls: 3.0868, loss: 3.0868, grad_norm: 0.9702 2020-08-17 13:29:56,923 - mmaction - INFO - Epoch [108][260/470] lr: 5.019e-01, eta: 17:54:00, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5820, loss_cls: 3.0773, loss: 3.0773, grad_norm: 0.9694 2020-08-17 13:30:14,893 - mmaction - INFO - Epoch [108][280/470] lr: 5.019e-01, eta: 17:53:40, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3305, top5_acc: 0.5787, loss_cls: 3.0716, loss: 3.0716, grad_norm: 0.9740 2020-08-17 13:30:32,773 - mmaction - INFO - Epoch [108][300/470] lr: 5.019e-01, eta: 17:53:21, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.3326, top5_acc: 0.5826, loss_cls: 3.0667, loss: 3.0667, grad_norm: 0.9623 2020-08-17 13:30:51,179 - mmaction - INFO - Epoch [108][320/470] lr: 5.019e-01, eta: 17:53:02, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3354, top5_acc: 0.5860, loss_cls: 3.0520, loss: 3.0520, grad_norm: 0.9479 2020-08-17 13:31:10,083 - mmaction - INFO - Epoch [108][340/470] lr: 5.019e-01, eta: 17:52:45, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3290, top5_acc: 0.5798, loss_cls: 3.0704, loss: 3.0704, grad_norm: 0.9664 2020-08-17 13:31:27,452 - mmaction - INFO - Epoch [108][360/470] lr: 5.019e-01, eta: 17:52:25, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.3367, top5_acc: 0.5819, loss_cls: 3.0535, loss: 3.0535, grad_norm: 0.9581 2020-08-17 13:31:45,468 - mmaction - INFO - Epoch [108][380/470] lr: 5.019e-01, eta: 17:52:06, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3436, top5_acc: 0.5897, loss_cls: 3.0501, loss: 3.0501, grad_norm: 0.9757 2020-08-17 13:32:03,465 - mmaction - INFO - Epoch [108][400/470] lr: 5.019e-01, eta: 17:51:46, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3246, top5_acc: 0.5743, loss_cls: 3.1056, loss: 3.1056, grad_norm: 0.9688 2020-08-17 13:32:21,974 - mmaction - INFO - Epoch [108][420/470] lr: 5.019e-01, eta: 17:51:28, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3288, top5_acc: 0.5733, loss_cls: 3.1095, loss: 3.1095, grad_norm: 0.9718 2020-08-17 13:32:40,446 - mmaction - INFO - Epoch [108][440/470] lr: 5.019e-01, eta: 17:51:10, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3320, top5_acc: 0.5832, loss_cls: 3.0697, loss: 3.0697, grad_norm: 0.9698 2020-08-17 13:32:58,372 - mmaction - INFO - Epoch [108][460/470] lr: 5.019e-01, eta: 17:50:50, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3333, top5_acc: 0.5840, loss_cls: 3.0640, loss: 3.0640, grad_norm: 0.9754 2020-08-17 13:33:07,665 - mmaction - INFO - Saving checkpoint at 108 epochs 2020-08-17 13:33:30,413 - mmaction - INFO - Epoch [109][20/470] lr: 4.972e-01, eta: 17:50:13, time: 1.030, data_time: 0.297, memory: 9444, top1_acc: 0.3367, top5_acc: 0.5855, loss_cls: 3.0221, loss: 3.0221, grad_norm: 0.9665 2020-08-17 13:33:49,026 - mmaction - INFO - Epoch [109][40/470] lr: 4.972e-01, eta: 17:49:55, time: 0.931, data_time: 0.003, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5909, loss_cls: 3.0180, loss: 3.0180, grad_norm: 0.9871 2020-08-17 13:34:06,717 - mmaction - INFO - Epoch [109][60/470] lr: 4.972e-01, eta: 17:49:35, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.3404, top5_acc: 0.5868, loss_cls: 3.0621, loss: 3.0621, grad_norm: 0.9806 2020-08-17 13:34:25,195 - mmaction - INFO - Epoch [109][80/470] lr: 4.972e-01, eta: 17:49:17, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3350, top5_acc: 0.5825, loss_cls: 3.0677, loss: 3.0677, grad_norm: 0.9774 2020-08-17 13:34:43,372 - mmaction - INFO - Epoch [109][100/470] lr: 4.972e-01, eta: 17:48:58, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3337, top5_acc: 0.5807, loss_cls: 3.0567, loss: 3.0567, grad_norm: 0.9840 2020-08-17 13:35:00,947 - mmaction - INFO - Epoch [109][120/470] lr: 4.972e-01, eta: 17:48:38, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.3373, top5_acc: 0.5932, loss_cls: 3.0345, loss: 3.0345, grad_norm: 0.9864 2020-08-17 13:35:19,106 - mmaction - INFO - Epoch [109][140/470] lr: 4.972e-01, eta: 17:48:19, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.3332, top5_acc: 0.5787, loss_cls: 3.0808, loss: 3.0808, grad_norm: 0.9746 2020-08-17 13:35:37,310 - mmaction - INFO - Epoch [109][160/470] lr: 4.972e-01, eta: 17:48:00, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3325, top5_acc: 0.5825, loss_cls: 3.0555, loss: 3.0555, grad_norm: 0.9768 2020-08-17 13:35:55,516 - mmaction - INFO - Epoch [109][180/470] lr: 4.972e-01, eta: 17:47:42, time: 0.910, data_time: 0.003, memory: 9444, top1_acc: 0.3375, top5_acc: 0.5889, loss_cls: 3.0544, loss: 3.0544, grad_norm: 0.9809 2020-08-17 13:36:13,335 - mmaction - INFO - Epoch [109][200/470] lr: 4.972e-01, eta: 17:47:22, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3313, top5_acc: 0.5853, loss_cls: 3.0645, loss: 3.0645, grad_norm: 0.9831 2020-08-17 13:36:31,274 - mmaction - INFO - Epoch [109][220/470] lr: 4.972e-01, eta: 17:47:03, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3310, top5_acc: 0.5865, loss_cls: 3.0546, loss: 3.0546, grad_norm: 0.9675 2020-08-17 13:36:49,797 - mmaction - INFO - Epoch [109][240/470] lr: 4.972e-01, eta: 17:46:45, time: 0.927, data_time: 0.003, memory: 9444, top1_acc: 0.3337, top5_acc: 0.5890, loss_cls: 3.0635, loss: 3.0635, grad_norm: 0.9916 2020-08-17 13:37:08,752 - mmaction - INFO - Epoch [109][260/470] lr: 4.972e-01, eta: 17:46:27, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3287, top5_acc: 0.5800, loss_cls: 3.0646, loss: 3.0646, grad_norm: 0.9653 2020-08-17 13:37:27,431 - mmaction - INFO - Epoch [109][280/470] lr: 4.972e-01, eta: 17:46:09, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3327, top5_acc: 0.5791, loss_cls: 3.0799, loss: 3.0799, grad_norm: 0.9769 2020-08-17 13:37:46,064 - mmaction - INFO - Epoch [109][300/470] lr: 4.972e-01, eta: 17:45:50, time: 0.932, data_time: 0.002, memory: 9444, top1_acc: 0.3336, top5_acc: 0.5715, loss_cls: 3.0809, loss: 3.0809, grad_norm: 0.9708 2020-08-17 13:38:03,837 - mmaction - INFO - Epoch [109][320/470] lr: 4.972e-01, eta: 17:45:31, time: 0.887, data_time: 0.004, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5793, loss_cls: 3.0973, loss: 3.0973, grad_norm: 0.9676 2020-08-17 13:38:21,574 - mmaction - INFO - Epoch [109][340/470] lr: 4.972e-01, eta: 17:45:12, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.3421, top5_acc: 0.5853, loss_cls: 3.0450, loss: 3.0450, grad_norm: 0.9833 2020-08-17 13:38:39,373 - mmaction - INFO - Epoch [109][360/470] lr: 4.972e-01, eta: 17:44:52, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3333, top5_acc: 0.5805, loss_cls: 3.0598, loss: 3.0598, grad_norm: 0.9757 2020-08-17 13:38:57,901 - mmaction - INFO - Epoch [109][380/470] lr: 4.972e-01, eta: 17:44:34, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3219, top5_acc: 0.5767, loss_cls: 3.1067, loss: 3.1067, grad_norm: 0.9702 2020-08-17 13:39:16,880 - mmaction - INFO - Epoch [109][400/470] lr: 4.972e-01, eta: 17:44:16, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5875, loss_cls: 3.0460, loss: 3.0460, grad_norm: 0.9632 2020-08-17 13:39:35,685 - mmaction - INFO - Epoch [109][420/470] lr: 4.972e-01, eta: 17:43:58, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3339, top5_acc: 0.5815, loss_cls: 3.0606, loss: 3.0606, grad_norm: 0.9776 2020-08-17 13:39:54,373 - mmaction - INFO - Epoch [109][440/470] lr: 4.972e-01, eta: 17:43:40, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3363, top5_acc: 0.5781, loss_cls: 3.0524, loss: 3.0524, grad_norm: 0.9748 2020-08-17 13:40:12,561 - mmaction - INFO - Epoch [109][460/470] lr: 4.972e-01, eta: 17:43:21, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3332, top5_acc: 0.5795, loss_cls: 3.0703, loss: 3.0703, grad_norm: 0.9634 2020-08-17 13:40:45,162 - mmaction - INFO - Epoch [110][20/470] lr: 4.924e-01, eta: 17:42:47, time: 1.165, data_time: 0.371, memory: 9444, top1_acc: 0.3367, top5_acc: 0.5836, loss_cls: 3.0625, loss: 3.0625, grad_norm: 0.9987 2020-08-17 13:41:02,813 - mmaction - INFO - Epoch [110][40/470] lr: 4.924e-01, eta: 17:42:28, time: 0.881, data_time: 0.007, memory: 9444, top1_acc: 0.3451, top5_acc: 0.5932, loss_cls: 3.0189, loss: 3.0189, grad_norm: 0.9690 2020-08-17 13:41:21,157 - mmaction - INFO - Epoch [110][60/470] lr: 4.924e-01, eta: 17:42:09, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3353, top5_acc: 0.5887, loss_cls: 3.0304, loss: 3.0304, grad_norm: 0.9892 2020-08-17 13:41:39,138 - mmaction - INFO - Epoch [110][80/470] lr: 4.924e-01, eta: 17:41:50, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.3250, top5_acc: 0.5783, loss_cls: 3.0821, loss: 3.0821, grad_norm: 0.9831 2020-08-17 13:41:57,442 - mmaction - INFO - Epoch [110][100/470] lr: 4.924e-01, eta: 17:41:31, time: 0.914, data_time: 0.002, memory: 9444, top1_acc: 0.3279, top5_acc: 0.5846, loss_cls: 3.0596, loss: 3.0596, grad_norm: 0.9866 2020-08-17 13:42:15,653 - mmaction - INFO - Epoch [110][120/470] lr: 4.924e-01, eta: 17:41:13, time: 0.911, data_time: 0.003, memory: 9444, top1_acc: 0.3317, top5_acc: 0.5813, loss_cls: 3.0597, loss: 3.0597, grad_norm: 0.9792 2020-08-17 13:42:33,760 - mmaction - INFO - Epoch [110][140/470] lr: 4.924e-01, eta: 17:40:54, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3316, top5_acc: 0.5844, loss_cls: 3.0599, loss: 3.0599, grad_norm: 0.9863 2020-08-17 13:42:52,551 - mmaction - INFO - Epoch [110][160/470] lr: 4.924e-01, eta: 17:40:36, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.3304, top5_acc: 0.5813, loss_cls: 3.0661, loss: 3.0661, grad_norm: 0.9926 2020-08-17 13:43:10,717 - mmaction - INFO - Epoch [110][180/470] lr: 4.924e-01, eta: 17:40:17, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3302, top5_acc: 0.5817, loss_cls: 3.0808, loss: 3.0808, grad_norm: 0.9671 2020-08-17 13:43:29,232 - mmaction - INFO - Epoch [110][200/470] lr: 4.924e-01, eta: 17:39:58, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3345, top5_acc: 0.5803, loss_cls: 3.0829, loss: 3.0829, grad_norm: 0.9924 2020-08-17 13:43:47,545 - mmaction - INFO - Epoch [110][220/470] lr: 4.924e-01, eta: 17:39:40, time: 0.913, data_time: 0.004, memory: 9444, top1_acc: 0.3422, top5_acc: 0.5882, loss_cls: 3.0186, loss: 3.0186, grad_norm: 0.9750 2020-08-17 13:44:06,924 - mmaction - INFO - Epoch [110][240/470] lr: 4.924e-01, eta: 17:39:22, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.3370, top5_acc: 0.5862, loss_cls: 3.0490, loss: 3.0490, grad_norm: 0.9764 2020-08-17 13:44:25,382 - mmaction - INFO - Epoch [110][260/470] lr: 4.924e-01, eta: 17:39:04, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3395, top5_acc: 0.5888, loss_cls: 3.0280, loss: 3.0280, grad_norm: 0.9975 2020-08-17 13:44:43,335 - mmaction - INFO - Epoch [110][280/470] lr: 4.924e-01, eta: 17:38:45, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.3348, top5_acc: 0.5824, loss_cls: 3.0786, loss: 3.0786, grad_norm: 0.9712 2020-08-17 13:45:03,445 - mmaction - INFO - Epoch [110][300/470] lr: 4.924e-01, eta: 17:38:28, time: 0.988, data_time: 0.006, memory: 9444, top1_acc: 0.3354, top5_acc: 0.5846, loss_cls: 3.0700, loss: 3.0700, grad_norm: 0.9759 2020-08-17 13:45:21,400 - mmaction - INFO - Epoch [110][320/470] lr: 4.924e-01, eta: 17:38:09, time: 0.915, data_time: 0.019, memory: 9444, top1_acc: 0.3368, top5_acc: 0.5840, loss_cls: 3.0434, loss: 3.0434, grad_norm: 0.9901 2020-08-17 13:45:40,114 - mmaction - INFO - Epoch [110][340/470] lr: 4.924e-01, eta: 17:37:51, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3358, top5_acc: 0.5873, loss_cls: 3.0627, loss: 3.0627, grad_norm: 0.9885 2020-08-17 13:45:58,814 - mmaction - INFO - Epoch [110][360/470] lr: 4.924e-01, eta: 17:37:33, time: 0.938, data_time: 0.007, memory: 9444, top1_acc: 0.3307, top5_acc: 0.5822, loss_cls: 3.0600, loss: 3.0600, grad_norm: 0.9881 2020-08-17 13:46:17,143 - mmaction - INFO - Epoch [110][380/470] lr: 4.924e-01, eta: 17:37:15, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.3299, top5_acc: 0.5834, loss_cls: 3.0726, loss: 3.0726, grad_norm: 0.9831 2020-08-17 13:46:35,704 - mmaction - INFO - Epoch [110][400/470] lr: 4.924e-01, eta: 17:36:56, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3383, top5_acc: 0.5909, loss_cls: 3.0473, loss: 3.0473, grad_norm: 0.9609 2020-08-17 13:46:55,689 - mmaction - INFO - Epoch [110][420/470] lr: 4.924e-01, eta: 17:36:40, time: 1.001, data_time: 0.005, memory: 9444, top1_acc: 0.3285, top5_acc: 0.5694, loss_cls: 3.0953, loss: 3.0953, grad_norm: 0.9796 2020-08-17 13:47:13,070 - mmaction - INFO - Epoch [110][440/470] lr: 4.924e-01, eta: 17:36:20, time: 0.866, data_time: 0.005, memory: 9444, top1_acc: 0.3447, top5_acc: 0.5847, loss_cls: 3.0411, loss: 3.0411, grad_norm: 0.9859 2020-08-17 13:47:31,394 - mmaction - INFO - Epoch [110][460/470] lr: 4.924e-01, eta: 17:36:01, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3306, top5_acc: 0.5796, loss_cls: 3.0758, loss: 3.0758, grad_norm: 0.9934 2020-08-17 13:48:03,861 - mmaction - INFO - Epoch [111][20/470] lr: 4.876e-01, eta: 17:35:27, time: 1.150, data_time: 0.366, memory: 9444, top1_acc: 0.3341, top5_acc: 0.5851, loss_cls: 3.0623, loss: 3.0623, grad_norm: 0.9780 2020-08-17 13:48:22,034 - mmaction - INFO - Epoch [111][40/470] lr: 4.876e-01, eta: 17:35:08, time: 0.906, data_time: 0.007, memory: 9444, top1_acc: 0.3368, top5_acc: 0.5811, loss_cls: 3.0431, loss: 3.0431, grad_norm: 0.9817 2020-08-17 13:48:40,474 - mmaction - INFO - Epoch [111][60/470] lr: 4.876e-01, eta: 17:34:50, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5883, loss_cls: 3.0648, loss: 3.0648, grad_norm: 0.9765 2020-08-17 13:49:00,568 - mmaction - INFO - Epoch [111][80/470] lr: 4.876e-01, eta: 17:34:34, time: 1.005, data_time: 0.006, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5885, loss_cls: 3.0521, loss: 3.0521, grad_norm: 0.9946 2020-08-17 13:49:18,315 - mmaction - INFO - Epoch [111][100/470] lr: 4.876e-01, eta: 17:34:14, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3332, top5_acc: 0.5894, loss_cls: 3.0361, loss: 3.0361, grad_norm: 0.9880 2020-08-17 13:49:36,711 - mmaction - INFO - Epoch [111][120/470] lr: 4.876e-01, eta: 17:33:56, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3440, top5_acc: 0.5893, loss_cls: 3.0446, loss: 3.0446, grad_norm: 0.9942 2020-08-17 13:49:54,851 - mmaction - INFO - Epoch [111][140/470] lr: 4.876e-01, eta: 17:33:37, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.3378, top5_acc: 0.5876, loss_cls: 3.0500, loss: 3.0500, grad_norm: 0.9812 2020-08-17 13:50:11,670 - mmaction - INFO - Epoch [111][160/470] lr: 4.876e-01, eta: 17:33:16, time: 0.841, data_time: 0.006, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5843, loss_cls: 3.0787, loss: 3.0787, grad_norm: 0.9762 2020-08-17 13:50:31,267 - mmaction - INFO - Epoch [111][180/470] lr: 4.876e-01, eta: 17:32:59, time: 0.980, data_time: 0.003, memory: 9444, top1_acc: 0.3271, top5_acc: 0.5850, loss_cls: 3.0671, loss: 3.0671, grad_norm: 0.9864 2020-08-17 13:50:49,996 - mmaction - INFO - Epoch [111][200/470] lr: 4.876e-01, eta: 17:32:41, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3266, top5_acc: 0.5731, loss_cls: 3.1168, loss: 3.1168, grad_norm: 0.9958 2020-08-17 13:51:09,107 - mmaction - INFO - Epoch [111][220/470] lr: 4.876e-01, eta: 17:32:23, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3389, top5_acc: 0.5881, loss_cls: 3.0518, loss: 3.0518, grad_norm: 0.9721 2020-08-17 13:51:27,445 - mmaction - INFO - Epoch [111][240/470] lr: 4.876e-01, eta: 17:32:05, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3397, top5_acc: 0.5885, loss_cls: 3.0388, loss: 3.0388, grad_norm: 0.9851 2020-08-17 13:51:44,740 - mmaction - INFO - Epoch [111][260/470] lr: 4.876e-01, eta: 17:31:45, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.3344, top5_acc: 0.5882, loss_cls: 3.0343, loss: 3.0343, grad_norm: 0.9866 2020-08-17 13:52:02,410 - mmaction - INFO - Epoch [111][280/470] lr: 4.876e-01, eta: 17:31:25, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3284, top5_acc: 0.5825, loss_cls: 3.0809, loss: 3.0809, grad_norm: 0.9991 2020-08-17 13:52:20,030 - mmaction - INFO - Epoch [111][300/470] lr: 4.876e-01, eta: 17:31:06, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.3340, top5_acc: 0.5910, loss_cls: 3.0301, loss: 3.0301, grad_norm: 0.9960 2020-08-17 13:52:37,372 - mmaction - INFO - Epoch [111][320/470] lr: 4.876e-01, eta: 17:30:46, time: 0.865, data_time: 0.005, memory: 9444, top1_acc: 0.3284, top5_acc: 0.5856, loss_cls: 3.0508, loss: 3.0508, grad_norm: 0.9771 2020-08-17 13:52:55,488 - mmaction - INFO - Epoch [111][340/470] lr: 4.876e-01, eta: 17:30:27, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3302, top5_acc: 0.5795, loss_cls: 3.1008, loss: 3.1008, grad_norm: 0.9857 2020-08-17 13:53:13,883 - mmaction - INFO - Epoch [111][360/470] lr: 4.876e-01, eta: 17:30:08, time: 0.917, data_time: 0.004, memory: 9444, top1_acc: 0.3361, top5_acc: 0.5815, loss_cls: 3.0563, loss: 3.0563, grad_norm: 0.9891 2020-08-17 13:53:31,438 - mmaction - INFO - Epoch [111][380/470] lr: 4.876e-01, eta: 17:29:49, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.3259, top5_acc: 0.5797, loss_cls: 3.0864, loss: 3.0864, grad_norm: 0.9725 2020-08-17 13:53:50,551 - mmaction - INFO - Epoch [111][400/470] lr: 4.876e-01, eta: 17:29:31, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3429, top5_acc: 0.5879, loss_cls: 3.0208, loss: 3.0208, grad_norm: 0.9731 2020-08-17 13:54:09,791 - mmaction - INFO - Epoch [111][420/470] lr: 4.876e-01, eta: 17:29:14, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3292, top5_acc: 0.5717, loss_cls: 3.0995, loss: 3.0995, grad_norm: 0.9834 2020-08-17 13:54:27,520 - mmaction - INFO - Epoch [111][440/470] lr: 4.876e-01, eta: 17:28:54, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3321, top5_acc: 0.5828, loss_cls: 3.0578, loss: 3.0578, grad_norm: 0.9741 2020-08-17 13:54:46,733 - mmaction - INFO - Epoch [111][460/470] lr: 4.876e-01, eta: 17:28:37, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3386, top5_acc: 0.5855, loss_cls: 3.0355, loss: 3.0355, grad_norm: 0.9875 2020-08-17 13:55:18,549 - mmaction - INFO - Epoch [112][20/470] lr: 4.828e-01, eta: 17:28:04, time: 1.203, data_time: 0.369, memory: 9444, top1_acc: 0.3317, top5_acc: 0.5913, loss_cls: 3.0384, loss: 3.0384, grad_norm: 0.9872 2020-08-17 13:55:36,692 - mmaction - INFO - Epoch [112][40/470] lr: 4.828e-01, eta: 17:27:45, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3342, top5_acc: 0.5860, loss_cls: 3.0664, loss: 3.0664, grad_norm: 0.9819 2020-08-17 13:55:52,836 - mmaction - INFO - Epoch [112][60/470] lr: 4.828e-01, eta: 17:27:24, time: 0.808, data_time: 0.005, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5903, loss_cls: 3.0286, loss: 3.0286, grad_norm: 0.9818 2020-08-17 13:56:10,565 - mmaction - INFO - Epoch [112][80/470] lr: 4.828e-01, eta: 17:27:05, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.3406, top5_acc: 0.5960, loss_cls: 3.0146, loss: 3.0146, grad_norm: 1.0067 2020-08-17 13:56:30,298 - mmaction - INFO - Epoch [112][100/470] lr: 4.828e-01, eta: 17:26:48, time: 0.988, data_time: 0.006, memory: 9444, top1_acc: 0.3387, top5_acc: 0.5938, loss_cls: 3.0105, loss: 3.0105, grad_norm: 0.9987 2020-08-17 13:56:47,459 - mmaction - INFO - Epoch [112][120/470] lr: 4.828e-01, eta: 17:26:28, time: 0.857, data_time: 0.005, memory: 9444, top1_acc: 0.3311, top5_acc: 0.5833, loss_cls: 3.0560, loss: 3.0560, grad_norm: 1.0017 2020-08-17 13:57:06,913 - mmaction - INFO - Epoch [112][140/470] lr: 4.828e-01, eta: 17:26:10, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3411, top5_acc: 0.5876, loss_cls: 3.0660, loss: 3.0660, grad_norm: 0.9876 2020-08-17 13:57:25,344 - mmaction - INFO - Epoch [112][160/470] lr: 4.828e-01, eta: 17:25:52, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5868, loss_cls: 3.0689, loss: 3.0689, grad_norm: 0.9791 2020-08-17 13:57:44,600 - mmaction - INFO - Epoch [112][180/470] lr: 4.828e-01, eta: 17:25:35, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3417, top5_acc: 0.5848, loss_cls: 3.0189, loss: 3.0189, grad_norm: 0.9763 2020-08-17 13:58:03,060 - mmaction - INFO - Epoch [112][200/470] lr: 4.828e-01, eta: 17:25:16, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3444, top5_acc: 0.6003, loss_cls: 2.9846, loss: 2.9846, grad_norm: 0.9904 2020-08-17 13:58:21,602 - mmaction - INFO - Epoch [112][220/470] lr: 4.828e-01, eta: 17:24:58, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3388, top5_acc: 0.5931, loss_cls: 3.0287, loss: 3.0287, grad_norm: 0.9867 2020-08-17 13:58:40,598 - mmaction - INFO - Epoch [112][240/470] lr: 4.828e-01, eta: 17:24:40, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3487, top5_acc: 0.5908, loss_cls: 3.0215, loss: 3.0215, grad_norm: 0.9826 2020-08-17 13:58:58,961 - mmaction - INFO - Epoch [112][260/470] lr: 4.828e-01, eta: 17:24:21, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3312, top5_acc: 0.5790, loss_cls: 3.0753, loss: 3.0753, grad_norm: 1.0018 2020-08-17 13:59:16,654 - mmaction - INFO - Epoch [112][280/470] lr: 4.828e-01, eta: 17:24:02, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.3377, top5_acc: 0.5892, loss_cls: 3.0226, loss: 3.0226, grad_norm: 0.9818 2020-08-17 13:59:34,512 - mmaction - INFO - Epoch [112][300/470] lr: 4.828e-01, eta: 17:23:43, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.3400, top5_acc: 0.5940, loss_cls: 3.0054, loss: 3.0054, grad_norm: 0.9850 2020-08-17 13:59:52,390 - mmaction - INFO - Epoch [112][320/470] lr: 4.828e-01, eta: 17:23:23, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.3354, top5_acc: 0.5850, loss_cls: 3.0734, loss: 3.0734, grad_norm: 0.9949 2020-08-17 14:00:13,271 - mmaction - INFO - Epoch [112][340/470] lr: 4.828e-01, eta: 17:23:08, time: 1.041, data_time: 0.005, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5852, loss_cls: 3.0484, loss: 3.0484, grad_norm: 0.9854 2020-08-17 14:00:30,605 - mmaction - INFO - Epoch [112][360/470] lr: 4.828e-01, eta: 17:22:48, time: 0.871, data_time: 0.013, memory: 9444, top1_acc: 0.3414, top5_acc: 0.5924, loss_cls: 3.0314, loss: 3.0314, grad_norm: 1.0048 2020-08-17 14:00:49,407 - mmaction - INFO - Epoch [112][380/470] lr: 4.828e-01, eta: 17:22:30, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.3249, top5_acc: 0.5772, loss_cls: 3.0903, loss: 3.0903, grad_norm: 1.0076 2020-08-17 14:01:06,832 - mmaction - INFO - Epoch [112][400/470] lr: 4.828e-01, eta: 17:22:10, time: 0.870, data_time: 0.007, memory: 9444, top1_acc: 0.3452, top5_acc: 0.5952, loss_cls: 2.9964, loss: 2.9964, grad_norm: 0.9749 2020-08-17 14:01:25,735 - mmaction - INFO - Epoch [112][420/470] lr: 4.828e-01, eta: 17:21:53, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3336, top5_acc: 0.5812, loss_cls: 3.0638, loss: 3.0638, grad_norm: 0.9921 2020-08-17 14:01:44,864 - mmaction - INFO - Epoch [112][440/470] lr: 4.828e-01, eta: 17:21:35, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3250, top5_acc: 0.5740, loss_cls: 3.1174, loss: 3.1174, grad_norm: 0.9823 2020-08-17 14:02:03,969 - mmaction - INFO - Epoch [112][460/470] lr: 4.828e-01, eta: 17:21:17, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3356, top5_acc: 0.5813, loss_cls: 3.0600, loss: 3.0600, grad_norm: 0.9821 2020-08-17 14:02:13,208 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-08-17 14:02:38,457 - mmaction - INFO - Epoch [113][20/470] lr: 4.780e-01, eta: 17:20:44, time: 1.163, data_time: 0.418, memory: 9444, top1_acc: 0.3385, top5_acc: 0.5931, loss_cls: 3.0211, loss: 3.0211, grad_norm: 0.9749 2020-08-17 14:02:55,666 - mmaction - INFO - Epoch [113][40/470] lr: 4.780e-01, eta: 17:20:24, time: 0.860, data_time: 0.003, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5902, loss_cls: 3.0002, loss: 3.0002, grad_norm: 1.0115 2020-08-17 14:03:14,574 - mmaction - INFO - Epoch [113][60/470] lr: 4.780e-01, eta: 17:20:06, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3431, top5_acc: 0.5917, loss_cls: 3.0301, loss: 3.0301, grad_norm: 0.9925 2020-08-17 14:03:34,183 - mmaction - INFO - Epoch [113][80/470] lr: 4.780e-01, eta: 17:19:49, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.3388, top5_acc: 0.5918, loss_cls: 3.0413, loss: 3.0413, grad_norm: 0.9989 2020-08-17 14:03:52,396 - mmaction - INFO - Epoch [113][100/470] lr: 4.780e-01, eta: 17:19:30, time: 0.909, data_time: 0.004, memory: 9444, top1_acc: 0.3426, top5_acc: 0.5955, loss_cls: 3.0320, loss: 3.0320, grad_norm: 0.9851 2020-08-17 14:04:10,672 - mmaction - INFO - Epoch [113][120/470] lr: 4.780e-01, eta: 17:19:11, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3490, top5_acc: 0.5904, loss_cls: 3.0108, loss: 3.0108, grad_norm: 0.9780 2020-08-17 14:04:29,199 - mmaction - INFO - Epoch [113][140/470] lr: 4.780e-01, eta: 17:18:53, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3444, top5_acc: 0.5921, loss_cls: 3.0055, loss: 3.0055, grad_norm: 0.9870 2020-08-17 14:04:47,807 - mmaction - INFO - Epoch [113][160/470] lr: 4.780e-01, eta: 17:18:35, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5912, loss_cls: 3.0327, loss: 3.0327, grad_norm: 0.9946 2020-08-17 14:05:06,399 - mmaction - INFO - Epoch [113][180/470] lr: 4.780e-01, eta: 17:18:17, time: 0.930, data_time: 0.002, memory: 9444, top1_acc: 0.3355, top5_acc: 0.5831, loss_cls: 3.0765, loss: 3.0765, grad_norm: 0.9902 2020-08-17 14:05:25,480 - mmaction - INFO - Epoch [113][200/470] lr: 4.780e-01, eta: 17:17:59, time: 0.954, data_time: 0.002, memory: 9444, top1_acc: 0.3456, top5_acc: 0.5922, loss_cls: 3.0192, loss: 3.0192, grad_norm: 0.9937 2020-08-17 14:05:44,129 - mmaction - INFO - Epoch [113][220/470] lr: 4.780e-01, eta: 17:17:41, time: 0.929, data_time: 0.004, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5873, loss_cls: 3.0471, loss: 3.0471, grad_norm: 1.0069 2020-08-17 14:06:02,980 - mmaction - INFO - Epoch [113][240/470] lr: 4.780e-01, eta: 17:17:23, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.3298, top5_acc: 0.5783, loss_cls: 3.0779, loss: 3.0779, grad_norm: 0.9935 2020-08-17 14:06:22,057 - mmaction - INFO - Epoch [113][260/470] lr: 4.780e-01, eta: 17:17:05, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3382, top5_acc: 0.5937, loss_cls: 3.0271, loss: 3.0271, grad_norm: 0.9809 2020-08-17 14:06:40,722 - mmaction - INFO - Epoch [113][280/470] lr: 4.780e-01, eta: 17:16:47, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3431, top5_acc: 0.5933, loss_cls: 3.0149, loss: 3.0149, grad_norm: 1.0017 2020-08-17 14:06:58,771 - mmaction - INFO - Epoch [113][300/470] lr: 4.780e-01, eta: 17:16:28, time: 0.900, data_time: 0.004, memory: 9444, top1_acc: 0.3380, top5_acc: 0.5874, loss_cls: 3.0447, loss: 3.0447, grad_norm: 0.9960 2020-08-17 14:07:17,218 - mmaction - INFO - Epoch [113][320/470] lr: 4.780e-01, eta: 17:16:09, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3365, top5_acc: 0.5776, loss_cls: 3.0738, loss: 3.0738, grad_norm: 0.9882 2020-08-17 14:07:35,688 - mmaction - INFO - Epoch [113][340/470] lr: 4.780e-01, eta: 17:15:51, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3429, top5_acc: 0.5985, loss_cls: 3.0007, loss: 3.0007, grad_norm: 1.0008 2020-08-17 14:07:54,705 - mmaction - INFO - Epoch [113][360/470] lr: 4.780e-01, eta: 17:15:33, time: 0.952, data_time: 0.002, memory: 9444, top1_acc: 0.3402, top5_acc: 0.5850, loss_cls: 3.0378, loss: 3.0378, grad_norm: 0.9840 2020-08-17 14:08:12,812 - mmaction - INFO - Epoch [113][380/470] lr: 4.780e-01, eta: 17:15:14, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3294, top5_acc: 0.5813, loss_cls: 3.0644, loss: 3.0644, grad_norm: 0.9848 2020-08-17 14:08:31,389 - mmaction - INFO - Epoch [113][400/470] lr: 4.780e-01, eta: 17:14:56, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3436, top5_acc: 0.5885, loss_cls: 3.0254, loss: 3.0254, grad_norm: 0.9909 2020-08-17 14:08:50,400 - mmaction - INFO - Epoch [113][420/470] lr: 4.780e-01, eta: 17:14:38, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.3361, top5_acc: 0.5864, loss_cls: 3.0661, loss: 3.0661, grad_norm: 0.9838 2020-08-17 14:09:07,938 - mmaction - INFO - Epoch [113][440/470] lr: 4.780e-01, eta: 17:14:19, time: 0.877, data_time: 0.002, memory: 9444, top1_acc: 0.3445, top5_acc: 0.5939, loss_cls: 3.0217, loss: 3.0217, grad_norm: 0.9960 2020-08-17 14:09:26,676 - mmaction - INFO - Epoch [113][460/470] lr: 4.780e-01, eta: 17:14:01, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3410, top5_acc: 0.5886, loss_cls: 3.0356, loss: 3.0356, grad_norm: 0.9892 2020-08-17 14:09:58,282 - mmaction - INFO - Epoch [114][20/470] lr: 4.732e-01, eta: 17:13:26, time: 1.129, data_time: 0.364, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5957, loss_cls: 3.0022, loss: 3.0022, grad_norm: 0.9930 2020-08-17 14:10:15,990 - mmaction - INFO - Epoch [114][40/470] lr: 4.732e-01, eta: 17:13:07, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5976, loss_cls: 3.0011, loss: 3.0011, grad_norm: 0.9962 2020-08-17 14:10:33,933 - mmaction - INFO - Epoch [114][60/470] lr: 4.732e-01, eta: 17:12:48, time: 0.895, data_time: 0.002, memory: 9444, top1_acc: 0.3382, top5_acc: 0.5857, loss_cls: 3.0397, loss: 3.0397, grad_norm: 1.0000 2020-08-17 14:10:52,401 - mmaction - INFO - Epoch [114][80/470] lr: 4.732e-01, eta: 17:12:29, time: 0.925, data_time: 0.007, memory: 9444, top1_acc: 0.3468, top5_acc: 0.5934, loss_cls: 2.9994, loss: 2.9994, grad_norm: 1.0014 2020-08-17 14:11:10,969 - mmaction - INFO - Epoch [114][100/470] lr: 4.732e-01, eta: 17:12:11, time: 0.928, data_time: 0.003, memory: 9444, top1_acc: 0.3358, top5_acc: 0.5829, loss_cls: 3.0456, loss: 3.0456, grad_norm: 1.0117 2020-08-17 14:11:30,152 - mmaction - INFO - Epoch [114][120/470] lr: 4.732e-01, eta: 17:11:54, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.3314, top5_acc: 0.5891, loss_cls: 3.0456, loss: 3.0456, grad_norm: 0.9932 2020-08-17 14:11:48,524 - mmaction - INFO - Epoch [114][140/470] lr: 4.732e-01, eta: 17:11:35, time: 0.920, data_time: 0.007, memory: 9444, top1_acc: 0.3427, top5_acc: 0.5904, loss_cls: 3.0088, loss: 3.0088, grad_norm: 0.9953 2020-08-17 14:12:06,371 - mmaction - INFO - Epoch [114][160/470] lr: 4.732e-01, eta: 17:11:16, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3374, top5_acc: 0.5871, loss_cls: 3.0284, loss: 3.0284, grad_norm: 0.9846 2020-08-17 14:12:24,869 - mmaction - INFO - Epoch [114][180/470] lr: 4.732e-01, eta: 17:10:57, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3400, top5_acc: 0.5874, loss_cls: 3.0226, loss: 3.0226, grad_norm: 1.0041 2020-08-17 14:12:42,859 - mmaction - INFO - Epoch [114][200/470] lr: 4.732e-01, eta: 17:10:38, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.3375, top5_acc: 0.5808, loss_cls: 3.0535, loss: 3.0535, grad_norm: 1.0101 2020-08-17 14:13:01,711 - mmaction - INFO - Epoch [114][220/470] lr: 4.732e-01, eta: 17:10:20, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3376, top5_acc: 0.5920, loss_cls: 3.0402, loss: 3.0402, grad_norm: 1.0020 2020-08-17 14:13:19,889 - mmaction - INFO - Epoch [114][240/470] lr: 4.732e-01, eta: 17:10:02, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3445, top5_acc: 0.5876, loss_cls: 3.0330, loss: 3.0330, grad_norm: 1.0119 2020-08-17 14:13:38,446 - mmaction - INFO - Epoch [114][260/470] lr: 4.732e-01, eta: 17:09:43, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3363, top5_acc: 0.5816, loss_cls: 3.0640, loss: 3.0640, grad_norm: 0.9902 2020-08-17 14:13:56,429 - mmaction - INFO - Epoch [114][280/470] lr: 4.732e-01, eta: 17:09:24, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3364, top5_acc: 0.5868, loss_cls: 3.0389, loss: 3.0389, grad_norm: 0.9735 2020-08-17 14:14:15,424 - mmaction - INFO - Epoch [114][300/470] lr: 4.732e-01, eta: 17:09:06, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.3389, top5_acc: 0.5846, loss_cls: 3.0373, loss: 3.0373, grad_norm: 1.0032 2020-08-17 14:14:33,670 - mmaction - INFO - Epoch [114][320/470] lr: 4.732e-01, eta: 17:08:48, time: 0.913, data_time: 0.002, memory: 9444, top1_acc: 0.3378, top5_acc: 0.5930, loss_cls: 3.0209, loss: 3.0209, grad_norm: 0.9973 2020-08-17 14:14:52,714 - mmaction - INFO - Epoch [114][340/470] lr: 4.732e-01, eta: 17:08:30, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3435, top5_acc: 0.5864, loss_cls: 3.0217, loss: 3.0217, grad_norm: 1.0038 2020-08-17 14:15:10,804 - mmaction - INFO - Epoch [114][360/470] lr: 4.732e-01, eta: 17:08:11, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3430, top5_acc: 0.5903, loss_cls: 3.0316, loss: 3.0316, grad_norm: 1.0036 2020-08-17 14:15:29,155 - mmaction - INFO - Epoch [114][380/470] lr: 4.732e-01, eta: 17:07:52, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3357, top5_acc: 0.5876, loss_cls: 3.0521, loss: 3.0521, grad_norm: 0.9936 2020-08-17 14:15:47,916 - mmaction - INFO - Epoch [114][400/470] lr: 4.732e-01, eta: 17:07:34, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3325, top5_acc: 0.5866, loss_cls: 3.0620, loss: 3.0620, grad_norm: 0.9976 2020-08-17 14:16:06,692 - mmaction - INFO - Epoch [114][420/470] lr: 4.732e-01, eta: 17:07:16, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3357, top5_acc: 0.5898, loss_cls: 3.0430, loss: 3.0430, grad_norm: 0.9978 2020-08-17 14:16:25,227 - mmaction - INFO - Epoch [114][440/470] lr: 4.732e-01, eta: 17:06:58, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3436, top5_acc: 0.5860, loss_cls: 3.0371, loss: 3.0371, grad_norm: 0.9859 2020-08-17 14:16:43,709 - mmaction - INFO - Epoch [114][460/470] lr: 4.732e-01, eta: 17:06:39, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3403, top5_acc: 0.5963, loss_cls: 3.0203, loss: 3.0203, grad_norm: 1.0225 2020-08-17 14:17:16,134 - mmaction - INFO - Epoch [115][20/470] lr: 4.684e-01, eta: 17:06:06, time: 1.166, data_time: 0.405, memory: 9444, top1_acc: 0.3386, top5_acc: 0.5831, loss_cls: 3.0313, loss: 3.0313, grad_norm: 0.9975 2020-08-17 14:17:33,790 - mmaction - INFO - Epoch [115][40/470] lr: 4.684e-01, eta: 17:05:47, time: 0.886, data_time: 0.007, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5869, loss_cls: 3.0417, loss: 3.0417, grad_norm: 0.9881 2020-08-17 14:17:52,624 - mmaction - INFO - Epoch [115][60/470] lr: 4.684e-01, eta: 17:05:29, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.3483, top5_acc: 0.5949, loss_cls: 2.9890, loss: 2.9890, grad_norm: 1.0088 2020-08-17 14:18:11,136 - mmaction - INFO - Epoch [115][80/470] lr: 4.684e-01, eta: 17:05:11, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3317, top5_acc: 0.5827, loss_cls: 3.0579, loss: 3.0579, grad_norm: 0.9980 2020-08-17 14:18:29,652 - mmaction - INFO - Epoch [115][100/470] lr: 4.684e-01, eta: 17:04:52, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3405, top5_acc: 0.5880, loss_cls: 3.0424, loss: 3.0424, grad_norm: 1.0063 2020-08-17 14:18:47,504 - mmaction - INFO - Epoch [115][120/470] lr: 4.684e-01, eta: 17:04:33, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.3470, top5_acc: 0.5973, loss_cls: 3.0079, loss: 3.0079, grad_norm: 0.9871 2020-08-17 14:19:06,433 - mmaction - INFO - Epoch [115][140/470] lr: 4.684e-01, eta: 17:04:15, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.3438, top5_acc: 0.5890, loss_cls: 3.0059, loss: 3.0059, grad_norm: 0.9919 2020-08-17 14:19:25,256 - mmaction - INFO - Epoch [115][160/470] lr: 4.684e-01, eta: 17:03:57, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3489, top5_acc: 0.5951, loss_cls: 2.9733, loss: 2.9733, grad_norm: 0.9929 2020-08-17 14:19:43,294 - mmaction - INFO - Epoch [115][180/470] lr: 4.684e-01, eta: 17:03:38, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3373, top5_acc: 0.5841, loss_cls: 3.0450, loss: 3.0450, grad_norm: 1.0027 2020-08-17 14:20:01,117 - mmaction - INFO - Epoch [115][200/470] lr: 4.684e-01, eta: 17:03:19, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.3350, top5_acc: 0.5878, loss_cls: 3.0407, loss: 3.0407, grad_norm: 0.9873 2020-08-17 14:20:19,732 - mmaction - INFO - Epoch [115][220/470] lr: 4.684e-01, eta: 17:03:01, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3385, top5_acc: 0.5938, loss_cls: 3.0292, loss: 3.0292, grad_norm: 0.9933 2020-08-17 14:20:38,245 - mmaction - INFO - Epoch [115][240/470] lr: 4.684e-01, eta: 17:02:42, time: 0.926, data_time: 0.007, memory: 9444, top1_acc: 0.3367, top5_acc: 0.5864, loss_cls: 3.0564, loss: 3.0564, grad_norm: 1.0009 2020-08-17 14:20:56,489 - mmaction - INFO - Epoch [115][260/470] lr: 4.684e-01, eta: 17:02:24, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3362, top5_acc: 0.5812, loss_cls: 3.0378, loss: 3.0378, grad_norm: 0.9792 2020-08-17 14:21:14,680 - mmaction - INFO - Epoch [115][280/470] lr: 4.684e-01, eta: 17:02:05, time: 0.907, data_time: 0.004, memory: 9444, top1_acc: 0.3466, top5_acc: 0.5938, loss_cls: 3.0020, loss: 3.0020, grad_norm: 0.9966 2020-08-17 14:21:32,616 - mmaction - INFO - Epoch [115][300/470] lr: 4.684e-01, eta: 17:01:46, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3438, top5_acc: 0.5878, loss_cls: 3.0237, loss: 3.0237, grad_norm: 1.0007 2020-08-17 14:21:51,214 - mmaction - INFO - Epoch [115][320/470] lr: 4.684e-01, eta: 17:01:27, time: 0.930, data_time: 0.003, memory: 9444, top1_acc: 0.3370, top5_acc: 0.5908, loss_cls: 3.0153, loss: 3.0153, grad_norm: 0.9993 2020-08-17 14:22:09,409 - mmaction - INFO - Epoch [115][340/470] lr: 4.684e-01, eta: 17:01:09, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5851, loss_cls: 3.0476, loss: 3.0476, grad_norm: 1.0049 2020-08-17 14:22:28,225 - mmaction - INFO - Epoch [115][360/470] lr: 4.684e-01, eta: 17:00:51, time: 0.941, data_time: 0.007, memory: 9444, top1_acc: 0.3521, top5_acc: 0.5957, loss_cls: 2.9995, loss: 2.9995, grad_norm: 1.0000 2020-08-17 14:22:46,281 - mmaction - INFO - Epoch [115][380/470] lr: 4.684e-01, eta: 17:00:32, time: 0.902, data_time: 0.004, memory: 9444, top1_acc: 0.3418, top5_acc: 0.5987, loss_cls: 3.0029, loss: 3.0029, grad_norm: 1.0071 2020-08-17 14:23:04,882 - mmaction - INFO - Epoch [115][400/470] lr: 4.684e-01, eta: 17:00:13, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3478, top5_acc: 0.5985, loss_cls: 2.9854, loss: 2.9854, grad_norm: 1.0001 2020-08-17 14:23:22,428 - mmaction - INFO - Epoch [115][420/470] lr: 4.684e-01, eta: 16:59:54, time: 0.879, data_time: 0.006, memory: 9444, top1_acc: 0.3400, top5_acc: 0.5920, loss_cls: 3.0307, loss: 3.0307, grad_norm: 1.0223 2020-08-17 14:23:40,146 - mmaction - INFO - Epoch [115][440/470] lr: 4.684e-01, eta: 16:59:35, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3289, top5_acc: 0.5831, loss_cls: 3.0807, loss: 3.0807, grad_norm: 0.9984 2020-08-17 14:23:58,195 - mmaction - INFO - Epoch [115][460/470] lr: 4.684e-01, eta: 16:59:16, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.3354, top5_acc: 0.5880, loss_cls: 3.0488, loss: 3.0488, grad_norm: 1.0034 2020-08-17 14:24:30,262 - mmaction - INFO - Epoch [116][20/470] lr: 4.635e-01, eta: 16:58:42, time: 1.140, data_time: 0.388, memory: 9444, top1_acc: 0.3412, top5_acc: 0.5833, loss_cls: 3.0454, loss: 3.0454, grad_norm: 0.9916 2020-08-17 14:24:48,150 - mmaction - INFO - Epoch [116][40/470] lr: 4.635e-01, eta: 16:58:23, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3386, top5_acc: 0.5903, loss_cls: 3.0289, loss: 3.0289, grad_norm: 1.0136 2020-08-17 14:25:06,185 - mmaction - INFO - Epoch [116][60/470] lr: 4.635e-01, eta: 16:58:04, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.3383, top5_acc: 0.5877, loss_cls: 3.0185, loss: 3.0185, grad_norm: 1.0128 2020-08-17 14:25:24,296 - mmaction - INFO - Epoch [116][80/470] lr: 4.635e-01, eta: 16:57:45, time: 0.906, data_time: 0.002, memory: 9444, top1_acc: 0.3465, top5_acc: 0.5904, loss_cls: 3.0173, loss: 3.0173, grad_norm: 0.9792 2020-08-17 14:25:42,602 - mmaction - INFO - Epoch [116][100/470] lr: 4.635e-01, eta: 16:57:26, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3421, top5_acc: 0.5935, loss_cls: 3.0224, loss: 3.0224, grad_norm: 0.9962 2020-08-17 14:26:00,897 - mmaction - INFO - Epoch [116][120/470] lr: 4.635e-01, eta: 16:57:08, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3457, top5_acc: 0.6033, loss_cls: 2.9676, loss: 2.9676, grad_norm: 0.9991 2020-08-17 14:26:18,999 - mmaction - INFO - Epoch [116][140/470] lr: 4.635e-01, eta: 16:56:49, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3396, top5_acc: 0.5954, loss_cls: 3.0029, loss: 3.0029, grad_norm: 1.0049 2020-08-17 14:26:37,274 - mmaction - INFO - Epoch [116][160/470] lr: 4.635e-01, eta: 16:56:30, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3405, top5_acc: 0.5969, loss_cls: 2.9953, loss: 2.9953, grad_norm: 0.9827 2020-08-17 14:26:55,711 - mmaction - INFO - Epoch [116][180/470] lr: 4.635e-01, eta: 16:56:12, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3536, top5_acc: 0.5990, loss_cls: 2.9679, loss: 2.9679, grad_norm: 0.9843 2020-08-17 14:27:13,661 - mmaction - INFO - Epoch [116][200/470] lr: 4.635e-01, eta: 16:55:53, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3379, top5_acc: 0.5944, loss_cls: 3.0188, loss: 3.0188, grad_norm: 1.0248 2020-08-17 14:27:32,463 - mmaction - INFO - Epoch [116][220/470] lr: 4.635e-01, eta: 16:55:35, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3422, top5_acc: 0.5929, loss_cls: 3.0354, loss: 3.0354, grad_norm: 1.0075 2020-08-17 14:27:50,922 - mmaction - INFO - Epoch [116][240/470] lr: 4.635e-01, eta: 16:55:16, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3409, top5_acc: 0.5828, loss_cls: 3.0456, loss: 3.0456, grad_norm: 1.0014 2020-08-17 14:28:09,039 - mmaction - INFO - Epoch [116][260/470] lr: 4.635e-01, eta: 16:54:57, time: 0.902, data_time: 0.004, memory: 9444, top1_acc: 0.3432, top5_acc: 0.5893, loss_cls: 3.0255, loss: 3.0255, grad_norm: 1.0158 2020-08-17 14:28:27,049 - mmaction - INFO - Epoch [116][280/470] lr: 4.635e-01, eta: 16:54:38, time: 0.903, data_time: 0.007, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5950, loss_cls: 3.0074, loss: 3.0074, grad_norm: 0.9958 2020-08-17 14:28:44,861 - mmaction - INFO - Epoch [116][300/470] lr: 4.635e-01, eta: 16:54:19, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3443, top5_acc: 0.5938, loss_cls: 3.0065, loss: 3.0065, grad_norm: 1.0079 2020-08-17 14:29:03,991 - mmaction - INFO - Epoch [116][320/470] lr: 4.635e-01, eta: 16:54:01, time: 0.956, data_time: 0.003, memory: 9444, top1_acc: 0.3335, top5_acc: 0.5896, loss_cls: 3.0448, loss: 3.0448, grad_norm: 1.0066 2020-08-17 14:29:21,776 - mmaction - INFO - Epoch [116][340/470] lr: 4.635e-01, eta: 16:53:42, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.3415, top5_acc: 0.5927, loss_cls: 3.0158, loss: 3.0158, grad_norm: 0.9998 2020-08-17 14:29:40,035 - mmaction - INFO - Epoch [116][360/470] lr: 4.635e-01, eta: 16:53:24, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5903, loss_cls: 3.0229, loss: 3.0229, grad_norm: 0.9963 2020-08-17 14:29:57,656 - mmaction - INFO - Epoch [116][380/470] lr: 4.635e-01, eta: 16:53:04, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.3489, top5_acc: 0.5951, loss_cls: 2.9903, loss: 2.9903, grad_norm: 0.9973 2020-08-17 14:30:16,456 - mmaction - INFO - Epoch [116][400/470] lr: 4.635e-01, eta: 16:52:46, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5931, loss_cls: 3.0307, loss: 3.0307, grad_norm: 1.0058 2020-08-17 14:30:35,682 - mmaction - INFO - Epoch [116][420/470] lr: 4.635e-01, eta: 16:52:29, time: 0.965, data_time: 0.007, memory: 9444, top1_acc: 0.3443, top5_acc: 0.5882, loss_cls: 3.0113, loss: 3.0113, grad_norm: 1.0072 2020-08-17 14:30:53,691 - mmaction - INFO - Epoch [116][440/470] lr: 4.635e-01, eta: 16:52:10, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3451, top5_acc: 0.5926, loss_cls: 2.9957, loss: 2.9957, grad_norm: 1.0117 2020-08-17 14:31:12,675 - mmaction - INFO - Epoch [116][460/470] lr: 4.635e-01, eta: 16:51:52, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3377, top5_acc: 0.5896, loss_cls: 3.0387, loss: 3.0387, grad_norm: 1.0133 2020-08-17 14:31:20,801 - mmaction - INFO - Saving checkpoint at 116 epochs 2020-08-17 14:31:43,086 - mmaction - INFO - Epoch [117][20/470] lr: 4.587e-01, eta: 16:51:16, time: 1.070, data_time: 0.369, memory: 9444, top1_acc: 0.3387, top5_acc: 0.5919, loss_cls: 3.0146, loss: 3.0146, grad_norm: 1.0057 2020-08-17 14:32:01,655 - mmaction - INFO - Epoch [117][40/470] lr: 4.587e-01, eta: 16:50:58, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3396, top5_acc: 0.5872, loss_cls: 3.0275, loss: 3.0275, grad_norm: 1.0209 2020-08-17 14:32:19,954 - mmaction - INFO - Epoch [117][60/470] lr: 4.587e-01, eta: 16:50:40, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3455, top5_acc: 0.5982, loss_cls: 2.9854, loss: 2.9854, grad_norm: 0.9890 2020-08-17 14:32:38,914 - mmaction - INFO - Epoch [117][80/470] lr: 4.587e-01, eta: 16:50:22, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3465, top5_acc: 0.5919, loss_cls: 3.0122, loss: 3.0122, grad_norm: 1.0072 2020-08-17 14:32:56,847 - mmaction - INFO - Epoch [117][100/470] lr: 4.587e-01, eta: 16:50:03, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3477, top5_acc: 0.5974, loss_cls: 2.9936, loss: 2.9936, grad_norm: 1.0082 2020-08-17 14:33:14,904 - mmaction - INFO - Epoch [117][120/470] lr: 4.587e-01, eta: 16:49:44, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.3509, top5_acc: 0.5935, loss_cls: 2.9851, loss: 2.9851, grad_norm: 1.0119 2020-08-17 14:33:32,932 - mmaction - INFO - Epoch [117][140/470] lr: 4.587e-01, eta: 16:49:25, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3457, top5_acc: 0.5891, loss_cls: 3.0270, loss: 3.0270, grad_norm: 1.0261 2020-08-17 14:33:52,219 - mmaction - INFO - Epoch [117][160/470] lr: 4.587e-01, eta: 16:49:07, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3293, top5_acc: 0.5837, loss_cls: 3.0420, loss: 3.0420, grad_norm: 1.0225 2020-08-17 14:34:11,399 - mmaction - INFO - Epoch [117][180/470] lr: 4.587e-01, eta: 16:48:50, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.3402, top5_acc: 0.5924, loss_cls: 3.0215, loss: 3.0215, grad_norm: 0.9923 2020-08-17 14:34:29,439 - mmaction - INFO - Epoch [117][200/470] lr: 4.587e-01, eta: 16:48:31, time: 0.902, data_time: 0.004, memory: 9444, top1_acc: 0.3342, top5_acc: 0.5876, loss_cls: 3.0437, loss: 3.0437, grad_norm: 0.9967 2020-08-17 14:34:47,201 - mmaction - INFO - Epoch [117][220/470] lr: 4.587e-01, eta: 16:48:12, time: 0.888, data_time: 0.002, memory: 9444, top1_acc: 0.3404, top5_acc: 0.5947, loss_cls: 3.0154, loss: 3.0154, grad_norm: 0.9930 2020-08-17 14:35:07,430 - mmaction - INFO - Epoch [117][240/470] lr: 4.587e-01, eta: 16:47:55, time: 1.011, data_time: 0.004, memory: 9444, top1_acc: 0.3490, top5_acc: 0.5925, loss_cls: 3.0241, loss: 3.0241, grad_norm: 0.9997 2020-08-17 14:35:25,515 - mmaction - INFO - Epoch [117][260/470] lr: 4.587e-01, eta: 16:47:36, time: 0.904, data_time: 0.002, memory: 9444, top1_acc: 0.3439, top5_acc: 0.5964, loss_cls: 3.0016, loss: 3.0016, grad_norm: 1.0029 2020-08-17 14:35:44,847 - mmaction - INFO - Epoch [117][280/470] lr: 4.587e-01, eta: 16:47:19, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3397, top5_acc: 0.5932, loss_cls: 3.0076, loss: 3.0076, grad_norm: 1.0286 2020-08-17 14:36:03,791 - mmaction - INFO - Epoch [117][300/470] lr: 4.587e-01, eta: 16:47:01, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3448, top5_acc: 0.5854, loss_cls: 3.0149, loss: 3.0149, grad_norm: 1.0268 2020-08-17 14:36:21,625 - mmaction - INFO - Epoch [117][320/470] lr: 4.587e-01, eta: 16:46:42, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.3396, top5_acc: 0.5860, loss_cls: 3.0490, loss: 3.0490, grad_norm: 1.0024 2020-08-17 14:36:39,790 - mmaction - INFO - Epoch [117][340/470] lr: 4.587e-01, eta: 16:46:23, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.3431, top5_acc: 0.5956, loss_cls: 3.0042, loss: 3.0042, grad_norm: 1.0017 2020-08-17 14:36:58,593 - mmaction - INFO - Epoch [117][360/470] lr: 4.587e-01, eta: 16:46:05, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3443, top5_acc: 0.5823, loss_cls: 3.0402, loss: 3.0402, grad_norm: 0.9997 2020-08-17 14:37:18,491 - mmaction - INFO - Epoch [117][380/470] lr: 4.587e-01, eta: 16:45:48, time: 0.996, data_time: 0.005, memory: 9444, top1_acc: 0.3492, top5_acc: 0.5969, loss_cls: 2.9939, loss: 2.9939, grad_norm: 1.0078 2020-08-17 14:37:36,729 - mmaction - INFO - Epoch [117][400/470] lr: 4.587e-01, eta: 16:45:30, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3482, top5_acc: 0.5891, loss_cls: 3.0037, loss: 3.0037, grad_norm: 1.0153 2020-08-17 14:37:54,142 - mmaction - INFO - Epoch [117][420/470] lr: 4.587e-01, eta: 16:45:10, time: 0.872, data_time: 0.005, memory: 9444, top1_acc: 0.3434, top5_acc: 0.5850, loss_cls: 3.0264, loss: 3.0264, grad_norm: 1.0011 2020-08-17 14:38:13,068 - mmaction - INFO - Epoch [117][440/470] lr: 4.587e-01, eta: 16:44:52, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3395, top5_acc: 0.5906, loss_cls: 3.0226, loss: 3.0226, grad_norm: 1.0030 2020-08-17 14:38:31,840 - mmaction - INFO - Epoch [117][460/470] lr: 4.587e-01, eta: 16:44:34, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3482, top5_acc: 0.5947, loss_cls: 2.9864, loss: 2.9864, grad_norm: 0.9867 2020-08-17 14:39:03,515 - mmaction - INFO - Epoch [118][20/470] lr: 4.538e-01, eta: 16:44:00, time: 1.131, data_time: 0.396, memory: 9444, top1_acc: 0.3536, top5_acc: 0.5958, loss_cls: 2.9802, loss: 2.9802, grad_norm: 1.0255 2020-08-17 14:39:22,267 - mmaction - INFO - Epoch [118][40/470] lr: 4.538e-01, eta: 16:43:42, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3457, top5_acc: 0.5934, loss_cls: 2.9845, loss: 2.9845, grad_norm: 1.0055 2020-08-17 14:39:40,949 - mmaction - INFO - Epoch [118][60/470] lr: 4.538e-01, eta: 16:43:24, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3383, top5_acc: 0.5946, loss_cls: 3.0049, loss: 3.0049, grad_norm: 1.0213 2020-08-17 14:39:59,156 - mmaction - INFO - Epoch [118][80/470] lr: 4.538e-01, eta: 16:43:05, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3395, top5_acc: 0.5902, loss_cls: 3.0328, loss: 3.0328, grad_norm: 1.0015 2020-08-17 14:40:19,442 - mmaction - INFO - Epoch [118][100/470] lr: 4.538e-01, eta: 16:42:49, time: 1.016, data_time: 0.006, memory: 9444, top1_acc: 0.3549, top5_acc: 0.5928, loss_cls: 2.9743, loss: 2.9743, grad_norm: 0.9905 2020-08-17 14:40:37,620 - mmaction - INFO - Epoch [118][120/470] lr: 4.538e-01, eta: 16:42:30, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.3499, top5_acc: 0.5982, loss_cls: 2.9922, loss: 2.9922, grad_norm: 1.0199 2020-08-17 14:40:55,870 - mmaction - INFO - Epoch [118][140/470] lr: 4.538e-01, eta: 16:42:12, time: 0.913, data_time: 0.004, memory: 9444, top1_acc: 0.3501, top5_acc: 0.5957, loss_cls: 2.9908, loss: 2.9908, grad_norm: 1.0060 2020-08-17 14:41:14,993 - mmaction - INFO - Epoch [118][160/470] lr: 4.538e-01, eta: 16:41:54, time: 0.956, data_time: 0.002, memory: 9444, top1_acc: 0.3513, top5_acc: 0.5991, loss_cls: 2.9669, loss: 2.9669, grad_norm: 1.0222 2020-08-17 14:41:33,093 - mmaction - INFO - Epoch [118][180/470] lr: 4.538e-01, eta: 16:41:35, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3465, top5_acc: 0.5960, loss_cls: 3.0103, loss: 3.0103, grad_norm: 1.0098 2020-08-17 14:41:52,536 - mmaction - INFO - Epoch [118][200/470] lr: 4.538e-01, eta: 16:41:18, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.3408, top5_acc: 0.5913, loss_cls: 3.0278, loss: 3.0278, grad_norm: 1.0228 2020-08-17 14:42:10,737 - mmaction - INFO - Epoch [118][220/470] lr: 4.538e-01, eta: 16:40:59, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.3431, top5_acc: 0.5870, loss_cls: 3.0443, loss: 3.0443, grad_norm: 1.0166 2020-08-17 14:42:29,839 - mmaction - INFO - Epoch [118][240/470] lr: 4.538e-01, eta: 16:40:41, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3468, top5_acc: 0.5916, loss_cls: 3.0304, loss: 3.0304, grad_norm: 0.9928 2020-08-17 14:42:48,917 - mmaction - INFO - Epoch [118][260/470] lr: 4.538e-01, eta: 16:40:24, time: 0.954, data_time: 0.002, memory: 9444, top1_acc: 0.3502, top5_acc: 0.5996, loss_cls: 2.9793, loss: 2.9793, grad_norm: 1.0112 2020-08-17 14:43:07,861 - mmaction - INFO - Epoch [118][280/470] lr: 4.538e-01, eta: 16:40:06, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3417, top5_acc: 0.5904, loss_cls: 3.0366, loss: 3.0366, grad_norm: 1.0157 2020-08-17 14:43:26,662 - mmaction - INFO - Epoch [118][300/470] lr: 4.538e-01, eta: 16:39:48, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3481, top5_acc: 0.6015, loss_cls: 2.9750, loss: 2.9750, grad_norm: 1.0006 2020-08-17 14:43:45,153 - mmaction - INFO - Epoch [118][320/470] lr: 4.538e-01, eta: 16:39:29, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3448, top5_acc: 0.5871, loss_cls: 3.0274, loss: 3.0274, grad_norm: 1.0166 2020-08-17 14:44:04,894 - mmaction - INFO - Epoch [118][340/470] lr: 4.538e-01, eta: 16:39:12, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5884, loss_cls: 3.0315, loss: 3.0315, grad_norm: 1.0044 2020-08-17 14:44:23,437 - mmaction - INFO - Epoch [118][360/470] lr: 4.538e-01, eta: 16:38:54, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3434, top5_acc: 0.5929, loss_cls: 3.0097, loss: 3.0097, grad_norm: 1.0001 2020-08-17 14:44:42,620 - mmaction - INFO - Epoch [118][380/470] lr: 4.538e-01, eta: 16:38:37, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.3483, top5_acc: 0.6008, loss_cls: 2.9927, loss: 2.9927, grad_norm: 1.0130 2020-08-17 14:45:02,292 - mmaction - INFO - Epoch [118][400/470] lr: 4.538e-01, eta: 16:38:20, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.3455, top5_acc: 0.5971, loss_cls: 2.9910, loss: 2.9910, grad_norm: 1.0236 2020-08-17 14:45:19,687 - mmaction - INFO - Epoch [118][420/470] lr: 4.538e-01, eta: 16:38:00, time: 0.870, data_time: 0.003, memory: 9444, top1_acc: 0.3390, top5_acc: 0.5856, loss_cls: 3.0350, loss: 3.0350, grad_norm: 1.0172 2020-08-17 14:45:38,347 - mmaction - INFO - Epoch [118][440/470] lr: 4.538e-01, eta: 16:37:42, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.3434, top5_acc: 0.5927, loss_cls: 3.0023, loss: 3.0023, grad_norm: 0.9882 2020-08-17 14:45:57,240 - mmaction - INFO - Epoch [118][460/470] lr: 4.538e-01, eta: 16:37:24, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3395, top5_acc: 0.5878, loss_cls: 3.0222, loss: 3.0222, grad_norm: 1.0115 2020-08-17 14:46:29,245 - mmaction - INFO - Epoch [119][20/470] lr: 4.490e-01, eta: 16:36:50, time: 1.106, data_time: 0.377, memory: 9444, top1_acc: 0.3531, top5_acc: 0.5924, loss_cls: 2.9914, loss: 2.9914, grad_norm: 1.0104 2020-08-17 14:46:47,257 - mmaction - INFO - Epoch [119][40/470] lr: 4.490e-01, eta: 16:36:31, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3532, top5_acc: 0.6045, loss_cls: 2.9708, loss: 2.9708, grad_norm: 1.0185 2020-08-17 14:47:05,713 - mmaction - INFO - Epoch [119][60/470] lr: 4.490e-01, eta: 16:36:12, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3509, top5_acc: 0.6015, loss_cls: 2.9973, loss: 2.9973, grad_norm: 1.0159 2020-08-17 14:47:23,385 - mmaction - INFO - Epoch [119][80/470] lr: 4.490e-01, eta: 16:35:53, time: 0.883, data_time: 0.007, memory: 9444, top1_acc: 0.3394, top5_acc: 0.5906, loss_cls: 3.0117, loss: 3.0117, grad_norm: 1.0212 2020-08-17 14:47:41,414 - mmaction - INFO - Epoch [119][100/470] lr: 4.490e-01, eta: 16:35:34, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3472, top5_acc: 0.5990, loss_cls: 2.9831, loss: 2.9831, grad_norm: 0.9930 2020-08-17 14:47:59,119 - mmaction - INFO - Epoch [119][120/470] lr: 4.490e-01, eta: 16:35:15, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.3425, top5_acc: 0.5966, loss_cls: 2.9953, loss: 2.9953, grad_norm: 1.0081 2020-08-17 14:48:17,651 - mmaction - INFO - Epoch [119][140/470] lr: 4.490e-01, eta: 16:34:56, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3417, top5_acc: 0.5948, loss_cls: 3.0056, loss: 3.0056, grad_norm: 1.0196 2020-08-17 14:48:36,505 - mmaction - INFO - Epoch [119][160/470] lr: 4.490e-01, eta: 16:34:38, time: 0.944, data_time: 0.002, memory: 9444, top1_acc: 0.3427, top5_acc: 0.5940, loss_cls: 3.0127, loss: 3.0127, grad_norm: 1.0134 2020-08-17 14:48:55,137 - mmaction - INFO - Epoch [119][180/470] lr: 4.490e-01, eta: 16:34:20, time: 0.930, data_time: 0.004, memory: 9444, top1_acc: 0.3440, top5_acc: 0.5975, loss_cls: 2.9866, loss: 2.9866, grad_norm: 1.0198 2020-08-17 14:49:13,259 - mmaction - INFO - Epoch [119][200/470] lr: 4.490e-01, eta: 16:34:01, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3392, top5_acc: 0.5829, loss_cls: 3.0344, loss: 3.0344, grad_norm: 1.0177 2020-08-17 14:49:30,135 - mmaction - INFO - Epoch [119][220/470] lr: 4.490e-01, eta: 16:33:41, time: 0.842, data_time: 0.006, memory: 9444, top1_acc: 0.3466, top5_acc: 0.5964, loss_cls: 2.9832, loss: 2.9832, grad_norm: 1.0153 2020-08-17 14:49:48,926 - mmaction - INFO - Epoch [119][240/470] lr: 4.490e-01, eta: 16:33:23, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3438, top5_acc: 0.5933, loss_cls: 2.9826, loss: 2.9826, grad_norm: 1.0220 2020-08-17 14:50:06,912 - mmaction - INFO - Epoch [119][260/470] lr: 4.490e-01, eta: 16:33:04, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3463, top5_acc: 0.5910, loss_cls: 3.0139, loss: 3.0139, grad_norm: 1.0188 2020-08-17 14:50:25,681 - mmaction - INFO - Epoch [119][280/470] lr: 4.490e-01, eta: 16:32:46, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.3413, top5_acc: 0.5929, loss_cls: 3.0122, loss: 3.0122, grad_norm: 1.0102 2020-08-17 14:50:43,105 - mmaction - INFO - Epoch [119][300/470] lr: 4.490e-01, eta: 16:32:26, time: 0.869, data_time: 0.005, memory: 9444, top1_acc: 0.3522, top5_acc: 0.6019, loss_cls: 2.9728, loss: 2.9728, grad_norm: 1.0277 2020-08-17 14:51:00,781 - mmaction - INFO - Epoch [119][320/470] lr: 4.490e-01, eta: 16:32:07, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3505, top5_acc: 0.5944, loss_cls: 2.9877, loss: 2.9877, grad_norm: 1.0272 2020-08-17 14:51:18,623 - mmaction - INFO - Epoch [119][340/470] lr: 4.490e-01, eta: 16:31:48, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3442, top5_acc: 0.5946, loss_cls: 2.9987, loss: 2.9987, grad_norm: 1.0140 2020-08-17 14:51:37,749 - mmaction - INFO - Epoch [119][360/470] lr: 4.490e-01, eta: 16:31:30, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3457, top5_acc: 0.5869, loss_cls: 3.0121, loss: 3.0121, grad_norm: 1.0079 2020-08-17 14:51:55,378 - mmaction - INFO - Epoch [119][380/470] lr: 4.490e-01, eta: 16:31:11, time: 0.882, data_time: 0.002, memory: 9444, top1_acc: 0.3369, top5_acc: 0.5836, loss_cls: 3.0434, loss: 3.0434, grad_norm: 1.0227 2020-08-17 14:52:13,234 - mmaction - INFO - Epoch [119][400/470] lr: 4.490e-01, eta: 16:30:52, time: 0.893, data_time: 0.002, memory: 9444, top1_acc: 0.3428, top5_acc: 0.5929, loss_cls: 3.0205, loss: 3.0205, grad_norm: 0.9992 2020-08-17 14:52:32,429 - mmaction - INFO - Epoch [119][420/470] lr: 4.490e-01, eta: 16:30:34, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.3397, top5_acc: 0.5861, loss_cls: 3.0459, loss: 3.0459, grad_norm: 1.0122 2020-08-17 14:52:50,501 - mmaction - INFO - Epoch [119][440/470] lr: 4.490e-01, eta: 16:30:15, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3486, top5_acc: 0.6043, loss_cls: 2.9706, loss: 2.9706, grad_norm: 1.0055 2020-08-17 14:53:09,003 - mmaction - INFO - Epoch [119][460/470] lr: 4.490e-01, eta: 16:29:57, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.3376, top5_acc: 0.5919, loss_cls: 3.0387, loss: 3.0387, grad_norm: 1.0257 2020-08-17 14:53:40,534 - mmaction - INFO - Epoch [120][20/470] lr: 4.441e-01, eta: 16:29:23, time: 1.124, data_time: 0.371, memory: 9444, top1_acc: 0.3498, top5_acc: 0.5937, loss_cls: 3.0004, loss: 3.0004, grad_norm: 1.0154 2020-08-17 14:53:58,776 - mmaction - INFO - Epoch [120][40/470] lr: 4.441e-01, eta: 16:29:04, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3575, top5_acc: 0.6035, loss_cls: 2.9469, loss: 2.9469, grad_norm: 1.0111 2020-08-17 14:54:17,805 - mmaction - INFO - Epoch [120][60/470] lr: 4.441e-01, eta: 16:28:47, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3440, top5_acc: 0.5965, loss_cls: 2.9792, loss: 2.9792, grad_norm: 1.0117 2020-08-17 14:54:37,507 - mmaction - INFO - Epoch [120][80/470] lr: 4.441e-01, eta: 16:28:30, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.3412, top5_acc: 0.5904, loss_cls: 3.0070, loss: 3.0070, grad_norm: 1.0252 2020-08-17 14:54:55,275 - mmaction - INFO - Epoch [120][100/470] lr: 4.441e-01, eta: 16:28:10, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3414, top5_acc: 0.5944, loss_cls: 2.9960, loss: 2.9960, grad_norm: 1.0214 2020-08-17 14:55:14,423 - mmaction - INFO - Epoch [120][120/470] lr: 4.441e-01, eta: 16:27:53, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.3448, top5_acc: 0.5975, loss_cls: 2.9862, loss: 2.9862, grad_norm: 1.0092 2020-08-17 14:55:32,585 - mmaction - INFO - Epoch [120][140/470] lr: 4.441e-01, eta: 16:27:34, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3466, top5_acc: 0.5939, loss_cls: 3.0008, loss: 3.0008, grad_norm: 1.0268 2020-08-17 14:55:51,892 - mmaction - INFO - Epoch [120][160/470] lr: 4.441e-01, eta: 16:27:16, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3483, top5_acc: 0.5958, loss_cls: 2.9670, loss: 2.9670, grad_norm: 1.0339 2020-08-17 14:56:10,171 - mmaction - INFO - Epoch [120][180/470] lr: 4.441e-01, eta: 16:26:58, time: 0.917, data_time: 0.007, memory: 9444, top1_acc: 0.3440, top5_acc: 0.5958, loss_cls: 3.0230, loss: 3.0230, grad_norm: 1.0306 2020-08-17 14:56:28,152 - mmaction - INFO - Epoch [120][200/470] lr: 4.441e-01, eta: 16:26:39, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3437, top5_acc: 0.5942, loss_cls: 3.0243, loss: 3.0243, grad_norm: 1.0319 2020-08-17 14:56:47,367 - mmaction - INFO - Epoch [120][220/470] lr: 4.441e-01, eta: 16:26:21, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3482, top5_acc: 0.5881, loss_cls: 3.0127, loss: 3.0127, grad_norm: 1.0206 2020-08-17 14:57:06,906 - mmaction - INFO - Epoch [120][240/470] lr: 4.441e-01, eta: 16:26:04, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.3472, top5_acc: 0.5987, loss_cls: 2.9811, loss: 2.9811, grad_norm: 1.0101 2020-08-17 14:57:25,374 - mmaction - INFO - Epoch [120][260/470] lr: 4.441e-01, eta: 16:25:46, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3442, top5_acc: 0.5995, loss_cls: 2.9732, loss: 2.9732, grad_norm: 1.0196 2020-08-17 14:57:44,213 - mmaction - INFO - Epoch [120][280/470] lr: 4.441e-01, eta: 16:25:28, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3413, top5_acc: 0.5896, loss_cls: 3.0141, loss: 3.0141, grad_norm: 1.0289 2020-08-17 14:58:02,904 - mmaction - INFO - Epoch [120][300/470] lr: 4.441e-01, eta: 16:25:10, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3366, top5_acc: 0.5810, loss_cls: 3.0584, loss: 3.0584, grad_norm: 1.0179 2020-08-17 14:58:21,654 - mmaction - INFO - Epoch [120][320/470] lr: 4.441e-01, eta: 16:24:51, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3430, top5_acc: 0.5936, loss_cls: 3.0200, loss: 3.0200, grad_norm: 1.0083 2020-08-17 14:58:40,285 - mmaction - INFO - Epoch [120][340/470] lr: 4.441e-01, eta: 16:24:33, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3397, top5_acc: 0.5852, loss_cls: 3.0278, loss: 3.0278, grad_norm: 1.0127 2020-08-17 14:58:58,874 - mmaction - INFO - Epoch [120][360/470] lr: 4.441e-01, eta: 16:24:15, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5970, loss_cls: 2.9949, loss: 2.9949, grad_norm: 1.0381 2020-08-17 14:59:16,757 - mmaction - INFO - Epoch [120][380/470] lr: 4.441e-01, eta: 16:23:56, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3472, top5_acc: 0.5904, loss_cls: 2.9921, loss: 2.9921, grad_norm: 1.0084 2020-08-17 14:59:36,088 - mmaction - INFO - Epoch [120][400/470] lr: 4.441e-01, eta: 16:23:38, time: 0.966, data_time: 0.002, memory: 9444, top1_acc: 0.3512, top5_acc: 0.5992, loss_cls: 2.9668, loss: 2.9668, grad_norm: 1.0196 2020-08-17 14:59:54,592 - mmaction - INFO - Epoch [120][420/470] lr: 4.441e-01, eta: 16:23:20, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.3409, top5_acc: 0.5873, loss_cls: 3.0366, loss: 3.0366, grad_norm: 1.0182 2020-08-17 15:00:14,314 - mmaction - INFO - Epoch [120][440/470] lr: 4.441e-01, eta: 16:23:03, time: 0.982, data_time: 0.007, memory: 9444, top1_acc: 0.3458, top5_acc: 0.5929, loss_cls: 3.0057, loss: 3.0057, grad_norm: 1.0079 2020-08-17 15:00:32,640 - mmaction - INFO - Epoch [120][460/470] lr: 4.441e-01, eta: 16:22:44, time: 0.922, data_time: 0.022, memory: 9444, top1_acc: 0.3418, top5_acc: 0.5884, loss_cls: 3.0178, loss: 3.0178, grad_norm: 1.0247 2020-08-17 15:00:41,842 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-08-17 15:01:07,432 - mmaction - INFO - Epoch [121][20/470] lr: 4.392e-01, eta: 16:22:13, time: 1.236, data_time: 0.472, memory: 9444, top1_acc: 0.3590, top5_acc: 0.6068, loss_cls: 2.9383, loss: 2.9383, grad_norm: 1.0243 2020-08-17 15:01:24,680 - mmaction - INFO - Epoch [121][40/470] lr: 4.392e-01, eta: 16:21:54, time: 0.863, data_time: 0.003, memory: 9444, top1_acc: 0.3422, top5_acc: 0.5960, loss_cls: 2.9882, loss: 2.9882, grad_norm: 1.0190 2020-08-17 15:01:42,792 - mmaction - INFO - Epoch [121][60/470] lr: 4.392e-01, eta: 16:21:35, time: 0.903, data_time: 0.004, memory: 9444, top1_acc: 0.3515, top5_acc: 0.6029, loss_cls: 2.9615, loss: 2.9615, grad_norm: 1.0127 2020-08-17 15:02:01,048 - mmaction - INFO - Epoch [121][80/470] lr: 4.392e-01, eta: 16:21:16, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3455, top5_acc: 0.5969, loss_cls: 2.9792, loss: 2.9792, grad_norm: 1.0245 2020-08-17 15:02:20,254 - mmaction - INFO - Epoch [121][100/470] lr: 4.392e-01, eta: 16:20:59, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.3553, top5_acc: 0.6032, loss_cls: 2.9647, loss: 2.9647, grad_norm: 1.0331 2020-08-17 15:02:38,399 - mmaction - INFO - Epoch [121][120/470] lr: 4.392e-01, eta: 16:20:40, time: 0.907, data_time: 0.007, memory: 9444, top1_acc: 0.3513, top5_acc: 0.6000, loss_cls: 2.9778, loss: 2.9778, grad_norm: 1.0120 2020-08-17 15:02:56,947 - mmaction - INFO - Epoch [121][140/470] lr: 4.392e-01, eta: 16:20:21, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3467, top5_acc: 0.6080, loss_cls: 2.9615, loss: 2.9615, grad_norm: 1.0276 2020-08-17 15:03:16,089 - mmaction - INFO - Epoch [121][160/470] lr: 4.392e-01, eta: 16:20:04, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3408, top5_acc: 0.5893, loss_cls: 3.0167, loss: 3.0167, grad_norm: 1.0271 2020-08-17 15:03:34,211 - mmaction - INFO - Epoch [121][180/470] lr: 4.392e-01, eta: 16:19:45, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3456, top5_acc: 0.5984, loss_cls: 2.9854, loss: 2.9854, grad_norm: 1.0092 2020-08-17 15:03:52,731 - mmaction - INFO - Epoch [121][200/470] lr: 4.392e-01, eta: 16:19:27, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.3499, top5_acc: 0.5942, loss_cls: 2.9743, loss: 2.9743, grad_norm: 1.0206 2020-08-17 15:04:11,087 - mmaction - INFO - Epoch [121][220/470] lr: 4.392e-01, eta: 16:19:08, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3526, top5_acc: 0.5983, loss_cls: 2.9744, loss: 2.9744, grad_norm: 1.0215 2020-08-17 15:04:29,792 - mmaction - INFO - Epoch [121][240/470] lr: 4.392e-01, eta: 16:18:50, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3451, top5_acc: 0.5927, loss_cls: 2.9940, loss: 2.9940, grad_norm: 1.0304 2020-08-17 15:04:48,136 - mmaction - INFO - Epoch [121][260/470] lr: 4.392e-01, eta: 16:18:31, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3473, top5_acc: 0.5992, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.0370 2020-08-17 15:05:06,475 - mmaction - INFO - Epoch [121][280/470] lr: 4.392e-01, eta: 16:18:13, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3430, top5_acc: 0.5991, loss_cls: 2.9927, loss: 2.9927, grad_norm: 1.0459 2020-08-17 15:05:25,274 - mmaction - INFO - Epoch [121][300/470] lr: 4.392e-01, eta: 16:17:55, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3457, top5_acc: 0.5963, loss_cls: 3.0034, loss: 3.0034, grad_norm: 1.0235 2020-08-17 15:05:44,046 - mmaction - INFO - Epoch [121][320/470] lr: 4.392e-01, eta: 16:17:37, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3425, top5_acc: 0.5865, loss_cls: 3.0177, loss: 3.0177, grad_norm: 1.0347 2020-08-17 15:06:01,897 - mmaction - INFO - Epoch [121][340/470] lr: 4.392e-01, eta: 16:17:18, time: 0.893, data_time: 0.003, memory: 9444, top1_acc: 0.3460, top5_acc: 0.6046, loss_cls: 2.9765, loss: 2.9765, grad_norm: 1.0092 2020-08-17 15:06:20,447 - mmaction - INFO - Epoch [121][360/470] lr: 4.392e-01, eta: 16:16:59, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3490, top5_acc: 0.5994, loss_cls: 2.9700, loss: 2.9700, grad_norm: 1.0293 2020-08-17 15:06:38,308 - mmaction - INFO - Epoch [121][380/470] lr: 4.392e-01, eta: 16:16:40, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3378, top5_acc: 0.5912, loss_cls: 3.0427, loss: 3.0427, grad_norm: 1.0225 2020-08-17 15:06:58,135 - mmaction - INFO - Epoch [121][400/470] lr: 4.392e-01, eta: 16:16:23, time: 0.990, data_time: 0.006, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5901, loss_cls: 3.0140, loss: 3.0140, grad_norm: 1.0207 2020-08-17 15:07:15,819 - mmaction - INFO - Epoch [121][420/470] lr: 4.392e-01, eta: 16:16:04, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3474, top5_acc: 0.5935, loss_cls: 3.0055, loss: 3.0055, grad_norm: 1.0305 2020-08-17 15:07:34,535 - mmaction - INFO - Epoch [121][440/470] lr: 4.392e-01, eta: 16:15:46, time: 0.934, data_time: 0.004, memory: 9444, top1_acc: 0.3438, top5_acc: 0.6023, loss_cls: 2.9894, loss: 2.9894, grad_norm: 1.0261 2020-08-17 15:07:53,307 - mmaction - INFO - Epoch [121][460/470] lr: 4.392e-01, eta: 16:15:28, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3529, top5_acc: 0.6004, loss_cls: 2.9661, loss: 2.9661, grad_norm: 1.0288 2020-08-17 15:08:24,653 - mmaction - INFO - Epoch [122][20/470] lr: 4.343e-01, eta: 16:14:54, time: 1.107, data_time: 0.410, memory: 9444, top1_acc: 0.3529, top5_acc: 0.5948, loss_cls: 2.9611, loss: 2.9611, grad_norm: 1.0184 2020-08-17 15:08:42,872 - mmaction - INFO - Epoch [122][40/470] lr: 4.343e-01, eta: 16:14:35, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3459, top5_acc: 0.5938, loss_cls: 3.0108, loss: 3.0108, grad_norm: 1.0274 2020-08-17 15:09:01,453 - mmaction - INFO - Epoch [122][60/470] lr: 4.343e-01, eta: 16:14:17, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3573, top5_acc: 0.6002, loss_cls: 2.9548, loss: 2.9548, grad_norm: 1.0162 2020-08-17 15:09:19,615 - mmaction - INFO - Epoch [122][80/470] lr: 4.343e-01, eta: 16:13:58, time: 0.911, data_time: 0.007, memory: 9444, top1_acc: 0.3466, top5_acc: 0.6014, loss_cls: 2.9681, loss: 2.9681, grad_norm: 1.0390 2020-08-17 15:09:37,984 - mmaction - INFO - Epoch [122][100/470] lr: 4.343e-01, eta: 16:13:40, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3455, top5_acc: 0.5979, loss_cls: 2.9698, loss: 2.9698, grad_norm: 1.0172 2020-08-17 15:09:56,918 - mmaction - INFO - Epoch [122][120/470] lr: 4.343e-01, eta: 16:13:22, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3513, top5_acc: 0.6083, loss_cls: 2.9471, loss: 2.9471, grad_norm: 1.0320 2020-08-17 15:10:14,666 - mmaction - INFO - Epoch [122][140/470] lr: 4.343e-01, eta: 16:13:02, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3455, top5_acc: 0.5911, loss_cls: 3.0014, loss: 3.0014, grad_norm: 1.0118 2020-08-17 15:10:32,910 - mmaction - INFO - Epoch [122][160/470] lr: 4.343e-01, eta: 16:12:44, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3530, top5_acc: 0.6073, loss_cls: 2.9273, loss: 2.9273, grad_norm: 1.0327 2020-08-17 15:10:51,713 - mmaction - INFO - Epoch [122][180/470] lr: 4.343e-01, eta: 16:12:26, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.3458, top5_acc: 0.5997, loss_cls: 2.9697, loss: 2.9697, grad_norm: 1.0537 2020-08-17 15:11:10,139 - mmaction - INFO - Epoch [122][200/470] lr: 4.343e-01, eta: 16:12:07, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3535, top5_acc: 0.6022, loss_cls: 2.9566, loss: 2.9566, grad_norm: 1.0295 2020-08-17 15:11:27,746 - mmaction - INFO - Epoch [122][220/470] lr: 4.343e-01, eta: 16:11:48, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.3490, top5_acc: 0.5966, loss_cls: 2.9864, loss: 2.9864, grad_norm: 1.0121 2020-08-17 15:11:46,125 - mmaction - INFO - Epoch [122][240/470] lr: 4.343e-01, eta: 16:11:29, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3499, top5_acc: 0.6011, loss_cls: 2.9778, loss: 2.9778, grad_norm: 1.0306 2020-08-17 15:12:04,657 - mmaction - INFO - Epoch [122][260/470] lr: 4.343e-01, eta: 16:11:11, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3421, top5_acc: 0.5994, loss_cls: 2.9708, loss: 2.9708, grad_norm: 1.0366 2020-08-17 15:12:22,998 - mmaction - INFO - Epoch [122][280/470] lr: 4.343e-01, eta: 16:10:52, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3476, top5_acc: 0.5985, loss_cls: 2.9788, loss: 2.9788, grad_norm: 1.0414 2020-08-17 15:12:41,324 - mmaction - INFO - Epoch [122][300/470] lr: 4.343e-01, eta: 16:10:34, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3415, top5_acc: 0.5960, loss_cls: 3.0186, loss: 3.0186, grad_norm: 1.0385 2020-08-17 15:12:58,870 - mmaction - INFO - Epoch [122][320/470] lr: 4.343e-01, eta: 16:10:14, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.3398, top5_acc: 0.5976, loss_cls: 2.9994, loss: 2.9994, grad_norm: 1.0307 2020-08-17 15:13:17,406 - mmaction - INFO - Epoch [122][340/470] lr: 4.343e-01, eta: 16:09:56, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3401, top5_acc: 0.5958, loss_cls: 3.0077, loss: 3.0077, grad_norm: 1.0356 2020-08-17 15:13:36,207 - mmaction - INFO - Epoch [122][360/470] lr: 4.343e-01, eta: 16:09:38, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3492, top5_acc: 0.5983, loss_cls: 2.9945, loss: 2.9945, grad_norm: 1.0289 2020-08-17 15:13:53,915 - mmaction - INFO - Epoch [122][380/470] lr: 4.343e-01, eta: 16:09:19, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.3413, top5_acc: 0.5869, loss_cls: 3.0240, loss: 3.0240, grad_norm: 1.0159 2020-08-17 15:14:11,602 - mmaction - INFO - Epoch [122][400/470] lr: 4.343e-01, eta: 16:09:00, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3417, top5_acc: 0.5872, loss_cls: 3.0235, loss: 3.0235, grad_norm: 1.0343 2020-08-17 15:14:30,167 - mmaction - INFO - Epoch [122][420/470] lr: 4.343e-01, eta: 16:08:41, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3471, top5_acc: 0.5990, loss_cls: 2.9883, loss: 2.9883, grad_norm: 1.0347 2020-08-17 15:14:48,152 - mmaction - INFO - Epoch [122][440/470] lr: 4.343e-01, eta: 16:08:22, time: 0.899, data_time: 0.002, memory: 9444, top1_acc: 0.3498, top5_acc: 0.5984, loss_cls: 2.9782, loss: 2.9782, grad_norm: 1.0301 2020-08-17 15:15:07,040 - mmaction - INFO - Epoch [122][460/470] lr: 4.343e-01, eta: 16:08:04, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3496, top5_acc: 0.5906, loss_cls: 2.9838, loss: 2.9838, grad_norm: 1.0053 2020-08-17 15:15:38,595 - mmaction - INFO - Epoch [123][20/470] lr: 4.294e-01, eta: 16:07:31, time: 1.138, data_time: 0.366, memory: 9444, top1_acc: 0.3507, top5_acc: 0.6045, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.0223 2020-08-17 15:15:56,257 - mmaction - INFO - Epoch [123][40/470] lr: 4.294e-01, eta: 16:07:12, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3496, top5_acc: 0.6026, loss_cls: 2.9723, loss: 2.9723, grad_norm: 1.0256 2020-08-17 15:16:15,003 - mmaction - INFO - Epoch [123][60/470] lr: 4.294e-01, eta: 16:06:54, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3567, top5_acc: 0.5994, loss_cls: 2.9592, loss: 2.9592, grad_norm: 1.0208 2020-08-17 15:16:33,173 - mmaction - INFO - Epoch [123][80/470] lr: 4.294e-01, eta: 16:06:35, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3539, top5_acc: 0.6080, loss_cls: 2.9340, loss: 2.9340, grad_norm: 1.0436 2020-08-17 15:16:51,895 - mmaction - INFO - Epoch [123][100/470] lr: 4.294e-01, eta: 16:06:17, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3507, top5_acc: 0.6052, loss_cls: 2.9693, loss: 2.9693, grad_norm: 1.0260 2020-08-17 15:17:10,134 - mmaction - INFO - Epoch [123][120/470] lr: 4.294e-01, eta: 16:05:58, time: 0.915, data_time: 0.007, memory: 9444, top1_acc: 0.3505, top5_acc: 0.6007, loss_cls: 2.9924, loss: 2.9924, grad_norm: 1.0375 2020-08-17 15:17:28,730 - mmaction - INFO - Epoch [123][140/470] lr: 4.294e-01, eta: 16:05:40, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3506, top5_acc: 0.5961, loss_cls: 2.9894, loss: 2.9894, grad_norm: 1.0439 2020-08-17 15:17:47,238 - mmaction - INFO - Epoch [123][160/470] lr: 4.294e-01, eta: 16:05:22, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.3440, top5_acc: 0.5910, loss_cls: 3.0056, loss: 3.0056, grad_norm: 1.0172 2020-08-17 15:18:05,688 - mmaction - INFO - Epoch [123][180/470] lr: 4.294e-01, eta: 16:05:03, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3427, top5_acc: 0.5929, loss_cls: 2.9791, loss: 2.9791, grad_norm: 1.0271 2020-08-17 15:18:23,225 - mmaction - INFO - Epoch [123][200/470] lr: 4.294e-01, eta: 16:04:44, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.3547, top5_acc: 0.5979, loss_cls: 2.9603, loss: 2.9603, grad_norm: 1.0262 2020-08-17 15:18:41,743 - mmaction - INFO - Epoch [123][220/470] lr: 4.294e-01, eta: 16:04:26, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3524, top5_acc: 0.6024, loss_cls: 2.9412, loss: 2.9412, grad_norm: 1.0307 2020-08-17 15:18:59,727 - mmaction - INFO - Epoch [123][240/470] lr: 4.294e-01, eta: 16:04:07, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3483, top5_acc: 0.5967, loss_cls: 2.9726, loss: 2.9726, grad_norm: 1.0330 2020-08-17 15:19:18,316 - mmaction - INFO - Epoch [123][260/470] lr: 4.294e-01, eta: 16:03:48, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3506, top5_acc: 0.5982, loss_cls: 2.9803, loss: 2.9803, grad_norm: 1.0412 2020-08-17 15:19:36,984 - mmaction - INFO - Epoch [123][280/470] lr: 4.294e-01, eta: 16:03:30, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3460, top5_acc: 0.5975, loss_cls: 3.0101, loss: 3.0101, grad_norm: 1.0275 2020-08-17 15:19:54,825 - mmaction - INFO - Epoch [123][300/470] lr: 4.294e-01, eta: 16:03:11, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3547, top5_acc: 0.5980, loss_cls: 2.9651, loss: 2.9651, grad_norm: 1.0154 2020-08-17 15:20:14,020 - mmaction - INFO - Epoch [123][320/470] lr: 4.294e-01, eta: 16:02:53, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3426, top5_acc: 0.5928, loss_cls: 3.0022, loss: 3.0022, grad_norm: 1.0464 2020-08-17 15:20:32,123 - mmaction - INFO - Epoch [123][340/470] lr: 4.294e-01, eta: 16:02:35, time: 0.905, data_time: 0.002, memory: 9444, top1_acc: 0.3460, top5_acc: 0.5952, loss_cls: 2.9946, loss: 2.9946, grad_norm: 1.0315 2020-08-17 15:20:50,036 - mmaction - INFO - Epoch [123][360/470] lr: 4.294e-01, eta: 16:02:16, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3585, top5_acc: 0.6023, loss_cls: 2.9252, loss: 2.9252, grad_norm: 1.0280 2020-08-17 15:21:08,142 - mmaction - INFO - Epoch [123][380/470] lr: 4.294e-01, eta: 16:01:57, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3463, top5_acc: 0.5971, loss_cls: 2.9904, loss: 2.9904, grad_norm: 1.0531 2020-08-17 15:21:26,272 - mmaction - INFO - Epoch [123][400/470] lr: 4.294e-01, eta: 16:01:38, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3510, top5_acc: 0.5974, loss_cls: 2.9836, loss: 2.9836, grad_norm: 1.0333 2020-08-17 15:21:44,270 - mmaction - INFO - Epoch [123][420/470] lr: 4.294e-01, eta: 16:01:19, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3437, top5_acc: 0.5990, loss_cls: 2.9873, loss: 2.9873, grad_norm: 1.0359 2020-08-17 15:22:02,441 - mmaction - INFO - Epoch [123][440/470] lr: 4.294e-01, eta: 16:01:00, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.3488, top5_acc: 0.5942, loss_cls: 3.0047, loss: 3.0047, grad_norm: 1.0344 2020-08-17 15:22:20,109 - mmaction - INFO - Epoch [123][460/470] lr: 4.294e-01, eta: 16:00:41, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3534, top5_acc: 0.5992, loss_cls: 2.9839, loss: 2.9839, grad_norm: 1.0176 2020-08-17 15:22:52,490 - mmaction - INFO - Epoch [124][20/470] lr: 4.245e-01, eta: 16:00:08, time: 1.140, data_time: 0.366, memory: 9444, top1_acc: 0.3532, top5_acc: 0.6063, loss_cls: 2.9490, loss: 2.9490, grad_norm: 1.0279 2020-08-17 15:23:09,690 - mmaction - INFO - Epoch [124][40/470] lr: 4.245e-01, eta: 15:59:48, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.3528, top5_acc: 0.6013, loss_cls: 2.9544, loss: 2.9544, grad_norm: 1.0373 2020-08-17 15:23:27,292 - mmaction - INFO - Epoch [124][60/470] lr: 4.245e-01, eta: 15:59:29, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.3469, top5_acc: 0.5941, loss_cls: 2.9674, loss: 2.9674, grad_norm: 1.0457 2020-08-17 15:23:45,841 - mmaction - INFO - Epoch [124][80/470] lr: 4.245e-01, eta: 15:59:11, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3561, top5_acc: 0.6004, loss_cls: 2.9587, loss: 2.9587, grad_norm: 1.0336 2020-08-17 15:24:04,072 - mmaction - INFO - Epoch [124][100/470] lr: 4.245e-01, eta: 15:58:52, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.3467, top5_acc: 0.5976, loss_cls: 2.9687, loss: 2.9687, grad_norm: 1.0437 2020-08-17 15:24:23,080 - mmaction - INFO - Epoch [124][120/470] lr: 4.245e-01, eta: 15:58:34, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3479, top5_acc: 0.5954, loss_cls: 2.9945, loss: 2.9945, grad_norm: 1.0217 2020-08-17 15:24:41,168 - mmaction - INFO - Epoch [124][140/470] lr: 4.245e-01, eta: 15:58:16, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3579, top5_acc: 0.6080, loss_cls: 2.9105, loss: 2.9105, grad_norm: 1.0334 2020-08-17 15:24:58,581 - mmaction - INFO - Epoch [124][160/470] lr: 4.245e-01, eta: 15:57:56, time: 0.872, data_time: 0.005, memory: 9444, top1_acc: 0.3556, top5_acc: 0.6069, loss_cls: 2.9295, loss: 2.9295, grad_norm: 1.0358 2020-08-17 15:25:17,076 - mmaction - INFO - Epoch [124][180/470] lr: 4.245e-01, eta: 15:57:38, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3476, top5_acc: 0.5940, loss_cls: 2.9945, loss: 2.9945, grad_norm: 1.0430 2020-08-17 15:25:34,805 - mmaction - INFO - Epoch [124][200/470] lr: 4.245e-01, eta: 15:57:18, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3536, top5_acc: 0.5979, loss_cls: 2.9824, loss: 2.9824, grad_norm: 1.0403 2020-08-17 15:25:52,650 - mmaction - INFO - Epoch [124][220/470] lr: 4.245e-01, eta: 15:56:59, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3449, top5_acc: 0.5945, loss_cls: 3.0093, loss: 3.0093, grad_norm: 1.0350 2020-08-17 15:26:11,568 - mmaction - INFO - Epoch [124][240/470] lr: 4.245e-01, eta: 15:56:41, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3438, top5_acc: 0.5925, loss_cls: 2.9828, loss: 2.9828, grad_norm: 1.0473 2020-08-17 15:26:29,918 - mmaction - INFO - Epoch [124][260/470] lr: 4.245e-01, eta: 15:56:23, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3563, top5_acc: 0.5971, loss_cls: 2.9697, loss: 2.9697, grad_norm: 1.0340 2020-08-17 15:26:48,118 - mmaction - INFO - Epoch [124][280/470] lr: 4.245e-01, eta: 15:56:04, time: 0.910, data_time: 0.004, memory: 9444, top1_acc: 0.3553, top5_acc: 0.6073, loss_cls: 2.9267, loss: 2.9267, grad_norm: 1.0319 2020-08-17 15:27:06,704 - mmaction - INFO - Epoch [124][300/470] lr: 4.245e-01, eta: 15:55:46, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.3461, top5_acc: 0.5974, loss_cls: 2.9934, loss: 2.9934, grad_norm: 1.0452 2020-08-17 15:27:24,884 - mmaction - INFO - Epoch [124][320/470] lr: 4.245e-01, eta: 15:55:27, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3416, top5_acc: 0.5883, loss_cls: 3.0141, loss: 3.0141, grad_norm: 1.0264 2020-08-17 15:27:43,161 - mmaction - INFO - Epoch [124][340/470] lr: 4.245e-01, eta: 15:55:09, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3446, top5_acc: 0.6004, loss_cls: 2.9759, loss: 2.9759, grad_norm: 1.0175 2020-08-17 15:28:01,552 - mmaction - INFO - Epoch [124][360/470] lr: 4.245e-01, eta: 15:54:50, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3425, top5_acc: 0.6016, loss_cls: 2.9897, loss: 2.9897, grad_norm: 1.0386 2020-08-17 15:28:19,679 - mmaction - INFO - Epoch [124][380/470] lr: 4.245e-01, eta: 15:54:31, time: 0.906, data_time: 0.007, memory: 9444, top1_acc: 0.3525, top5_acc: 0.5931, loss_cls: 3.0067, loss: 3.0067, grad_norm: 1.0336 2020-08-17 15:28:37,865 - mmaction - INFO - Epoch [124][400/470] lr: 4.245e-01, eta: 15:54:13, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3488, top5_acc: 0.5952, loss_cls: 2.9840, loss: 2.9840, grad_norm: 1.0431 2020-08-17 15:28:56,968 - mmaction - INFO - Epoch [124][420/470] lr: 4.245e-01, eta: 15:53:55, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3479, top5_acc: 0.5957, loss_cls: 2.9768, loss: 2.9768, grad_norm: 1.0275 2020-08-17 15:29:16,626 - mmaction - INFO - Epoch [124][440/470] lr: 4.245e-01, eta: 15:53:38, time: 0.985, data_time: 0.007, memory: 9444, top1_acc: 0.3572, top5_acc: 0.6030, loss_cls: 2.9622, loss: 2.9622, grad_norm: 1.0225 2020-08-17 15:29:33,985 - mmaction - INFO - Epoch [124][460/470] lr: 4.245e-01, eta: 15:53:18, time: 0.869, data_time: 0.005, memory: 9444, top1_acc: 0.3569, top5_acc: 0.6015, loss_cls: 2.9672, loss: 2.9672, grad_norm: 1.0332 2020-08-17 15:29:44,358 - mmaction - INFO - Saving checkpoint at 124 epochs 2020-08-17 15:30:06,746 - mmaction - INFO - Epoch [125][20/470] lr: 4.196e-01, eta: 15:52:44, time: 1.080, data_time: 0.365, memory: 9444, top1_acc: 0.3595, top5_acc: 0.6073, loss_cls: 2.9064, loss: 2.9064, grad_norm: 1.0507 2020-08-17 15:30:24,806 - mmaction - INFO - Epoch [125][40/470] lr: 4.196e-01, eta: 15:52:25, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.3540, top5_acc: 0.6068, loss_cls: 2.9230, loss: 2.9230, grad_norm: 1.0295 2020-08-17 15:30:42,986 - mmaction - INFO - Epoch [125][60/470] lr: 4.196e-01, eta: 15:52:07, time: 0.907, data_time: 0.004, memory: 9444, top1_acc: 0.3539, top5_acc: 0.6023, loss_cls: 2.9449, loss: 2.9449, grad_norm: 1.0337 2020-08-17 15:31:01,619 - mmaction - INFO - Epoch [125][80/470] lr: 4.196e-01, eta: 15:51:48, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3439, top5_acc: 0.5921, loss_cls: 3.0083, loss: 3.0083, grad_norm: 1.0457 2020-08-17 15:31:19,871 - mmaction - INFO - Epoch [125][100/470] lr: 4.196e-01, eta: 15:51:30, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3496, top5_acc: 0.5991, loss_cls: 2.9811, loss: 2.9811, grad_norm: 1.0271 2020-08-17 15:31:38,340 - mmaction - INFO - Epoch [125][120/470] lr: 4.196e-01, eta: 15:51:11, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3552, top5_acc: 0.6070, loss_cls: 2.9535, loss: 2.9535, grad_norm: 1.0333 2020-08-17 15:31:57,227 - mmaction - INFO - Epoch [125][140/470] lr: 4.196e-01, eta: 15:50:53, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3526, top5_acc: 0.6034, loss_cls: 2.9728, loss: 2.9728, grad_norm: 1.0470 2020-08-17 15:32:15,213 - mmaction - INFO - Epoch [125][160/470] lr: 4.196e-01, eta: 15:50:34, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3573, top5_acc: 0.6081, loss_cls: 2.9402, loss: 2.9402, grad_norm: 1.0362 2020-08-17 15:32:33,138 - mmaction - INFO - Epoch [125][180/470] lr: 4.196e-01, eta: 15:50:16, time: 0.897, data_time: 0.002, memory: 9444, top1_acc: 0.3563, top5_acc: 0.5951, loss_cls: 2.9715, loss: 2.9715, grad_norm: 1.0373 2020-08-17 15:32:52,683 - mmaction - INFO - Epoch [125][200/470] lr: 4.196e-01, eta: 15:49:58, time: 0.977, data_time: 0.002, memory: 9444, top1_acc: 0.3523, top5_acc: 0.6043, loss_cls: 2.9514, loss: 2.9514, grad_norm: 1.0286 2020-08-17 15:33:11,623 - mmaction - INFO - Epoch [125][220/470] lr: 4.196e-01, eta: 15:49:40, time: 0.946, data_time: 0.004, memory: 9444, top1_acc: 0.3482, top5_acc: 0.6062, loss_cls: 2.9724, loss: 2.9724, grad_norm: 1.0343 2020-08-17 15:33:29,873 - mmaction - INFO - Epoch [125][240/470] lr: 4.196e-01, eta: 15:49:22, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3529, top5_acc: 0.5978, loss_cls: 2.9633, loss: 2.9633, grad_norm: 1.0280 2020-08-17 15:33:49,670 - mmaction - INFO - Epoch [125][260/470] lr: 4.196e-01, eta: 15:49:05, time: 0.989, data_time: 0.006, memory: 9444, top1_acc: 0.3562, top5_acc: 0.6003, loss_cls: 2.9544, loss: 2.9544, grad_norm: 1.0231 2020-08-17 15:34:07,604 - mmaction - INFO - Epoch [125][280/470] lr: 4.196e-01, eta: 15:48:46, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3535, top5_acc: 0.6069, loss_cls: 2.9427, loss: 2.9427, grad_norm: 1.0343 2020-08-17 15:34:26,931 - mmaction - INFO - Epoch [125][300/470] lr: 4.196e-01, eta: 15:48:28, time: 0.965, data_time: 0.007, memory: 9444, top1_acc: 0.3494, top5_acc: 0.5973, loss_cls: 2.9637, loss: 2.9637, grad_norm: 1.0336 2020-08-17 15:34:45,648 - mmaction - INFO - Epoch [125][320/470] lr: 4.196e-01, eta: 15:48:10, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3570, top5_acc: 0.6094, loss_cls: 2.9370, loss: 2.9370, grad_norm: 1.0423 2020-08-17 15:35:04,342 - mmaction - INFO - Epoch [125][340/470] lr: 4.196e-01, eta: 15:47:52, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3459, top5_acc: 0.5979, loss_cls: 2.9784, loss: 2.9784, grad_norm: 1.0541 2020-08-17 15:35:22,934 - mmaction - INFO - Epoch [125][360/470] lr: 4.196e-01, eta: 15:47:34, time: 0.930, data_time: 0.002, memory: 9444, top1_acc: 0.3473, top5_acc: 0.6018, loss_cls: 2.9638, loss: 2.9638, grad_norm: 1.0449 2020-08-17 15:35:40,779 - mmaction - INFO - Epoch [125][380/470] lr: 4.196e-01, eta: 15:47:15, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3394, top5_acc: 0.5887, loss_cls: 3.0125, loss: 3.0125, grad_norm: 1.0415 2020-08-17 15:36:00,544 - mmaction - INFO - Epoch [125][400/470] lr: 4.196e-01, eta: 15:46:58, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.3437, top5_acc: 0.5868, loss_cls: 3.0016, loss: 3.0016, grad_norm: 1.0400 2020-08-17 15:36:18,924 - mmaction - INFO - Epoch [125][420/470] lr: 4.196e-01, eta: 15:46:39, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3583, top5_acc: 0.6031, loss_cls: 2.9630, loss: 2.9630, grad_norm: 1.0346 2020-08-17 15:36:38,719 - mmaction - INFO - Epoch [125][440/470] lr: 4.196e-01, eta: 15:46:22, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.3520, top5_acc: 0.6057, loss_cls: 2.9489, loss: 2.9489, grad_norm: 1.0360 2020-08-17 15:36:57,800 - mmaction - INFO - Epoch [125][460/470] lr: 4.196e-01, eta: 15:46:04, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.3587, top5_acc: 0.5951, loss_cls: 2.9705, loss: 2.9705, grad_norm: 1.0465 2020-08-17 15:37:30,527 - mmaction - INFO - Epoch [126][20/470] lr: 4.147e-01, eta: 15:45:32, time: 1.148, data_time: 0.371, memory: 9444, top1_acc: 0.3576, top5_acc: 0.6086, loss_cls: 2.9182, loss: 2.9182, grad_norm: 1.0490 2020-08-17 15:37:48,485 - mmaction - INFO - Epoch [126][40/470] lr: 4.147e-01, eta: 15:45:13, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3543, top5_acc: 0.6007, loss_cls: 2.9498, loss: 2.9498, grad_norm: 1.0421 2020-08-17 15:38:07,518 - mmaction - INFO - Epoch [126][60/470] lr: 4.147e-01, eta: 15:44:55, time: 0.951, data_time: 0.002, memory: 9444, top1_acc: 0.3487, top5_acc: 0.5996, loss_cls: 2.9650, loss: 2.9650, grad_norm: 1.0418 2020-08-17 15:38:26,773 - mmaction - INFO - Epoch [126][80/470] lr: 4.147e-01, eta: 15:44:37, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3621, top5_acc: 0.6091, loss_cls: 2.9223, loss: 2.9223, grad_norm: 1.0417 2020-08-17 15:38:46,228 - mmaction - INFO - Epoch [126][100/470] lr: 4.147e-01, eta: 15:44:20, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.3486, top5_acc: 0.6058, loss_cls: 2.9563, loss: 2.9563, grad_norm: 1.0544 2020-08-17 15:39:04,442 - mmaction - INFO - Epoch [126][120/470] lr: 4.147e-01, eta: 15:44:01, time: 0.911, data_time: 0.003, memory: 9444, top1_acc: 0.3505, top5_acc: 0.5970, loss_cls: 2.9862, loss: 2.9862, grad_norm: 1.0403 2020-08-17 15:39:22,528 - mmaction - INFO - Epoch [126][140/470] lr: 4.147e-01, eta: 15:43:43, time: 0.903, data_time: 0.003, memory: 9444, top1_acc: 0.3468, top5_acc: 0.5993, loss_cls: 2.9697, loss: 2.9697, grad_norm: 1.0261 2020-08-17 15:39:41,483 - mmaction - INFO - Epoch [126][160/470] lr: 4.147e-01, eta: 15:43:25, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3580, top5_acc: 0.6036, loss_cls: 2.9443, loss: 2.9443, grad_norm: 1.0268 2020-08-17 15:40:00,759 - mmaction - INFO - Epoch [126][180/470] lr: 4.147e-01, eta: 15:43:07, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3478, top5_acc: 0.6038, loss_cls: 2.9582, loss: 2.9582, grad_norm: 1.0570 2020-08-17 15:40:19,303 - mmaction - INFO - Epoch [126][200/470] lr: 4.147e-01, eta: 15:42:49, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3558, top5_acc: 0.6079, loss_cls: 2.9423, loss: 2.9423, grad_norm: 1.0415 2020-08-17 15:40:38,000 - mmaction - INFO - Epoch [126][220/470] lr: 4.147e-01, eta: 15:42:31, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3609, top5_acc: 0.6083, loss_cls: 2.9234, loss: 2.9234, grad_norm: 1.0413 2020-08-17 15:40:57,430 - mmaction - INFO - Epoch [126][240/470] lr: 4.147e-01, eta: 15:42:13, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3509, top5_acc: 0.5999, loss_cls: 2.9596, loss: 2.9596, grad_norm: 1.0725 2020-08-17 15:41:16,423 - mmaction - INFO - Epoch [126][260/470] lr: 4.147e-01, eta: 15:41:55, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.3479, top5_acc: 0.5896, loss_cls: 3.0079, loss: 3.0079, grad_norm: 1.0328 2020-08-17 15:41:35,133 - mmaction - INFO - Epoch [126][280/470] lr: 4.147e-01, eta: 15:41:37, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3545, top5_acc: 0.5971, loss_cls: 2.9546, loss: 2.9546, grad_norm: 1.0399 2020-08-17 15:41:54,161 - mmaction - INFO - Epoch [126][300/470] lr: 4.147e-01, eta: 15:41:19, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3577, top5_acc: 0.6025, loss_cls: 2.9484, loss: 2.9484, grad_norm: 1.0373 2020-08-17 15:42:13,218 - mmaction - INFO - Epoch [126][320/470] lr: 4.147e-01, eta: 15:41:02, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.3559, top5_acc: 0.6005, loss_cls: 2.9743, loss: 2.9743, grad_norm: 1.0510 2020-08-17 15:42:31,903 - mmaction - INFO - Epoch [126][340/470] lr: 4.147e-01, eta: 15:40:44, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3528, top5_acc: 0.6015, loss_cls: 2.9438, loss: 2.9438, grad_norm: 1.0555 2020-08-17 15:42:50,739 - mmaction - INFO - Epoch [126][360/470] lr: 4.147e-01, eta: 15:40:25, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3541, top5_acc: 0.6000, loss_cls: 2.9735, loss: 2.9735, grad_norm: 1.0469 2020-08-17 15:43:09,217 - mmaction - INFO - Epoch [126][380/470] lr: 4.147e-01, eta: 15:40:07, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.3477, top5_acc: 0.6025, loss_cls: 2.9706, loss: 2.9706, grad_norm: 1.0564 2020-08-17 15:43:28,597 - mmaction - INFO - Epoch [126][400/470] lr: 4.147e-01, eta: 15:39:50, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3473, top5_acc: 0.6024, loss_cls: 2.9725, loss: 2.9725, grad_norm: 1.0341 2020-08-17 15:43:47,001 - mmaction - INFO - Epoch [126][420/470] lr: 4.147e-01, eta: 15:39:31, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3452, top5_acc: 0.5999, loss_cls: 2.9853, loss: 2.9853, grad_norm: 1.0681 2020-08-17 15:44:06,454 - mmaction - INFO - Epoch [126][440/470] lr: 4.147e-01, eta: 15:39:14, time: 0.970, data_time: 0.004, memory: 9444, top1_acc: 0.3414, top5_acc: 0.5946, loss_cls: 3.0015, loss: 3.0015, grad_norm: 1.0390 2020-08-17 15:44:24,892 - mmaction - INFO - Epoch [126][460/470] lr: 4.147e-01, eta: 15:38:55, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3437, top5_acc: 0.5906, loss_cls: 3.0256, loss: 3.0256, grad_norm: 1.0407 2020-08-17 15:44:57,194 - mmaction - INFO - Epoch [127][20/470] lr: 4.098e-01, eta: 15:38:23, time: 1.133, data_time: 0.396, memory: 9444, top1_acc: 0.3479, top5_acc: 0.6073, loss_cls: 2.9610, loss: 2.9610, grad_norm: 1.0522 2020-08-17 15:45:16,318 - mmaction - INFO - Epoch [127][40/470] lr: 4.098e-01, eta: 15:38:05, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.3555, top5_acc: 0.6034, loss_cls: 2.9615, loss: 2.9615, grad_norm: 1.0276 2020-08-17 15:45:35,303 - mmaction - INFO - Epoch [127][60/470] lr: 4.098e-01, eta: 15:37:47, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3661, top5_acc: 0.6103, loss_cls: 2.9041, loss: 2.9041, grad_norm: 1.0422 2020-08-17 15:45:53,840 - mmaction - INFO - Epoch [127][80/470] lr: 4.098e-01, eta: 15:37:29, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3576, top5_acc: 0.6067, loss_cls: 2.9328, loss: 2.9328, grad_norm: 1.0622 2020-08-17 15:46:11,752 - mmaction - INFO - Epoch [127][100/470] lr: 4.098e-01, eta: 15:37:10, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.3549, top5_acc: 0.6095, loss_cls: 2.9440, loss: 2.9440, grad_norm: 1.0536 2020-08-17 15:46:30,827 - mmaction - INFO - Epoch [127][120/470] lr: 4.098e-01, eta: 15:36:52, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3506, top5_acc: 0.6008, loss_cls: 2.9643, loss: 2.9643, grad_norm: 1.0652 2020-08-17 15:46:49,798 - mmaction - INFO - Epoch [127][140/470] lr: 4.098e-01, eta: 15:36:34, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3610, top5_acc: 0.6136, loss_cls: 2.9075, loss: 2.9075, grad_norm: 1.0382 2020-08-17 15:47:08,375 - mmaction - INFO - Epoch [127][160/470] lr: 4.098e-01, eta: 15:36:16, time: 0.929, data_time: 0.002, memory: 9444, top1_acc: 0.3495, top5_acc: 0.6007, loss_cls: 2.9616, loss: 2.9616, grad_norm: 1.0657 2020-08-17 15:47:26,632 - mmaction - INFO - Epoch [127][180/470] lr: 4.098e-01, eta: 15:35:57, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3566, top5_acc: 0.6001, loss_cls: 2.9466, loss: 2.9466, grad_norm: 1.0365 2020-08-17 15:47:45,690 - mmaction - INFO - Epoch [127][200/470] lr: 4.098e-01, eta: 15:35:39, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3537, top5_acc: 0.6026, loss_cls: 2.9472, loss: 2.9472, grad_norm: 1.0436 2020-08-17 15:48:04,653 - mmaction - INFO - Epoch [127][220/470] lr: 4.098e-01, eta: 15:35:21, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3596, top5_acc: 0.6097, loss_cls: 2.9299, loss: 2.9299, grad_norm: 1.0352 2020-08-17 15:48:22,636 - mmaction - INFO - Epoch [127][240/470] lr: 4.098e-01, eta: 15:35:02, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3523, top5_acc: 0.6007, loss_cls: 2.9617, loss: 2.9617, grad_norm: 1.0479 2020-08-17 15:48:40,899 - mmaction - INFO - Epoch [127][260/470] lr: 4.098e-01, eta: 15:34:44, time: 0.913, data_time: 0.002, memory: 9444, top1_acc: 0.3621, top5_acc: 0.6059, loss_cls: 2.9299, loss: 2.9299, grad_norm: 1.0221 2020-08-17 15:48:59,618 - mmaction - INFO - Epoch [127][280/470] lr: 4.098e-01, eta: 15:34:26, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3548, top5_acc: 0.6059, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.0624 2020-08-17 15:49:19,729 - mmaction - INFO - Epoch [127][300/470] lr: 4.098e-01, eta: 15:34:09, time: 1.006, data_time: 0.002, memory: 9444, top1_acc: 0.3524, top5_acc: 0.6062, loss_cls: 2.9601, loss: 2.9601, grad_norm: 1.0521 2020-08-17 15:49:37,422 - mmaction - INFO - Epoch [127][320/470] lr: 4.098e-01, eta: 15:33:50, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3532, top5_acc: 0.6054, loss_cls: 2.9393, loss: 2.9393, grad_norm: 1.0444 2020-08-17 15:49:55,720 - mmaction - INFO - Epoch [127][340/470] lr: 4.098e-01, eta: 15:33:31, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3630, top5_acc: 0.6104, loss_cls: 2.9277, loss: 2.9277, grad_norm: 1.0683 2020-08-17 15:50:13,391 - mmaction - INFO - Epoch [127][360/470] lr: 4.098e-01, eta: 15:33:12, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.3486, top5_acc: 0.5979, loss_cls: 2.9814, loss: 2.9814, grad_norm: 1.0608 2020-08-17 15:50:31,879 - mmaction - INFO - Epoch [127][380/470] lr: 4.098e-01, eta: 15:32:54, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3396, top5_acc: 0.5911, loss_cls: 3.0148, loss: 3.0148, grad_norm: 1.0647 2020-08-17 15:50:50,710 - mmaction - INFO - Epoch [127][400/470] lr: 4.098e-01, eta: 15:32:35, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3534, top5_acc: 0.5990, loss_cls: 2.9648, loss: 2.9648, grad_norm: 1.0523 2020-08-17 15:51:09,691 - mmaction - INFO - Epoch [127][420/470] lr: 4.098e-01, eta: 15:32:18, time: 0.952, data_time: 0.007, memory: 9444, top1_acc: 0.3528, top5_acc: 0.5978, loss_cls: 2.9694, loss: 2.9694, grad_norm: 1.0503 2020-08-17 15:51:27,201 - mmaction - INFO - Epoch [127][440/470] lr: 4.098e-01, eta: 15:31:58, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.3534, top5_acc: 0.6028, loss_cls: 2.9446, loss: 2.9446, grad_norm: 1.0664 2020-08-17 15:51:47,222 - mmaction - INFO - Epoch [127][460/470] lr: 4.098e-01, eta: 15:31:41, time: 1.003, data_time: 0.005, memory: 9444, top1_acc: 0.3526, top5_acc: 0.6034, loss_cls: 2.9549, loss: 2.9549, grad_norm: 1.0373 2020-08-17 15:52:18,383 - mmaction - INFO - Epoch [128][20/470] lr: 4.049e-01, eta: 15:31:09, time: 1.151, data_time: 0.393, memory: 9444, top1_acc: 0.3599, top5_acc: 0.6117, loss_cls: 2.9134, loss: 2.9134, grad_norm: 1.0522 2020-08-17 15:52:37,035 - mmaction - INFO - Epoch [128][40/470] lr: 4.049e-01, eta: 15:30:51, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3601, top5_acc: 0.6054, loss_cls: 2.9306, loss: 2.9306, grad_norm: 1.0614 2020-08-17 15:52:55,280 - mmaction - INFO - Epoch [128][60/470] lr: 4.049e-01, eta: 15:30:32, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3558, top5_acc: 0.6048, loss_cls: 2.9647, loss: 2.9647, grad_norm: 1.0527 2020-08-17 15:53:13,149 - mmaction - INFO - Epoch [128][80/470] lr: 4.049e-01, eta: 15:30:13, time: 0.894, data_time: 0.003, memory: 9444, top1_acc: 0.3611, top5_acc: 0.6090, loss_cls: 2.9263, loss: 2.9263, grad_norm: 1.0699 2020-08-17 15:53:31,831 - mmaction - INFO - Epoch [128][100/470] lr: 4.049e-01, eta: 15:29:55, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3547, top5_acc: 0.6070, loss_cls: 2.9270, loss: 2.9270, grad_norm: 1.0455 2020-08-17 15:53:50,729 - mmaction - INFO - Epoch [128][120/470] lr: 4.049e-01, eta: 15:29:37, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3509, top5_acc: 0.6045, loss_cls: 2.9404, loss: 2.9404, grad_norm: 1.0595 2020-08-17 15:54:09,352 - mmaction - INFO - Epoch [128][140/470] lr: 4.049e-01, eta: 15:29:19, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3532, top5_acc: 0.6049, loss_cls: 2.9299, loss: 2.9299, grad_norm: 1.0558 2020-08-17 15:54:27,526 - mmaction - INFO - Epoch [128][160/470] lr: 4.049e-01, eta: 15:29:00, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3512, top5_acc: 0.6096, loss_cls: 2.9274, loss: 2.9274, grad_norm: 1.0516 2020-08-17 15:54:46,653 - mmaction - INFO - Epoch [128][180/470] lr: 4.049e-01, eta: 15:28:42, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3603, top5_acc: 0.6025, loss_cls: 2.9258, loss: 2.9258, grad_norm: 1.0659 2020-08-17 15:55:04,812 - mmaction - INFO - Epoch [128][200/470] lr: 4.049e-01, eta: 15:28:24, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.3518, top5_acc: 0.6039, loss_cls: 2.9582, loss: 2.9582, grad_norm: 1.0647 2020-08-17 15:55:23,579 - mmaction - INFO - Epoch [128][220/470] lr: 4.049e-01, eta: 15:28:06, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.3642, top5_acc: 0.6099, loss_cls: 2.9057, loss: 2.9057, grad_norm: 1.0482 2020-08-17 15:55:42,264 - mmaction - INFO - Epoch [128][240/470] lr: 4.049e-01, eta: 15:27:47, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3651, top5_acc: 0.6085, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.0561 2020-08-17 15:56:00,328 - mmaction - INFO - Epoch [128][260/470] lr: 4.049e-01, eta: 15:27:29, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3568, top5_acc: 0.6056, loss_cls: 2.9432, loss: 2.9432, grad_norm: 1.0459 2020-08-17 15:56:19,249 - mmaction - INFO - Epoch [128][280/470] lr: 4.049e-01, eta: 15:27:11, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3598, top5_acc: 0.6058, loss_cls: 2.9331, loss: 2.9331, grad_norm: 1.0419 2020-08-17 15:56:37,301 - mmaction - INFO - Epoch [128][300/470] lr: 4.049e-01, eta: 15:26:52, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3529, top5_acc: 0.5979, loss_cls: 2.9536, loss: 2.9536, grad_norm: 1.0495 2020-08-17 15:56:55,314 - mmaction - INFO - Epoch [128][320/470] lr: 4.049e-01, eta: 15:26:33, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3560, top5_acc: 0.6047, loss_cls: 2.9554, loss: 2.9554, grad_norm: 1.0568 2020-08-17 15:57:14,190 - mmaction - INFO - Epoch [128][340/470] lr: 4.049e-01, eta: 15:26:15, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.3483, top5_acc: 0.5968, loss_cls: 2.9651, loss: 2.9651, grad_norm: 1.0608 2020-08-17 15:57:32,945 - mmaction - INFO - Epoch [128][360/470] lr: 4.049e-01, eta: 15:25:57, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.3558, top5_acc: 0.6066, loss_cls: 2.9500, loss: 2.9500, grad_norm: 1.0607 2020-08-17 15:57:51,700 - mmaction - INFO - Epoch [128][380/470] lr: 4.049e-01, eta: 15:25:39, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3554, top5_acc: 0.6051, loss_cls: 2.9386, loss: 2.9386, grad_norm: 1.0663 2020-08-17 15:58:09,471 - mmaction - INFO - Epoch [128][400/470] lr: 4.049e-01, eta: 15:25:20, time: 0.888, data_time: 0.001, memory: 9444, top1_acc: 0.3553, top5_acc: 0.5972, loss_cls: 2.9472, loss: 2.9472, grad_norm: 1.0463 2020-08-17 15:58:28,456 - mmaction - INFO - Epoch [128][420/470] lr: 4.049e-01, eta: 15:25:02, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.3392, top5_acc: 0.5931, loss_cls: 2.9951, loss: 2.9951, grad_norm: 1.0665 2020-08-17 15:58:46,503 - mmaction - INFO - Epoch [128][440/470] lr: 4.049e-01, eta: 15:24:43, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3508, top5_acc: 0.6053, loss_cls: 2.9605, loss: 2.9605, grad_norm: 1.0294 2020-08-17 15:59:05,133 - mmaction - INFO - Epoch [128][460/470] lr: 4.049e-01, eta: 15:24:25, time: 0.932, data_time: 0.002, memory: 9444, top1_acc: 0.3493, top5_acc: 0.5996, loss_cls: 2.9755, loss: 2.9755, grad_norm: 1.0540 2020-08-17 15:59:14,639 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-08-17 15:59:37,349 - mmaction - INFO - Epoch [129][20/470] lr: 4.000e-01, eta: 15:23:50, time: 1.045, data_time: 0.311, memory: 9444, top1_acc: 0.3597, top5_acc: 0.6077, loss_cls: 2.9122, loss: 2.9122, grad_norm: 1.0482 2020-08-17 15:59:54,304 - mmaction - INFO - Epoch [129][40/470] lr: 4.000e-01, eta: 15:23:30, time: 0.848, data_time: 0.003, memory: 9444, top1_acc: 0.3633, top5_acc: 0.6078, loss_cls: 2.9184, loss: 2.9184, grad_norm: 1.0373 2020-08-17 16:00:14,411 - mmaction - INFO - Epoch [129][60/470] lr: 4.000e-01, eta: 15:23:14, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.3604, top5_acc: 0.6067, loss_cls: 2.9286, loss: 2.9286, grad_norm: 1.0375 2020-08-17 16:00:33,717 - mmaction - INFO - Epoch [129][80/470] lr: 4.000e-01, eta: 15:22:56, time: 0.972, data_time: 0.016, memory: 9444, top1_acc: 0.3680, top5_acc: 0.6217, loss_cls: 2.8628, loss: 2.8628, grad_norm: 1.0420 2020-08-17 16:00:51,082 - mmaction - INFO - Epoch [129][100/470] lr: 4.000e-01, eta: 15:22:37, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.3528, top5_acc: 0.6047, loss_cls: 2.9552, loss: 2.9552, grad_norm: 1.0747 2020-08-17 16:01:09,419 - mmaction - INFO - Epoch [129][120/470] lr: 4.000e-01, eta: 15:22:18, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3671, top5_acc: 0.6103, loss_cls: 2.9127, loss: 2.9127, grad_norm: 1.0629 2020-08-17 16:01:27,024 - mmaction - INFO - Epoch [129][140/470] lr: 4.000e-01, eta: 15:21:59, time: 0.878, data_time: 0.004, memory: 9444, top1_acc: 0.3591, top5_acc: 0.6121, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.0742 2020-08-17 16:01:45,234 - mmaction - INFO - Epoch [129][160/470] lr: 4.000e-01, eta: 15:21:40, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.3563, top5_acc: 0.6083, loss_cls: 2.9350, loss: 2.9350, grad_norm: 1.0531 2020-08-17 16:02:03,432 - mmaction - INFO - Epoch [129][180/470] lr: 4.000e-01, eta: 15:21:21, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.3610, top5_acc: 0.6088, loss_cls: 2.9116, loss: 2.9116, grad_norm: 1.0670 2020-08-17 16:02:22,227 - mmaction - INFO - Epoch [129][200/470] lr: 4.000e-01, eta: 15:21:03, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3582, top5_acc: 0.6030, loss_cls: 2.9278, loss: 2.9278, grad_norm: 1.0595 2020-08-17 16:02:40,291 - mmaction - INFO - Epoch [129][220/470] lr: 4.000e-01, eta: 15:20:45, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3566, top5_acc: 0.6039, loss_cls: 2.9449, loss: 2.9449, grad_norm: 1.0681 2020-08-17 16:02:59,725 - mmaction - INFO - Epoch [129][240/470] lr: 4.000e-01, eta: 15:20:27, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.3445, top5_acc: 0.5975, loss_cls: 2.9736, loss: 2.9736, grad_norm: 1.0751 2020-08-17 16:03:18,370 - mmaction - INFO - Epoch [129][260/470] lr: 4.000e-01, eta: 15:20:09, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3419, top5_acc: 0.5932, loss_cls: 2.9785, loss: 2.9785, grad_norm: 1.0650 2020-08-17 16:03:36,050 - mmaction - INFO - Epoch [129][280/470] lr: 4.000e-01, eta: 15:19:50, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.3547, top5_acc: 0.6049, loss_cls: 2.9581, loss: 2.9581, grad_norm: 1.0531 2020-08-17 16:03:54,976 - mmaction - INFO - Epoch [129][300/470] lr: 4.000e-01, eta: 15:19:32, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3545, top5_acc: 0.6000, loss_cls: 2.9481, loss: 2.9481, grad_norm: 1.0483 2020-08-17 16:04:12,864 - mmaction - INFO - Epoch [129][320/470] lr: 4.000e-01, eta: 15:19:13, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.3599, top5_acc: 0.6097, loss_cls: 2.9323, loss: 2.9323, grad_norm: 1.0567 2020-08-17 16:04:32,112 - mmaction - INFO - Epoch [129][340/470] lr: 4.000e-01, eta: 15:18:55, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3540, top5_acc: 0.5978, loss_cls: 2.9668, loss: 2.9668, grad_norm: 1.0476 2020-08-17 16:04:50,355 - mmaction - INFO - Epoch [129][360/470] lr: 4.000e-01, eta: 15:18:37, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3604, top5_acc: 0.6078, loss_cls: 2.9308, loss: 2.9308, grad_norm: 1.0499 2020-08-17 16:05:08,373 - mmaction - INFO - Epoch [129][380/470] lr: 4.000e-01, eta: 15:18:18, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3548, top5_acc: 0.6075, loss_cls: 2.9263, loss: 2.9263, grad_norm: 1.0476 2020-08-17 16:05:27,162 - mmaction - INFO - Epoch [129][400/470] lr: 4.000e-01, eta: 15:18:00, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.3563, top5_acc: 0.6135, loss_cls: 2.9217, loss: 2.9217, grad_norm: 1.0467 2020-08-17 16:05:46,303 - mmaction - INFO - Epoch [129][420/470] lr: 4.000e-01, eta: 15:17:42, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3525, top5_acc: 0.6033, loss_cls: 2.9437, loss: 2.9437, grad_norm: 1.0521 2020-08-17 16:06:04,128 - mmaction - INFO - Epoch [129][440/470] lr: 4.000e-01, eta: 15:17:23, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3538, top5_acc: 0.6054, loss_cls: 2.9493, loss: 2.9493, grad_norm: 1.0742 2020-08-17 16:06:23,615 - mmaction - INFO - Epoch [129][460/470] lr: 4.000e-01, eta: 15:17:05, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.3563, top5_acc: 0.6039, loss_cls: 2.9370, loss: 2.9370, grad_norm: 1.0601 2020-08-17 16:06:57,390 - mmaction - INFO - Epoch [130][20/470] lr: 3.951e-01, eta: 15:16:35, time: 1.229, data_time: 0.530, memory: 9444, top1_acc: 0.3622, top5_acc: 0.6121, loss_cls: 2.9133, loss: 2.9133, grad_norm: 1.0655 2020-08-17 16:07:14,831 - mmaction - INFO - Epoch [130][40/470] lr: 3.951e-01, eta: 15:16:15, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.3575, top5_acc: 0.6124, loss_cls: 2.9146, loss: 2.9146, grad_norm: 1.0555 2020-08-17 16:07:32,725 - mmaction - INFO - Epoch [130][60/470] lr: 3.951e-01, eta: 15:15:56, time: 0.895, data_time: 0.002, memory: 9444, top1_acc: 0.3567, top5_acc: 0.6014, loss_cls: 2.9424, loss: 2.9424, grad_norm: 1.0663 2020-08-17 16:07:51,172 - mmaction - INFO - Epoch [130][80/470] lr: 3.951e-01, eta: 15:15:38, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3609, top5_acc: 0.6135, loss_cls: 2.9114, loss: 2.9114, grad_norm: 1.0588 2020-08-17 16:08:08,859 - mmaction - INFO - Epoch [130][100/470] lr: 3.951e-01, eta: 15:15:19, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3577, top5_acc: 0.6023, loss_cls: 2.9400, loss: 2.9400, grad_norm: 1.0654 2020-08-17 16:08:28,032 - mmaction - INFO - Epoch [130][120/470] lr: 3.951e-01, eta: 15:15:01, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.3595, top5_acc: 0.6126, loss_cls: 2.9127, loss: 2.9127, grad_norm: 1.0719 2020-08-17 16:08:46,307 - mmaction - INFO - Epoch [130][140/470] lr: 3.951e-01, eta: 15:14:43, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3570, top5_acc: 0.6084, loss_cls: 2.9350, loss: 2.9350, grad_norm: 1.0533 2020-08-17 16:09:04,039 - mmaction - INFO - Epoch [130][160/470] lr: 3.951e-01, eta: 15:14:23, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3659, top5_acc: 0.6043, loss_cls: 2.9254, loss: 2.9254, grad_norm: 1.0642 2020-08-17 16:09:22,904 - mmaction - INFO - Epoch [130][180/470] lr: 3.951e-01, eta: 15:14:05, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.3560, top5_acc: 0.6005, loss_cls: 2.9426, loss: 2.9426, grad_norm: 1.0608 2020-08-17 16:09:41,267 - mmaction - INFO - Epoch [130][200/470] lr: 3.951e-01, eta: 15:13:47, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3638, top5_acc: 0.6045, loss_cls: 2.9226, loss: 2.9226, grad_norm: 1.0589 2020-08-17 16:10:00,220 - mmaction - INFO - Epoch [130][220/470] lr: 3.951e-01, eta: 15:13:29, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3508, top5_acc: 0.6035, loss_cls: 2.9419, loss: 2.9419, grad_norm: 1.0662 2020-08-17 16:10:18,656 - mmaction - INFO - Epoch [130][240/470] lr: 3.951e-01, eta: 15:13:11, time: 0.925, data_time: 0.007, memory: 9444, top1_acc: 0.3487, top5_acc: 0.5946, loss_cls: 2.9875, loss: 2.9875, grad_norm: 1.0719 2020-08-17 16:10:36,568 - mmaction - INFO - Epoch [130][260/470] lr: 3.951e-01, eta: 15:12:52, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3692, top5_acc: 0.6138, loss_cls: 2.8829, loss: 2.8829, grad_norm: 1.0565 2020-08-17 16:10:55,049 - mmaction - INFO - Epoch [130][280/470] lr: 3.951e-01, eta: 15:12:33, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3638, top5_acc: 0.6086, loss_cls: 2.9365, loss: 2.9365, grad_norm: 1.0626 2020-08-17 16:11:12,924 - mmaction - INFO - Epoch [130][300/470] lr: 3.951e-01, eta: 15:12:14, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3485, top5_acc: 0.6010, loss_cls: 2.9316, loss: 2.9316, grad_norm: 1.0618 2020-08-17 16:11:31,090 - mmaction - INFO - Epoch [130][320/470] lr: 3.951e-01, eta: 15:11:56, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3515, top5_acc: 0.6019, loss_cls: 2.9567, loss: 2.9567, grad_norm: 1.0465 2020-08-17 16:11:50,491 - mmaction - INFO - Epoch [130][340/470] lr: 3.951e-01, eta: 15:11:38, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3615, top5_acc: 0.6114, loss_cls: 2.8979, loss: 2.8979, grad_norm: 1.0704 2020-08-17 16:12:09,765 - mmaction - INFO - Epoch [130][360/470] lr: 3.951e-01, eta: 15:11:21, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3631, top5_acc: 0.6177, loss_cls: 2.8935, loss: 2.8935, grad_norm: 1.0654 2020-08-17 16:12:27,734 - mmaction - INFO - Epoch [130][380/470] lr: 3.951e-01, eta: 15:11:02, time: 0.899, data_time: 0.002, memory: 9444, top1_acc: 0.3519, top5_acc: 0.5979, loss_cls: 2.9591, loss: 2.9591, grad_norm: 1.0614 2020-08-17 16:12:46,787 - mmaction - INFO - Epoch [130][400/470] lr: 3.951e-01, eta: 15:10:44, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3588, top5_acc: 0.6084, loss_cls: 2.9239, loss: 2.9239, grad_norm: 1.0604 2020-08-17 16:13:06,120 - mmaction - INFO - Epoch [130][420/470] lr: 3.951e-01, eta: 15:10:26, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.3532, top5_acc: 0.6037, loss_cls: 2.9619, loss: 2.9619, grad_norm: 1.0670 2020-08-17 16:13:25,036 - mmaction - INFO - Epoch [130][440/470] lr: 3.951e-01, eta: 15:10:08, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.3490, top5_acc: 0.6013, loss_cls: 2.9549, loss: 2.9549, grad_norm: 1.0678 2020-08-17 16:13:43,850 - mmaction - INFO - Epoch [130][460/470] lr: 3.951e-01, eta: 15:09:50, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3606, top5_acc: 0.6069, loss_cls: 2.9162, loss: 2.9162, grad_norm: 1.0448 2020-08-17 16:14:15,345 - mmaction - INFO - Epoch [131][20/470] lr: 3.902e-01, eta: 15:09:18, time: 1.153, data_time: 0.399, memory: 9444, top1_acc: 0.3601, top5_acc: 0.6078, loss_cls: 2.9089, loss: 2.9089, grad_norm: 1.0648 2020-08-17 16:14:33,286 - mmaction - INFO - Epoch [131][40/470] lr: 3.902e-01, eta: 15:08:59, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3694, top5_acc: 0.6164, loss_cls: 2.9069, loss: 2.9069, grad_norm: 1.0668 2020-08-17 16:14:51,973 - mmaction - INFO - Epoch [131][60/470] lr: 3.902e-01, eta: 15:08:41, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3629, top5_acc: 0.6139, loss_cls: 2.9103, loss: 2.9103, grad_norm: 1.0503 2020-08-17 16:15:11,213 - mmaction - INFO - Epoch [131][80/470] lr: 3.902e-01, eta: 15:08:23, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.3579, top5_acc: 0.6072, loss_cls: 2.9383, loss: 2.9383, grad_norm: 1.0829 2020-08-17 16:15:28,670 - mmaction - INFO - Epoch [131][100/470] lr: 3.902e-01, eta: 15:08:04, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.3646, top5_acc: 0.6063, loss_cls: 2.9123, loss: 2.9123, grad_norm: 1.0830 2020-08-17 16:15:47,740 - mmaction - INFO - Epoch [131][120/470] lr: 3.902e-01, eta: 15:07:46, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3606, top5_acc: 0.6083, loss_cls: 2.9342, loss: 2.9342, grad_norm: 1.0661 2020-08-17 16:16:07,215 - mmaction - INFO - Epoch [131][140/470] lr: 3.902e-01, eta: 15:07:29, time: 0.974, data_time: 0.002, memory: 9444, top1_acc: 0.3572, top5_acc: 0.6112, loss_cls: 2.9069, loss: 2.9069, grad_norm: 1.0651 2020-08-17 16:16:26,889 - mmaction - INFO - Epoch [131][160/470] lr: 3.902e-01, eta: 15:07:12, time: 0.983, data_time: 0.004, memory: 9444, top1_acc: 0.3581, top5_acc: 0.6042, loss_cls: 2.9271, loss: 2.9271, grad_norm: 1.0793 2020-08-17 16:16:45,229 - mmaction - INFO - Epoch [131][180/470] lr: 3.902e-01, eta: 15:06:53, time: 0.918, data_time: 0.003, memory: 9444, top1_acc: 0.3587, top5_acc: 0.6086, loss_cls: 2.9135, loss: 2.9135, grad_norm: 1.0536 2020-08-17 16:17:04,850 - mmaction - INFO - Epoch [131][200/470] lr: 3.902e-01, eta: 15:06:36, time: 0.979, data_time: 0.001, memory: 9444, top1_acc: 0.3511, top5_acc: 0.6040, loss_cls: 2.9414, loss: 2.9414, grad_norm: 1.0579 2020-08-17 16:17:23,261 - mmaction - INFO - Epoch [131][220/470] lr: 3.902e-01, eta: 15:06:17, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3663, top5_acc: 0.6084, loss_cls: 2.9009, loss: 2.9009, grad_norm: 1.0554 2020-08-17 16:17:41,857 - mmaction - INFO - Epoch [131][240/470] lr: 3.902e-01, eta: 15:05:59, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3592, top5_acc: 0.6092, loss_cls: 2.9509, loss: 2.9509, grad_norm: 1.0847 2020-08-17 16:18:00,939 - mmaction - INFO - Epoch [131][260/470] lr: 3.902e-01, eta: 15:05:41, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3618, top5_acc: 0.6139, loss_cls: 2.8903, loss: 2.8903, grad_norm: 1.0561 2020-08-17 16:18:20,701 - mmaction - INFO - Epoch [131][280/470] lr: 3.902e-01, eta: 15:05:24, time: 0.987, data_time: 0.006, memory: 9444, top1_acc: 0.3592, top5_acc: 0.6114, loss_cls: 2.9014, loss: 2.9014, grad_norm: 1.0600 2020-08-17 16:18:40,019 - mmaction - INFO - Epoch [131][300/470] lr: 3.902e-01, eta: 15:05:06, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3632, top5_acc: 0.6140, loss_cls: 2.9196, loss: 2.9196, grad_norm: 1.0823 2020-08-17 16:18:58,920 - mmaction - INFO - Epoch [131][320/470] lr: 3.902e-01, eta: 15:04:48, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3606, top5_acc: 0.6063, loss_cls: 2.9399, loss: 2.9399, grad_norm: 1.0671 2020-08-17 16:19:17,017 - mmaction - INFO - Epoch [131][340/470] lr: 3.902e-01, eta: 15:04:30, time: 0.905, data_time: 0.004, memory: 9444, top1_acc: 0.3567, top5_acc: 0.6046, loss_cls: 2.9255, loss: 2.9255, grad_norm: 1.0661 2020-08-17 16:19:35,386 - mmaction - INFO - Epoch [131][360/470] lr: 3.902e-01, eta: 15:04:11, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3569, top5_acc: 0.6021, loss_cls: 2.9585, loss: 2.9585, grad_norm: 1.0943 2020-08-17 16:19:53,425 - mmaction - INFO - Epoch [131][380/470] lr: 3.902e-01, eta: 15:03:52, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3612, top5_acc: 0.6146, loss_cls: 2.9069, loss: 2.9069, grad_norm: 1.0664 2020-08-17 16:20:12,884 - mmaction - INFO - Epoch [131][400/470] lr: 3.902e-01, eta: 15:03:35, time: 0.973, data_time: 0.003, memory: 9444, top1_acc: 0.3642, top5_acc: 0.6069, loss_cls: 2.9310, loss: 2.9310, grad_norm: 1.0921 2020-08-17 16:20:31,799 - mmaction - INFO - Epoch [131][420/470] lr: 3.902e-01, eta: 15:03:17, time: 0.943, data_time: 0.004, memory: 9444, top1_acc: 0.3609, top5_acc: 0.6061, loss_cls: 2.9135, loss: 2.9135, grad_norm: 1.0502 2020-08-17 16:20:50,974 - mmaction - INFO - Epoch [131][440/470] lr: 3.902e-01, eta: 15:02:59, time: 0.962, data_time: 0.006, memory: 9444, top1_acc: 0.3584, top5_acc: 0.6055, loss_cls: 2.9292, loss: 2.9292, grad_norm: 1.0697 2020-08-17 16:21:09,823 - mmaction - INFO - Epoch [131][460/470] lr: 3.902e-01, eta: 15:02:41, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3625, top5_acc: 0.6171, loss_cls: 2.8928, loss: 2.8928, grad_norm: 1.0617 2020-08-17 16:21:43,508 - mmaction - INFO - Epoch [132][20/470] lr: 3.853e-01, eta: 15:02:10, time: 1.184, data_time: 0.375, memory: 9444, top1_acc: 0.3726, top5_acc: 0.6251, loss_cls: 2.8582, loss: 2.8582, grad_norm: 1.0889 2020-08-17 16:22:02,734 - mmaction - INFO - Epoch [132][40/470] lr: 3.853e-01, eta: 15:01:52, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.3582, top5_acc: 0.6129, loss_cls: 2.9084, loss: 2.9084, grad_norm: 1.0922 2020-08-17 16:22:21,003 - mmaction - INFO - Epoch [132][60/470] lr: 3.853e-01, eta: 15:01:33, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3586, top5_acc: 0.6132, loss_cls: 2.9281, loss: 2.9281, grad_norm: 1.0749 2020-08-17 16:22:40,382 - mmaction - INFO - Epoch [132][80/470] lr: 3.853e-01, eta: 15:01:16, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.3656, top5_acc: 0.6105, loss_cls: 2.8790, loss: 2.8790, grad_norm: 1.0743 2020-08-17 16:22:59,432 - mmaction - INFO - Epoch [132][100/470] lr: 3.853e-01, eta: 15:00:58, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.3607, top5_acc: 0.6143, loss_cls: 2.9136, loss: 2.9136, grad_norm: 1.0848 2020-08-17 16:23:18,817 - mmaction - INFO - Epoch [132][120/470] lr: 3.853e-01, eta: 15:00:41, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3647, top5_acc: 0.6135, loss_cls: 2.8988, loss: 2.8988, grad_norm: 1.0835 2020-08-17 16:23:37,869 - mmaction - INFO - Epoch [132][140/470] lr: 3.853e-01, eta: 15:00:23, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3617, top5_acc: 0.6109, loss_cls: 2.9067, loss: 2.9067, grad_norm: 1.0853 2020-08-17 16:23:56,616 - mmaction - INFO - Epoch [132][160/470] lr: 3.853e-01, eta: 15:00:05, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3625, top5_acc: 0.6147, loss_cls: 2.9230, loss: 2.9230, grad_norm: 1.0835 2020-08-17 16:24:15,674 - mmaction - INFO - Epoch [132][180/470] lr: 3.853e-01, eta: 14:59:47, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.3664, top5_acc: 0.6157, loss_cls: 2.8906, loss: 2.8906, grad_norm: 1.0650 2020-08-17 16:24:34,785 - mmaction - INFO - Epoch [132][200/470] lr: 3.853e-01, eta: 14:59:29, time: 0.954, data_time: 0.004, memory: 9444, top1_acc: 0.3611, top5_acc: 0.6104, loss_cls: 2.9087, loss: 2.9087, grad_norm: 1.0797 2020-08-17 16:24:54,419 - mmaction - INFO - Epoch [132][220/470] lr: 3.853e-01, eta: 14:59:12, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.3525, top5_acc: 0.6005, loss_cls: 2.9678, loss: 2.9678, grad_norm: 1.0888 2020-08-17 16:25:13,198 - mmaction - INFO - Epoch [132][240/470] lr: 3.853e-01, eta: 14:58:53, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.3633, top5_acc: 0.6079, loss_cls: 2.8994, loss: 2.8994, grad_norm: 1.0544 2020-08-17 16:25:32,477 - mmaction - INFO - Epoch [132][260/470] lr: 3.853e-01, eta: 14:58:36, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3517, top5_acc: 0.6066, loss_cls: 2.9122, loss: 2.9122, grad_norm: 1.0691 2020-08-17 16:25:52,324 - mmaction - INFO - Epoch [132][280/470] lr: 3.853e-01, eta: 14:58:19, time: 0.992, data_time: 0.006, memory: 9444, top1_acc: 0.3572, top5_acc: 0.6086, loss_cls: 2.9145, loss: 2.9145, grad_norm: 1.0709 2020-08-17 16:26:10,795 - mmaction - INFO - Epoch [132][300/470] lr: 3.853e-01, eta: 14:58:00, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3608, top5_acc: 0.6068, loss_cls: 2.9236, loss: 2.9236, grad_norm: 1.0658 2020-08-17 16:26:29,756 - mmaction - INFO - Epoch [132][320/470] lr: 3.853e-01, eta: 14:57:42, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.3582, top5_acc: 0.6050, loss_cls: 2.9376, loss: 2.9376, grad_norm: 1.0745 2020-08-17 16:26:48,810 - mmaction - INFO - Epoch [132][340/470] lr: 3.853e-01, eta: 14:57:25, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.3621, top5_acc: 0.6026, loss_cls: 2.9096, loss: 2.9096, grad_norm: 1.0606 2020-08-17 16:27:06,729 - mmaction - INFO - Epoch [132][360/470] lr: 3.853e-01, eta: 14:57:06, time: 0.896, data_time: 0.002, memory: 9444, top1_acc: 0.3580, top5_acc: 0.6038, loss_cls: 2.9390, loss: 2.9390, grad_norm: 1.0907 2020-08-17 16:27:25,548 - mmaction - INFO - Epoch [132][380/470] lr: 3.853e-01, eta: 14:56:48, time: 0.941, data_time: 0.002, memory: 9444, top1_acc: 0.3558, top5_acc: 0.6082, loss_cls: 2.9396, loss: 2.9396, grad_norm: 1.0639 2020-08-17 16:27:43,122 - mmaction - INFO - Epoch [132][400/470] lr: 3.853e-01, eta: 14:56:28, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.3603, top5_acc: 0.6136, loss_cls: 2.9161, loss: 2.9161, grad_norm: 1.0656 2020-08-17 16:28:01,592 - mmaction - INFO - Epoch [132][420/470] lr: 3.853e-01, eta: 14:56:10, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3562, top5_acc: 0.6079, loss_cls: 2.9251, loss: 2.9251, grad_norm: 1.0737 2020-08-17 16:28:19,734 - mmaction - INFO - Epoch [132][440/470] lr: 3.853e-01, eta: 14:55:51, time: 0.906, data_time: 0.007, memory: 9444, top1_acc: 0.3612, top5_acc: 0.6096, loss_cls: 2.9135, loss: 2.9135, grad_norm: 1.0703 2020-08-17 16:28:37,161 - mmaction - INFO - Epoch [132][460/470] lr: 3.853e-01, eta: 14:55:32, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.3594, top5_acc: 0.6145, loss_cls: 2.9290, loss: 2.9290, grad_norm: 1.0841 2020-08-17 16:28:46,993 - mmaction - INFO - Saving checkpoint at 132 epochs 2020-08-17 16:29:09,786 - mmaction - INFO - Epoch [133][20/470] lr: 3.804e-01, eta: 14:54:59, time: 1.092, data_time: 0.357, memory: 9444, top1_acc: 0.3662, top5_acc: 0.6152, loss_cls: 2.8925, loss: 2.8925, grad_norm: 1.0680 2020-08-17 16:29:27,578 - mmaction - INFO - Epoch [133][40/470] lr: 3.804e-01, eta: 14:54:40, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3687, top5_acc: 0.6179, loss_cls: 2.8696, loss: 2.8696, grad_norm: 1.0493 2020-08-17 16:29:45,764 - mmaction - INFO - Epoch [133][60/470] lr: 3.804e-01, eta: 14:54:21, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.3688, top5_acc: 0.6127, loss_cls: 2.8840, loss: 2.8840, grad_norm: 1.0859 2020-08-17 16:30:03,642 - mmaction - INFO - Epoch [133][80/470] lr: 3.804e-01, eta: 14:54:02, time: 0.894, data_time: 0.003, memory: 9444, top1_acc: 0.3629, top5_acc: 0.6228, loss_cls: 2.8639, loss: 2.8639, grad_norm: 1.0798 2020-08-17 16:30:21,826 - mmaction - INFO - Epoch [133][100/470] lr: 3.804e-01, eta: 14:53:43, time: 0.910, data_time: 0.003, memory: 9444, top1_acc: 0.3613, top5_acc: 0.6125, loss_cls: 2.8941, loss: 2.8941, grad_norm: 1.1029 2020-08-17 16:30:40,278 - mmaction - INFO - Epoch [133][120/470] lr: 3.804e-01, eta: 14:53:25, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3656, top5_acc: 0.6115, loss_cls: 2.9098, loss: 2.9098, grad_norm: 1.0844 2020-08-17 16:30:58,958 - mmaction - INFO - Epoch [133][140/470] lr: 3.804e-01, eta: 14:53:07, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3619, top5_acc: 0.6153, loss_cls: 2.8815, loss: 2.8815, grad_norm: 1.0791 2020-08-17 16:31:16,931 - mmaction - INFO - Epoch [133][160/470] lr: 3.804e-01, eta: 14:52:48, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3599, top5_acc: 0.6190, loss_cls: 2.8961, loss: 2.8961, grad_norm: 1.0903 2020-08-17 16:31:36,254 - mmaction - INFO - Epoch [133][180/470] lr: 3.804e-01, eta: 14:52:30, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3643, top5_acc: 0.6041, loss_cls: 2.9241, loss: 2.9241, grad_norm: 1.0821 2020-08-17 16:31:53,180 - mmaction - INFO - Epoch [133][200/470] lr: 3.804e-01, eta: 14:52:10, time: 0.845, data_time: 0.005, memory: 9444, top1_acc: 0.3680, top5_acc: 0.6147, loss_cls: 2.9062, loss: 2.9062, grad_norm: 1.0762 2020-08-17 16:32:11,835 - mmaction - INFO - Epoch [133][220/470] lr: 3.804e-01, eta: 14:51:52, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3569, top5_acc: 0.6124, loss_cls: 2.9120, loss: 2.9120, grad_norm: 1.0741 2020-08-17 16:32:30,616 - mmaction - INFO - Epoch [133][240/470] lr: 3.804e-01, eta: 14:51:34, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3563, top5_acc: 0.6059, loss_cls: 2.9323, loss: 2.9323, grad_norm: 1.0833 2020-08-17 16:32:47,618 - mmaction - INFO - Epoch [133][260/470] lr: 3.804e-01, eta: 14:51:14, time: 0.852, data_time: 0.005, memory: 9444, top1_acc: 0.3596, top5_acc: 0.6022, loss_cls: 2.9381, loss: 2.9381, grad_norm: 1.0847 2020-08-17 16:33:05,008 - mmaction - INFO - Epoch [133][280/470] lr: 3.804e-01, eta: 14:50:55, time: 0.870, data_time: 0.002, memory: 9444, top1_acc: 0.3727, top5_acc: 0.6085, loss_cls: 2.9076, loss: 2.9076, grad_norm: 1.0679 2020-08-17 16:33:23,290 - mmaction - INFO - Epoch [133][300/470] lr: 3.804e-01, eta: 14:50:36, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3574, top5_acc: 0.6086, loss_cls: 2.8992, loss: 2.8992, grad_norm: 1.0880 2020-08-17 16:33:41,321 - mmaction - INFO - Epoch [133][320/470] lr: 3.804e-01, eta: 14:50:18, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.3585, top5_acc: 0.6086, loss_cls: 2.9383, loss: 2.9383, grad_norm: 1.0756 2020-08-17 16:33:59,422 - mmaction - INFO - Epoch [133][340/470] lr: 3.804e-01, eta: 14:49:59, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3705, top5_acc: 0.6134, loss_cls: 2.8830, loss: 2.8830, grad_norm: 1.0770 2020-08-17 16:34:17,177 - mmaction - INFO - Epoch [133][360/470] lr: 3.804e-01, eta: 14:49:40, time: 0.890, data_time: 0.007, memory: 9444, top1_acc: 0.3688, top5_acc: 0.6162, loss_cls: 2.8698, loss: 2.8698, grad_norm: 1.0759 2020-08-17 16:34:35,893 - mmaction - INFO - Epoch [133][380/470] lr: 3.804e-01, eta: 14:49:22, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3583, top5_acc: 0.6013, loss_cls: 2.9421, loss: 2.9421, grad_norm: 1.0785 2020-08-17 16:34:53,507 - mmaction - INFO - Epoch [133][400/470] lr: 3.804e-01, eta: 14:49:02, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.3617, top5_acc: 0.6073, loss_cls: 2.9159, loss: 2.9159, grad_norm: 1.0619 2020-08-17 16:35:11,444 - mmaction - INFO - Epoch [133][420/470] lr: 3.804e-01, eta: 14:48:44, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3510, top5_acc: 0.6014, loss_cls: 2.9604, loss: 2.9604, grad_norm: 1.0882 2020-08-17 16:35:29,532 - mmaction - INFO - Epoch [133][440/470] lr: 3.804e-01, eta: 14:48:25, time: 0.907, data_time: 0.007, memory: 9444, top1_acc: 0.3640, top5_acc: 0.6075, loss_cls: 2.9145, loss: 2.9145, grad_norm: 1.0722 2020-08-17 16:35:47,836 - mmaction - INFO - Epoch [133][460/470] lr: 3.804e-01, eta: 14:48:06, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.3607, top5_acc: 0.6113, loss_cls: 2.9011, loss: 2.9011, grad_norm: 1.0849 2020-08-17 16:36:20,121 - mmaction - INFO - Epoch [134][20/470] lr: 3.755e-01, eta: 14:47:34, time: 1.142, data_time: 0.372, memory: 9444, top1_acc: 0.3678, top5_acc: 0.6189, loss_cls: 2.8754, loss: 2.8754, grad_norm: 1.0829 2020-08-17 16:36:38,107 - mmaction - INFO - Epoch [134][40/470] lr: 3.755e-01, eta: 14:47:15, time: 0.902, data_time: 0.007, memory: 9444, top1_acc: 0.3701, top5_acc: 0.6215, loss_cls: 2.8683, loss: 2.8683, grad_norm: 1.0831 2020-08-17 16:36:55,938 - mmaction - INFO - Epoch [134][60/470] lr: 3.755e-01, eta: 14:46:56, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3620, top5_acc: 0.6131, loss_cls: 2.8901, loss: 2.8901, grad_norm: 1.0925 2020-08-17 16:37:14,955 - mmaction - INFO - Epoch [134][80/470] lr: 3.755e-01, eta: 14:46:39, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.3738, top5_acc: 0.6150, loss_cls: 2.8752, loss: 2.8752, grad_norm: 1.0681 2020-08-17 16:37:33,286 - mmaction - INFO - Epoch [134][100/470] lr: 3.755e-01, eta: 14:46:20, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3612, top5_acc: 0.6161, loss_cls: 2.8903, loss: 2.8903, grad_norm: 1.0734 2020-08-17 16:37:51,849 - mmaction - INFO - Epoch [134][120/470] lr: 3.755e-01, eta: 14:46:02, time: 0.928, data_time: 0.004, memory: 9444, top1_acc: 0.3571, top5_acc: 0.6112, loss_cls: 2.9132, loss: 2.9132, grad_norm: 1.0901 2020-08-17 16:38:10,259 - mmaction - INFO - Epoch [134][140/470] lr: 3.755e-01, eta: 14:45:43, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3655, top5_acc: 0.6206, loss_cls: 2.8610, loss: 2.8610, grad_norm: 1.0977 2020-08-17 16:38:28,863 - mmaction - INFO - Epoch [134][160/470] lr: 3.755e-01, eta: 14:45:25, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3569, top5_acc: 0.6069, loss_cls: 2.9304, loss: 2.9304, grad_norm: 1.0979 2020-08-17 16:38:48,450 - mmaction - INFO - Epoch [134][180/470] lr: 3.755e-01, eta: 14:45:08, time: 0.980, data_time: 0.006, memory: 9444, top1_acc: 0.3742, top5_acc: 0.6206, loss_cls: 2.8826, loss: 2.8826, grad_norm: 1.0852 2020-08-17 16:39:06,021 - mmaction - INFO - Epoch [134][200/470] lr: 3.755e-01, eta: 14:44:48, time: 0.878, data_time: 0.002, memory: 9444, top1_acc: 0.3622, top5_acc: 0.6121, loss_cls: 2.9039, loss: 2.9039, grad_norm: 1.0909 2020-08-17 16:39:24,879 - mmaction - INFO - Epoch [134][220/470] lr: 3.755e-01, eta: 14:44:30, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3628, top5_acc: 0.6156, loss_cls: 2.8864, loss: 2.8864, grad_norm: 1.0774 2020-08-17 16:39:42,635 - mmaction - INFO - Epoch [134][240/470] lr: 3.755e-01, eta: 14:44:11, time: 0.887, data_time: 0.003, memory: 9444, top1_acc: 0.3539, top5_acc: 0.6036, loss_cls: 2.9183, loss: 2.9183, grad_norm: 1.0702 2020-08-17 16:40:02,203 - mmaction - INFO - Epoch [134][260/470] lr: 3.755e-01, eta: 14:43:54, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.3629, top5_acc: 0.6129, loss_cls: 2.9039, loss: 2.9039, grad_norm: 1.0995 2020-08-17 16:40:21,039 - mmaction - INFO - Epoch [134][280/470] lr: 3.755e-01, eta: 14:43:36, time: 0.942, data_time: 0.004, memory: 9444, top1_acc: 0.3655, top5_acc: 0.6090, loss_cls: 2.9094, loss: 2.9094, grad_norm: 1.0846 2020-08-17 16:40:40,707 - mmaction - INFO - Epoch [134][300/470] lr: 3.755e-01, eta: 14:43:19, time: 0.982, data_time: 0.006, memory: 9444, top1_acc: 0.3574, top5_acc: 0.6120, loss_cls: 2.9027, loss: 2.9027, grad_norm: 1.0908 2020-08-17 16:40:58,415 - mmaction - INFO - Epoch [134][320/470] lr: 3.755e-01, eta: 14:42:59, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3514, top5_acc: 0.6036, loss_cls: 2.9495, loss: 2.9495, grad_norm: 1.0896 2020-08-17 16:41:17,166 - mmaction - INFO - Epoch [134][340/470] lr: 3.755e-01, eta: 14:42:41, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3655, top5_acc: 0.6126, loss_cls: 2.8977, loss: 2.8977, grad_norm: 1.0904 2020-08-17 16:41:36,298 - mmaction - INFO - Epoch [134][360/470] lr: 3.755e-01, eta: 14:42:24, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3594, top5_acc: 0.6123, loss_cls: 2.9192, loss: 2.9192, grad_norm: 1.0866 2020-08-17 16:41:54,717 - mmaction - INFO - Epoch [134][380/470] lr: 3.755e-01, eta: 14:42:05, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3557, top5_acc: 0.6137, loss_cls: 2.9024, loss: 2.9024, grad_norm: 1.0892 2020-08-17 16:42:14,464 - mmaction - INFO - Epoch [134][400/470] lr: 3.755e-01, eta: 14:41:48, time: 0.990, data_time: 0.006, memory: 9444, top1_acc: 0.3615, top5_acc: 0.6067, loss_cls: 2.9310, loss: 2.9310, grad_norm: 1.0902 2020-08-17 16:42:32,062 - mmaction - INFO - Epoch [134][420/470] lr: 3.755e-01, eta: 14:41:29, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.3620, top5_acc: 0.6211, loss_cls: 2.8825, loss: 2.8825, grad_norm: 1.0849 2020-08-17 16:42:50,110 - mmaction - INFO - Epoch [134][440/470] lr: 3.755e-01, eta: 14:41:10, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3618, top5_acc: 0.6090, loss_cls: 2.9039, loss: 2.9039, grad_norm: 1.0739 2020-08-17 16:43:08,874 - mmaction - INFO - Epoch [134][460/470] lr: 3.755e-01, eta: 14:40:52, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3657, top5_acc: 0.6153, loss_cls: 2.8802, loss: 2.8802, grad_norm: 1.0830 2020-08-17 16:43:41,194 - mmaction - INFO - Epoch [135][20/470] lr: 3.706e-01, eta: 14:40:20, time: 1.158, data_time: 0.373, memory: 9444, top1_acc: 0.3611, top5_acc: 0.6165, loss_cls: 2.8944, loss: 2.8944, grad_norm: 1.0865 2020-08-17 16:43:59,591 - mmaction - INFO - Epoch [135][40/470] lr: 3.706e-01, eta: 14:40:02, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.3712, top5_acc: 0.6265, loss_cls: 2.8406, loss: 2.8406, grad_norm: 1.0861 2020-08-17 16:44:18,696 - mmaction - INFO - Epoch [135][60/470] lr: 3.706e-01, eta: 14:39:44, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3600, top5_acc: 0.6123, loss_cls: 2.8982, loss: 2.8982, grad_norm: 1.0819 2020-08-17 16:44:36,880 - mmaction - INFO - Epoch [135][80/470] lr: 3.706e-01, eta: 14:39:25, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3698, top5_acc: 0.6255, loss_cls: 2.8369, loss: 2.8369, grad_norm: 1.0895 2020-08-17 16:44:56,110 - mmaction - INFO - Epoch [135][100/470] lr: 3.706e-01, eta: 14:39:07, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3614, top5_acc: 0.6039, loss_cls: 2.9227, loss: 2.9227, grad_norm: 1.1102 2020-08-17 16:45:14,002 - mmaction - INFO - Epoch [135][120/470] lr: 3.706e-01, eta: 14:38:48, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.3765, top5_acc: 0.6197, loss_cls: 2.8577, loss: 2.8577, grad_norm: 1.0912 2020-08-17 16:45:32,323 - mmaction - INFO - Epoch [135][140/470] lr: 3.706e-01, eta: 14:38:30, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3638, top5_acc: 0.6155, loss_cls: 2.8904, loss: 2.8904, grad_norm: 1.1040 2020-08-17 16:45:50,937 - mmaction - INFO - Epoch [135][160/470] lr: 3.706e-01, eta: 14:38:12, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3646, top5_acc: 0.6137, loss_cls: 2.8972, loss: 2.8972, grad_norm: 1.0920 2020-08-17 16:46:09,197 - mmaction - INFO - Epoch [135][180/470] lr: 3.706e-01, eta: 14:37:53, time: 0.913, data_time: 0.002, memory: 9444, top1_acc: 0.3659, top5_acc: 0.6208, loss_cls: 2.8601, loss: 2.8601, grad_norm: 1.0932 2020-08-17 16:46:28,322 - mmaction - INFO - Epoch [135][200/470] lr: 3.706e-01, eta: 14:37:35, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.3646, top5_acc: 0.6073, loss_cls: 2.9016, loss: 2.9016, grad_norm: 1.0886 2020-08-17 16:46:47,630 - mmaction - INFO - Epoch [135][220/470] lr: 3.706e-01, eta: 14:37:18, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3612, top5_acc: 0.6150, loss_cls: 2.8977, loss: 2.8977, grad_norm: 1.0885 2020-08-17 16:47:06,758 - mmaction - INFO - Epoch [135][240/470] lr: 3.706e-01, eta: 14:37:00, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3642, top5_acc: 0.6154, loss_cls: 2.8816, loss: 2.8816, grad_norm: 1.1078 2020-08-17 16:47:25,276 - mmaction - INFO - Epoch [135][260/470] lr: 3.706e-01, eta: 14:36:41, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3640, top5_acc: 0.6105, loss_cls: 2.8963, loss: 2.8963, grad_norm: 1.1017 2020-08-17 16:47:43,293 - mmaction - INFO - Epoch [135][280/470] lr: 3.706e-01, eta: 14:36:23, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.3676, top5_acc: 0.6192, loss_cls: 2.8755, loss: 2.8755, grad_norm: 1.0691 2020-08-17 16:48:03,347 - mmaction - INFO - Epoch [135][300/470] lr: 3.706e-01, eta: 14:36:06, time: 1.000, data_time: 0.008, memory: 9444, top1_acc: 0.3545, top5_acc: 0.6025, loss_cls: 2.9480, loss: 2.9480, grad_norm: 1.1146 2020-08-17 16:48:21,187 - mmaction - INFO - Epoch [135][320/470] lr: 3.706e-01, eta: 14:35:47, time: 0.893, data_time: 0.008, memory: 9444, top1_acc: 0.3575, top5_acc: 0.6118, loss_cls: 2.9214, loss: 2.9214, grad_norm: 1.0986 2020-08-17 16:48:39,609 - mmaction - INFO - Epoch [135][340/470] lr: 3.706e-01, eta: 14:35:28, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3596, top5_acc: 0.6078, loss_cls: 2.9269, loss: 2.9269, grad_norm: 1.1040 2020-08-17 16:48:59,247 - mmaction - INFO - Epoch [135][360/470] lr: 3.706e-01, eta: 14:35:11, time: 0.980, data_time: 0.004, memory: 9444, top1_acc: 0.3657, top5_acc: 0.6089, loss_cls: 2.9055, loss: 2.9055, grad_norm: 1.0723 2020-08-17 16:49:16,750 - mmaction - INFO - Epoch [135][380/470] lr: 3.706e-01, eta: 14:34:52, time: 0.877, data_time: 0.006, memory: 9444, top1_acc: 0.3717, top5_acc: 0.6182, loss_cls: 2.8621, loss: 2.8621, grad_norm: 1.0880 2020-08-17 16:49:36,144 - mmaction - INFO - Epoch [135][400/470] lr: 3.706e-01, eta: 14:34:34, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3655, top5_acc: 0.6126, loss_cls: 2.9102, loss: 2.9102, grad_norm: 1.0836 2020-08-17 16:49:56,235 - mmaction - INFO - Epoch [135][420/470] lr: 3.706e-01, eta: 14:34:17, time: 1.005, data_time: 0.005, memory: 9444, top1_acc: 0.3597, top5_acc: 0.6089, loss_cls: 2.9128, loss: 2.9128, grad_norm: 1.0659 2020-08-17 16:50:14,277 - mmaction - INFO - Epoch [135][440/470] lr: 3.706e-01, eta: 14:33:58, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.3607, top5_acc: 0.6088, loss_cls: 2.9018, loss: 2.9018, grad_norm: 1.0921 2020-08-17 16:50:33,492 - mmaction - INFO - Epoch [135][460/470] lr: 3.706e-01, eta: 14:33:41, time: 0.965, data_time: 0.008, memory: 9444, top1_acc: 0.3735, top5_acc: 0.6231, loss_cls: 2.8545, loss: 2.8545, grad_norm: 1.0944 2020-08-17 16:51:06,601 - mmaction - INFO - Epoch [136][20/470] lr: 3.657e-01, eta: 14:33:10, time: 1.197, data_time: 0.488, memory: 9444, top1_acc: 0.3725, top5_acc: 0.6184, loss_cls: 2.8708, loss: 2.8708, grad_norm: 1.0939 2020-08-17 16:51:24,991 - mmaction - INFO - Epoch [136][40/470] lr: 3.657e-01, eta: 14:32:51, time: 0.920, data_time: 0.003, memory: 9444, top1_acc: 0.3709, top5_acc: 0.6230, loss_cls: 2.8521, loss: 2.8521, grad_norm: 1.0931 2020-08-17 16:51:42,682 - mmaction - INFO - Epoch [136][60/470] lr: 3.657e-01, eta: 14:32:32, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.3704, top5_acc: 0.6138, loss_cls: 2.8619, loss: 2.8619, grad_norm: 1.0986 2020-08-17 16:52:00,768 - mmaction - INFO - Epoch [136][80/470] lr: 3.657e-01, eta: 14:32:13, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3690, top5_acc: 0.6130, loss_cls: 2.8959, loss: 2.8959, grad_norm: 1.1089 2020-08-17 16:52:20,255 - mmaction - INFO - Epoch [136][100/470] lr: 3.657e-01, eta: 14:31:56, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.3695, top5_acc: 0.6223, loss_cls: 2.8674, loss: 2.8674, grad_norm: 1.1140 2020-08-17 16:52:38,909 - mmaction - INFO - Epoch [136][120/470] lr: 3.657e-01, eta: 14:31:38, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3697, top5_acc: 0.6189, loss_cls: 2.8729, loss: 2.8729, grad_norm: 1.0932 2020-08-17 16:52:56,631 - mmaction - INFO - Epoch [136][140/470] lr: 3.657e-01, eta: 14:31:19, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3608, top5_acc: 0.6181, loss_cls: 2.8821, loss: 2.8821, grad_norm: 1.1106 2020-08-17 16:53:15,687 - mmaction - INFO - Epoch [136][160/470] lr: 3.657e-01, eta: 14:31:01, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3678, top5_acc: 0.6235, loss_cls: 2.8526, loss: 2.8526, grad_norm: 1.0858 2020-08-17 16:53:34,057 - mmaction - INFO - Epoch [136][180/470] lr: 3.657e-01, eta: 14:30:42, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3689, top5_acc: 0.6166, loss_cls: 2.8642, loss: 2.8642, grad_norm: 1.1007 2020-08-17 16:53:53,214 - mmaction - INFO - Epoch [136][200/470] lr: 3.657e-01, eta: 14:30:24, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3641, top5_acc: 0.6100, loss_cls: 2.8817, loss: 2.8817, grad_norm: 1.0942 2020-08-17 16:54:11,967 - mmaction - INFO - Epoch [136][220/470] lr: 3.657e-01, eta: 14:30:06, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3615, top5_acc: 0.6124, loss_cls: 2.8875, loss: 2.8875, grad_norm: 1.1033 2020-08-17 16:54:31,166 - mmaction - INFO - Epoch [136][240/470] lr: 3.657e-01, eta: 14:29:49, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.3580, top5_acc: 0.6133, loss_cls: 2.9230, loss: 2.9230, grad_norm: 1.0983 2020-08-17 16:54:49,086 - mmaction - INFO - Epoch [136][260/470] lr: 3.657e-01, eta: 14:29:30, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3597, top5_acc: 0.6145, loss_cls: 2.8949, loss: 2.8949, grad_norm: 1.1014 2020-08-17 16:55:08,730 - mmaction - INFO - Epoch [136][280/470] lr: 3.657e-01, eta: 14:29:12, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.3604, top5_acc: 0.6073, loss_cls: 2.9211, loss: 2.9211, grad_norm: 1.0921 2020-08-17 16:55:25,921 - mmaction - INFO - Epoch [136][300/470] lr: 3.657e-01, eta: 14:28:53, time: 0.859, data_time: 0.002, memory: 9444, top1_acc: 0.3676, top5_acc: 0.6178, loss_cls: 2.8777, loss: 2.8777, grad_norm: 1.0759 2020-08-17 16:55:44,639 - mmaction - INFO - Epoch [136][320/470] lr: 3.657e-01, eta: 14:28:35, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3622, top5_acc: 0.6130, loss_cls: 2.8832, loss: 2.8832, grad_norm: 1.1069 2020-08-17 16:56:03,009 - mmaction - INFO - Epoch [136][340/470] lr: 3.657e-01, eta: 14:28:16, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3652, top5_acc: 0.6104, loss_cls: 2.8989, loss: 2.8989, grad_norm: 1.0993 2020-08-17 16:56:21,387 - mmaction - INFO - Epoch [136][360/470] lr: 3.657e-01, eta: 14:27:58, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3629, top5_acc: 0.6059, loss_cls: 2.9088, loss: 2.9088, grad_norm: 1.0910 2020-08-17 16:56:40,047 - mmaction - INFO - Epoch [136][380/470] lr: 3.657e-01, eta: 14:27:39, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3630, top5_acc: 0.6183, loss_cls: 2.8817, loss: 2.8817, grad_norm: 1.0885 2020-08-17 16:56:58,710 - mmaction - INFO - Epoch [136][400/470] lr: 3.657e-01, eta: 14:27:21, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3648, top5_acc: 0.6120, loss_cls: 2.8739, loss: 2.8739, grad_norm: 1.0918 2020-08-17 16:57:17,825 - mmaction - INFO - Epoch [136][420/470] lr: 3.657e-01, eta: 14:27:03, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3610, top5_acc: 0.6151, loss_cls: 2.9032, loss: 2.9032, grad_norm: 1.1116 2020-08-17 16:57:37,248 - mmaction - INFO - Epoch [136][440/470] lr: 3.657e-01, eta: 14:26:46, time: 0.969, data_time: 0.004, memory: 9444, top1_acc: 0.3668, top5_acc: 0.6193, loss_cls: 2.8868, loss: 2.8868, grad_norm: 1.0885 2020-08-17 16:57:56,422 - mmaction - INFO - Epoch [136][460/470] lr: 3.657e-01, eta: 14:26:28, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3574, top5_acc: 0.6080, loss_cls: 2.9356, loss: 2.9356, grad_norm: 1.0888 2020-08-17 16:58:05,094 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-08-17 16:58:27,788 - mmaction - INFO - Epoch [137][20/470] lr: 3.608e-01, eta: 14:25:55, time: 1.076, data_time: 0.346, memory: 9444, top1_acc: 0.3733, top5_acc: 0.6283, loss_cls: 2.8304, loss: 2.8304, grad_norm: 1.0987 2020-08-17 16:58:46,484 - mmaction - INFO - Epoch [137][40/470] lr: 3.608e-01, eta: 14:25:37, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3690, top5_acc: 0.6184, loss_cls: 2.8665, loss: 2.8665, grad_norm: 1.0986 2020-08-17 16:59:04,310 - mmaction - INFO - Epoch [137][60/470] lr: 3.608e-01, eta: 14:25:18, time: 0.891, data_time: 0.002, memory: 9444, top1_acc: 0.3648, top5_acc: 0.6173, loss_cls: 2.8790, loss: 2.8790, grad_norm: 1.1033 2020-08-17 16:59:22,576 - mmaction - INFO - Epoch [137][80/470] lr: 3.608e-01, eta: 14:24:59, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.3651, top5_acc: 0.6190, loss_cls: 2.8795, loss: 2.8795, grad_norm: 1.1032 2020-08-17 16:59:42,239 - mmaction - INFO - Epoch [137][100/470] lr: 3.608e-01, eta: 14:24:42, time: 0.985, data_time: 0.006, memory: 9444, top1_acc: 0.3619, top5_acc: 0.6136, loss_cls: 2.8946, loss: 2.8946, grad_norm: 1.1036 2020-08-17 17:00:00,358 - mmaction - INFO - Epoch [137][120/470] lr: 3.608e-01, eta: 14:24:23, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3659, top5_acc: 0.6070, loss_cls: 2.8960, loss: 2.8960, grad_norm: 1.0841 2020-08-17 17:00:20,710 - mmaction - INFO - Epoch [137][140/470] lr: 3.608e-01, eta: 14:24:06, time: 1.014, data_time: 0.006, memory: 9444, top1_acc: 0.3632, top5_acc: 0.6088, loss_cls: 2.9133, loss: 2.9133, grad_norm: 1.1041 2020-08-17 17:00:38,608 - mmaction - INFO - Epoch [137][160/470] lr: 3.608e-01, eta: 14:23:48, time: 0.899, data_time: 0.017, memory: 9444, top1_acc: 0.3703, top5_acc: 0.6171, loss_cls: 2.8503, loss: 2.8503, grad_norm: 1.0811 2020-08-17 17:00:57,057 - mmaction - INFO - Epoch [137][180/470] lr: 3.608e-01, eta: 14:23:29, time: 0.923, data_time: 0.004, memory: 9444, top1_acc: 0.3682, top5_acc: 0.6150, loss_cls: 2.8938, loss: 2.8938, grad_norm: 1.1170 2020-08-17 17:01:17,388 - mmaction - INFO - Epoch [137][200/470] lr: 3.608e-01, eta: 14:23:12, time: 1.014, data_time: 0.005, memory: 9444, top1_acc: 0.3667, top5_acc: 0.6207, loss_cls: 2.8519, loss: 2.8519, grad_norm: 1.0967 2020-08-17 17:01:35,800 - mmaction - INFO - Epoch [137][220/470] lr: 3.608e-01, eta: 14:22:54, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.3674, top5_acc: 0.6200, loss_cls: 2.8706, loss: 2.8706, grad_norm: 1.1192 2020-08-17 17:01:54,219 - mmaction - INFO - Epoch [137][240/470] lr: 3.608e-01, eta: 14:22:36, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3744, top5_acc: 0.6232, loss_cls: 2.8350, loss: 2.8350, grad_norm: 1.1057 2020-08-17 17:02:11,919 - mmaction - INFO - Epoch [137][260/470] lr: 3.608e-01, eta: 14:22:16, time: 0.884, data_time: 0.003, memory: 9444, top1_acc: 0.3694, top5_acc: 0.6187, loss_cls: 2.8535, loss: 2.8535, grad_norm: 1.0963 2020-08-17 17:02:31,114 - mmaction - INFO - Epoch [137][280/470] lr: 3.608e-01, eta: 14:21:59, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.3763, top5_acc: 0.6161, loss_cls: 2.8753, loss: 2.8753, grad_norm: 1.1278 2020-08-17 17:02:49,426 - mmaction - INFO - Epoch [137][300/470] lr: 3.608e-01, eta: 14:21:40, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3602, top5_acc: 0.6058, loss_cls: 2.9127, loss: 2.9127, grad_norm: 1.0936 2020-08-17 17:03:08,213 - mmaction - INFO - Epoch [137][320/470] lr: 3.608e-01, eta: 14:21:22, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3681, top5_acc: 0.6161, loss_cls: 2.8935, loss: 2.8935, grad_norm: 1.0741 2020-08-17 17:03:27,004 - mmaction - INFO - Epoch [137][340/470] lr: 3.608e-01, eta: 14:21:04, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3681, top5_acc: 0.6224, loss_cls: 2.8711, loss: 2.8711, grad_norm: 1.1029 2020-08-17 17:03:45,761 - mmaction - INFO - Epoch [137][360/470] lr: 3.608e-01, eta: 14:20:46, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3691, top5_acc: 0.6204, loss_cls: 2.8563, loss: 2.8563, grad_norm: 1.0992 2020-08-17 17:04:04,065 - mmaction - INFO - Epoch [137][380/470] lr: 3.608e-01, eta: 14:20:27, time: 0.916, data_time: 0.003, memory: 9444, top1_acc: 0.3541, top5_acc: 0.6152, loss_cls: 2.9267, loss: 2.9267, grad_norm: 1.1110 2020-08-17 17:04:22,421 - mmaction - INFO - Epoch [137][400/470] lr: 3.608e-01, eta: 14:20:09, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3672, top5_acc: 0.6182, loss_cls: 2.8750, loss: 2.8750, grad_norm: 1.0990 2020-08-17 17:04:40,552 - mmaction - INFO - Epoch [137][420/470] lr: 3.608e-01, eta: 14:19:50, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3623, top5_acc: 0.6113, loss_cls: 2.9020, loss: 2.9020, grad_norm: 1.1053 2020-08-17 17:04:59,330 - mmaction - INFO - Epoch [137][440/470] lr: 3.608e-01, eta: 14:19:32, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3609, top5_acc: 0.6103, loss_cls: 2.9156, loss: 2.9156, grad_norm: 1.1014 2020-08-17 17:05:18,138 - mmaction - INFO - Epoch [137][460/470] lr: 3.608e-01, eta: 14:19:14, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3646, top5_acc: 0.6244, loss_cls: 2.8637, loss: 2.8637, grad_norm: 1.1010 2020-08-17 17:05:51,639 - mmaction - INFO - Epoch [138][20/470] lr: 3.559e-01, eta: 14:18:44, time: 1.229, data_time: 0.536, memory: 9444, top1_acc: 0.3766, top5_acc: 0.6276, loss_cls: 2.8131, loss: 2.8131, grad_norm: 1.0761 2020-08-17 17:06:09,650 - mmaction - INFO - Epoch [138][40/470] lr: 3.559e-01, eta: 14:18:25, time: 0.901, data_time: 0.004, memory: 9444, top1_acc: 0.3726, top5_acc: 0.6192, loss_cls: 2.8476, loss: 2.8476, grad_norm: 1.1021 2020-08-17 17:06:27,604 - mmaction - INFO - Epoch [138][60/470] lr: 3.559e-01, eta: 14:18:06, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3741, top5_acc: 0.6220, loss_cls: 2.8501, loss: 2.8501, grad_norm: 1.1070 2020-08-17 17:06:45,849 - mmaction - INFO - Epoch [138][80/470] lr: 3.559e-01, eta: 14:17:47, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.3694, top5_acc: 0.6210, loss_cls: 2.8566, loss: 2.8566, grad_norm: 1.1181 2020-08-17 17:07:04,675 - mmaction - INFO - Epoch [138][100/470] lr: 3.559e-01, eta: 14:17:29, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3670, top5_acc: 0.6178, loss_cls: 2.8837, loss: 2.8837, grad_norm: 1.1116 2020-08-17 17:07:23,793 - mmaction - INFO - Epoch [138][120/470] lr: 3.559e-01, eta: 14:17:11, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.3739, top5_acc: 0.6185, loss_cls: 2.8529, loss: 2.8529, grad_norm: 1.1053 2020-08-17 17:07:42,109 - mmaction - INFO - Epoch [138][140/470] lr: 3.559e-01, eta: 14:16:53, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3694, top5_acc: 0.6211, loss_cls: 2.8670, loss: 2.8670, grad_norm: 1.1096 2020-08-17 17:08:00,981 - mmaction - INFO - Epoch [138][160/470] lr: 3.559e-01, eta: 14:16:35, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.3714, top5_acc: 0.6228, loss_cls: 2.8290, loss: 2.8290, grad_norm: 1.1136 2020-08-17 17:08:18,798 - mmaction - INFO - Epoch [138][180/470] lr: 3.559e-01, eta: 14:16:16, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.3633, top5_acc: 0.6146, loss_cls: 2.8906, loss: 2.8906, grad_norm: 1.1111 2020-08-17 17:08:36,642 - mmaction - INFO - Epoch [138][200/470] lr: 3.559e-01, eta: 14:15:57, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3729, top5_acc: 0.6258, loss_cls: 2.8349, loss: 2.8349, grad_norm: 1.1135 2020-08-17 17:08:56,008 - mmaction - INFO - Epoch [138][220/470] lr: 3.559e-01, eta: 14:15:39, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3655, top5_acc: 0.6204, loss_cls: 2.8681, loss: 2.8681, grad_norm: 1.1193 2020-08-17 17:09:13,943 - mmaction - INFO - Epoch [138][240/470] lr: 3.559e-01, eta: 14:15:20, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3565, top5_acc: 0.6075, loss_cls: 2.9217, loss: 2.9217, grad_norm: 1.1112 2020-08-17 17:09:32,700 - mmaction - INFO - Epoch [138][260/470] lr: 3.559e-01, eta: 14:15:02, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.3662, top5_acc: 0.6143, loss_cls: 2.8686, loss: 2.8686, grad_norm: 1.1077 2020-08-17 17:09:51,314 - mmaction - INFO - Epoch [138][280/470] lr: 3.559e-01, eta: 14:14:44, time: 0.934, data_time: 0.007, memory: 9444, top1_acc: 0.3742, top5_acc: 0.6231, loss_cls: 2.8493, loss: 2.8493, grad_norm: 1.1124 2020-08-17 17:10:10,460 - mmaction - INFO - Epoch [138][300/470] lr: 3.559e-01, eta: 14:14:26, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3672, top5_acc: 0.6207, loss_cls: 2.8712, loss: 2.8712, grad_norm: 1.1060 2020-08-17 17:10:28,197 - mmaction - INFO - Epoch [138][320/470] lr: 3.559e-01, eta: 14:14:07, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3695, top5_acc: 0.6174, loss_cls: 2.8655, loss: 2.8655, grad_norm: 1.1119 2020-08-17 17:10:46,124 - mmaction - INFO - Epoch [138][340/470] lr: 3.559e-01, eta: 14:13:48, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.3683, top5_acc: 0.6137, loss_cls: 2.8817, loss: 2.8817, grad_norm: 1.0970 2020-08-17 17:11:04,871 - mmaction - INFO - Epoch [138][360/470] lr: 3.559e-01, eta: 14:13:30, time: 0.940, data_time: 0.007, memory: 9444, top1_acc: 0.3666, top5_acc: 0.6110, loss_cls: 2.9048, loss: 2.9048, grad_norm: 1.1054 2020-08-17 17:11:23,113 - mmaction - INFO - Epoch [138][380/470] lr: 3.559e-01, eta: 14:13:11, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.3604, top5_acc: 0.6089, loss_cls: 2.8995, loss: 2.8995, grad_norm: 1.1068 2020-08-17 17:11:40,802 - mmaction - INFO - Epoch [138][400/470] lr: 3.559e-01, eta: 14:12:52, time: 0.885, data_time: 0.004, memory: 9444, top1_acc: 0.3721, top5_acc: 0.6211, loss_cls: 2.8483, loss: 2.8483, grad_norm: 1.1138 2020-08-17 17:11:59,671 - mmaction - INFO - Epoch [138][420/470] lr: 3.559e-01, eta: 14:12:34, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3698, top5_acc: 0.6193, loss_cls: 2.8792, loss: 2.8792, grad_norm: 1.1256 2020-08-17 17:12:18,227 - mmaction - INFO - Epoch [138][440/470] lr: 3.559e-01, eta: 14:12:16, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.3608, top5_acc: 0.6109, loss_cls: 2.9336, loss: 2.9336, grad_norm: 1.1107 2020-08-17 17:12:36,407 - mmaction - INFO - Epoch [138][460/470] lr: 3.559e-01, eta: 14:11:57, time: 0.910, data_time: 0.010, memory: 9444, top1_acc: 0.3641, top5_acc: 0.6136, loss_cls: 2.8934, loss: 2.8934, grad_norm: 1.1131 2020-08-17 17:13:08,587 - mmaction - INFO - Epoch [139][20/470] lr: 3.510e-01, eta: 14:11:26, time: 1.150, data_time: 0.369, memory: 9444, top1_acc: 0.3699, top5_acc: 0.6128, loss_cls: 2.8865, loss: 2.8865, grad_norm: 1.1241 2020-08-17 17:13:26,896 - mmaction - INFO - Epoch [139][40/470] lr: 3.510e-01, eta: 14:11:07, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.3734, top5_acc: 0.6262, loss_cls: 2.8343, loss: 2.8343, grad_norm: 1.0986 2020-08-17 17:13:44,809 - mmaction - INFO - Epoch [139][60/470] lr: 3.510e-01, eta: 14:10:48, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.3702, top5_acc: 0.6173, loss_cls: 2.8635, loss: 2.8635, grad_norm: 1.1025 2020-08-17 17:14:03,337 - mmaction - INFO - Epoch [139][80/470] lr: 3.510e-01, eta: 14:10:30, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3723, top5_acc: 0.6268, loss_cls: 2.8208, loss: 2.8208, grad_norm: 1.1152 2020-08-17 17:14:21,136 - mmaction - INFO - Epoch [139][100/470] lr: 3.510e-01, eta: 14:10:11, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.3729, top5_acc: 0.6244, loss_cls: 2.8482, loss: 2.8482, grad_norm: 1.1233 2020-08-17 17:14:40,210 - mmaction - INFO - Epoch [139][120/470] lr: 3.510e-01, eta: 14:09:53, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.3775, top5_acc: 0.6206, loss_cls: 2.8300, loss: 2.8300, grad_norm: 1.1159 2020-08-17 17:14:58,590 - mmaction - INFO - Epoch [139][140/470] lr: 3.510e-01, eta: 14:09:35, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3721, top5_acc: 0.6253, loss_cls: 2.8424, loss: 2.8424, grad_norm: 1.1150 2020-08-17 17:15:18,924 - mmaction - INFO - Epoch [139][160/470] lr: 3.510e-01, eta: 14:09:18, time: 1.018, data_time: 0.006, memory: 9444, top1_acc: 0.3720, top5_acc: 0.6203, loss_cls: 2.8484, loss: 2.8484, grad_norm: 1.0999 2020-08-17 17:15:37,658 - mmaction - INFO - Epoch [139][180/470] lr: 3.510e-01, eta: 14:09:00, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3684, top5_acc: 0.6146, loss_cls: 2.8812, loss: 2.8812, grad_norm: 1.1325 2020-08-17 17:15:55,801 - mmaction - INFO - Epoch [139][200/470] lr: 3.510e-01, eta: 14:08:41, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.3587, top5_acc: 0.6068, loss_cls: 2.9151, loss: 2.9151, grad_norm: 1.1154 2020-08-17 17:16:14,181 - mmaction - INFO - Epoch [139][220/470] lr: 3.510e-01, eta: 14:08:23, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.3808, top5_acc: 0.6249, loss_cls: 2.8436, loss: 2.8436, grad_norm: 1.0848 2020-08-17 17:16:32,779 - mmaction - INFO - Epoch [139][240/470] lr: 3.510e-01, eta: 14:08:04, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.3775, top5_acc: 0.6264, loss_cls: 2.8326, loss: 2.8326, grad_norm: 1.1076 2020-08-17 17:16:51,445 - mmaction - INFO - Epoch [139][260/470] lr: 3.510e-01, eta: 14:07:46, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3729, top5_acc: 0.6149, loss_cls: 2.8675, loss: 2.8675, grad_norm: 1.1297 2020-08-17 17:17:09,776 - mmaction - INFO - Epoch [139][280/470] lr: 3.510e-01, eta: 14:07:28, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.3650, top5_acc: 0.6183, loss_cls: 2.8810, loss: 2.8810, grad_norm: 1.1182 2020-08-17 17:17:28,403 - mmaction - INFO - Epoch [139][300/470] lr: 3.510e-01, eta: 14:07:09, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3720, top5_acc: 0.6182, loss_cls: 2.8615, loss: 2.8615, grad_norm: 1.1041 2020-08-17 17:17:46,830 - mmaction - INFO - Epoch [139][320/470] lr: 3.510e-01, eta: 14:06:51, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.3711, top5_acc: 0.6179, loss_cls: 2.8695, loss: 2.8695, grad_norm: 1.1154 2020-08-17 17:18:05,289 - mmaction - INFO - Epoch [139][340/470] lr: 3.510e-01, eta: 14:06:32, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.3575, top5_acc: 0.6146, loss_cls: 2.8896, loss: 2.8896, grad_norm: 1.1175 2020-08-17 17:18:22,830 - mmaction - INFO - Epoch [139][360/470] lr: 3.510e-01, eta: 14:06:13, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.3768, top5_acc: 0.6193, loss_cls: 2.8535, loss: 2.8535, grad_norm: 1.1120 2020-08-17 17:18:41,483 - mmaction - INFO - Epoch [139][380/470] lr: 3.510e-01, eta: 14:05:55, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3756, top5_acc: 0.6237, loss_cls: 2.8385, loss: 2.8385, grad_norm: 1.1197 2020-08-17 17:19:00,121 - mmaction - INFO - Epoch [139][400/470] lr: 3.510e-01, eta: 14:05:37, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.3647, top5_acc: 0.6151, loss_cls: 2.8751, loss: 2.8751, grad_norm: 1.1194 2020-08-17 17:19:18,119 - mmaction - INFO - Epoch [139][420/470] lr: 3.510e-01, eta: 14:05:18, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3672, top5_acc: 0.6131, loss_cls: 2.8882, loss: 2.8882, grad_norm: 1.1095 2020-08-17 17:19:36,215 - mmaction - INFO - Epoch [139][440/470] lr: 3.510e-01, eta: 14:04:59, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3636, top5_acc: 0.6178, loss_cls: 2.8779, loss: 2.8779, grad_norm: 1.1131 2020-08-17 17:19:54,159 - mmaction - INFO - Epoch [139][460/470] lr: 3.510e-01, eta: 14:04:40, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.3630, top5_acc: 0.6155, loss_cls: 2.8864, loss: 2.8864, grad_norm: 1.1018 2020-08-17 17:20:26,913 - mmaction - INFO - Epoch [140][20/470] lr: 3.462e-01, eta: 14:04:08, time: 1.124, data_time: 0.397, memory: 9444, top1_acc: 0.3728, top5_acc: 0.6204, loss_cls: 2.8360, loss: 2.8360, grad_norm: 1.0961 2020-08-17 17:20:44,044 - mmaction - INFO - Epoch [140][40/470] lr: 3.462e-01, eta: 14:03:49, time: 0.858, data_time: 0.005, memory: 9444, top1_acc: 0.3723, top5_acc: 0.6170, loss_cls: 2.8693, loss: 2.8693, grad_norm: 1.1025 2020-08-17 17:21:03,297 - mmaction - INFO - Epoch [140][60/470] lr: 3.462e-01, eta: 14:03:31, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.3805, top5_acc: 0.6273, loss_cls: 2.8232, loss: 2.8232, grad_norm: 1.1152 2020-08-17 17:21:21,045 - mmaction - INFO - Epoch [140][80/470] lr: 3.462e-01, eta: 14:03:12, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.3741, top5_acc: 0.6265, loss_cls: 2.8270, loss: 2.8270, grad_norm: 1.1126 2020-08-17 17:21:39,125 - mmaction - INFO - Epoch [140][100/470] lr: 3.462e-01, eta: 14:02:53, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3675, top5_acc: 0.6216, loss_cls: 2.8542, loss: 2.8542, grad_norm: 1.1162 2020-08-17 17:21:57,956 - mmaction - INFO - Epoch [140][120/470] lr: 3.462e-01, eta: 14:02:35, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3726, top5_acc: 0.6229, loss_cls: 2.8397, loss: 2.8397, grad_norm: 1.1244 2020-08-17 17:22:15,698 - mmaction - INFO - Epoch [140][140/470] lr: 3.462e-01, eta: 14:02:16, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.3754, top5_acc: 0.6178, loss_cls: 2.8558, loss: 2.8558, grad_norm: 1.1150 2020-08-17 17:22:34,584 - mmaction - INFO - Epoch [140][160/470] lr: 3.462e-01, eta: 14:01:58, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3714, top5_acc: 0.6267, loss_cls: 2.8303, loss: 2.8303, grad_norm: 1.1106 2020-08-17 17:22:53,621 - mmaction - INFO - Epoch [140][180/470] lr: 3.462e-01, eta: 14:01:40, time: 0.955, data_time: 0.004, memory: 9444, top1_acc: 0.3665, top5_acc: 0.6139, loss_cls: 2.9017, loss: 2.9017, grad_norm: 1.1189 2020-08-17 17:23:12,013 - mmaction - INFO - Epoch [140][200/470] lr: 3.462e-01, eta: 14:01:22, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.3811, top5_acc: 0.6283, loss_cls: 2.8102, loss: 2.8102, grad_norm: 1.1300 2020-08-17 17:23:30,020 - mmaction - INFO - Epoch [140][220/470] lr: 3.462e-01, eta: 14:01:03, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.3776, top5_acc: 0.6265, loss_cls: 2.8365, loss: 2.8365, grad_norm: 1.1177 2020-08-17 17:23:49,251 - mmaction - INFO - Epoch [140][240/470] lr: 3.462e-01, eta: 14:00:45, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.3707, top5_acc: 0.6139, loss_cls: 2.8705, loss: 2.8705, grad_norm: 1.1234 2020-08-17 17:24:07,002 - mmaction - INFO - Epoch [140][260/470] lr: 3.462e-01, eta: 14:00:26, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.3613, top5_acc: 0.6183, loss_cls: 2.8687, loss: 2.8687, grad_norm: 1.0963 2020-08-17 17:24:25,101 - mmaction - INFO - Epoch [140][280/470] lr: 3.462e-01, eta: 14:00:08, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3775, top5_acc: 0.6207, loss_cls: 2.8582, loss: 2.8582, grad_norm: 1.1342 2020-08-17 17:24:43,912 - mmaction - INFO - Epoch [140][300/470] lr: 3.462e-01, eta: 13:59:50, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3747, top5_acc: 0.6246, loss_cls: 2.8379, loss: 2.8379, grad_norm: 1.1019 2020-08-17 17:25:02,484 - mmaction - INFO - Epoch [140][320/470] lr: 3.462e-01, eta: 13:59:31, time: 0.931, data_time: 0.007, memory: 9444, top1_acc: 0.3741, top5_acc: 0.6199, loss_cls: 2.8479, loss: 2.8479, grad_norm: 1.1196 2020-08-17 17:25:20,250 - mmaction - INFO - Epoch [140][340/470] lr: 3.462e-01, eta: 13:59:12, time: 0.889, data_time: 0.003, memory: 9444, top1_acc: 0.3629, top5_acc: 0.6161, loss_cls: 2.8851, loss: 2.8851, grad_norm: 1.1326 2020-08-17 17:25:39,679 - mmaction - INFO - Epoch [140][360/470] lr: 3.462e-01, eta: 13:58:55, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.3733, top5_acc: 0.6254, loss_cls: 2.8490, loss: 2.8490, grad_norm: 1.1183 2020-08-17 17:25:57,387 - mmaction - INFO - Epoch [140][380/470] lr: 3.462e-01, eta: 13:58:36, time: 0.885, data_time: 0.004, memory: 9444, top1_acc: 0.3720, top5_acc: 0.6179, loss_cls: 2.8546, loss: 2.8546, grad_norm: 1.1124 2020-08-17 17:26:16,276 - mmaction - INFO - Epoch [140][400/470] lr: 3.462e-01, eta: 13:58:18, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.3727, top5_acc: 0.6146, loss_cls: 2.8874, loss: 2.8874, grad_norm: 1.1399 2020-08-17 17:26:34,725 - mmaction - INFO - Epoch [140][420/470] lr: 3.462e-01, eta: 13:57:59, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3636, top5_acc: 0.6146, loss_cls: 2.9053, loss: 2.9053, grad_norm: 1.1298 2020-08-17 17:26:52,781 - mmaction - INFO - Epoch [140][440/470] lr: 3.462e-01, eta: 13:57:40, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3693, top5_acc: 0.6190, loss_cls: 2.8678, loss: 2.8678, grad_norm: 1.1125 2020-08-17 17:27:11,756 - mmaction - INFO - Epoch [140][460/470] lr: 3.462e-01, eta: 13:57:23, time: 0.950, data_time: 0.007, memory: 9444, top1_acc: 0.3755, top5_acc: 0.6241, loss_cls: 2.8253, loss: 2.8253, grad_norm: 1.1292 2020-08-17 17:27:20,806 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-08-17 17:27:43,562 - mmaction - INFO - Epoch [141][20/470] lr: 3.413e-01, eta: 13:56:48, time: 0.974, data_time: 0.244, memory: 9444, top1_acc: 0.3696, top5_acc: 0.6196, loss_cls: 2.8432, loss: 2.8432, grad_norm: 1.1291 2020-08-17 17:28:00,913 - mmaction - INFO - Epoch [141][40/470] lr: 3.413e-01, eta: 13:56:29, time: 0.866, data_time: 0.007, memory: 9444, top1_acc: 0.3738, top5_acc: 0.6244, loss_cls: 2.8382, loss: 2.8382, grad_norm: 1.1244 2020-08-17 17:28:19,595 - mmaction - INFO - Epoch [141][60/470] lr: 3.413e-01, eta: 13:56:11, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3782, top5_acc: 0.6275, loss_cls: 2.8228, loss: 2.8228, grad_norm: 1.1220 2020-08-17 17:28:38,524 - mmaction - INFO - Epoch [141][80/470] lr: 3.413e-01, eta: 13:55:53, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3768, top5_acc: 0.6183, loss_cls: 2.8525, loss: 2.8525, grad_norm: 1.1296 2020-08-17 17:28:56,735 - mmaction - INFO - Epoch [141][100/470] lr: 3.413e-01, eta: 13:55:34, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3719, top5_acc: 0.6226, loss_cls: 2.8369, loss: 2.8369, grad_norm: 1.1244 2020-08-17 17:29:14,753 - mmaction - INFO - Epoch [141][120/470] lr: 3.413e-01, eta: 13:55:15, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3713, top5_acc: 0.6192, loss_cls: 2.8654, loss: 2.8654, grad_norm: 1.1321 2020-08-17 17:29:32,797 - mmaction - INFO - Epoch [141][140/470] lr: 3.413e-01, eta: 13:54:57, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3700, top5_acc: 0.6182, loss_cls: 2.8713, loss: 2.8713, grad_norm: 1.1186 2020-08-17 17:29:52,192 - mmaction - INFO - Epoch [141][160/470] lr: 3.413e-01, eta: 13:54:39, time: 0.970, data_time: 0.002, memory: 9444, top1_acc: 0.3791, top5_acc: 0.6294, loss_cls: 2.8047, loss: 2.8047, grad_norm: 1.1177 2020-08-17 17:30:09,673 - mmaction - INFO - Epoch [141][180/470] lr: 3.413e-01, eta: 13:54:20, time: 0.875, data_time: 0.005, memory: 9444, top1_acc: 0.3677, top5_acc: 0.6152, loss_cls: 2.8702, loss: 2.8702, grad_norm: 1.1171 2020-08-17 17:30:29,688 - mmaction - INFO - Epoch [141][200/470] lr: 3.413e-01, eta: 13:54:03, time: 1.001, data_time: 0.002, memory: 9444, top1_acc: 0.3608, top5_acc: 0.6160, loss_cls: 2.8974, loss: 2.8974, grad_norm: 1.1278 2020-08-17 17:30:47,581 - mmaction - INFO - Epoch [141][220/470] lr: 3.413e-01, eta: 13:53:44, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3766, top5_acc: 0.6303, loss_cls: 2.8089, loss: 2.8089, grad_norm: 1.0999 2020-08-17 17:31:06,979 - mmaction - INFO - Epoch [141][240/470] lr: 3.413e-01, eta: 13:53:26, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.3724, top5_acc: 0.6186, loss_cls: 2.8357, loss: 2.8357, grad_norm: 1.1211 2020-08-17 17:31:25,249 - mmaction - INFO - Epoch [141][260/470] lr: 3.413e-01, eta: 13:53:07, time: 0.912, data_time: 0.004, memory: 9444, top1_acc: 0.3659, top5_acc: 0.6198, loss_cls: 2.8752, loss: 2.8752, grad_norm: 1.1334 2020-08-17 17:31:43,499 - mmaction - INFO - Epoch [141][280/470] lr: 3.413e-01, eta: 13:52:49, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3798, top5_acc: 0.6189, loss_cls: 2.8616, loss: 2.8616, grad_norm: 1.1329 2020-08-17 17:32:02,394 - mmaction - INFO - Epoch [141][300/470] lr: 3.413e-01, eta: 13:52:31, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.3695, top5_acc: 0.6198, loss_cls: 2.8430, loss: 2.8430, grad_norm: 1.1356 2020-08-17 17:32:21,059 - mmaction - INFO - Epoch [141][320/470] lr: 3.413e-01, eta: 13:52:13, time: 0.934, data_time: 0.002, memory: 9444, top1_acc: 0.3711, top5_acc: 0.6269, loss_cls: 2.8653, loss: 2.8653, grad_norm: 1.1004 2020-08-17 17:32:38,009 - mmaction - INFO - Epoch [141][340/470] lr: 3.413e-01, eta: 13:51:53, time: 0.845, data_time: 0.005, memory: 9444, top1_acc: 0.3718, top5_acc: 0.6213, loss_cls: 2.8481, loss: 2.8481, grad_norm: 1.1296 2020-08-17 17:32:56,713 - mmaction - INFO - Epoch [141][360/470] lr: 3.413e-01, eta: 13:51:35, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3666, top5_acc: 0.6104, loss_cls: 2.8856, loss: 2.8856, grad_norm: 1.1177 2020-08-17 17:33:14,249 - mmaction - INFO - Epoch [141][380/470] lr: 3.413e-01, eta: 13:51:16, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.3731, top5_acc: 0.6212, loss_cls: 2.8619, loss: 2.8619, grad_norm: 1.1246 2020-08-17 17:33:32,779 - mmaction - INFO - Epoch [141][400/470] lr: 3.413e-01, eta: 13:50:57, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3771, top5_acc: 0.6274, loss_cls: 2.8280, loss: 2.8280, grad_norm: 1.1062 2020-08-17 17:33:51,502 - mmaction - INFO - Epoch [141][420/470] lr: 3.413e-01, eta: 13:50:39, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3791, top5_acc: 0.6187, loss_cls: 2.8391, loss: 2.8391, grad_norm: 1.1522 2020-08-17 17:34:10,289 - mmaction - INFO - Epoch [141][440/470] lr: 3.413e-01, eta: 13:50:21, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.3698, top5_acc: 0.6196, loss_cls: 2.8398, loss: 2.8398, grad_norm: 1.1187 2020-08-17 17:34:28,503 - mmaction - INFO - Epoch [141][460/470] lr: 3.413e-01, eta: 13:50:02, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.3763, top5_acc: 0.6220, loss_cls: 2.8577, loss: 2.8577, grad_norm: 1.1226 2020-08-17 17:34:59,327 - mmaction - INFO - Epoch [142][20/470] lr: 3.365e-01, eta: 13:49:30, time: 1.104, data_time: 0.376, memory: 9444, top1_acc: 0.3803, top5_acc: 0.6347, loss_cls: 2.7933, loss: 2.7933, grad_norm: 1.1241 2020-08-17 17:35:16,187 - mmaction - INFO - Epoch [142][40/470] lr: 3.365e-01, eta: 13:49:11, time: 0.845, data_time: 0.006, memory: 9444, top1_acc: 0.3729, top5_acc: 0.6201, loss_cls: 2.8659, loss: 2.8659, grad_norm: 1.1580 2020-08-17 17:35:32,868 - mmaction - INFO - Epoch [142][60/470] lr: 3.365e-01, eta: 13:48:51, time: 0.832, data_time: 0.006, memory: 9444, top1_acc: 0.3731, top5_acc: 0.6215, loss_cls: 2.8309, loss: 2.8309, grad_norm: 1.1352 2020-08-17 17:35:52,519 - mmaction - INFO - Epoch [142][80/470] lr: 3.365e-01, eta: 13:48:33, time: 0.986, data_time: 0.007, memory: 9444, top1_acc: 0.3763, top5_acc: 0.6244, loss_cls: 2.8340, loss: 2.8340, grad_norm: 1.1279 2020-08-17 17:36:10,024 - mmaction - INFO - Epoch [142][100/470] lr: 3.365e-01, eta: 13:48:14, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.3698, top5_acc: 0.6235, loss_cls: 2.8303, loss: 2.8303, grad_norm: 1.1454 2020-08-17 17:36:27,974 - mmaction - INFO - Epoch [142][120/470] lr: 3.365e-01, eta: 13:47:55, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.3798, top5_acc: 0.6317, loss_cls: 2.8171, loss: 2.8171, grad_norm: 1.1523 2020-08-17 17:36:47,546 - mmaction - INFO - Epoch [142][140/470] lr: 3.365e-01, eta: 13:47:38, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.3767, top5_acc: 0.6261, loss_cls: 2.8078, loss: 2.8078, grad_norm: 1.1426 2020-08-17 17:37:03,965 - mmaction - INFO - Epoch [142][160/470] lr: 3.365e-01, eta: 13:47:18, time: 0.823, data_time: 0.006, memory: 9444, top1_acc: 0.3719, top5_acc: 0.6204, loss_cls: 2.8428, loss: 2.8428, grad_norm: 1.1221 2020-08-17 17:37:23,423 - mmaction - INFO - Epoch [142][180/470] lr: 3.365e-01, eta: 13:47:00, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.3817, top5_acc: 0.6250, loss_cls: 2.8129, loss: 2.8129, grad_norm: 1.1246 2020-08-17 17:37:42,406 - mmaction - INFO - Epoch [142][200/470] lr: 3.365e-01, eta: 13:46:42, time: 0.952, data_time: 0.007, memory: 9444, top1_acc: 0.3816, top5_acc: 0.6253, loss_cls: 2.8278, loss: 2.8278, grad_norm: 1.1300 2020-08-17 17:38:00,119 - mmaction - INFO - Epoch [142][220/470] lr: 3.365e-01, eta: 13:46:23, time: 0.887, data_time: 0.003, memory: 9444, top1_acc: 0.3733, top5_acc: 0.6250, loss_cls: 2.8420, loss: 2.8420, grad_norm: 1.1272 2020-08-17 17:38:18,392 - mmaction - INFO - Epoch [142][240/470] lr: 3.365e-01, eta: 13:46:05, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.3643, top5_acc: 0.6214, loss_cls: 2.8754, loss: 2.8754, grad_norm: 1.1414 2020-08-17 17:38:38,718 - mmaction - INFO - Epoch [142][260/470] lr: 3.365e-01, eta: 13:45:48, time: 1.020, data_time: 0.007, memory: 9444, top1_acc: 0.3751, top5_acc: 0.6207, loss_cls: 2.8508, loss: 2.8508, grad_norm: 1.1106 2020-08-17 17:38:57,326 - mmaction - INFO - Epoch [142][280/470] lr: 3.365e-01, eta: 13:45:30, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3736, top5_acc: 0.6184, loss_cls: 2.8582, loss: 2.8582, grad_norm: 1.1324 2020-08-17 17:39:14,961 - mmaction - INFO - Epoch [142][300/470] lr: 3.365e-01, eta: 13:45:10, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3737, top5_acc: 0.6203, loss_cls: 2.8581, loss: 2.8581, grad_norm: 1.1281 2020-08-17 17:39:33,136 - mmaction - INFO - Epoch [142][320/470] lr: 3.365e-01, eta: 13:44:52, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.3752, top5_acc: 0.6164, loss_cls: 2.8535, loss: 2.8535, grad_norm: 1.1209 2020-08-17 17:39:51,703 - mmaction - INFO - Epoch [142][340/470] lr: 3.365e-01, eta: 13:44:34, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3853, top5_acc: 0.6296, loss_cls: 2.8004, loss: 2.8004, grad_norm: 1.1409 2020-08-17 17:40:09,979 - mmaction - INFO - Epoch [142][360/470] lr: 3.365e-01, eta: 13:44:15, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3769, top5_acc: 0.6252, loss_cls: 2.8442, loss: 2.8442, grad_norm: 1.1317 2020-08-17 17:40:27,303 - mmaction - INFO - Epoch [142][380/470] lr: 3.365e-01, eta: 13:43:56, time: 0.866, data_time: 0.002, memory: 9444, top1_acc: 0.3725, top5_acc: 0.6180, loss_cls: 2.8718, loss: 2.8718, grad_norm: 1.1344 2020-08-17 17:40:45,651 - mmaction - INFO - Epoch [142][400/470] lr: 3.365e-01, eta: 13:43:37, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3758, top5_acc: 0.6214, loss_cls: 2.8456, loss: 2.8456, grad_norm: 1.1221 2020-08-17 17:41:04,660 - mmaction - INFO - Epoch [142][420/470] lr: 3.365e-01, eta: 13:43:19, time: 0.951, data_time: 0.007, memory: 9444, top1_acc: 0.3767, top5_acc: 0.6186, loss_cls: 2.8620, loss: 2.8620, grad_norm: 1.1155 2020-08-17 17:41:22,475 - mmaction - INFO - Epoch [142][440/470] lr: 3.365e-01, eta: 13:43:00, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.3757, top5_acc: 0.6273, loss_cls: 2.8310, loss: 2.8310, grad_norm: 1.1363 2020-08-17 17:41:39,295 - mmaction - INFO - Epoch [142][460/470] lr: 3.365e-01, eta: 13:42:41, time: 0.841, data_time: 0.002, memory: 9444, top1_acc: 0.3721, top5_acc: 0.6157, loss_cls: 2.8708, loss: 2.8708, grad_norm: 1.1250 2020-08-17 17:42:11,271 - mmaction - INFO - Epoch [143][20/470] lr: 3.316e-01, eta: 13:42:09, time: 1.106, data_time: 0.403, memory: 9444, top1_acc: 0.3842, top5_acc: 0.6316, loss_cls: 2.7957, loss: 2.7957, grad_norm: 1.1178 2020-08-17 17:42:29,382 - mmaction - INFO - Epoch [143][40/470] lr: 3.316e-01, eta: 13:41:50, time: 0.906, data_time: 0.003, memory: 9444, top1_acc: 0.3822, top5_acc: 0.6312, loss_cls: 2.7758, loss: 2.7758, grad_norm: 1.1192 2020-08-17 17:42:48,525 - mmaction - INFO - Epoch [143][60/470] lr: 3.316e-01, eta: 13:41:32, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3738, top5_acc: 0.6235, loss_cls: 2.8378, loss: 2.8378, grad_norm: 1.1316 2020-08-17 17:43:07,513 - mmaction - INFO - Epoch [143][80/470] lr: 3.316e-01, eta: 13:41:14, time: 0.952, data_time: 0.007, memory: 9444, top1_acc: 0.3692, top5_acc: 0.6220, loss_cls: 2.8387, loss: 2.8387, grad_norm: 1.1153 2020-08-17 17:43:25,192 - mmaction - INFO - Epoch [143][100/470] lr: 3.316e-01, eta: 13:40:55, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.3851, top5_acc: 0.6366, loss_cls: 2.7742, loss: 2.7742, grad_norm: 1.1220 2020-08-17 17:43:43,926 - mmaction - INFO - Epoch [143][120/470] lr: 3.316e-01, eta: 13:40:37, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3756, top5_acc: 0.6301, loss_cls: 2.8014, loss: 2.8014, grad_norm: 1.1166 2020-08-17 17:44:02,112 - mmaction - INFO - Epoch [143][140/470] lr: 3.316e-01, eta: 13:40:18, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.3762, top5_acc: 0.6258, loss_cls: 2.8153, loss: 2.8153, grad_norm: 1.1291 2020-08-17 17:44:21,371 - mmaction - INFO - Epoch [143][160/470] lr: 3.316e-01, eta: 13:40:01, time: 0.967, data_time: 0.007, memory: 9444, top1_acc: 0.3811, top5_acc: 0.6312, loss_cls: 2.7954, loss: 2.7954, grad_norm: 1.1400 2020-08-17 17:44:39,592 - mmaction - INFO - Epoch [143][180/470] lr: 3.316e-01, eta: 13:39:42, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3782, top5_acc: 0.6249, loss_cls: 2.8234, loss: 2.8234, grad_norm: 1.1147 2020-08-17 17:44:58,811 - mmaction - INFO - Epoch [143][200/470] lr: 3.316e-01, eta: 13:39:24, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3745, top5_acc: 0.6224, loss_cls: 2.8395, loss: 2.8395, grad_norm: 1.1232 2020-08-17 17:45:15,799 - mmaction - INFO - Epoch [143][220/470] lr: 3.316e-01, eta: 13:39:05, time: 0.849, data_time: 0.007, memory: 9444, top1_acc: 0.3820, top5_acc: 0.6292, loss_cls: 2.8245, loss: 2.8245, grad_norm: 1.1318 2020-08-17 17:45:34,277 - mmaction - INFO - Epoch [143][240/470] lr: 3.316e-01, eta: 13:38:46, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3801, top5_acc: 0.6273, loss_cls: 2.8081, loss: 2.8081, grad_norm: 1.1264 2020-08-17 17:45:53,048 - mmaction - INFO - Epoch [143][260/470] lr: 3.316e-01, eta: 13:38:28, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3834, top5_acc: 0.6283, loss_cls: 2.7936, loss: 2.7936, grad_norm: 1.1254 2020-08-17 17:46:11,483 - mmaction - INFO - Epoch [143][280/470] lr: 3.316e-01, eta: 13:38:10, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3774, top5_acc: 0.6312, loss_cls: 2.8331, loss: 2.8331, grad_norm: 1.1484 2020-08-17 17:46:29,595 - mmaction - INFO - Epoch [143][300/470] lr: 3.316e-01, eta: 13:37:51, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3778, top5_acc: 0.6239, loss_cls: 2.8475, loss: 2.8475, grad_norm: 1.1188 2020-08-17 17:46:47,463 - mmaction - INFO - Epoch [143][320/470] lr: 3.316e-01, eta: 13:37:32, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3806, top5_acc: 0.6290, loss_cls: 2.8207, loss: 2.8207, grad_norm: 1.1308 2020-08-17 17:47:05,918 - mmaction - INFO - Epoch [143][340/470] lr: 3.316e-01, eta: 13:37:14, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3637, top5_acc: 0.6083, loss_cls: 2.9064, loss: 2.9064, grad_norm: 1.1543 2020-08-17 17:47:24,271 - mmaction - INFO - Epoch [143][360/470] lr: 3.316e-01, eta: 13:36:55, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3806, top5_acc: 0.6254, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.1223 2020-08-17 17:47:42,110 - mmaction - INFO - Epoch [143][380/470] lr: 3.316e-01, eta: 13:36:36, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3671, top5_acc: 0.6183, loss_cls: 2.8705, loss: 2.8705, grad_norm: 1.1479 2020-08-17 17:48:01,092 - mmaction - INFO - Epoch [143][400/470] lr: 3.316e-01, eta: 13:36:19, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.3744, top5_acc: 0.6202, loss_cls: 2.8474, loss: 2.8474, grad_norm: 1.1372 2020-08-17 17:48:19,784 - mmaction - INFO - Epoch [143][420/470] lr: 3.316e-01, eta: 13:36:00, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3681, top5_acc: 0.6155, loss_cls: 2.8817, loss: 2.8817, grad_norm: 1.1352 2020-08-17 17:48:36,935 - mmaction - INFO - Epoch [143][440/470] lr: 3.316e-01, eta: 13:35:41, time: 0.858, data_time: 0.005, memory: 9444, top1_acc: 0.3771, top5_acc: 0.6183, loss_cls: 2.8614, loss: 2.8614, grad_norm: 1.1339 2020-08-17 17:48:55,642 - mmaction - INFO - Epoch [143][460/470] lr: 3.316e-01, eta: 13:35:23, time: 0.935, data_time: 0.002, memory: 9444, top1_acc: 0.3827, top5_acc: 0.6296, loss_cls: 2.8107, loss: 2.8107, grad_norm: 1.1247 2020-08-17 17:49:26,973 - mmaction - INFO - Epoch [144][20/470] lr: 3.268e-01, eta: 13:34:51, time: 1.101, data_time: 0.390, memory: 9444, top1_acc: 0.3784, top5_acc: 0.6214, loss_cls: 2.8420, loss: 2.8420, grad_norm: 1.1532 2020-08-17 17:49:45,132 - mmaction - INFO - Epoch [144][40/470] lr: 3.268e-01, eta: 13:34:32, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3787, top5_acc: 0.6215, loss_cls: 2.8515, loss: 2.8515, grad_norm: 1.1385 2020-08-17 17:50:04,311 - mmaction - INFO - Epoch [144][60/470] lr: 3.268e-01, eta: 13:34:14, time: 0.962, data_time: 0.007, memory: 9444, top1_acc: 0.3794, top5_acc: 0.6186, loss_cls: 2.8263, loss: 2.8263, grad_norm: 1.1291 2020-08-17 17:50:21,310 - mmaction - INFO - Epoch [144][80/470] lr: 3.268e-01, eta: 13:33:55, time: 0.850, data_time: 0.002, memory: 9444, top1_acc: 0.3789, top5_acc: 0.6321, loss_cls: 2.8320, loss: 2.8320, grad_norm: 1.1363 2020-08-17 17:50:39,247 - mmaction - INFO - Epoch [144][100/470] lr: 3.268e-01, eta: 13:33:36, time: 0.896, data_time: 0.007, memory: 9444, top1_acc: 0.3887, top5_acc: 0.6297, loss_cls: 2.7966, loss: 2.7966, grad_norm: 1.1559 2020-08-17 17:50:57,718 - mmaction - INFO - Epoch [144][120/470] lr: 3.268e-01, eta: 13:33:17, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3737, top5_acc: 0.6195, loss_cls: 2.8644, loss: 2.8644, grad_norm: 1.1619 2020-08-17 17:51:16,261 - mmaction - INFO - Epoch [144][140/470] lr: 3.268e-01, eta: 13:32:59, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3732, top5_acc: 0.6183, loss_cls: 2.8540, loss: 2.8540, grad_norm: 1.1495 2020-08-17 17:51:34,597 - mmaction - INFO - Epoch [144][160/470] lr: 3.268e-01, eta: 13:32:41, time: 0.917, data_time: 0.002, memory: 9444, top1_acc: 0.3771, top5_acc: 0.6146, loss_cls: 2.8362, loss: 2.8362, grad_norm: 1.1346 2020-08-17 17:51:53,236 - mmaction - INFO - Epoch [144][180/470] lr: 3.268e-01, eta: 13:32:22, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3808, top5_acc: 0.6349, loss_cls: 2.8005, loss: 2.8005, grad_norm: 1.1241 2020-08-17 17:52:11,636 - mmaction - INFO - Epoch [144][200/470] lr: 3.268e-01, eta: 13:32:04, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3779, top5_acc: 0.6206, loss_cls: 2.8334, loss: 2.8334, grad_norm: 1.1331 2020-08-17 17:52:29,879 - mmaction - INFO - Epoch [144][220/470] lr: 3.268e-01, eta: 13:31:45, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3729, top5_acc: 0.6244, loss_cls: 2.8443, loss: 2.8443, grad_norm: 1.1528 2020-08-17 17:52:48,272 - mmaction - INFO - Epoch [144][240/470] lr: 3.268e-01, eta: 13:31:27, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3723, top5_acc: 0.6146, loss_cls: 2.8745, loss: 2.8745, grad_norm: 1.1358 2020-08-17 17:53:05,699 - mmaction - INFO - Epoch [144][260/470] lr: 3.268e-01, eta: 13:31:08, time: 0.872, data_time: 0.002, memory: 9444, top1_acc: 0.3797, top5_acc: 0.6280, loss_cls: 2.7918, loss: 2.7918, grad_norm: 1.1518 2020-08-17 17:53:24,132 - mmaction - INFO - Epoch [144][280/470] lr: 3.268e-01, eta: 13:30:49, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3736, top5_acc: 0.6286, loss_cls: 2.8150, loss: 2.8150, grad_norm: 1.1370 2020-08-17 17:53:41,615 - mmaction - INFO - Epoch [144][300/470] lr: 3.268e-01, eta: 13:30:30, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.3788, top5_acc: 0.6240, loss_cls: 2.8322, loss: 2.8322, grad_norm: 1.1455 2020-08-17 17:53:59,203 - mmaction - INFO - Epoch [144][320/470] lr: 3.268e-01, eta: 13:30:11, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.3702, top5_acc: 0.6247, loss_cls: 2.8534, loss: 2.8534, grad_norm: 1.1500 2020-08-17 17:54:17,579 - mmaction - INFO - Epoch [144][340/470] lr: 3.268e-01, eta: 13:29:53, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3845, top5_acc: 0.6315, loss_cls: 2.7983, loss: 2.7983, grad_norm: 1.1356 2020-08-17 17:54:36,530 - mmaction - INFO - Epoch [144][360/470] lr: 3.268e-01, eta: 13:29:35, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3749, top5_acc: 0.6278, loss_cls: 2.8130, loss: 2.8130, grad_norm: 1.1385 2020-08-17 17:54:54,703 - mmaction - INFO - Epoch [144][380/470] lr: 3.268e-01, eta: 13:29:16, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.3760, top5_acc: 0.6271, loss_cls: 2.8107, loss: 2.8107, grad_norm: 1.1529 2020-08-17 17:55:13,765 - mmaction - INFO - Epoch [144][400/470] lr: 3.268e-01, eta: 13:28:58, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3722, top5_acc: 0.6258, loss_cls: 2.8341, loss: 2.8341, grad_norm: 1.1631 2020-08-17 17:55:31,599 - mmaction - INFO - Epoch [144][420/470] lr: 3.268e-01, eta: 13:28:39, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.3754, top5_acc: 0.6247, loss_cls: 2.8402, loss: 2.8402, grad_norm: 1.1249 2020-08-17 17:55:50,718 - mmaction - INFO - Epoch [144][440/470] lr: 3.268e-01, eta: 13:28:21, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.3804, top5_acc: 0.6268, loss_cls: 2.7970, loss: 2.7970, grad_norm: 1.1412 2020-08-17 17:56:08,815 - mmaction - INFO - Epoch [144][460/470] lr: 3.268e-01, eta: 13:28:03, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3690, top5_acc: 0.6228, loss_cls: 2.8581, loss: 2.8581, grad_norm: 1.1389 2020-08-17 17:56:17,360 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-08-17 17:56:39,575 - mmaction - INFO - Epoch [145][20/470] lr: 3.220e-01, eta: 13:27:29, time: 0.981, data_time: 0.284, memory: 9444, top1_acc: 0.3809, top5_acc: 0.6341, loss_cls: 2.7912, loss: 2.7912, grad_norm: 1.1371 2020-08-17 17:56:56,483 - mmaction - INFO - Epoch [145][40/470] lr: 3.220e-01, eta: 13:27:09, time: 0.844, data_time: 0.006, memory: 9444, top1_acc: 0.3698, top5_acc: 0.6149, loss_cls: 2.8462, loss: 2.8462, grad_norm: 1.1513 2020-08-17 17:57:14,778 - mmaction - INFO - Epoch [145][60/470] lr: 3.220e-01, eta: 13:26:51, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.3841, top5_acc: 0.6375, loss_cls: 2.7902, loss: 2.7902, grad_norm: 1.1480 2020-08-17 17:57:32,637 - mmaction - INFO - Epoch [145][80/470] lr: 3.220e-01, eta: 13:26:32, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6343, loss_cls: 2.7843, loss: 2.7843, grad_norm: 1.1318 2020-08-17 17:57:52,277 - mmaction - INFO - Epoch [145][100/470] lr: 3.220e-01, eta: 13:26:15, time: 0.982, data_time: 0.004, memory: 9444, top1_acc: 0.3772, top5_acc: 0.6253, loss_cls: 2.8216, loss: 2.8216, grad_norm: 1.1687 2020-08-17 17:58:09,149 - mmaction - INFO - Epoch [145][120/470] lr: 3.220e-01, eta: 13:25:55, time: 0.842, data_time: 0.005, memory: 9444, top1_acc: 0.3761, top5_acc: 0.6236, loss_cls: 2.8147, loss: 2.8147, grad_norm: 1.1428 2020-08-17 17:58:27,010 - mmaction - INFO - Epoch [145][140/470] lr: 3.220e-01, eta: 13:25:36, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.3738, top5_acc: 0.6262, loss_cls: 2.8221, loss: 2.8221, grad_norm: 1.1822 2020-08-17 17:58:44,948 - mmaction - INFO - Epoch [145][160/470] lr: 3.220e-01, eta: 13:25:17, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.3786, top5_acc: 0.6285, loss_cls: 2.8047, loss: 2.8047, grad_norm: 1.1396 2020-08-17 17:59:04,322 - mmaction - INFO - Epoch [145][180/470] lr: 3.220e-01, eta: 13:25:00, time: 0.969, data_time: 0.003, memory: 9444, top1_acc: 0.3787, top5_acc: 0.6222, loss_cls: 2.8134, loss: 2.8134, grad_norm: 1.1385 2020-08-17 17:59:22,959 - mmaction - INFO - Epoch [145][200/470] lr: 3.220e-01, eta: 13:24:41, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3702, top5_acc: 0.6182, loss_cls: 2.8702, loss: 2.8702, grad_norm: 1.1470 2020-08-17 17:59:42,468 - mmaction - INFO - Epoch [145][220/470] lr: 3.220e-01, eta: 13:24:24, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.3718, top5_acc: 0.6263, loss_cls: 2.8279, loss: 2.8279, grad_norm: 1.1222 2020-08-17 18:00:02,576 - mmaction - INFO - Epoch [145][240/470] lr: 3.220e-01, eta: 13:24:07, time: 1.003, data_time: 0.004, memory: 9444, top1_acc: 0.3780, top5_acc: 0.6245, loss_cls: 2.8203, loss: 2.8203, grad_norm: 1.1685 2020-08-17 18:00:20,264 - mmaction - INFO - Epoch [145][260/470] lr: 3.220e-01, eta: 13:23:48, time: 0.872, data_time: 0.004, memory: 9444, top1_acc: 0.3806, top5_acc: 0.6290, loss_cls: 2.8192, loss: 2.8192, grad_norm: 1.1606 2020-08-17 18:00:38,812 - mmaction - INFO - Epoch [145][280/470] lr: 3.220e-01, eta: 13:23:29, time: 0.940, data_time: 0.023, memory: 9444, top1_acc: 0.3772, top5_acc: 0.6297, loss_cls: 2.8235, loss: 2.8235, grad_norm: 1.1578 2020-08-17 18:00:56,985 - mmaction - INFO - Epoch [145][300/470] lr: 3.220e-01, eta: 13:23:11, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3831, top5_acc: 0.6284, loss_cls: 2.8142, loss: 2.8142, grad_norm: 1.1416 2020-08-17 18:01:15,259 - mmaction - INFO - Epoch [145][320/470] lr: 3.220e-01, eta: 13:22:52, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3807, top5_acc: 0.6302, loss_cls: 2.8015, loss: 2.8015, grad_norm: 1.1546 2020-08-17 18:01:33,784 - mmaction - INFO - Epoch [145][340/470] lr: 3.220e-01, eta: 13:22:34, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.3774, top5_acc: 0.6309, loss_cls: 2.8148, loss: 2.8148, grad_norm: 1.1489 2020-08-17 18:01:51,574 - mmaction - INFO - Epoch [145][360/470] lr: 3.220e-01, eta: 13:22:15, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3737, top5_acc: 0.6219, loss_cls: 2.8281, loss: 2.8281, grad_norm: 1.1425 2020-08-17 18:02:10,470 - mmaction - INFO - Epoch [145][380/470] lr: 3.220e-01, eta: 13:21:57, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.3777, top5_acc: 0.6240, loss_cls: 2.8421, loss: 2.8421, grad_norm: 1.1499 2020-08-17 18:02:28,027 - mmaction - INFO - Epoch [145][400/470] lr: 3.220e-01, eta: 13:21:38, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.3804, top5_acc: 0.6287, loss_cls: 2.8089, loss: 2.8089, grad_norm: 1.1494 2020-08-17 18:02:45,831 - mmaction - INFO - Epoch [145][420/470] lr: 3.220e-01, eta: 13:21:19, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.3770, top5_acc: 0.6171, loss_cls: 2.8430, loss: 2.8430, grad_norm: 1.1629 2020-08-17 18:03:05,033 - mmaction - INFO - Epoch [145][440/470] lr: 3.220e-01, eta: 13:21:01, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.3808, top5_acc: 0.6323, loss_cls: 2.7882, loss: 2.7882, grad_norm: 1.1452 2020-08-17 18:03:24,305 - mmaction - INFO - Epoch [145][460/470] lr: 3.220e-01, eta: 13:20:44, time: 0.963, data_time: 0.007, memory: 9444, top1_acc: 0.3680, top5_acc: 0.6142, loss_cls: 2.8746, loss: 2.8746, grad_norm: 1.1570 2020-08-17 18:03:59,042 - mmaction - INFO - Epoch [146][20/470] lr: 3.172e-01, eta: 13:20:14, time: 1.266, data_time: 0.510, memory: 9444, top1_acc: 0.3884, top5_acc: 0.6364, loss_cls: 2.7740, loss: 2.7740, grad_norm: 1.1324 2020-08-17 18:04:16,229 - mmaction - INFO - Epoch [146][40/470] lr: 3.172e-01, eta: 13:19:55, time: 0.861, data_time: 0.006, memory: 9444, top1_acc: 0.3743, top5_acc: 0.6235, loss_cls: 2.8165, loss: 2.8165, grad_norm: 1.1633 2020-08-17 18:04:34,608 - mmaction - INFO - Epoch [146][60/470] lr: 3.172e-01, eta: 13:19:36, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3765, top5_acc: 0.6314, loss_cls: 2.8125, loss: 2.8125, grad_norm: 1.1382 2020-08-17 18:04:54,468 - mmaction - INFO - Epoch [146][80/470] lr: 3.172e-01, eta: 13:19:19, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.3880, top5_acc: 0.6323, loss_cls: 2.7868, loss: 2.7868, grad_norm: 1.1601 2020-08-17 18:05:14,177 - mmaction - INFO - Epoch [146][100/470] lr: 3.172e-01, eta: 13:19:02, time: 0.984, data_time: 0.005, memory: 9444, top1_acc: 0.3824, top5_acc: 0.6288, loss_cls: 2.7795, loss: 2.7795, grad_norm: 1.1404 2020-08-17 18:05:32,251 - mmaction - INFO - Epoch [146][120/470] lr: 3.172e-01, eta: 13:18:43, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3807, top5_acc: 0.6239, loss_cls: 2.8221, loss: 2.8221, grad_norm: 1.1504 2020-08-17 18:05:50,104 - mmaction - INFO - Epoch [146][140/470] lr: 3.172e-01, eta: 13:18:24, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3868, top5_acc: 0.6314, loss_cls: 2.7794, loss: 2.7794, grad_norm: 1.1454 2020-08-17 18:06:09,170 - mmaction - INFO - Epoch [146][160/470] lr: 3.172e-01, eta: 13:18:06, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.3835, top5_acc: 0.6287, loss_cls: 2.7785, loss: 2.7785, grad_norm: 1.1500 2020-08-17 18:06:27,971 - mmaction - INFO - Epoch [146][180/470] lr: 3.172e-01, eta: 13:17:48, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3823, top5_acc: 0.6256, loss_cls: 2.8015, loss: 2.8015, grad_norm: 1.1405 2020-08-17 18:06:46,635 - mmaction - INFO - Epoch [146][200/470] lr: 3.172e-01, eta: 13:17:30, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3790, top5_acc: 0.6416, loss_cls: 2.7630, loss: 2.7630, grad_norm: 1.1596 2020-08-17 18:07:05,962 - mmaction - INFO - Epoch [146][220/470] lr: 3.172e-01, eta: 13:17:12, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.3801, top5_acc: 0.6253, loss_cls: 2.8334, loss: 2.8334, grad_norm: 1.1555 2020-08-17 18:07:24,427 - mmaction - INFO - Epoch [146][240/470] lr: 3.172e-01, eta: 13:16:54, time: 0.923, data_time: 0.002, memory: 9444, top1_acc: 0.3904, top5_acc: 0.6260, loss_cls: 2.8025, loss: 2.8025, grad_norm: 1.1599 2020-08-17 18:07:42,551 - mmaction - INFO - Epoch [146][260/470] lr: 3.172e-01, eta: 13:16:35, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3756, top5_acc: 0.6275, loss_cls: 2.8189, loss: 2.8189, grad_norm: 1.1778 2020-08-17 18:08:01,124 - mmaction - INFO - Epoch [146][280/470] lr: 3.172e-01, eta: 13:16:17, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.3795, top5_acc: 0.6277, loss_cls: 2.8215, loss: 2.8215, grad_norm: 1.1597 2020-08-17 18:08:20,051 - mmaction - INFO - Epoch [146][300/470] lr: 3.172e-01, eta: 13:15:59, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.3756, top5_acc: 0.6201, loss_cls: 2.8367, loss: 2.8367, grad_norm: 1.1524 2020-08-17 18:08:38,068 - mmaction - INFO - Epoch [146][320/470] lr: 3.172e-01, eta: 13:15:40, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3829, top5_acc: 0.6317, loss_cls: 2.7846, loss: 2.7846, grad_norm: 1.1384 2020-08-17 18:08:57,206 - mmaction - INFO - Epoch [146][340/470] lr: 3.172e-01, eta: 13:15:22, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.3877, top5_acc: 0.6297, loss_cls: 2.7908, loss: 2.7908, grad_norm: 1.1556 2020-08-17 18:09:15,161 - mmaction - INFO - Epoch [146][360/470] lr: 3.172e-01, eta: 13:15:03, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3814, top5_acc: 0.6277, loss_cls: 2.8053, loss: 2.8053, grad_norm: 1.1511 2020-08-17 18:09:34,244 - mmaction - INFO - Epoch [146][380/470] lr: 3.172e-01, eta: 13:14:45, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.3707, top5_acc: 0.6200, loss_cls: 2.8616, loss: 2.8616, grad_norm: 1.1739 2020-08-17 18:09:52,498 - mmaction - INFO - Epoch [146][400/470] lr: 3.172e-01, eta: 13:14:27, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3816, top5_acc: 0.6207, loss_cls: 2.8385, loss: 2.8385, grad_norm: 1.1389 2020-08-17 18:10:10,859 - mmaction - INFO - Epoch [146][420/470] lr: 3.172e-01, eta: 13:14:09, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3825, top5_acc: 0.6243, loss_cls: 2.8325, loss: 2.8325, grad_norm: 1.1420 2020-08-17 18:10:30,391 - mmaction - INFO - Epoch [146][440/470] lr: 3.172e-01, eta: 13:13:51, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.3810, top5_acc: 0.6276, loss_cls: 2.8096, loss: 2.8096, grad_norm: 1.1385 2020-08-17 18:10:48,916 - mmaction - INFO - Epoch [146][460/470] lr: 3.172e-01, eta: 13:13:33, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3738, top5_acc: 0.6229, loss_cls: 2.8353, loss: 2.8353, grad_norm: 1.1385 2020-08-17 18:11:20,758 - mmaction - INFO - Epoch [147][20/470] lr: 3.124e-01, eta: 13:13:01, time: 1.142, data_time: 0.365, memory: 9444, top1_acc: 0.3862, top5_acc: 0.6373, loss_cls: 2.7870, loss: 2.7870, grad_norm: 1.1470 2020-08-17 18:11:38,835 - mmaction - INFO - Epoch [147][40/470] lr: 3.124e-01, eta: 13:12:43, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3806, top5_acc: 0.6318, loss_cls: 2.7954, loss: 2.7954, grad_norm: 1.1823 2020-08-17 18:11:57,449 - mmaction - INFO - Epoch [147][60/470] lr: 3.124e-01, eta: 13:12:24, time: 0.931, data_time: 0.003, memory: 9444, top1_acc: 0.3737, top5_acc: 0.6269, loss_cls: 2.8173, loss: 2.8173, grad_norm: 1.1680 2020-08-17 18:12:16,638 - mmaction - INFO - Epoch [147][80/470] lr: 3.124e-01, eta: 13:12:07, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.3826, top5_acc: 0.6388, loss_cls: 2.7872, loss: 2.7872, grad_norm: 1.1626 2020-08-17 18:12:34,441 - mmaction - INFO - Epoch [147][100/470] lr: 3.124e-01, eta: 13:11:48, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3751, top5_acc: 0.6257, loss_cls: 2.8030, loss: 2.8030, grad_norm: 1.1566 2020-08-17 18:12:52,867 - mmaction - INFO - Epoch [147][120/470] lr: 3.124e-01, eta: 13:11:29, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3846, top5_acc: 0.6333, loss_cls: 2.7552, loss: 2.7552, grad_norm: 1.1478 2020-08-17 18:13:11,180 - mmaction - INFO - Epoch [147][140/470] lr: 3.124e-01, eta: 13:11:11, time: 0.919, data_time: 0.007, memory: 9444, top1_acc: 0.3818, top5_acc: 0.6271, loss_cls: 2.7998, loss: 2.7998, grad_norm: 1.1682 2020-08-17 18:13:30,303 - mmaction - INFO - Epoch [147][160/470] lr: 3.124e-01, eta: 13:10:53, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.3841, top5_acc: 0.6397, loss_cls: 2.7624, loss: 2.7624, grad_norm: 1.1588 2020-08-17 18:13:49,068 - mmaction - INFO - Epoch [147][180/470] lr: 3.124e-01, eta: 13:10:35, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.3792, top5_acc: 0.6282, loss_cls: 2.8187, loss: 2.8187, grad_norm: 1.1700 2020-08-17 18:14:07,439 - mmaction - INFO - Epoch [147][200/470] lr: 3.124e-01, eta: 13:10:16, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3895, top5_acc: 0.6386, loss_cls: 2.7671, loss: 2.7671, grad_norm: 1.1631 2020-08-17 18:14:25,525 - mmaction - INFO - Epoch [147][220/470] lr: 3.124e-01, eta: 13:09:58, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3775, top5_acc: 0.6290, loss_cls: 2.8062, loss: 2.8062, grad_norm: 1.1687 2020-08-17 18:14:44,345 - mmaction - INFO - Epoch [147][240/470] lr: 3.124e-01, eta: 13:09:40, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.3861, top5_acc: 0.6272, loss_cls: 2.8022, loss: 2.8022, grad_norm: 1.1735 2020-08-17 18:15:03,018 - mmaction - INFO - Epoch [147][260/470] lr: 3.124e-01, eta: 13:09:21, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.3871, top5_acc: 0.6293, loss_cls: 2.7918, loss: 2.7918, grad_norm: 1.1538 2020-08-17 18:15:21,769 - mmaction - INFO - Epoch [147][280/470] lr: 3.124e-01, eta: 13:09:03, time: 0.939, data_time: 0.003, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6271, loss_cls: 2.8035, loss: 2.8035, grad_norm: 1.1640 2020-08-17 18:15:40,520 - mmaction - INFO - Epoch [147][300/470] lr: 3.124e-01, eta: 13:08:45, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3808, top5_acc: 0.6257, loss_cls: 2.8178, loss: 2.8178, grad_norm: 1.1616 2020-08-17 18:15:58,604 - mmaction - INFO - Epoch [147][320/470] lr: 3.124e-01, eta: 13:08:26, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3794, top5_acc: 0.6308, loss_cls: 2.7913, loss: 2.7913, grad_norm: 1.1428 2020-08-17 18:16:16,726 - mmaction - INFO - Epoch [147][340/470] lr: 3.124e-01, eta: 13:08:08, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3735, top5_acc: 0.6253, loss_cls: 2.8367, loss: 2.8367, grad_norm: 1.1923 2020-08-17 18:16:35,186 - mmaction - INFO - Epoch [147][360/470] lr: 3.124e-01, eta: 13:07:49, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.3747, top5_acc: 0.6243, loss_cls: 2.8297, loss: 2.8297, grad_norm: 1.1519 2020-08-17 18:16:53,204 - mmaction - INFO - Epoch [147][380/470] lr: 3.124e-01, eta: 13:07:31, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3825, top5_acc: 0.6237, loss_cls: 2.8137, loss: 2.8137, grad_norm: 1.1638 2020-08-17 18:17:11,623 - mmaction - INFO - Epoch [147][400/470] lr: 3.124e-01, eta: 13:07:12, time: 0.924, data_time: 0.007, memory: 9444, top1_acc: 0.3768, top5_acc: 0.6237, loss_cls: 2.8260, loss: 2.8260, grad_norm: 1.1592 2020-08-17 18:17:31,292 - mmaction - INFO - Epoch [147][420/470] lr: 3.124e-01, eta: 13:06:55, time: 0.983, data_time: 0.006, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6294, loss_cls: 2.8260, loss: 2.8260, grad_norm: 1.1528 2020-08-17 18:17:48,787 - mmaction - INFO - Epoch [147][440/470] lr: 3.124e-01, eta: 13:06:36, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.3779, top5_acc: 0.6220, loss_cls: 2.8364, loss: 2.8364, grad_norm: 1.1666 2020-08-17 18:18:07,408 - mmaction - INFO - Epoch [147][460/470] lr: 3.124e-01, eta: 13:06:17, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.3727, top5_acc: 0.6181, loss_cls: 2.8613, loss: 2.8613, grad_norm: 1.1425 2020-08-17 18:18:40,317 - mmaction - INFO - Epoch [148][20/470] lr: 3.076e-01, eta: 13:05:47, time: 1.212, data_time: 0.389, memory: 9444, top1_acc: 0.3859, top5_acc: 0.6295, loss_cls: 2.7947, loss: 2.7947, grad_norm: 1.1534 2020-08-17 18:18:58,241 - mmaction - INFO - Epoch [148][40/470] lr: 3.076e-01, eta: 13:05:29, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3886, top5_acc: 0.6371, loss_cls: 2.7680, loss: 2.7680, grad_norm: 1.1713 2020-08-17 18:19:16,368 - mmaction - INFO - Epoch [148][60/470] lr: 3.076e-01, eta: 13:05:10, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3868, top5_acc: 0.6304, loss_cls: 2.7846, loss: 2.7846, grad_norm: 1.1658 2020-08-17 18:19:34,526 - mmaction - INFO - Epoch [148][80/470] lr: 3.076e-01, eta: 13:04:51, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3850, top5_acc: 0.6374, loss_cls: 2.7552, loss: 2.7552, grad_norm: 1.1710 2020-08-17 18:19:53,715 - mmaction - INFO - Epoch [148][100/470] lr: 3.076e-01, eta: 13:04:33, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.3768, top5_acc: 0.6215, loss_cls: 2.8245, loss: 2.8245, grad_norm: 1.1709 2020-08-17 18:20:12,424 - mmaction - INFO - Epoch [148][120/470] lr: 3.076e-01, eta: 13:04:15, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.3836, top5_acc: 0.6338, loss_cls: 2.7736, loss: 2.7736, grad_norm: 1.1615 2020-08-17 18:20:29,786 - mmaction - INFO - Epoch [148][140/470] lr: 3.076e-01, eta: 13:03:56, time: 0.868, data_time: 0.007, memory: 9444, top1_acc: 0.3840, top5_acc: 0.6338, loss_cls: 2.7876, loss: 2.7876, grad_norm: 1.1676 2020-08-17 18:20:49,116 - mmaction - INFO - Epoch [148][160/470] lr: 3.076e-01, eta: 13:03:38, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.3862, top5_acc: 0.6379, loss_cls: 2.7507, loss: 2.7507, grad_norm: 1.1810 2020-08-17 18:21:07,968 - mmaction - INFO - Epoch [148][180/470] lr: 3.076e-01, eta: 13:03:20, time: 0.942, data_time: 0.007, memory: 9444, top1_acc: 0.3840, top5_acc: 0.6312, loss_cls: 2.7941, loss: 2.7941, grad_norm: 1.1712 2020-08-17 18:21:26,203 - mmaction - INFO - Epoch [148][200/470] lr: 3.076e-01, eta: 13:03:02, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.3829, top5_acc: 0.6279, loss_cls: 2.8117, loss: 2.8117, grad_norm: 1.1568 2020-08-17 18:21:44,517 - mmaction - INFO - Epoch [148][220/470] lr: 3.076e-01, eta: 13:02:43, time: 0.916, data_time: 0.003, memory: 9444, top1_acc: 0.3833, top5_acc: 0.6301, loss_cls: 2.8019, loss: 2.8019, grad_norm: 1.1846 2020-08-17 18:22:03,171 - mmaction - INFO - Epoch [148][240/470] lr: 3.076e-01, eta: 13:02:25, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.3867, top5_acc: 0.6322, loss_cls: 2.7824, loss: 2.7824, grad_norm: 1.1758 2020-08-17 18:22:21,043 - mmaction - INFO - Epoch [148][260/470] lr: 3.076e-01, eta: 13:02:06, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.3867, top5_acc: 0.6335, loss_cls: 2.7812, loss: 2.7812, grad_norm: 1.1749 2020-08-17 18:22:40,320 - mmaction - INFO - Epoch [148][280/470] lr: 3.076e-01, eta: 13:01:48, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.3773, top5_acc: 0.6329, loss_cls: 2.8079, loss: 2.8079, grad_norm: 1.1774 2020-08-17 18:22:59,579 - mmaction - INFO - Epoch [148][300/470] lr: 3.076e-01, eta: 13:01:31, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6269, loss_cls: 2.8125, loss: 2.8125, grad_norm: 1.1541 2020-08-17 18:23:16,847 - mmaction - INFO - Epoch [148][320/470] lr: 3.076e-01, eta: 13:01:11, time: 0.864, data_time: 0.004, memory: 9444, top1_acc: 0.3798, top5_acc: 0.6185, loss_cls: 2.8263, loss: 2.8263, grad_norm: 1.1660 2020-08-17 18:23:35,955 - mmaction - INFO - Epoch [148][340/470] lr: 3.076e-01, eta: 13:00:53, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.3869, top5_acc: 0.6335, loss_cls: 2.7924, loss: 2.7924, grad_norm: 1.1751 2020-08-17 18:23:54,748 - mmaction - INFO - Epoch [148][360/470] lr: 3.076e-01, eta: 13:00:35, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3799, top5_acc: 0.6321, loss_cls: 2.7911, loss: 2.7911, grad_norm: 1.1605 2020-08-17 18:24:13,105 - mmaction - INFO - Epoch [148][380/470] lr: 3.076e-01, eta: 13:00:17, time: 0.925, data_time: 0.010, memory: 9444, top1_acc: 0.3785, top5_acc: 0.6276, loss_cls: 2.8120, loss: 2.8120, grad_norm: 1.1532 2020-08-17 18:24:30,901 - mmaction - INFO - Epoch [148][400/470] lr: 3.076e-01, eta: 12:59:58, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3837, top5_acc: 0.6283, loss_cls: 2.8054, loss: 2.8054, grad_norm: 1.1633 2020-08-17 18:24:49,177 - mmaction - INFO - Epoch [148][420/470] lr: 3.076e-01, eta: 12:59:39, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3763, top5_acc: 0.6229, loss_cls: 2.8257, loss: 2.8257, grad_norm: 1.1620 2020-08-17 18:25:08,529 - mmaction - INFO - Epoch [148][440/470] lr: 3.076e-01, eta: 12:59:22, time: 0.968, data_time: 0.002, memory: 9444, top1_acc: 0.3854, top5_acc: 0.6387, loss_cls: 2.7896, loss: 2.7896, grad_norm: 1.1763 2020-08-17 18:25:25,983 - mmaction - INFO - Epoch [148][460/470] lr: 3.076e-01, eta: 12:59:03, time: 0.872, data_time: 0.002, memory: 9444, top1_acc: 0.3820, top5_acc: 0.6285, loss_cls: 2.7862, loss: 2.7862, grad_norm: 1.1718 2020-08-17 18:25:35,148 - mmaction - INFO - Saving checkpoint at 148 epochs 2020-08-17 18:25:58,087 - mmaction - INFO - Epoch [149][20/470] lr: 3.028e-01, eta: 12:58:31, time: 1.113, data_time: 0.367, memory: 9444, top1_acc: 0.3836, top5_acc: 0.6358, loss_cls: 2.7610, loss: 2.7610, grad_norm: 1.1712 2020-08-17 18:26:16,407 - mmaction - INFO - Epoch [149][40/470] lr: 3.028e-01, eta: 12:58:13, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.3791, top5_acc: 0.6246, loss_cls: 2.8040, loss: 2.8040, grad_norm: 1.1748 2020-08-17 18:26:34,262 - mmaction - INFO - Epoch [149][60/470] lr: 3.028e-01, eta: 12:57:54, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3825, top5_acc: 0.6273, loss_cls: 2.7934, loss: 2.7934, grad_norm: 1.1731 2020-08-17 18:26:52,076 - mmaction - INFO - Epoch [149][80/470] lr: 3.028e-01, eta: 12:57:35, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.3790, top5_acc: 0.6236, loss_cls: 2.8014, loss: 2.8014, grad_norm: 1.1604 2020-08-17 18:27:10,476 - mmaction - INFO - Epoch [149][100/470] lr: 3.028e-01, eta: 12:57:16, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.3849, top5_acc: 0.6271, loss_cls: 2.8135, loss: 2.8135, grad_norm: 1.1561 2020-08-17 18:27:29,657 - mmaction - INFO - Epoch [149][120/470] lr: 3.028e-01, eta: 12:56:59, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.3907, top5_acc: 0.6403, loss_cls: 2.7563, loss: 2.7563, grad_norm: 1.1524 2020-08-17 18:27:48,048 - mmaction - INFO - Epoch [149][140/470] lr: 3.028e-01, eta: 12:56:40, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3916, top5_acc: 0.6444, loss_cls: 2.7526, loss: 2.7526, grad_norm: 1.1799 2020-08-17 18:28:07,028 - mmaction - INFO - Epoch [149][160/470] lr: 3.028e-01, eta: 12:56:22, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.3868, top5_acc: 0.6346, loss_cls: 2.7667, loss: 2.7667, grad_norm: 1.1783 2020-08-17 18:28:26,098 - mmaction - INFO - Epoch [149][180/470] lr: 3.028e-01, eta: 12:56:04, time: 0.954, data_time: 0.004, memory: 9444, top1_acc: 0.3810, top5_acc: 0.6301, loss_cls: 2.7946, loss: 2.7946, grad_norm: 1.1795 2020-08-17 18:28:43,631 - mmaction - INFO - Epoch [149][200/470] lr: 3.028e-01, eta: 12:55:45, time: 0.877, data_time: 0.003, memory: 9444, top1_acc: 0.3802, top5_acc: 0.6356, loss_cls: 2.7837, loss: 2.7837, grad_norm: 1.1991 2020-08-17 18:29:02,638 - mmaction - INFO - Epoch [149][220/470] lr: 3.028e-01, eta: 12:55:27, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3865, top5_acc: 0.6331, loss_cls: 2.7924, loss: 2.7924, grad_norm: 1.1651 2020-08-17 18:29:21,354 - mmaction - INFO - Epoch [149][240/470] lr: 3.028e-01, eta: 12:55:09, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.3872, top5_acc: 0.6311, loss_cls: 2.7775, loss: 2.7775, grad_norm: 1.1897 2020-08-17 18:29:39,232 - mmaction - INFO - Epoch [149][260/470] lr: 3.028e-01, eta: 12:54:50, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.3869, top5_acc: 0.6390, loss_cls: 2.7605, loss: 2.7605, grad_norm: 1.1725 2020-08-17 18:29:58,169 - mmaction - INFO - Epoch [149][280/470] lr: 3.028e-01, eta: 12:54:32, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3846, top5_acc: 0.6309, loss_cls: 2.8057, loss: 2.8057, grad_norm: 1.1658 2020-08-17 18:30:16,640 - mmaction - INFO - Epoch [149][300/470] lr: 3.028e-01, eta: 12:54:14, time: 0.921, data_time: 0.004, memory: 9444, top1_acc: 0.3878, top5_acc: 0.6344, loss_cls: 2.7710, loss: 2.7710, grad_norm: 1.1669 2020-08-17 18:30:34,687 - mmaction - INFO - Epoch [149][320/470] lr: 3.028e-01, eta: 12:53:55, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3833, top5_acc: 0.6319, loss_cls: 2.7973, loss: 2.7973, grad_norm: 1.1721 2020-08-17 18:30:52,769 - mmaction - INFO - Epoch [149][340/470] lr: 3.028e-01, eta: 12:53:37, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3906, top5_acc: 0.6353, loss_cls: 2.7743, loss: 2.7743, grad_norm: 1.1638 2020-08-17 18:31:11,053 - mmaction - INFO - Epoch [149][360/470] lr: 3.028e-01, eta: 12:53:18, time: 0.915, data_time: 0.004, memory: 9444, top1_acc: 0.3756, top5_acc: 0.6293, loss_cls: 2.8209, loss: 2.8209, grad_norm: 1.1723 2020-08-17 18:31:29,532 - mmaction - INFO - Epoch [149][380/470] lr: 3.028e-01, eta: 12:53:00, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3880, top5_acc: 0.6379, loss_cls: 2.7748, loss: 2.7748, grad_norm: 1.1771 2020-08-17 18:31:48,034 - mmaction - INFO - Epoch [149][400/470] lr: 3.028e-01, eta: 12:52:41, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.3840, top5_acc: 0.6270, loss_cls: 2.8040, loss: 2.8040, grad_norm: 1.1826 2020-08-17 18:32:05,491 - mmaction - INFO - Epoch [149][420/470] lr: 3.028e-01, eta: 12:52:22, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.3766, top5_acc: 0.6270, loss_cls: 2.8218, loss: 2.8218, grad_norm: 1.1973 2020-08-17 18:32:23,810 - mmaction - INFO - Epoch [149][440/470] lr: 3.028e-01, eta: 12:52:04, time: 0.915, data_time: 0.004, memory: 9444, top1_acc: 0.3857, top5_acc: 0.6336, loss_cls: 2.7940, loss: 2.7940, grad_norm: 1.1539 2020-08-17 18:32:42,357 - mmaction - INFO - Epoch [149][460/470] lr: 3.028e-01, eta: 12:51:45, time: 0.928, data_time: 0.004, memory: 9444, top1_acc: 0.3879, top5_acc: 0.6381, loss_cls: 2.7827, loss: 2.7827, grad_norm: 1.1750 2020-08-17 18:33:14,658 - mmaction - INFO - Epoch [150][20/470] lr: 2.981e-01, eta: 12:51:15, time: 1.173, data_time: 0.407, memory: 9444, top1_acc: 0.3875, top5_acc: 0.6353, loss_cls: 2.7606, loss: 2.7606, grad_norm: 1.1656 2020-08-17 18:33:31,551 - mmaction - INFO - Epoch [150][40/470] lr: 2.981e-01, eta: 12:50:55, time: 0.846, data_time: 0.005, memory: 9444, top1_acc: 0.3919, top5_acc: 0.6364, loss_cls: 2.7689, loss: 2.7689, grad_norm: 1.1820 2020-08-17 18:33:49,721 - mmaction - INFO - Epoch [150][60/470] lr: 2.981e-01, eta: 12:50:37, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.3830, top5_acc: 0.6343, loss_cls: 2.7873, loss: 2.7873, grad_norm: 1.1997 2020-08-17 18:34:08,927 - mmaction - INFO - Epoch [150][80/470] lr: 2.981e-01, eta: 12:50:19, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.3817, top5_acc: 0.6301, loss_cls: 2.8023, loss: 2.8023, grad_norm: 1.1936 2020-08-17 18:34:26,741 - mmaction - INFO - Epoch [150][100/470] lr: 2.981e-01, eta: 12:50:00, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.3905, top5_acc: 0.6303, loss_cls: 2.7910, loss: 2.7910, grad_norm: 1.1633 2020-08-17 18:34:44,977 - mmaction - INFO - Epoch [150][120/470] lr: 2.981e-01, eta: 12:49:42, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3898, top5_acc: 0.6364, loss_cls: 2.7598, loss: 2.7598, grad_norm: 1.1748 2020-08-17 18:35:04,107 - mmaction - INFO - Epoch [150][140/470] lr: 2.981e-01, eta: 12:49:24, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3758, top5_acc: 0.6251, loss_cls: 2.8095, loss: 2.8095, grad_norm: 1.1854 2020-08-17 18:35:21,735 - mmaction - INFO - Epoch [150][160/470] lr: 2.981e-01, eta: 12:49:05, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.3857, top5_acc: 0.6361, loss_cls: 2.7625, loss: 2.7625, grad_norm: 1.1847 2020-08-17 18:35:39,719 - mmaction - INFO - Epoch [150][180/470] lr: 2.981e-01, eta: 12:48:46, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.3878, top5_acc: 0.6422, loss_cls: 2.7539, loss: 2.7539, grad_norm: 1.1862 2020-08-17 18:35:57,984 - mmaction - INFO - Epoch [150][200/470] lr: 2.981e-01, eta: 12:48:27, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3858, top5_acc: 0.6290, loss_cls: 2.8079, loss: 2.8079, grad_norm: 1.1716 2020-08-17 18:36:17,310 - mmaction - INFO - Epoch [150][220/470] lr: 2.981e-01, eta: 12:48:10, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3900, top5_acc: 0.6373, loss_cls: 2.7750, loss: 2.7750, grad_norm: 1.1649 2020-08-17 18:36:35,409 - mmaction - INFO - Epoch [150][240/470] lr: 2.981e-01, eta: 12:47:51, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3914, top5_acc: 0.6403, loss_cls: 2.7601, loss: 2.7601, grad_norm: 1.1722 2020-08-17 18:36:53,481 - mmaction - INFO - Epoch [150][260/470] lr: 2.981e-01, eta: 12:47:32, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3928, top5_acc: 0.6410, loss_cls: 2.7663, loss: 2.7663, grad_norm: 1.1700 2020-08-17 18:37:11,770 - mmaction - INFO - Epoch [150][280/470] lr: 2.981e-01, eta: 12:47:14, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3872, top5_acc: 0.6358, loss_cls: 2.7660, loss: 2.7660, grad_norm: 1.1574 2020-08-17 18:37:29,647 - mmaction - INFO - Epoch [150][300/470] lr: 2.981e-01, eta: 12:46:55, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.3856, top5_acc: 0.6312, loss_cls: 2.7810, loss: 2.7810, grad_norm: 1.1680 2020-08-17 18:37:47,699 - mmaction - INFO - Epoch [150][320/470] lr: 2.981e-01, eta: 12:46:36, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3748, top5_acc: 0.6295, loss_cls: 2.8120, loss: 2.8120, grad_norm: 1.1817 2020-08-17 18:38:06,245 - mmaction - INFO - Epoch [150][340/470] lr: 2.981e-01, eta: 12:46:18, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3955, top5_acc: 0.6399, loss_cls: 2.7515, loss: 2.7515, grad_norm: 1.1636 2020-08-17 18:38:25,074 - mmaction - INFO - Epoch [150][360/470] lr: 2.981e-01, eta: 12:46:00, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.3856, top5_acc: 0.6339, loss_cls: 2.7748, loss: 2.7748, grad_norm: 1.1663 2020-08-17 18:38:43,083 - mmaction - INFO - Epoch [150][380/470] lr: 2.981e-01, eta: 12:45:41, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3868, top5_acc: 0.6360, loss_cls: 2.7678, loss: 2.7678, grad_norm: 1.1922 2020-08-17 18:39:01,156 - mmaction - INFO - Epoch [150][400/470] lr: 2.981e-01, eta: 12:45:23, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.3791, top5_acc: 0.6300, loss_cls: 2.8143, loss: 2.8143, grad_norm: 1.1848 2020-08-17 18:39:20,360 - mmaction - INFO - Epoch [150][420/470] lr: 2.981e-01, eta: 12:45:05, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.3758, top5_acc: 0.6328, loss_cls: 2.8091, loss: 2.8091, grad_norm: 1.1715 2020-08-17 18:39:37,995 - mmaction - INFO - Epoch [150][440/470] lr: 2.981e-01, eta: 12:44:46, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.3806, top5_acc: 0.6289, loss_cls: 2.7964, loss: 2.7964, grad_norm: 1.1685 2020-08-17 18:39:56,184 - mmaction - INFO - Epoch [150][460/470] lr: 2.981e-01, eta: 12:44:27, time: 0.910, data_time: 0.004, memory: 9444, top1_acc: 0.3803, top5_acc: 0.6325, loss_cls: 2.7966, loss: 2.7966, grad_norm: 1.1785 2020-08-17 18:40:28,810 - mmaction - INFO - Epoch [151][20/470] lr: 2.933e-01, eta: 12:43:57, time: 1.162, data_time: 0.368, memory: 9444, top1_acc: 0.3899, top5_acc: 0.6379, loss_cls: 2.7479, loss: 2.7479, grad_norm: 1.1820 2020-08-17 18:40:47,317 - mmaction - INFO - Epoch [151][40/470] lr: 2.933e-01, eta: 12:43:38, time: 0.927, data_time: 0.009, memory: 9444, top1_acc: 0.3993, top5_acc: 0.6390, loss_cls: 2.7376, loss: 2.7376, grad_norm: 1.1873 2020-08-17 18:41:05,377 - mmaction - INFO - Epoch [151][60/470] lr: 2.933e-01, eta: 12:43:20, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3966, top5_acc: 0.6426, loss_cls: 2.7413, loss: 2.7413, grad_norm: 1.1793 2020-08-17 18:41:24,054 - mmaction - INFO - Epoch [151][80/470] lr: 2.933e-01, eta: 12:43:01, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3913, top5_acc: 0.6435, loss_cls: 2.7348, loss: 2.7348, grad_norm: 1.1891 2020-08-17 18:41:42,777 - mmaction - INFO - Epoch [151][100/470] lr: 2.933e-01, eta: 12:42:43, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.3860, top5_acc: 0.6350, loss_cls: 2.7619, loss: 2.7619, grad_norm: 1.1848 2020-08-17 18:42:00,811 - mmaction - INFO - Epoch [151][120/470] lr: 2.933e-01, eta: 12:42:25, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3903, top5_acc: 0.6399, loss_cls: 2.7378, loss: 2.7378, grad_norm: 1.1848 2020-08-17 18:42:19,411 - mmaction - INFO - Epoch [151][140/470] lr: 2.933e-01, eta: 12:42:06, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3861, top5_acc: 0.6351, loss_cls: 2.7660, loss: 2.7660, grad_norm: 1.1788 2020-08-17 18:42:37,540 - mmaction - INFO - Epoch [151][160/470] lr: 2.933e-01, eta: 12:41:48, time: 0.905, data_time: 0.006, memory: 9444, top1_acc: 0.3880, top5_acc: 0.6340, loss_cls: 2.7542, loss: 2.7542, grad_norm: 1.1907 2020-08-17 18:42:55,786 - mmaction - INFO - Epoch [151][180/470] lr: 2.933e-01, eta: 12:41:29, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3840, top5_acc: 0.6295, loss_cls: 2.7992, loss: 2.7992, grad_norm: 1.1885 2020-08-17 18:43:15,288 - mmaction - INFO - Epoch [151][200/470] lr: 2.933e-01, eta: 12:41:12, time: 0.973, data_time: 0.006, memory: 9444, top1_acc: 0.3909, top5_acc: 0.6375, loss_cls: 2.7489, loss: 2.7489, grad_norm: 1.1766 2020-08-17 18:43:33,075 - mmaction - INFO - Epoch [151][220/470] lr: 2.933e-01, eta: 12:40:53, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3883, top5_acc: 0.6403, loss_cls: 2.7572, loss: 2.7572, grad_norm: 1.1902 2020-08-17 18:43:52,853 - mmaction - INFO - Epoch [151][240/470] lr: 2.933e-01, eta: 12:40:35, time: 0.987, data_time: 0.006, memory: 9444, top1_acc: 0.4006, top5_acc: 0.6437, loss_cls: 2.7172, loss: 2.7172, grad_norm: 1.1829 2020-08-17 18:44:11,249 - mmaction - INFO - Epoch [151][260/470] lr: 2.933e-01, eta: 12:40:17, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3795, top5_acc: 0.6279, loss_cls: 2.8039, loss: 2.8039, grad_norm: 1.2102 2020-08-17 18:44:28,478 - mmaction - INFO - Epoch [151][280/470] lr: 2.933e-01, eta: 12:39:58, time: 0.859, data_time: 0.005, memory: 9444, top1_acc: 0.3856, top5_acc: 0.6339, loss_cls: 2.7866, loss: 2.7866, grad_norm: 1.1793 2020-08-17 18:44:46,498 - mmaction - INFO - Epoch [151][300/470] lr: 2.933e-01, eta: 12:39:39, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3753, top5_acc: 0.6281, loss_cls: 2.8008, loss: 2.8008, grad_norm: 1.1857 2020-08-17 18:45:04,423 - mmaction - INFO - Epoch [151][320/470] lr: 2.933e-01, eta: 12:39:20, time: 0.896, data_time: 0.006, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6345, loss_cls: 2.7902, loss: 2.7902, grad_norm: 1.1998 2020-08-17 18:45:22,639 - mmaction - INFO - Epoch [151][340/470] lr: 2.933e-01, eta: 12:39:02, time: 0.911, data_time: 0.002, memory: 9444, top1_acc: 0.3897, top5_acc: 0.6372, loss_cls: 2.7715, loss: 2.7715, grad_norm: 1.1943 2020-08-17 18:45:40,107 - mmaction - INFO - Epoch [151][360/470] lr: 2.933e-01, eta: 12:38:43, time: 0.871, data_time: 0.002, memory: 9444, top1_acc: 0.3854, top5_acc: 0.6329, loss_cls: 2.7659, loss: 2.7659, grad_norm: 1.1679 2020-08-17 18:45:58,664 - mmaction - INFO - Epoch [151][380/470] lr: 2.933e-01, eta: 12:38:24, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.3897, top5_acc: 0.6363, loss_cls: 2.7585, loss: 2.7585, grad_norm: 1.1931 2020-08-17 18:46:17,750 - mmaction - INFO - Epoch [151][400/470] lr: 2.933e-01, eta: 12:38:06, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3876, top5_acc: 0.6312, loss_cls: 2.7857, loss: 2.7857, grad_norm: 1.2133 2020-08-17 18:46:36,140 - mmaction - INFO - Epoch [151][420/470] lr: 2.933e-01, eta: 12:37:48, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3771, top5_acc: 0.6308, loss_cls: 2.7926, loss: 2.7926, grad_norm: 1.1868 2020-08-17 18:46:54,610 - mmaction - INFO - Epoch [151][440/470] lr: 2.933e-01, eta: 12:37:30, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.3795, top5_acc: 0.6240, loss_cls: 2.8303, loss: 2.8303, grad_norm: 1.1891 2020-08-17 18:47:13,074 - mmaction - INFO - Epoch [151][460/470] lr: 2.933e-01, eta: 12:37:11, time: 0.924, data_time: 0.004, memory: 9444, top1_acc: 0.3843, top5_acc: 0.6312, loss_cls: 2.8026, loss: 2.8026, grad_norm: 1.1596 2020-08-17 18:47:45,103 - mmaction - INFO - Epoch [152][20/470] lr: 2.886e-01, eta: 12:36:40, time: 1.117, data_time: 0.378, memory: 9444, top1_acc: 0.3884, top5_acc: 0.6426, loss_cls: 2.7481, loss: 2.7481, grad_norm: 1.2050 2020-08-17 18:48:02,263 - mmaction - INFO - Epoch [152][40/470] lr: 2.886e-01, eta: 12:36:21, time: 0.857, data_time: 0.007, memory: 9444, top1_acc: 0.3882, top5_acc: 0.6338, loss_cls: 2.7586, loss: 2.7586, grad_norm: 1.1942 2020-08-17 18:48:20,008 - mmaction - INFO - Epoch [152][60/470] lr: 2.886e-01, eta: 12:36:02, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.3848, top5_acc: 0.6250, loss_cls: 2.8255, loss: 2.8255, grad_norm: 1.1816 2020-08-17 18:48:39,084 - mmaction - INFO - Epoch [152][80/470] lr: 2.886e-01, eta: 12:35:44, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3941, top5_acc: 0.6417, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.1725 2020-08-17 18:48:57,087 - mmaction - INFO - Epoch [152][100/470] lr: 2.886e-01, eta: 12:35:25, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.4035, top5_acc: 0.6455, loss_cls: 2.7307, loss: 2.7307, grad_norm: 1.1965 2020-08-17 18:49:15,713 - mmaction - INFO - Epoch [152][120/470] lr: 2.886e-01, eta: 12:35:07, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3918, top5_acc: 0.6431, loss_cls: 2.7489, loss: 2.7489, grad_norm: 1.1811 2020-08-17 18:49:33,657 - mmaction - INFO - Epoch [152][140/470] lr: 2.886e-01, eta: 12:34:48, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.3817, top5_acc: 0.6363, loss_cls: 2.7734, loss: 2.7734, grad_norm: 1.1870 2020-08-17 18:49:53,089 - mmaction - INFO - Epoch [152][160/470] lr: 2.886e-01, eta: 12:34:30, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.3942, top5_acc: 0.6361, loss_cls: 2.7602, loss: 2.7602, grad_norm: 1.1738 2020-08-17 18:50:11,084 - mmaction - INFO - Epoch [152][180/470] lr: 2.886e-01, eta: 12:34:12, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3939, top5_acc: 0.6414, loss_cls: 2.7221, loss: 2.7221, grad_norm: 1.1940 2020-08-17 18:50:29,729 - mmaction - INFO - Epoch [152][200/470] lr: 2.886e-01, eta: 12:33:54, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.3917, top5_acc: 0.6393, loss_cls: 2.7606, loss: 2.7606, grad_norm: 1.2038 2020-08-17 18:50:48,112 - mmaction - INFO - Epoch [152][220/470] lr: 2.886e-01, eta: 12:33:35, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.3896, top5_acc: 0.6335, loss_cls: 2.7560, loss: 2.7560, grad_norm: 1.1937 2020-08-17 18:51:07,318 - mmaction - INFO - Epoch [152][240/470] lr: 2.886e-01, eta: 12:33:17, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.3918, top5_acc: 0.6317, loss_cls: 2.7840, loss: 2.7840, grad_norm: 1.1934 2020-08-17 18:51:25,107 - mmaction - INFO - Epoch [152][260/470] lr: 2.886e-01, eta: 12:32:58, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.3882, top5_acc: 0.6274, loss_cls: 2.7851, loss: 2.7851, grad_norm: 1.1918 2020-08-17 18:51:42,967 - mmaction - INFO - Epoch [152][280/470] lr: 2.886e-01, eta: 12:32:40, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.3857, top5_acc: 0.6334, loss_cls: 2.7849, loss: 2.7849, grad_norm: 1.1853 2020-08-17 18:52:01,418 - mmaction - INFO - Epoch [152][300/470] lr: 2.886e-01, eta: 12:32:21, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.3973, top5_acc: 0.6452, loss_cls: 2.7158, loss: 2.7158, grad_norm: 1.1873 2020-08-17 18:52:20,143 - mmaction - INFO - Epoch [152][320/470] lr: 2.886e-01, eta: 12:32:03, time: 0.937, data_time: 0.003, memory: 9444, top1_acc: 0.3850, top5_acc: 0.6323, loss_cls: 2.7617, loss: 2.7617, grad_norm: 1.1950 2020-08-17 18:52:38,354 - mmaction - INFO - Epoch [152][340/470] lr: 2.886e-01, eta: 12:31:45, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.3916, top5_acc: 0.6428, loss_cls: 2.7303, loss: 2.7303, grad_norm: 1.2024 2020-08-17 18:52:55,678 - mmaction - INFO - Epoch [152][360/470] lr: 2.886e-01, eta: 12:31:25, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.3853, top5_acc: 0.6334, loss_cls: 2.7690, loss: 2.7690, grad_norm: 1.2389 2020-08-17 18:53:14,240 - mmaction - INFO - Epoch [152][380/470] lr: 2.886e-01, eta: 12:31:07, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3759, top5_acc: 0.6229, loss_cls: 2.8316, loss: 2.8316, grad_norm: 1.2032 2020-08-17 18:53:33,000 - mmaction - INFO - Epoch [152][400/470] lr: 2.886e-01, eta: 12:30:49, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3823, top5_acc: 0.6284, loss_cls: 2.7915, loss: 2.7915, grad_norm: 1.1862 2020-08-17 18:53:50,687 - mmaction - INFO - Epoch [152][420/470] lr: 2.886e-01, eta: 12:30:30, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3850, top5_acc: 0.6334, loss_cls: 2.7944, loss: 2.7944, grad_norm: 1.1943 2020-08-17 18:54:08,670 - mmaction - INFO - Epoch [152][440/470] lr: 2.886e-01, eta: 12:30:11, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.3887, top5_acc: 0.6377, loss_cls: 2.7625, loss: 2.7625, grad_norm: 1.1919 2020-08-17 18:54:27,722 - mmaction - INFO - Epoch [152][460/470] lr: 2.886e-01, eta: 12:29:53, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.3812, top5_acc: 0.6284, loss_cls: 2.8110, loss: 2.8110, grad_norm: 1.2136 2020-08-17 18:54:36,261 - mmaction - INFO - Saving checkpoint at 152 epochs 2020-08-17 18:54:59,488 - mmaction - INFO - Epoch [153][20/470] lr: 2.839e-01, eta: 12:29:22, time: 1.135, data_time: 0.386, memory: 9444, top1_acc: 0.3896, top5_acc: 0.6384, loss_cls: 2.7543, loss: 2.7543, grad_norm: 1.1800 2020-08-17 18:55:16,194 - mmaction - INFO - Epoch [153][40/470] lr: 2.839e-01, eta: 12:29:03, time: 0.837, data_time: 0.006, memory: 9444, top1_acc: 0.3910, top5_acc: 0.6503, loss_cls: 2.7306, loss: 2.7306, grad_norm: 1.1978 2020-08-17 18:55:34,342 - mmaction - INFO - Epoch [153][60/470] lr: 2.839e-01, eta: 12:28:44, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4004, top5_acc: 0.6477, loss_cls: 2.7023, loss: 2.7023, grad_norm: 1.2083 2020-08-17 18:55:52,115 - mmaction - INFO - Epoch [153][80/470] lr: 2.839e-01, eta: 12:28:25, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.3948, top5_acc: 0.6359, loss_cls: 2.7335, loss: 2.7335, grad_norm: 1.1979 2020-08-17 18:56:11,067 - mmaction - INFO - Epoch [153][100/470] lr: 2.839e-01, eta: 12:28:07, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.3951, top5_acc: 0.6449, loss_cls: 2.7004, loss: 2.7004, grad_norm: 1.2023 2020-08-17 18:56:29,417 - mmaction - INFO - Epoch [153][120/470] lr: 2.839e-01, eta: 12:27:49, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3882, top5_acc: 0.6429, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.2009 2020-08-17 18:56:47,676 - mmaction - INFO - Epoch [153][140/470] lr: 2.839e-01, eta: 12:27:30, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3890, top5_acc: 0.6380, loss_cls: 2.7665, loss: 2.7665, grad_norm: 1.1822 2020-08-17 18:57:06,073 - mmaction - INFO - Epoch [153][160/470] lr: 2.839e-01, eta: 12:27:12, time: 0.919, data_time: 0.001, memory: 9444, top1_acc: 0.3957, top5_acc: 0.6362, loss_cls: 2.7483, loss: 2.7483, grad_norm: 1.2071 2020-08-17 18:57:24,521 - mmaction - INFO - Epoch [153][180/470] lr: 2.839e-01, eta: 12:26:54, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.3946, top5_acc: 0.6355, loss_cls: 2.7332, loss: 2.7332, grad_norm: 1.1807 2020-08-17 18:57:42,489 - mmaction - INFO - Epoch [153][200/470] lr: 2.839e-01, eta: 12:26:35, time: 0.902, data_time: 0.007, memory: 9444, top1_acc: 0.3816, top5_acc: 0.6271, loss_cls: 2.7858, loss: 2.7858, grad_norm: 1.2103 2020-08-17 18:57:59,756 - mmaction - INFO - Epoch [153][220/470] lr: 2.839e-01, eta: 12:26:16, time: 0.863, data_time: 0.002, memory: 9444, top1_acc: 0.3889, top5_acc: 0.6410, loss_cls: 2.7468, loss: 2.7468, grad_norm: 1.1998 2020-08-17 18:58:17,707 - mmaction - INFO - Epoch [153][240/470] lr: 2.839e-01, eta: 12:25:57, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.3894, top5_acc: 0.6362, loss_cls: 2.7533, loss: 2.7533, grad_norm: 1.1909 2020-08-17 18:58:35,925 - mmaction - INFO - Epoch [153][260/470] lr: 2.839e-01, eta: 12:25:39, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.3954, top5_acc: 0.6381, loss_cls: 2.7535, loss: 2.7535, grad_norm: 1.1987 2020-08-17 18:58:54,326 - mmaction - INFO - Epoch [153][280/470] lr: 2.839e-01, eta: 12:25:20, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.3974, top5_acc: 0.6445, loss_cls: 2.7263, loss: 2.7263, grad_norm: 1.1962 2020-08-17 18:59:12,979 - mmaction - INFO - Epoch [153][300/470] lr: 2.839e-01, eta: 12:25:02, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3886, top5_acc: 0.6420, loss_cls: 2.7483, loss: 2.7483, grad_norm: 1.2124 2020-08-17 18:59:30,746 - mmaction - INFO - Epoch [153][320/470] lr: 2.839e-01, eta: 12:24:43, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3947, top5_acc: 0.6392, loss_cls: 2.7267, loss: 2.7267, grad_norm: 1.1860 2020-08-17 18:59:48,447 - mmaction - INFO - Epoch [153][340/470] lr: 2.839e-01, eta: 12:24:24, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.3919, top5_acc: 0.6393, loss_cls: 2.7534, loss: 2.7534, grad_norm: 1.2043 2020-08-17 19:00:08,444 - mmaction - INFO - Epoch [153][360/470] lr: 2.839e-01, eta: 12:24:07, time: 0.992, data_time: 0.006, memory: 9444, top1_acc: 0.3923, top5_acc: 0.6386, loss_cls: 2.7374, loss: 2.7374, grad_norm: 1.2099 2020-08-17 19:00:27,103 - mmaction - INFO - Epoch [153][380/470] lr: 2.839e-01, eta: 12:23:49, time: 0.940, data_time: 0.018, memory: 9444, top1_acc: 0.3900, top5_acc: 0.6402, loss_cls: 2.7377, loss: 2.7377, grad_norm: 1.1967 2020-08-17 19:00:45,450 - mmaction - INFO - Epoch [153][400/470] lr: 2.839e-01, eta: 12:23:30, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.3884, top5_acc: 0.6350, loss_cls: 2.7609, loss: 2.7609, grad_norm: 1.2094 2020-08-17 19:01:02,390 - mmaction - INFO - Epoch [153][420/470] lr: 2.839e-01, eta: 12:23:11, time: 0.847, data_time: 0.002, memory: 9444, top1_acc: 0.3831, top5_acc: 0.6371, loss_cls: 2.7777, loss: 2.7777, grad_norm: 1.2022 2020-08-17 19:01:20,879 - mmaction - INFO - Epoch [153][440/470] lr: 2.839e-01, eta: 12:22:52, time: 0.924, data_time: 0.004, memory: 9444, top1_acc: 0.3907, top5_acc: 0.6317, loss_cls: 2.7574, loss: 2.7574, grad_norm: 1.1905 2020-08-17 19:01:39,138 - mmaction - INFO - Epoch [153][460/470] lr: 2.839e-01, eta: 12:22:34, time: 0.913, data_time: 0.003, memory: 9444, top1_acc: 0.3903, top5_acc: 0.6332, loss_cls: 2.7756, loss: 2.7756, grad_norm: 1.1997 2020-08-17 19:02:12,887 - mmaction - INFO - Epoch [154][20/470] lr: 2.792e-01, eta: 12:22:05, time: 1.252, data_time: 0.502, memory: 9444, top1_acc: 0.4015, top5_acc: 0.6419, loss_cls: 2.7374, loss: 2.7374, grad_norm: 1.2198 2020-08-17 19:02:31,030 - mmaction - INFO - Epoch [154][40/470] lr: 2.792e-01, eta: 12:21:46, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3905, top5_acc: 0.6393, loss_cls: 2.7505, loss: 2.7505, grad_norm: 1.1932 2020-08-17 19:02:48,547 - mmaction - INFO - Epoch [154][60/470] lr: 2.792e-01, eta: 12:21:27, time: 0.875, data_time: 0.005, memory: 9444, top1_acc: 0.4019, top5_acc: 0.6410, loss_cls: 2.7145, loss: 2.7145, grad_norm: 1.1925 2020-08-17 19:03:06,208 - mmaction - INFO - Epoch [154][80/470] lr: 2.792e-01, eta: 12:21:08, time: 0.885, data_time: 0.006, memory: 9444, top1_acc: 0.3954, top5_acc: 0.6434, loss_cls: 2.7023, loss: 2.7023, grad_norm: 1.1962 2020-08-17 19:03:24,366 - mmaction - INFO - Epoch [154][100/470] lr: 2.792e-01, eta: 12:20:50, time: 0.904, data_time: 0.004, memory: 9444, top1_acc: 0.3922, top5_acc: 0.6378, loss_cls: 2.7521, loss: 2.7521, grad_norm: 1.2417 2020-08-17 19:03:42,231 - mmaction - INFO - Epoch [154][120/470] lr: 2.792e-01, eta: 12:20:31, time: 0.896, data_time: 0.007, memory: 9444, top1_acc: 0.3968, top5_acc: 0.6489, loss_cls: 2.7177, loss: 2.7177, grad_norm: 1.2224 2020-08-17 19:04:00,460 - mmaction - INFO - Epoch [154][140/470] lr: 2.792e-01, eta: 12:20:12, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.3990, top5_acc: 0.6411, loss_cls: 2.7215, loss: 2.7215, grad_norm: 1.2160 2020-08-17 19:04:17,703 - mmaction - INFO - Epoch [154][160/470] lr: 2.792e-01, eta: 12:19:53, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.3776, top5_acc: 0.6315, loss_cls: 2.8015, loss: 2.8015, grad_norm: 1.2339 2020-08-17 19:04:36,535 - mmaction - INFO - Epoch [154][180/470] lr: 2.792e-01, eta: 12:19:35, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.3826, top5_acc: 0.6338, loss_cls: 2.7773, loss: 2.7773, grad_norm: 1.2196 2020-08-17 19:04:53,911 - mmaction - INFO - Epoch [154][200/470] lr: 2.792e-01, eta: 12:19:16, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.3975, top5_acc: 0.6429, loss_cls: 2.7291, loss: 2.7291, grad_norm: 1.2087 2020-08-17 19:05:11,478 - mmaction - INFO - Epoch [154][220/470] lr: 2.792e-01, eta: 12:18:57, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.3847, top5_acc: 0.6336, loss_cls: 2.7721, loss: 2.7721, grad_norm: 1.2337 2020-08-17 19:05:30,203 - mmaction - INFO - Epoch [154][240/470] lr: 2.792e-01, eta: 12:18:39, time: 0.937, data_time: 0.004, memory: 9444, top1_acc: 0.3937, top5_acc: 0.6349, loss_cls: 2.7443, loss: 2.7443, grad_norm: 1.2021 2020-08-17 19:05:49,216 - mmaction - INFO - Epoch [154][260/470] lr: 2.792e-01, eta: 12:18:21, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.3877, top5_acc: 0.6324, loss_cls: 2.7799, loss: 2.7799, grad_norm: 1.2037 2020-08-17 19:06:06,466 - mmaction - INFO - Epoch [154][280/470] lr: 2.792e-01, eta: 12:18:02, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.3972, top5_acc: 0.6455, loss_cls: 2.7279, loss: 2.7279, grad_norm: 1.2093 2020-08-17 19:06:24,852 - mmaction - INFO - Epoch [154][300/470] lr: 2.792e-01, eta: 12:17:43, time: 0.919, data_time: 0.003, memory: 9444, top1_acc: 0.3849, top5_acc: 0.6354, loss_cls: 2.7782, loss: 2.7782, grad_norm: 1.2017 2020-08-17 19:06:42,189 - mmaction - INFO - Epoch [154][320/470] lr: 2.792e-01, eta: 12:17:24, time: 0.867, data_time: 0.007, memory: 9444, top1_acc: 0.3853, top5_acc: 0.6372, loss_cls: 2.7498, loss: 2.7498, grad_norm: 1.2111 2020-08-17 19:07:00,990 - mmaction - INFO - Epoch [154][340/470] lr: 2.792e-01, eta: 12:17:06, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.3909, top5_acc: 0.6349, loss_cls: 2.7464, loss: 2.7464, grad_norm: 1.2048 2020-08-17 19:07:19,767 - mmaction - INFO - Epoch [154][360/470] lr: 2.792e-01, eta: 12:16:48, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.3878, top5_acc: 0.6386, loss_cls: 2.7681, loss: 2.7681, grad_norm: 1.2120 2020-08-17 19:07:37,326 - mmaction - INFO - Epoch [154][380/470] lr: 2.792e-01, eta: 12:16:29, time: 0.878, data_time: 0.003, memory: 9444, top1_acc: 0.3920, top5_acc: 0.6400, loss_cls: 2.7485, loss: 2.7485, grad_norm: 1.2094 2020-08-17 19:07:55,011 - mmaction - INFO - Epoch [154][400/470] lr: 2.792e-01, eta: 12:16:10, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.3942, top5_acc: 0.6395, loss_cls: 2.7617, loss: 2.7617, grad_norm: 1.2048 2020-08-17 19:08:12,659 - mmaction - INFO - Epoch [154][420/470] lr: 2.792e-01, eta: 12:15:51, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.3937, top5_acc: 0.6411, loss_cls: 2.7399, loss: 2.7399, grad_norm: 1.2022 2020-08-17 19:08:31,153 - mmaction - INFO - Epoch [154][440/470] lr: 2.792e-01, eta: 12:15:33, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3886, top5_acc: 0.6419, loss_cls: 2.7448, loss: 2.7448, grad_norm: 1.2001 2020-08-17 19:08:49,233 - mmaction - INFO - Epoch [154][460/470] lr: 2.792e-01, eta: 12:15:14, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3922, top5_acc: 0.6366, loss_cls: 2.7570, loss: 2.7570, grad_norm: 1.2049 2020-08-17 19:09:20,919 - mmaction - INFO - Epoch [155][20/470] lr: 2.745e-01, eta: 12:14:43, time: 1.131, data_time: 0.404, memory: 9444, top1_acc: 0.3988, top5_acc: 0.6475, loss_cls: 2.7052, loss: 2.7052, grad_norm: 1.2043 2020-08-17 19:09:38,451 - mmaction - INFO - Epoch [155][40/470] lr: 2.745e-01, eta: 12:14:24, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.3974, top5_acc: 0.6394, loss_cls: 2.7127, loss: 2.7127, grad_norm: 1.1942 2020-08-17 19:09:55,728 - mmaction - INFO - Epoch [155][60/470] lr: 2.745e-01, eta: 12:14:05, time: 0.862, data_time: 0.006, memory: 9444, top1_acc: 0.3990, top5_acc: 0.6409, loss_cls: 2.7117, loss: 2.7117, grad_norm: 1.2139 2020-08-17 19:10:14,007 - mmaction - INFO - Epoch [155][80/470] lr: 2.745e-01, eta: 12:13:47, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3909, top5_acc: 0.6367, loss_cls: 2.7455, loss: 2.7455, grad_norm: 1.2042 2020-08-17 19:10:31,840 - mmaction - INFO - Epoch [155][100/470] lr: 2.745e-01, eta: 12:13:28, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.3916, top5_acc: 0.6447, loss_cls: 2.7312, loss: 2.7312, grad_norm: 1.2156 2020-08-17 19:10:50,917 - mmaction - INFO - Epoch [155][120/470] lr: 2.745e-01, eta: 12:13:10, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.3939, top5_acc: 0.6374, loss_cls: 2.7395, loss: 2.7395, grad_norm: 1.2170 2020-08-17 19:11:08,896 - mmaction - INFO - Epoch [155][140/470] lr: 2.745e-01, eta: 12:12:51, time: 0.897, data_time: 0.004, memory: 9444, top1_acc: 0.3947, top5_acc: 0.6384, loss_cls: 2.7510, loss: 2.7510, grad_norm: 1.2251 2020-08-17 19:11:27,525 - mmaction - INFO - Epoch [155][160/470] lr: 2.745e-01, eta: 12:12:33, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.4016, top5_acc: 0.6499, loss_cls: 2.6925, loss: 2.6925, grad_norm: 1.2281 2020-08-17 19:11:45,510 - mmaction - INFO - Epoch [155][180/470] lr: 2.745e-01, eta: 12:12:14, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.3887, top5_acc: 0.6331, loss_cls: 2.7638, loss: 2.7638, grad_norm: 1.2104 2020-08-17 19:12:03,572 - mmaction - INFO - Epoch [155][200/470] lr: 2.745e-01, eta: 12:11:56, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3999, top5_acc: 0.6416, loss_cls: 2.7451, loss: 2.7451, grad_norm: 1.2087 2020-08-17 19:12:22,682 - mmaction - INFO - Epoch [155][220/470] lr: 2.745e-01, eta: 12:11:38, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.3967, top5_acc: 0.6387, loss_cls: 2.7375, loss: 2.7375, grad_norm: 1.2247 2020-08-17 19:12:40,358 - mmaction - INFO - Epoch [155][240/470] lr: 2.745e-01, eta: 12:11:19, time: 0.885, data_time: 0.006, memory: 9444, top1_acc: 0.3931, top5_acc: 0.6361, loss_cls: 2.7683, loss: 2.7683, grad_norm: 1.2264 2020-08-17 19:12:58,535 - mmaction - INFO - Epoch [155][260/470] lr: 2.745e-01, eta: 12:11:00, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.3924, top5_acc: 0.6412, loss_cls: 2.7511, loss: 2.7511, grad_norm: 1.1971 2020-08-17 19:13:17,002 - mmaction - INFO - Epoch [155][280/470] lr: 2.745e-01, eta: 12:10:42, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.3927, top5_acc: 0.6436, loss_cls: 2.7139, loss: 2.7139, grad_norm: 1.2299 2020-08-17 19:13:36,074 - mmaction - INFO - Epoch [155][300/470] lr: 2.745e-01, eta: 12:10:24, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3936, top5_acc: 0.6358, loss_cls: 2.7511, loss: 2.7511, grad_norm: 1.2352 2020-08-17 19:13:54,119 - mmaction - INFO - Epoch [155][320/470] lr: 2.745e-01, eta: 12:10:05, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3872, top5_acc: 0.6365, loss_cls: 2.7837, loss: 2.7837, grad_norm: 1.2088 2020-08-17 19:14:13,009 - mmaction - INFO - Epoch [155][340/470] lr: 2.745e-01, eta: 12:09:47, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.3921, top5_acc: 0.6354, loss_cls: 2.7767, loss: 2.7767, grad_norm: 1.2015 2020-08-17 19:14:31,555 - mmaction - INFO - Epoch [155][360/470] lr: 2.745e-01, eta: 12:09:29, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.3926, top5_acc: 0.6404, loss_cls: 2.7234, loss: 2.7234, grad_norm: 1.2202 2020-08-17 19:14:49,461 - mmaction - INFO - Epoch [155][380/470] lr: 2.745e-01, eta: 12:09:10, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3926, top5_acc: 0.6350, loss_cls: 2.7458, loss: 2.7458, grad_norm: 1.2132 2020-08-17 19:15:07,539 - mmaction - INFO - Epoch [155][400/470] lr: 2.745e-01, eta: 12:08:52, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.3892, top5_acc: 0.6311, loss_cls: 2.7719, loss: 2.7719, grad_norm: 1.2167 2020-08-17 19:15:26,933 - mmaction - INFO - Epoch [155][420/470] lr: 2.745e-01, eta: 12:08:34, time: 0.970, data_time: 0.002, memory: 9444, top1_acc: 0.3937, top5_acc: 0.6422, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2020 2020-08-17 19:15:44,158 - mmaction - INFO - Epoch [155][440/470] lr: 2.745e-01, eta: 12:08:15, time: 0.859, data_time: 0.006, memory: 9444, top1_acc: 0.3953, top5_acc: 0.6411, loss_cls: 2.7339, loss: 2.7339, grad_norm: 1.2181 2020-08-17 19:16:02,795 - mmaction - INFO - Epoch [155][460/470] lr: 2.745e-01, eta: 12:07:57, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.4020, top5_acc: 0.6435, loss_cls: 2.7020, loss: 2.7020, grad_norm: 1.2010 2020-08-17 19:16:34,618 - mmaction - INFO - Epoch [156][20/470] lr: 2.699e-01, eta: 12:07:26, time: 1.156, data_time: 0.394, memory: 9444, top1_acc: 0.4002, top5_acc: 0.6452, loss_cls: 2.7044, loss: 2.7044, grad_norm: 1.2219 2020-08-17 19:16:53,198 - mmaction - INFO - Epoch [156][40/470] lr: 2.699e-01, eta: 12:07:08, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4017, top5_acc: 0.6496, loss_cls: 2.6894, loss: 2.6894, grad_norm: 1.2048 2020-08-17 19:17:11,151 - mmaction - INFO - Epoch [156][60/470] lr: 2.699e-01, eta: 12:06:49, time: 0.898, data_time: 0.003, memory: 9444, top1_acc: 0.3875, top5_acc: 0.6354, loss_cls: 2.7493, loss: 2.7493, grad_norm: 1.2320 2020-08-17 19:17:29,065 - mmaction - INFO - Epoch [156][80/470] lr: 2.699e-01, eta: 12:06:30, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.3991, top5_acc: 0.6447, loss_cls: 2.7193, loss: 2.7193, grad_norm: 1.2080 2020-08-17 19:17:47,933 - mmaction - INFO - Epoch [156][100/470] lr: 2.699e-01, eta: 12:06:12, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.4013, top5_acc: 0.6532, loss_cls: 2.6856, loss: 2.6856, grad_norm: 1.2322 2020-08-17 19:18:06,257 - mmaction - INFO - Epoch [156][120/470] lr: 2.699e-01, eta: 12:05:54, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.3924, top5_acc: 0.6422, loss_cls: 2.7263, loss: 2.7263, grad_norm: 1.2169 2020-08-17 19:18:24,622 - mmaction - INFO - Epoch [156][140/470] lr: 2.699e-01, eta: 12:05:35, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3940, top5_acc: 0.6382, loss_cls: 2.7470, loss: 2.7470, grad_norm: 1.2191 2020-08-17 19:18:43,108 - mmaction - INFO - Epoch [156][160/470] lr: 2.699e-01, eta: 12:05:17, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.4031, top5_acc: 0.6466, loss_cls: 2.6957, loss: 2.6957, grad_norm: 1.2223 2020-08-17 19:19:01,649 - mmaction - INFO - Epoch [156][180/470] lr: 2.699e-01, eta: 12:04:59, time: 0.930, data_time: 0.007, memory: 9444, top1_acc: 0.4052, top5_acc: 0.6457, loss_cls: 2.6980, loss: 2.6980, grad_norm: 1.2513 2020-08-17 19:19:20,408 - mmaction - INFO - Epoch [156][200/470] lr: 2.699e-01, eta: 12:04:41, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.4000, top5_acc: 0.6373, loss_cls: 2.7317, loss: 2.7317, grad_norm: 1.2515 2020-08-17 19:19:39,012 - mmaction - INFO - Epoch [156][220/470] lr: 2.699e-01, eta: 12:04:22, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.3939, top5_acc: 0.6433, loss_cls: 2.7204, loss: 2.7204, grad_norm: 1.2254 2020-08-17 19:19:58,103 - mmaction - INFO - Epoch [156][240/470] lr: 2.699e-01, eta: 12:04:04, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.3949, top5_acc: 0.6412, loss_cls: 2.7515, loss: 2.7515, grad_norm: 1.2280 2020-08-17 19:20:16,752 - mmaction - INFO - Epoch [156][260/470] lr: 2.699e-01, eta: 12:03:46, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.3936, top5_acc: 0.6423, loss_cls: 2.7231, loss: 2.7231, grad_norm: 1.2095 2020-08-17 19:20:34,513 - mmaction - INFO - Epoch [156][280/470] lr: 2.699e-01, eta: 12:03:27, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.3941, top5_acc: 0.6427, loss_cls: 2.7334, loss: 2.7334, grad_norm: 1.2148 2020-08-17 19:20:52,930 - mmaction - INFO - Epoch [156][300/470] lr: 2.699e-01, eta: 12:03:09, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4037, top5_acc: 0.6509, loss_cls: 2.7016, loss: 2.7016, grad_norm: 1.2310 2020-08-17 19:21:11,411 - mmaction - INFO - Epoch [156][320/470] lr: 2.699e-01, eta: 12:02:51, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.3885, top5_acc: 0.6446, loss_cls: 2.7120, loss: 2.7120, grad_norm: 1.2265 2020-08-17 19:21:29,196 - mmaction - INFO - Epoch [156][340/470] lr: 2.699e-01, eta: 12:02:32, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.3856, top5_acc: 0.6318, loss_cls: 2.7823, loss: 2.7823, grad_norm: 1.2305 2020-08-17 19:21:47,237 - mmaction - INFO - Epoch [156][360/470] lr: 2.699e-01, eta: 12:02:13, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.3980, top5_acc: 0.6484, loss_cls: 2.7410, loss: 2.7410, grad_norm: 1.2116 2020-08-17 19:22:05,957 - mmaction - INFO - Epoch [156][380/470] lr: 2.699e-01, eta: 12:01:55, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.4073, top5_acc: 0.6447, loss_cls: 2.7163, loss: 2.7163, grad_norm: 1.2175 2020-08-17 19:22:24,995 - mmaction - INFO - Epoch [156][400/470] lr: 2.699e-01, eta: 12:01:37, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.4015, top5_acc: 0.6419, loss_cls: 2.7187, loss: 2.7187, grad_norm: 1.2358 2020-08-17 19:22:43,413 - mmaction - INFO - Epoch [156][420/470] lr: 2.699e-01, eta: 12:01:19, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3834, top5_acc: 0.6251, loss_cls: 2.8122, loss: 2.8122, grad_norm: 1.2409 2020-08-17 19:23:01,154 - mmaction - INFO - Epoch [156][440/470] lr: 2.699e-01, eta: 12:01:00, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.3957, top5_acc: 0.6453, loss_cls: 2.7375, loss: 2.7375, grad_norm: 1.2377 2020-08-17 19:23:19,500 - mmaction - INFO - Epoch [156][460/470] lr: 2.699e-01, eta: 12:00:41, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.3943, top5_acc: 0.6443, loss_cls: 2.7381, loss: 2.7381, grad_norm: 1.2186 2020-08-17 19:23:29,624 - mmaction - INFO - Saving checkpoint at 156 epochs 2020-08-17 19:23:51,942 - mmaction - INFO - Epoch [157][20/470] lr: 2.652e-01, eta: 12:00:09, time: 1.035, data_time: 0.322, memory: 9444, top1_acc: 0.3963, top5_acc: 0.6427, loss_cls: 2.7302, loss: 2.7302, grad_norm: 1.2212 2020-08-17 19:24:09,680 - mmaction - INFO - Epoch [157][40/470] lr: 2.652e-01, eta: 11:59:51, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.4051, top5_acc: 0.6504, loss_cls: 2.6895, loss: 2.6895, grad_norm: 1.2155 2020-08-17 19:24:27,871 - mmaction - INFO - Epoch [157][60/470] lr: 2.652e-01, eta: 11:59:32, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.4119, top5_acc: 0.6499, loss_cls: 2.6834, loss: 2.6834, grad_norm: 1.2289 2020-08-17 19:24:47,824 - mmaction - INFO - Epoch [157][80/470] lr: 2.652e-01, eta: 11:59:15, time: 0.999, data_time: 0.005, memory: 9444, top1_acc: 0.4019, top5_acc: 0.6443, loss_cls: 2.7269, loss: 2.7269, grad_norm: 1.2189 2020-08-17 19:25:05,695 - mmaction - INFO - Epoch [157][100/470] lr: 2.652e-01, eta: 11:58:56, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4000, top5_acc: 0.6459, loss_cls: 2.7092, loss: 2.7092, grad_norm: 1.2212 2020-08-17 19:25:24,553 - mmaction - INFO - Epoch [157][120/470] lr: 2.652e-01, eta: 11:58:38, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.4026, top5_acc: 0.6462, loss_cls: 2.6829, loss: 2.6829, grad_norm: 1.2116 2020-08-17 19:25:43,494 - mmaction - INFO - Epoch [157][140/470] lr: 2.652e-01, eta: 11:58:20, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.3979, top5_acc: 0.6481, loss_cls: 2.6926, loss: 2.6926, grad_norm: 1.2411 2020-08-17 19:26:01,538 - mmaction - INFO - Epoch [157][160/470] lr: 2.652e-01, eta: 11:58:01, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3828, top5_acc: 0.6366, loss_cls: 2.7573, loss: 2.7573, grad_norm: 1.2268 2020-08-17 19:26:19,609 - mmaction - INFO - Epoch [157][180/470] lr: 2.652e-01, eta: 11:57:43, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3984, top5_acc: 0.6407, loss_cls: 2.7384, loss: 2.7384, grad_norm: 1.2250 2020-08-17 19:26:38,339 - mmaction - INFO - Epoch [157][200/470] lr: 2.652e-01, eta: 11:57:24, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.3991, top5_acc: 0.6453, loss_cls: 2.7108, loss: 2.7108, grad_norm: 1.2366 2020-08-17 19:26:55,815 - mmaction - INFO - Epoch [157][220/470] lr: 2.652e-01, eta: 11:57:05, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.3968, top5_acc: 0.6408, loss_cls: 2.7290, loss: 2.7290, grad_norm: 1.2290 2020-08-17 19:27:15,316 - mmaction - INFO - Epoch [157][240/470] lr: 2.652e-01, eta: 11:56:48, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.3993, top5_acc: 0.6485, loss_cls: 2.6944, loss: 2.6944, grad_norm: 1.2324 2020-08-17 19:27:33,305 - mmaction - INFO - Epoch [157][260/470] lr: 2.652e-01, eta: 11:56:29, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.4030, top5_acc: 0.6431, loss_cls: 2.7189, loss: 2.7189, grad_norm: 1.2494 2020-08-17 19:27:52,214 - mmaction - INFO - Epoch [157][280/470] lr: 2.652e-01, eta: 11:56:11, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3960, top5_acc: 0.6479, loss_cls: 2.7198, loss: 2.7198, grad_norm: 1.2345 2020-08-17 19:28:10,328 - mmaction - INFO - Epoch [157][300/470] lr: 2.652e-01, eta: 11:55:52, time: 0.906, data_time: 0.002, memory: 9444, top1_acc: 0.4010, top5_acc: 0.6423, loss_cls: 2.7043, loss: 2.7043, grad_norm: 1.1957 2020-08-17 19:28:29,321 - mmaction - INFO - Epoch [157][320/470] lr: 2.652e-01, eta: 11:55:34, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.3995, top5_acc: 0.6442, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.2347 2020-08-17 19:28:48,383 - mmaction - INFO - Epoch [157][340/470] lr: 2.652e-01, eta: 11:55:16, time: 0.953, data_time: 0.007, memory: 9444, top1_acc: 0.4064, top5_acc: 0.6495, loss_cls: 2.6835, loss: 2.6835, grad_norm: 1.2250 2020-08-17 19:29:06,900 - mmaction - INFO - Epoch [157][360/470] lr: 2.652e-01, eta: 11:54:58, time: 0.926, data_time: 0.003, memory: 9444, top1_acc: 0.3954, top5_acc: 0.6451, loss_cls: 2.7391, loss: 2.7391, grad_norm: 1.2226 2020-08-17 19:29:25,387 - mmaction - INFO - Epoch [157][380/470] lr: 2.652e-01, eta: 11:54:40, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.3995, top5_acc: 0.6429, loss_cls: 2.6999, loss: 2.6999, grad_norm: 1.2306 2020-08-17 19:29:43,404 - mmaction - INFO - Epoch [157][400/470] lr: 2.652e-01, eta: 11:54:21, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.4013, top5_acc: 0.6420, loss_cls: 2.7260, loss: 2.7260, grad_norm: 1.2261 2020-08-17 19:30:02,176 - mmaction - INFO - Epoch [157][420/470] lr: 2.652e-01, eta: 11:54:03, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.3953, top5_acc: 0.6458, loss_cls: 2.7102, loss: 2.7102, grad_norm: 1.2246 2020-08-17 19:30:19,502 - mmaction - INFO - Epoch [157][440/470] lr: 2.652e-01, eta: 11:53:44, time: 0.865, data_time: 0.006, memory: 9444, top1_acc: 0.3961, top5_acc: 0.6451, loss_cls: 2.7136, loss: 2.7136, grad_norm: 1.2397 2020-08-17 19:30:37,556 - mmaction - INFO - Epoch [157][460/470] lr: 2.652e-01, eta: 11:53:25, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.3870, top5_acc: 0.6412, loss_cls: 2.7518, loss: 2.7518, grad_norm: 1.2347 2020-08-17 19:31:09,381 - mmaction - INFO - Epoch [158][20/470] lr: 2.606e-01, eta: 11:52:55, time: 1.176, data_time: 0.372, memory: 9444, top1_acc: 0.3999, top5_acc: 0.6425, loss_cls: 2.7111, loss: 2.7111, grad_norm: 1.2333 2020-08-17 19:31:26,491 - mmaction - INFO - Epoch [158][40/470] lr: 2.606e-01, eta: 11:52:36, time: 0.858, data_time: 0.006, memory: 9444, top1_acc: 0.4071, top5_acc: 0.6592, loss_cls: 2.6558, loss: 2.6558, grad_norm: 1.2293 2020-08-17 19:31:45,599 - mmaction - INFO - Epoch [158][60/470] lr: 2.606e-01, eta: 11:52:18, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.3939, top5_acc: 0.6425, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.2741 2020-08-17 19:32:03,707 - mmaction - INFO - Epoch [158][80/470] lr: 2.606e-01, eta: 11:51:59, time: 0.908, data_time: 0.007, memory: 9444, top1_acc: 0.3902, top5_acc: 0.6403, loss_cls: 2.7468, loss: 2.7468, grad_norm: 1.2472 2020-08-17 19:32:21,768 - mmaction - INFO - Epoch [158][100/470] lr: 2.606e-01, eta: 11:51:41, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3978, top5_acc: 0.6470, loss_cls: 2.7049, loss: 2.7049, grad_norm: 1.2225 2020-08-17 19:32:39,392 - mmaction - INFO - Epoch [158][120/470] lr: 2.606e-01, eta: 11:51:22, time: 0.882, data_time: 0.004, memory: 9444, top1_acc: 0.4030, top5_acc: 0.6538, loss_cls: 2.6597, loss: 2.6597, grad_norm: 1.2340 2020-08-17 19:32:57,253 - mmaction - INFO - Epoch [158][140/470] lr: 2.606e-01, eta: 11:51:03, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.4027, top5_acc: 0.6492, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.2577 2020-08-17 19:33:15,494 - mmaction - INFO - Epoch [158][160/470] lr: 2.606e-01, eta: 11:50:45, time: 0.913, data_time: 0.004, memory: 9444, top1_acc: 0.3989, top5_acc: 0.6356, loss_cls: 2.7318, loss: 2.7318, grad_norm: 1.2465 2020-08-17 19:33:33,927 - mmaction - INFO - Epoch [158][180/470] lr: 2.606e-01, eta: 11:50:26, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4014, top5_acc: 0.6474, loss_cls: 2.7085, loss: 2.7085, grad_norm: 1.2598 2020-08-17 19:33:52,259 - mmaction - INFO - Epoch [158][200/470] lr: 2.606e-01, eta: 11:50:08, time: 0.920, data_time: 0.007, memory: 9444, top1_acc: 0.3995, top5_acc: 0.6465, loss_cls: 2.7086, loss: 2.7086, grad_norm: 1.2543 2020-08-17 19:34:09,551 - mmaction - INFO - Epoch [158][220/470] lr: 2.606e-01, eta: 11:49:49, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.3949, top5_acc: 0.6385, loss_cls: 2.7380, loss: 2.7380, grad_norm: 1.2503 2020-08-17 19:34:28,962 - mmaction - INFO - Epoch [158][240/470] lr: 2.606e-01, eta: 11:49:31, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.3932, top5_acc: 0.6480, loss_cls: 2.7255, loss: 2.7255, grad_norm: 1.2504 2020-08-17 19:34:46,409 - mmaction - INFO - Epoch [158][260/470] lr: 2.606e-01, eta: 11:49:12, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.3999, top5_acc: 0.6508, loss_cls: 2.6921, loss: 2.6921, grad_norm: 1.2418 2020-08-17 19:35:04,357 - mmaction - INFO - Epoch [158][280/470] lr: 2.606e-01, eta: 11:48:53, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3943, top5_acc: 0.6468, loss_cls: 2.7026, loss: 2.7026, grad_norm: 1.2619 2020-08-17 19:35:22,711 - mmaction - INFO - Epoch [158][300/470] lr: 2.606e-01, eta: 11:48:35, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.4038, top5_acc: 0.6449, loss_cls: 2.7168, loss: 2.7168, grad_norm: 1.2349 2020-08-17 19:35:40,232 - mmaction - INFO - Epoch [158][320/470] lr: 2.606e-01, eta: 11:48:16, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.3930, top5_acc: 0.6421, loss_cls: 2.7181, loss: 2.7181, grad_norm: 1.2419 2020-08-17 19:35:58,202 - mmaction - INFO - Epoch [158][340/470] lr: 2.606e-01, eta: 11:47:57, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.3999, top5_acc: 0.6461, loss_cls: 2.7046, loss: 2.7046, grad_norm: 1.2428 2020-08-17 19:36:16,540 - mmaction - INFO - Epoch [158][360/470] lr: 2.606e-01, eta: 11:47:39, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3896, top5_acc: 0.6358, loss_cls: 2.7522, loss: 2.7522, grad_norm: 1.2513 2020-08-17 19:36:34,800 - mmaction - INFO - Epoch [158][380/470] lr: 2.606e-01, eta: 11:47:21, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.3923, top5_acc: 0.6428, loss_cls: 2.7417, loss: 2.7417, grad_norm: 1.2426 2020-08-17 19:36:52,361 - mmaction - INFO - Epoch [158][400/470] lr: 2.606e-01, eta: 11:47:02, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.3909, top5_acc: 0.6404, loss_cls: 2.7474, loss: 2.7474, grad_norm: 1.2596 2020-08-17 19:37:09,556 - mmaction - INFO - Epoch [158][420/470] lr: 2.606e-01, eta: 11:46:43, time: 0.862, data_time: 0.005, memory: 9444, top1_acc: 0.4017, top5_acc: 0.6466, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.2335 2020-08-17 19:37:28,303 - mmaction - INFO - Epoch [158][440/470] lr: 2.606e-01, eta: 11:46:24, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.3963, top5_acc: 0.6411, loss_cls: 2.7233, loss: 2.7233, grad_norm: 1.2346 2020-08-17 19:37:46,657 - mmaction - INFO - Epoch [158][460/470] lr: 2.606e-01, eta: 11:46:06, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.3928, top5_acc: 0.6400, loss_cls: 2.7424, loss: 2.7424, grad_norm: 1.2351 2020-08-17 19:38:18,424 - mmaction - INFO - Epoch [159][20/470] lr: 2.560e-01, eta: 11:45:35, time: 1.103, data_time: 0.392, memory: 9444, top1_acc: 0.3984, top5_acc: 0.6489, loss_cls: 2.6945, loss: 2.6945, grad_norm: 1.2635 2020-08-17 19:38:35,827 - mmaction - INFO - Epoch [159][40/470] lr: 2.560e-01, eta: 11:45:16, time: 0.872, data_time: 0.006, memory: 9444, top1_acc: 0.3997, top5_acc: 0.6434, loss_cls: 2.7012, loss: 2.7012, grad_norm: 1.2350 2020-08-17 19:38:54,493 - mmaction - INFO - Epoch [159][60/470] lr: 2.560e-01, eta: 11:44:58, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3909, top5_acc: 0.6397, loss_cls: 2.7352, loss: 2.7352, grad_norm: 1.2282 2020-08-17 19:39:12,204 - mmaction - INFO - Epoch [159][80/470] lr: 2.560e-01, eta: 11:44:39, time: 0.886, data_time: 0.004, memory: 9444, top1_acc: 0.4073, top5_acc: 0.6553, loss_cls: 2.6658, loss: 2.6658, grad_norm: 1.2326 2020-08-17 19:39:29,251 - mmaction - INFO - Epoch [159][100/470] lr: 2.560e-01, eta: 11:44:20, time: 0.851, data_time: 0.005, memory: 9444, top1_acc: 0.4065, top5_acc: 0.6475, loss_cls: 2.6917, loss: 2.6917, grad_norm: 1.2498 2020-08-17 19:39:47,949 - mmaction - INFO - Epoch [159][120/470] lr: 2.560e-01, eta: 11:44:01, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3948, top5_acc: 0.6423, loss_cls: 2.6990, loss: 2.6990, grad_norm: 1.2571 2020-08-17 19:40:08,600 - mmaction - INFO - Epoch [159][140/470] lr: 2.560e-01, eta: 11:43:45, time: 1.033, data_time: 0.006, memory: 9444, top1_acc: 0.4009, top5_acc: 0.6438, loss_cls: 2.7097, loss: 2.7097, grad_norm: 1.2472 2020-08-17 19:40:26,017 - mmaction - INFO - Epoch [159][160/470] lr: 2.560e-01, eta: 11:43:26, time: 0.870, data_time: 0.002, memory: 9444, top1_acc: 0.4016, top5_acc: 0.6511, loss_cls: 2.6915, loss: 2.6915, grad_norm: 1.2600 2020-08-17 19:40:45,255 - mmaction - INFO - Epoch [159][180/470] lr: 2.560e-01, eta: 11:43:08, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.4010, top5_acc: 0.6491, loss_cls: 2.6955, loss: 2.6955, grad_norm: 1.2567 2020-08-17 19:41:03,656 - mmaction - INFO - Epoch [159][200/470] lr: 2.560e-01, eta: 11:42:49, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.4063, top5_acc: 0.6490, loss_cls: 2.6882, loss: 2.6882, grad_norm: 1.2513 2020-08-17 19:41:22,047 - mmaction - INFO - Epoch [159][220/470] lr: 2.560e-01, eta: 11:42:31, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.4027, top5_acc: 0.6498, loss_cls: 2.6924, loss: 2.6924, grad_norm: 1.2611 2020-08-17 19:41:41,650 - mmaction - INFO - Epoch [159][240/470] lr: 2.560e-01, eta: 11:42:13, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.4032, top5_acc: 0.6407, loss_cls: 2.7143, loss: 2.7143, grad_norm: 1.2369 2020-08-17 19:41:59,913 - mmaction - INFO - Epoch [159][260/470] lr: 2.560e-01, eta: 11:41:55, time: 0.914, data_time: 0.002, memory: 9444, top1_acc: 0.4022, top5_acc: 0.6468, loss_cls: 2.6932, loss: 2.6932, grad_norm: 1.2293 2020-08-17 19:42:18,336 - mmaction - INFO - Epoch [159][280/470] lr: 2.560e-01, eta: 11:41:36, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.3946, top5_acc: 0.6466, loss_cls: 2.6954, loss: 2.6954, grad_norm: 1.2672 2020-08-17 19:42:36,829 - mmaction - INFO - Epoch [159][300/470] lr: 2.560e-01, eta: 11:41:18, time: 0.926, data_time: 0.004, memory: 9444, top1_acc: 0.3974, top5_acc: 0.6496, loss_cls: 2.7048, loss: 2.7048, grad_norm: 1.2551 2020-08-17 19:42:55,593 - mmaction - INFO - Epoch [159][320/470] lr: 2.560e-01, eta: 11:41:00, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4026, top5_acc: 0.6389, loss_cls: 2.7289, loss: 2.7289, grad_norm: 1.2480 2020-08-17 19:43:13,532 - mmaction - INFO - Epoch [159][340/470] lr: 2.560e-01, eta: 11:40:41, time: 0.898, data_time: 0.004, memory: 9444, top1_acc: 0.3965, top5_acc: 0.6479, loss_cls: 2.7243, loss: 2.7243, grad_norm: 1.2537 2020-08-17 19:43:32,745 - mmaction - INFO - Epoch [159][360/470] lr: 2.560e-01, eta: 11:40:23, time: 0.959, data_time: 0.007, memory: 9444, top1_acc: 0.4016, top5_acc: 0.6461, loss_cls: 2.7082, loss: 2.7082, grad_norm: 1.2246 2020-08-17 19:43:51,382 - mmaction - INFO - Epoch [159][380/470] lr: 2.560e-01, eta: 11:40:05, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.4132, top5_acc: 0.6503, loss_cls: 2.6730, loss: 2.6730, grad_norm: 1.2528 2020-08-17 19:44:09,616 - mmaction - INFO - Epoch [159][400/470] lr: 2.560e-01, eta: 11:39:47, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.3870, top5_acc: 0.6445, loss_cls: 2.7360, loss: 2.7360, grad_norm: 1.2590 2020-08-17 19:44:28,143 - mmaction - INFO - Epoch [159][420/470] lr: 2.560e-01, eta: 11:39:28, time: 0.926, data_time: 0.002, memory: 9444, top1_acc: 0.3977, top5_acc: 0.6436, loss_cls: 2.7429, loss: 2.7429, grad_norm: 1.2637 2020-08-17 19:44:47,788 - mmaction - INFO - Epoch [159][440/470] lr: 2.560e-01, eta: 11:39:11, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.4012, top5_acc: 0.6479, loss_cls: 2.6998, loss: 2.6998, grad_norm: 1.2493 2020-08-17 19:45:07,038 - mmaction - INFO - Epoch [159][460/470] lr: 2.560e-01, eta: 11:38:53, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.3930, top5_acc: 0.6396, loss_cls: 2.7352, loss: 2.7352, grad_norm: 1.2494 2020-08-17 19:45:39,617 - mmaction - INFO - Epoch [160][20/470] lr: 2.515e-01, eta: 11:38:23, time: 1.185, data_time: 0.398, memory: 9444, top1_acc: 0.4061, top5_acc: 0.6581, loss_cls: 2.6903, loss: 2.6903, grad_norm: 1.2519 2020-08-17 19:45:57,202 - mmaction - INFO - Epoch [160][40/470] lr: 2.515e-01, eta: 11:38:04, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.4054, top5_acc: 0.6521, loss_cls: 2.6751, loss: 2.6751, grad_norm: 1.2471 2020-08-17 19:46:15,288 - mmaction - INFO - Epoch [160][60/470] lr: 2.515e-01, eta: 11:37:45, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.3977, top5_acc: 0.6495, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.2559 2020-08-17 19:46:34,699 - mmaction - INFO - Epoch [160][80/470] lr: 2.515e-01, eta: 11:37:28, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.4023, top5_acc: 0.6459, loss_cls: 2.7021, loss: 2.7021, grad_norm: 1.2624 2020-08-17 19:46:52,808 - mmaction - INFO - Epoch [160][100/470] lr: 2.515e-01, eta: 11:37:09, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.3986, top5_acc: 0.6458, loss_cls: 2.7351, loss: 2.7351, grad_norm: 1.2504 2020-08-17 19:47:11,320 - mmaction - INFO - Epoch [160][120/470] lr: 2.515e-01, eta: 11:36:51, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.4096, top5_acc: 0.6485, loss_cls: 2.6746, loss: 2.6746, grad_norm: 1.2440 2020-08-17 19:47:30,486 - mmaction - INFO - Epoch [160][140/470] lr: 2.515e-01, eta: 11:36:33, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.4115, top5_acc: 0.6510, loss_cls: 2.6536, loss: 2.6536, grad_norm: 1.2316 2020-08-17 19:47:48,232 - mmaction - INFO - Epoch [160][160/470] lr: 2.515e-01, eta: 11:36:14, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.4054, top5_acc: 0.6488, loss_cls: 2.6997, loss: 2.6997, grad_norm: 1.2408 2020-08-17 19:48:07,226 - mmaction - INFO - Epoch [160][180/470] lr: 2.515e-01, eta: 11:35:56, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.3997, top5_acc: 0.6524, loss_cls: 2.6887, loss: 2.6887, grad_norm: 1.2631 2020-08-17 19:48:25,455 - mmaction - INFO - Epoch [160][200/470] lr: 2.515e-01, eta: 11:35:38, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.4038, top5_acc: 0.6510, loss_cls: 2.6905, loss: 2.6905, grad_norm: 1.2715 2020-08-17 19:48:44,902 - mmaction - INFO - Epoch [160][220/470] lr: 2.515e-01, eta: 11:35:20, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.4018, top5_acc: 0.6468, loss_cls: 2.7080, loss: 2.7080, grad_norm: 1.2612 2020-08-17 19:49:03,362 - mmaction - INFO - Epoch [160][240/470] lr: 2.515e-01, eta: 11:35:01, time: 0.922, data_time: 0.003, memory: 9444, top1_acc: 0.3965, top5_acc: 0.6414, loss_cls: 2.7224, loss: 2.7224, grad_norm: 1.2370 2020-08-17 19:49:21,772 - mmaction - INFO - Epoch [160][260/470] lr: 2.515e-01, eta: 11:34:43, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4020, top5_acc: 0.6464, loss_cls: 2.7059, loss: 2.7059, grad_norm: 1.2394 2020-08-17 19:49:40,548 - mmaction - INFO - Epoch [160][280/470] lr: 2.515e-01, eta: 11:34:25, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.4092, top5_acc: 0.6523, loss_cls: 2.6682, loss: 2.6682, grad_norm: 1.2569 2020-08-17 19:49:58,988 - mmaction - INFO - Epoch [160][300/470] lr: 2.515e-01, eta: 11:34:07, time: 0.922, data_time: 0.004, memory: 9444, top1_acc: 0.3971, top5_acc: 0.6410, loss_cls: 2.7119, loss: 2.7119, grad_norm: 1.2584 2020-08-17 19:50:17,809 - mmaction - INFO - Epoch [160][320/470] lr: 2.515e-01, eta: 11:33:48, time: 0.941, data_time: 0.003, memory: 9444, top1_acc: 0.4008, top5_acc: 0.6419, loss_cls: 2.7143, loss: 2.7143, grad_norm: 1.2492 2020-08-17 19:50:37,344 - mmaction - INFO - Epoch [160][340/470] lr: 2.515e-01, eta: 11:33:31, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.4064, top5_acc: 0.6511, loss_cls: 2.6706, loss: 2.6706, grad_norm: 1.2552 2020-08-17 19:50:57,175 - mmaction - INFO - Epoch [160][360/470] lr: 2.515e-01, eta: 11:33:13, time: 0.993, data_time: 0.005, memory: 9444, top1_acc: 0.4066, top5_acc: 0.6513, loss_cls: 2.6865, loss: 2.6865, grad_norm: 1.2635 2020-08-17 19:51:14,078 - mmaction - INFO - Epoch [160][380/470] lr: 2.515e-01, eta: 11:32:54, time: 0.845, data_time: 0.005, memory: 9444, top1_acc: 0.4021, top5_acc: 0.6444, loss_cls: 2.6999, loss: 2.6999, grad_norm: 1.2615 2020-08-17 19:51:33,193 - mmaction - INFO - Epoch [160][400/470] lr: 2.515e-01, eta: 11:32:36, time: 0.956, data_time: 0.004, memory: 9444, top1_acc: 0.3969, top5_acc: 0.6431, loss_cls: 2.7277, loss: 2.7277, grad_norm: 1.2575 2020-08-17 19:51:51,015 - mmaction - INFO - Epoch [160][420/470] lr: 2.515e-01, eta: 11:32:17, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.4008, top5_acc: 0.6460, loss_cls: 2.7170, loss: 2.7170, grad_norm: 1.2483 2020-08-17 19:52:10,246 - mmaction - INFO - Epoch [160][440/470] lr: 2.515e-01, eta: 11:31:59, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.4073, top5_acc: 0.6497, loss_cls: 2.6849, loss: 2.6849, grad_norm: 1.2377 2020-08-17 19:52:28,197 - mmaction - INFO - Epoch [160][460/470] lr: 2.515e-01, eta: 11:31:41, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.4135, top5_acc: 0.6488, loss_cls: 2.6784, loss: 2.6784, grad_norm: 1.2638 2020-08-17 19:52:36,735 - mmaction - INFO - Saving checkpoint at 160 epochs 2020-08-17 19:52:59,233 - mmaction - INFO - Epoch [161][20/470] lr: 2.469e-01, eta: 11:31:09, time: 1.050, data_time: 0.340, memory: 9444, top1_acc: 0.4051, top5_acc: 0.6533, loss_cls: 2.6813, loss: 2.6813, grad_norm: 1.2569 2020-08-17 19:53:16,887 - mmaction - INFO - Epoch [161][40/470] lr: 2.469e-01, eta: 11:30:50, time: 0.883, data_time: 0.002, memory: 9444, top1_acc: 0.4051, top5_acc: 0.6484, loss_cls: 2.6882, loss: 2.6882, grad_norm: 1.2706 2020-08-17 19:53:36,148 - mmaction - INFO - Epoch [161][60/470] lr: 2.469e-01, eta: 11:30:32, time: 0.963, data_time: 0.002, memory: 9444, top1_acc: 0.4040, top5_acc: 0.6490, loss_cls: 2.6779, loss: 2.6779, grad_norm: 1.2669 2020-08-17 19:53:54,603 - mmaction - INFO - Epoch [161][80/470] lr: 2.469e-01, eta: 11:30:14, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.4031, top5_acc: 0.6527, loss_cls: 2.6978, loss: 2.6978, grad_norm: 1.2715 2020-08-17 19:54:13,411 - mmaction - INFO - Epoch [161][100/470] lr: 2.469e-01, eta: 11:29:56, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.4127, top5_acc: 0.6536, loss_cls: 2.6601, loss: 2.6601, grad_norm: 1.2517 2020-08-17 19:54:32,508 - mmaction - INFO - Epoch [161][120/470] lr: 2.469e-01, eta: 11:29:38, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.4126, top5_acc: 0.6532, loss_cls: 2.6570, loss: 2.6570, grad_norm: 1.2666 2020-08-17 19:54:50,269 - mmaction - INFO - Epoch [161][140/470] lr: 2.469e-01, eta: 11:29:19, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.4066, top5_acc: 0.6525, loss_cls: 2.6605, loss: 2.6605, grad_norm: 1.2510 2020-08-17 19:55:08,754 - mmaction - INFO - Epoch [161][160/470] lr: 2.469e-01, eta: 11:29:01, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6544, loss_cls: 2.6601, loss: 2.6601, grad_norm: 1.2583 2020-08-17 19:55:26,957 - mmaction - INFO - Epoch [161][180/470] lr: 2.469e-01, eta: 11:28:42, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.3937, top5_acc: 0.6426, loss_cls: 2.7253, loss: 2.7253, grad_norm: 1.2717 2020-08-17 19:55:47,381 - mmaction - INFO - Epoch [161][200/470] lr: 2.469e-01, eta: 11:28:25, time: 1.021, data_time: 0.005, memory: 9444, top1_acc: 0.4042, top5_acc: 0.6562, loss_cls: 2.6496, loss: 2.6496, grad_norm: 1.2686 2020-08-17 19:56:05,086 - mmaction - INFO - Epoch [161][220/470] lr: 2.469e-01, eta: 11:28:06, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.4095, top5_acc: 0.6535, loss_cls: 2.6692, loss: 2.6692, grad_norm: 1.2682 2020-08-17 19:56:23,518 - mmaction - INFO - Epoch [161][240/470] lr: 2.469e-01, eta: 11:27:48, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.4057, top5_acc: 0.6479, loss_cls: 2.6820, loss: 2.6820, grad_norm: 1.2659 2020-08-17 19:56:41,858 - mmaction - INFO - Epoch [161][260/470] lr: 2.469e-01, eta: 11:27:30, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.3884, top5_acc: 0.6313, loss_cls: 2.7645, loss: 2.7645, grad_norm: 1.2587 2020-08-17 19:57:00,537 - mmaction - INFO - Epoch [161][280/470] lr: 2.469e-01, eta: 11:27:11, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.3997, top5_acc: 0.6504, loss_cls: 2.6878, loss: 2.6878, grad_norm: 1.2537 2020-08-17 19:57:19,218 - mmaction - INFO - Epoch [161][300/470] lr: 2.469e-01, eta: 11:26:53, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4045, top5_acc: 0.6538, loss_cls: 2.6832, loss: 2.6832, grad_norm: 1.2528 2020-08-17 19:57:37,581 - mmaction - INFO - Epoch [161][320/470] lr: 2.469e-01, eta: 11:26:35, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.3951, top5_acc: 0.6403, loss_cls: 2.7296, loss: 2.7296, grad_norm: 1.2520 2020-08-17 19:57:55,530 - mmaction - INFO - Epoch [161][340/470] lr: 2.469e-01, eta: 11:26:16, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.3965, top5_acc: 0.6437, loss_cls: 2.7192, loss: 2.7192, grad_norm: 1.2632 2020-08-17 19:58:14,300 - mmaction - INFO - Epoch [161][360/470] lr: 2.469e-01, eta: 11:25:58, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4086, top5_acc: 0.6455, loss_cls: 2.7067, loss: 2.7067, grad_norm: 1.2721 2020-08-17 19:58:31,923 - mmaction - INFO - Epoch [161][380/470] lr: 2.469e-01, eta: 11:25:39, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.4016, top5_acc: 0.6490, loss_cls: 2.7218, loss: 2.7218, grad_norm: 1.2387 2020-08-17 19:58:51,051 - mmaction - INFO - Epoch [161][400/470] lr: 2.469e-01, eta: 11:25:21, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.4025, top5_acc: 0.6418, loss_cls: 2.7060, loss: 2.7060, grad_norm: 1.2518 2020-08-17 19:59:08,762 - mmaction - INFO - Epoch [161][420/470] lr: 2.469e-01, eta: 11:25:02, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.4037, top5_acc: 0.6524, loss_cls: 2.6843, loss: 2.6843, grad_norm: 1.2510 2020-08-17 19:59:27,331 - mmaction - INFO - Epoch [161][440/470] lr: 2.469e-01, eta: 11:24:44, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.4098, top5_acc: 0.6546, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.2525 2020-08-17 19:59:44,835 - mmaction - INFO - Epoch [161][460/470] lr: 2.469e-01, eta: 11:24:25, time: 0.877, data_time: 0.006, memory: 9444, top1_acc: 0.4055, top5_acc: 0.6507, loss_cls: 2.6795, loss: 2.6795, grad_norm: 1.2430 2020-08-17 20:00:18,668 - mmaction - INFO - Epoch [162][20/470] lr: 2.424e-01, eta: 11:23:56, time: 1.228, data_time: 0.379, memory: 9444, top1_acc: 0.4056, top5_acc: 0.6588, loss_cls: 2.6442, loss: 2.6442, grad_norm: 1.2680 2020-08-17 20:00:36,352 - mmaction - INFO - Epoch [162][40/470] lr: 2.424e-01, eta: 11:23:37, time: 0.890, data_time: 0.018, memory: 9444, top1_acc: 0.4050, top5_acc: 0.6515, loss_cls: 2.6828, loss: 2.6828, grad_norm: 1.2844 2020-08-17 20:00:54,399 - mmaction - INFO - Epoch [162][60/470] lr: 2.424e-01, eta: 11:23:18, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.3971, top5_acc: 0.6478, loss_cls: 2.7096, loss: 2.7096, grad_norm: 1.2696 2020-08-17 20:01:13,345 - mmaction - INFO - Epoch [162][80/470] lr: 2.424e-01, eta: 11:23:00, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.4055, top5_acc: 0.6511, loss_cls: 2.6832, loss: 2.6832, grad_norm: 1.2688 2020-08-17 20:01:31,270 - mmaction - INFO - Epoch [162][100/470] lr: 2.424e-01, eta: 11:22:42, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.4065, top5_acc: 0.6426, loss_cls: 2.7058, loss: 2.7058, grad_norm: 1.2552 2020-08-17 20:01:50,860 - mmaction - INFO - Epoch [162][120/470] lr: 2.424e-01, eta: 11:22:24, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.4087, top5_acc: 0.6588, loss_cls: 2.6435, loss: 2.6435, grad_norm: 1.2718 2020-08-17 20:02:07,846 - mmaction - INFO - Epoch [162][140/470] lr: 2.424e-01, eta: 11:22:05, time: 0.850, data_time: 0.004, memory: 9444, top1_acc: 0.4032, top5_acc: 0.6496, loss_cls: 2.6855, loss: 2.6855, grad_norm: 1.2580 2020-08-17 20:02:26,070 - mmaction - INFO - Epoch [162][160/470] lr: 2.424e-01, eta: 11:21:46, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4104, top5_acc: 0.6580, loss_cls: 2.6398, loss: 2.6398, grad_norm: 1.2545 2020-08-17 20:02:44,831 - mmaction - INFO - Epoch [162][180/470] lr: 2.424e-01, eta: 11:21:28, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4039, top5_acc: 0.6521, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.2640 2020-08-17 20:03:02,858 - mmaction - INFO - Epoch [162][200/470] lr: 2.424e-01, eta: 11:21:10, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4103, top5_acc: 0.6588, loss_cls: 2.6487, loss: 2.6487, grad_norm: 1.2721 2020-08-17 20:03:21,205 - mmaction - INFO - Epoch [162][220/470] lr: 2.424e-01, eta: 11:20:51, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4116, top5_acc: 0.6543, loss_cls: 2.6577, loss: 2.6577, grad_norm: 1.2645 2020-08-17 20:03:39,448 - mmaction - INFO - Epoch [162][240/470] lr: 2.424e-01, eta: 11:20:33, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.4054, top5_acc: 0.6532, loss_cls: 2.6704, loss: 2.6704, grad_norm: 1.2613 2020-08-17 20:03:57,864 - mmaction - INFO - Epoch [162][260/470] lr: 2.424e-01, eta: 11:20:14, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.3987, top5_acc: 0.6440, loss_cls: 2.6970, loss: 2.6970, grad_norm: 1.2901 2020-08-17 20:04:16,497 - mmaction - INFO - Epoch [162][280/470] lr: 2.424e-01, eta: 11:19:56, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4041, top5_acc: 0.6496, loss_cls: 2.6952, loss: 2.6952, grad_norm: 1.2716 2020-08-17 20:04:34,721 - mmaction - INFO - Epoch [162][300/470] lr: 2.424e-01, eta: 11:19:38, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4047, top5_acc: 0.6459, loss_cls: 2.7028, loss: 2.7028, grad_norm: 1.2557 2020-08-17 20:04:53,105 - mmaction - INFO - Epoch [162][320/470] lr: 2.424e-01, eta: 11:19:19, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.4059, top5_acc: 0.6515, loss_cls: 2.6581, loss: 2.6581, grad_norm: 1.2656 2020-08-17 20:05:11,321 - mmaction - INFO - Epoch [162][340/470] lr: 2.424e-01, eta: 11:19:01, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.3933, top5_acc: 0.6394, loss_cls: 2.7354, loss: 2.7354, grad_norm: 1.2861 2020-08-17 20:05:30,150 - mmaction - INFO - Epoch [162][360/470] lr: 2.424e-01, eta: 11:18:43, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.4096, top5_acc: 0.6549, loss_cls: 2.6724, loss: 2.6724, grad_norm: 1.2597 2020-08-17 20:05:48,278 - mmaction - INFO - Epoch [162][380/470] lr: 2.424e-01, eta: 11:18:24, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4029, top5_acc: 0.6473, loss_cls: 2.6934, loss: 2.6934, grad_norm: 1.3016 2020-08-17 20:06:06,549 - mmaction - INFO - Epoch [162][400/470] lr: 2.424e-01, eta: 11:18:06, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.4038, top5_acc: 0.6502, loss_cls: 2.6900, loss: 2.6900, grad_norm: 1.2745 2020-08-17 20:06:25,065 - mmaction - INFO - Epoch [162][420/470] lr: 2.424e-01, eta: 11:17:47, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4063, top5_acc: 0.6517, loss_cls: 2.6836, loss: 2.6836, grad_norm: 1.2735 2020-08-17 20:06:42,795 - mmaction - INFO - Epoch [162][440/470] lr: 2.424e-01, eta: 11:17:28, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.4110, top5_acc: 0.6523, loss_cls: 2.6500, loss: 2.6500, grad_norm: 1.2669 2020-08-17 20:07:01,037 - mmaction - INFO - Epoch [162][460/470] lr: 2.424e-01, eta: 11:17:10, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.3985, top5_acc: 0.6465, loss_cls: 2.7130, loss: 2.7130, grad_norm: 1.3087 2020-08-17 20:07:37,631 - mmaction - INFO - Epoch [163][20/470] lr: 2.379e-01, eta: 11:16:42, time: 1.366, data_time: 0.571, memory: 9444, top1_acc: 0.4116, top5_acc: 0.6592, loss_cls: 2.6252, loss: 2.6252, grad_norm: 1.2381 2020-08-17 20:07:54,109 - mmaction - INFO - Epoch [163][40/470] lr: 2.379e-01, eta: 11:16:23, time: 0.826, data_time: 0.005, memory: 9444, top1_acc: 0.4021, top5_acc: 0.6439, loss_cls: 2.7035, loss: 2.7035, grad_norm: 1.2869 2020-08-17 20:08:11,875 - mmaction - INFO - Epoch [163][60/470] lr: 2.379e-01, eta: 11:16:04, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.4091, top5_acc: 0.6545, loss_cls: 2.6646, loss: 2.6646, grad_norm: 1.2941 2020-08-17 20:08:29,711 - mmaction - INFO - Epoch [163][80/470] lr: 2.379e-01, eta: 11:15:45, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4039, top5_acc: 0.6481, loss_cls: 2.6863, loss: 2.6863, grad_norm: 1.2851 2020-08-17 20:08:48,758 - mmaction - INFO - Epoch [163][100/470] lr: 2.379e-01, eta: 11:15:27, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.4048, top5_acc: 0.6548, loss_cls: 2.6731, loss: 2.6731, grad_norm: 1.2698 2020-08-17 20:09:06,611 - mmaction - INFO - Epoch [163][120/470] lr: 2.379e-01, eta: 11:15:09, time: 0.893, data_time: 0.002, memory: 9444, top1_acc: 0.4138, top5_acc: 0.6640, loss_cls: 2.6424, loss: 2.6424, grad_norm: 1.2750 2020-08-17 20:09:24,393 - mmaction - INFO - Epoch [163][140/470] lr: 2.379e-01, eta: 11:14:50, time: 0.889, data_time: 0.004, memory: 9444, top1_acc: 0.4077, top5_acc: 0.6491, loss_cls: 2.6875, loss: 2.6875, grad_norm: 1.2795 2020-08-17 20:09:43,704 - mmaction - INFO - Epoch [163][160/470] lr: 2.379e-01, eta: 11:14:32, time: 0.965, data_time: 0.002, memory: 9444, top1_acc: 0.4106, top5_acc: 0.6579, loss_cls: 2.6342, loss: 2.6342, grad_norm: 1.2713 2020-08-17 20:10:02,764 - mmaction - INFO - Epoch [163][180/470] lr: 2.379e-01, eta: 11:14:14, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6500, loss_cls: 2.6816, loss: 2.6816, grad_norm: 1.3005 2020-08-17 20:10:21,098 - mmaction - INFO - Epoch [163][200/470] lr: 2.379e-01, eta: 11:13:56, time: 0.918, data_time: 0.004, memory: 9444, top1_acc: 0.4089, top5_acc: 0.6578, loss_cls: 2.6471, loss: 2.6471, grad_norm: 1.2907 2020-08-17 20:10:38,408 - mmaction - INFO - Epoch [163][220/470] lr: 2.379e-01, eta: 11:13:37, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.4058, top5_acc: 0.6497, loss_cls: 2.6839, loss: 2.6839, grad_norm: 1.2805 2020-08-17 20:10:56,851 - mmaction - INFO - Epoch [163][240/470] lr: 2.379e-01, eta: 11:13:18, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4027, top5_acc: 0.6476, loss_cls: 2.6758, loss: 2.6758, grad_norm: 1.2778 2020-08-17 20:11:14,821 - mmaction - INFO - Epoch [163][260/470] lr: 2.379e-01, eta: 11:13:00, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4053, top5_acc: 0.6556, loss_cls: 2.6688, loss: 2.6688, grad_norm: 1.2898 2020-08-17 20:11:32,879 - mmaction - INFO - Epoch [163][280/470] lr: 2.379e-01, eta: 11:12:41, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6490, loss_cls: 2.6812, loss: 2.6812, grad_norm: 1.2668 2020-08-17 20:11:52,274 - mmaction - INFO - Epoch [163][300/470] lr: 2.379e-01, eta: 11:12:23, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.4108, top5_acc: 0.6555, loss_cls: 2.6380, loss: 2.6380, grad_norm: 1.2635 2020-08-17 20:12:09,404 - mmaction - INFO - Epoch [163][320/470] lr: 2.379e-01, eta: 11:12:04, time: 0.857, data_time: 0.005, memory: 9444, top1_acc: 0.4121, top5_acc: 0.6530, loss_cls: 2.6603, loss: 2.6603, grad_norm: 1.2624 2020-08-17 20:12:27,487 - mmaction - INFO - Epoch [163][340/470] lr: 2.379e-01, eta: 11:11:46, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.4043, top5_acc: 0.6559, loss_cls: 2.6715, loss: 2.6715, grad_norm: 1.2762 2020-08-17 20:12:45,913 - mmaction - INFO - Epoch [163][360/470] lr: 2.379e-01, eta: 11:11:27, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4093, top5_acc: 0.6558, loss_cls: 2.6660, loss: 2.6660, grad_norm: 1.2821 2020-08-17 20:13:04,358 - mmaction - INFO - Epoch [163][380/470] lr: 2.379e-01, eta: 11:11:09, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.4065, top5_acc: 0.6500, loss_cls: 2.6808, loss: 2.6808, grad_norm: 1.2902 2020-08-17 20:13:23,045 - mmaction - INFO - Epoch [163][400/470] lr: 2.379e-01, eta: 11:10:51, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.3995, top5_acc: 0.6440, loss_cls: 2.7076, loss: 2.7076, grad_norm: 1.2762 2020-08-17 20:13:41,118 - mmaction - INFO - Epoch [163][420/470] lr: 2.379e-01, eta: 11:10:32, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.4049, top5_acc: 0.6522, loss_cls: 2.6947, loss: 2.6947, grad_norm: 1.2716 2020-08-17 20:14:00,010 - mmaction - INFO - Epoch [163][440/470] lr: 2.379e-01, eta: 11:10:14, time: 0.946, data_time: 0.007, memory: 9444, top1_acc: 0.4025, top5_acc: 0.6480, loss_cls: 2.6909, loss: 2.6909, grad_norm: 1.2661 2020-08-17 20:14:18,380 - mmaction - INFO - Epoch [163][460/470] lr: 2.379e-01, eta: 11:09:56, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.4028, top5_acc: 0.6479, loss_cls: 2.6820, loss: 2.6820, grad_norm: 1.2870 2020-08-17 20:14:51,229 - mmaction - INFO - Epoch [164][20/470] lr: 2.334e-01, eta: 11:09:26, time: 1.192, data_time: 0.409, memory: 9444, top1_acc: 0.4061, top5_acc: 0.6537, loss_cls: 2.6509, loss: 2.6509, grad_norm: 1.2795 2020-08-17 20:15:08,199 - mmaction - INFO - Epoch [164][40/470] lr: 2.334e-01, eta: 11:09:07, time: 0.850, data_time: 0.006, memory: 9444, top1_acc: 0.4205, top5_acc: 0.6575, loss_cls: 2.6107, loss: 2.6107, grad_norm: 1.2623 2020-08-17 20:15:27,205 - mmaction - INFO - Epoch [164][60/470] lr: 2.334e-01, eta: 11:08:49, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.4131, top5_acc: 0.6641, loss_cls: 2.6252, loss: 2.6252, grad_norm: 1.2914 2020-08-17 20:15:44,885 - mmaction - INFO - Epoch [164][80/470] lr: 2.334e-01, eta: 11:08:30, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4114, top5_acc: 0.6553, loss_cls: 2.6449, loss: 2.6449, grad_norm: 1.2947 2020-08-17 20:16:03,989 - mmaction - INFO - Epoch [164][100/470] lr: 2.334e-01, eta: 11:08:12, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4080, top5_acc: 0.6534, loss_cls: 2.6659, loss: 2.6659, grad_norm: 1.2933 2020-08-17 20:16:21,564 - mmaction - INFO - Epoch [164][120/470] lr: 2.334e-01, eta: 11:07:53, time: 0.881, data_time: 0.009, memory: 9444, top1_acc: 0.4069, top5_acc: 0.6490, loss_cls: 2.6718, loss: 2.6718, grad_norm: 1.2834 2020-08-17 20:16:40,011 - mmaction - INFO - Epoch [164][140/470] lr: 2.334e-01, eta: 11:07:35, time: 0.922, data_time: 0.004, memory: 9444, top1_acc: 0.4063, top5_acc: 0.6608, loss_cls: 2.6503, loss: 2.6503, grad_norm: 1.2798 2020-08-17 20:16:58,857 - mmaction - INFO - Epoch [164][160/470] lr: 2.334e-01, eta: 11:07:16, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.4112, top5_acc: 0.6577, loss_cls: 2.6388, loss: 2.6388, grad_norm: 1.2874 2020-08-17 20:17:16,604 - mmaction - INFO - Epoch [164][180/470] lr: 2.334e-01, eta: 11:06:58, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.4109, top5_acc: 0.6585, loss_cls: 2.6303, loss: 2.6303, grad_norm: 1.2883 2020-08-17 20:17:36,278 - mmaction - INFO - Epoch [164][200/470] lr: 2.334e-01, eta: 11:06:40, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.4107, top5_acc: 0.6550, loss_cls: 2.6553, loss: 2.6553, grad_norm: 1.2857 2020-08-17 20:17:53,454 - mmaction - INFO - Epoch [164][220/470] lr: 2.334e-01, eta: 11:06:21, time: 0.859, data_time: 0.002, memory: 9444, top1_acc: 0.4058, top5_acc: 0.6526, loss_cls: 2.6754, loss: 2.6754, grad_norm: 1.3110 2020-08-17 20:18:12,630 - mmaction - INFO - Epoch [164][240/470] lr: 2.334e-01, eta: 11:06:03, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.3988, top5_acc: 0.6391, loss_cls: 2.7040, loss: 2.7040, grad_norm: 1.2987 2020-08-17 20:18:30,761 - mmaction - INFO - Epoch [164][260/470] lr: 2.334e-01, eta: 11:05:45, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6514, loss_cls: 2.6684, loss: 2.6684, grad_norm: 1.2872 2020-08-17 20:18:49,483 - mmaction - INFO - Epoch [164][280/470] lr: 2.334e-01, eta: 11:05:26, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4134, top5_acc: 0.6512, loss_cls: 2.6497, loss: 2.6497, grad_norm: 1.2860 2020-08-17 20:19:07,829 - mmaction - INFO - Epoch [164][300/470] lr: 2.334e-01, eta: 11:05:08, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.3974, top5_acc: 0.6488, loss_cls: 2.6752, loss: 2.6752, grad_norm: 1.2999 2020-08-17 20:19:26,379 - mmaction - INFO - Epoch [164][320/470] lr: 2.334e-01, eta: 11:04:50, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.4122, top5_acc: 0.6522, loss_cls: 2.6720, loss: 2.6720, grad_norm: 1.2949 2020-08-17 20:19:44,862 - mmaction - INFO - Epoch [164][340/470] lr: 2.334e-01, eta: 11:04:31, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3972, top5_acc: 0.6452, loss_cls: 2.7023, loss: 2.7023, grad_norm: 1.3066 2020-08-17 20:20:03,170 - mmaction - INFO - Epoch [164][360/470] lr: 2.334e-01, eta: 11:04:13, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.4034, top5_acc: 0.6467, loss_cls: 2.6693, loss: 2.6693, grad_norm: 1.2759 2020-08-17 20:20:21,151 - mmaction - INFO - Epoch [164][380/470] lr: 2.334e-01, eta: 11:03:54, time: 0.900, data_time: 0.003, memory: 9444, top1_acc: 0.4091, top5_acc: 0.6531, loss_cls: 2.6493, loss: 2.6493, grad_norm: 1.2966 2020-08-17 20:20:40,419 - mmaction - INFO - Epoch [164][400/470] lr: 2.334e-01, eta: 11:03:36, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.4070, top5_acc: 0.6553, loss_cls: 2.6531, loss: 2.6531, grad_norm: 1.2990 2020-08-17 20:20:58,602 - mmaction - INFO - Epoch [164][420/470] lr: 2.334e-01, eta: 11:03:18, time: 0.912, data_time: 0.007, memory: 9444, top1_acc: 0.4099, top5_acc: 0.6498, loss_cls: 2.6765, loss: 2.6765, grad_norm: 1.2903 2020-08-17 20:21:16,832 - mmaction - INFO - Epoch [164][440/470] lr: 2.334e-01, eta: 11:02:59, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4017, top5_acc: 0.6539, loss_cls: 2.6861, loss: 2.6861, grad_norm: 1.3012 2020-08-17 20:21:34,919 - mmaction - INFO - Epoch [164][460/470] lr: 2.334e-01, eta: 11:02:41, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.3921, top5_acc: 0.6403, loss_cls: 2.7446, loss: 2.7446, grad_norm: 1.2957 2020-08-17 20:21:44,668 - mmaction - INFO - Saving checkpoint at 164 epochs 2020-08-17 20:22:08,066 - mmaction - INFO - Epoch [165][20/470] lr: 2.290e-01, eta: 11:02:10, time: 1.072, data_time: 0.308, memory: 9444, top1_acc: 0.4220, top5_acc: 0.6641, loss_cls: 2.5885, loss: 2.5885, grad_norm: 1.2740 2020-08-17 20:22:24,983 - mmaction - INFO - Epoch [165][40/470] lr: 2.290e-01, eta: 11:01:51, time: 0.848, data_time: 0.006, memory: 9444, top1_acc: 0.4144, top5_acc: 0.6586, loss_cls: 2.6532, loss: 2.6532, grad_norm: 1.2923 2020-08-17 20:22:43,217 - mmaction - INFO - Epoch [165][60/470] lr: 2.290e-01, eta: 11:01:32, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.4101, top5_acc: 0.6526, loss_cls: 2.6623, loss: 2.6623, grad_norm: 1.3095 2020-08-17 20:23:00,669 - mmaction - INFO - Epoch [165][80/470] lr: 2.290e-01, eta: 11:01:13, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.4144, top5_acc: 0.6579, loss_cls: 2.6366, loss: 2.6366, grad_norm: 1.2757 2020-08-17 20:23:19,759 - mmaction - INFO - Epoch [165][100/470] lr: 2.290e-01, eta: 11:00:55, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4211, top5_acc: 0.6634, loss_cls: 2.6183, loss: 2.6183, grad_norm: 1.2930 2020-08-17 20:23:37,950 - mmaction - INFO - Epoch [165][120/470] lr: 2.290e-01, eta: 11:00:37, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.4005, top5_acc: 0.6487, loss_cls: 2.6929, loss: 2.6929, grad_norm: 1.2944 2020-08-17 20:23:56,159 - mmaction - INFO - Epoch [165][140/470] lr: 2.290e-01, eta: 11:00:18, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4215, top5_acc: 0.6666, loss_cls: 2.5963, loss: 2.5963, grad_norm: 1.3011 2020-08-17 20:24:15,927 - mmaction - INFO - Epoch [165][160/470] lr: 2.290e-01, eta: 11:00:01, time: 0.990, data_time: 0.005, memory: 9444, top1_acc: 0.4031, top5_acc: 0.6458, loss_cls: 2.6785, loss: 2.6785, grad_norm: 1.3015 2020-08-17 20:24:35,041 - mmaction - INFO - Epoch [165][180/470] lr: 2.290e-01, eta: 10:59:43, time: 0.953, data_time: 0.004, memory: 9444, top1_acc: 0.4094, top5_acc: 0.6591, loss_cls: 2.6483, loss: 2.6483, grad_norm: 1.2889 2020-08-17 20:24:53,631 - mmaction - INFO - Epoch [165][200/470] lr: 2.290e-01, eta: 10:59:24, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4021, top5_acc: 0.6464, loss_cls: 2.6956, loss: 2.6956, grad_norm: 1.3120 2020-08-17 20:25:12,120 - mmaction - INFO - Epoch [165][220/470] lr: 2.290e-01, eta: 10:59:06, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.4113, top5_acc: 0.6616, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3007 2020-08-17 20:25:29,366 - mmaction - INFO - Epoch [165][240/470] lr: 2.290e-01, eta: 10:58:47, time: 0.863, data_time: 0.003, memory: 9444, top1_acc: 0.4030, top5_acc: 0.6572, loss_cls: 2.6594, loss: 2.6594, grad_norm: 1.3169 2020-08-17 20:25:47,859 - mmaction - INFO - Epoch [165][260/470] lr: 2.290e-01, eta: 10:58:29, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.3976, top5_acc: 0.6457, loss_cls: 2.7095, loss: 2.7095, grad_norm: 1.2812 2020-08-17 20:26:06,018 - mmaction - INFO - Epoch [165][280/470] lr: 2.290e-01, eta: 10:58:10, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.4058, top5_acc: 0.6520, loss_cls: 2.6726, loss: 2.6726, grad_norm: 1.2841 2020-08-17 20:26:24,237 - mmaction - INFO - Epoch [165][300/470] lr: 2.290e-01, eta: 10:57:52, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4145, top5_acc: 0.6519, loss_cls: 2.6398, loss: 2.6398, grad_norm: 1.2786 2020-08-17 20:26:43,066 - mmaction - INFO - Epoch [165][320/470] lr: 2.290e-01, eta: 10:57:34, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4104, top5_acc: 0.6573, loss_cls: 2.6571, loss: 2.6571, grad_norm: 1.2884 2020-08-17 20:27:01,441 - mmaction - INFO - Epoch [165][340/470] lr: 2.290e-01, eta: 10:57:15, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4104, top5_acc: 0.6527, loss_cls: 2.6638, loss: 2.6638, grad_norm: 1.2734 2020-08-17 20:27:20,076 - mmaction - INFO - Epoch [165][360/470] lr: 2.290e-01, eta: 10:56:57, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.4056, top5_acc: 0.6509, loss_cls: 2.6802, loss: 2.6802, grad_norm: 1.3107 2020-08-17 20:27:38,738 - mmaction - INFO - Epoch [165][380/470] lr: 2.290e-01, eta: 10:56:39, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.4080, top5_acc: 0.6539, loss_cls: 2.6522, loss: 2.6522, grad_norm: 1.3001 2020-08-17 20:27:56,032 - mmaction - INFO - Epoch [165][400/470] lr: 2.290e-01, eta: 10:56:20, time: 0.865, data_time: 0.004, memory: 9444, top1_acc: 0.4050, top5_acc: 0.6529, loss_cls: 2.6786, loss: 2.6786, grad_norm: 1.3065 2020-08-17 20:28:15,692 - mmaction - INFO - Epoch [165][420/470] lr: 2.290e-01, eta: 10:56:02, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.4008, top5_acc: 0.6507, loss_cls: 2.6794, loss: 2.6794, grad_norm: 1.2965 2020-08-17 20:28:33,347 - mmaction - INFO - Epoch [165][440/470] lr: 2.290e-01, eta: 10:55:43, time: 0.884, data_time: 0.004, memory: 9444, top1_acc: 0.4001, top5_acc: 0.6516, loss_cls: 2.6633, loss: 2.6633, grad_norm: 1.2999 2020-08-17 20:28:51,714 - mmaction - INFO - Epoch [165][460/470] lr: 2.290e-01, eta: 10:55:25, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6536, loss_cls: 2.6590, loss: 2.6590, grad_norm: 1.2783 2020-08-17 20:29:23,603 - mmaction - INFO - Epoch [166][20/470] lr: 2.246e-01, eta: 10:54:55, time: 1.137, data_time: 0.381, memory: 9444, top1_acc: 0.4277, top5_acc: 0.6641, loss_cls: 2.5802, loss: 2.5802, grad_norm: 1.2826 2020-08-17 20:29:41,438 - mmaction - INFO - Epoch [166][40/470] lr: 2.246e-01, eta: 10:54:36, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.4191, top5_acc: 0.6646, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.3101 2020-08-17 20:29:59,632 - mmaction - INFO - Epoch [166][60/470] lr: 2.246e-01, eta: 10:54:17, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4117, top5_acc: 0.6604, loss_cls: 2.6308, loss: 2.6308, grad_norm: 1.3205 2020-08-17 20:30:18,660 - mmaction - INFO - Epoch [166][80/470] lr: 2.246e-01, eta: 10:53:59, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.4210, top5_acc: 0.6653, loss_cls: 2.6012, loss: 2.6012, grad_norm: 1.3009 2020-08-17 20:30:36,840 - mmaction - INFO - Epoch [166][100/470] lr: 2.246e-01, eta: 10:53:41, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.4087, top5_acc: 0.6569, loss_cls: 2.6423, loss: 2.6423, grad_norm: 1.3120 2020-08-17 20:30:54,903 - mmaction - INFO - Epoch [166][120/470] lr: 2.246e-01, eta: 10:53:22, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4199, top5_acc: 0.6680, loss_cls: 2.5951, loss: 2.5951, grad_norm: 1.3202 2020-08-17 20:31:13,212 - mmaction - INFO - Epoch [166][140/470] lr: 2.246e-01, eta: 10:53:04, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.4149, top5_acc: 0.6604, loss_cls: 2.6170, loss: 2.6170, grad_norm: 1.3017 2020-08-17 20:31:31,530 - mmaction - INFO - Epoch [166][160/470] lr: 2.246e-01, eta: 10:52:46, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.4089, top5_acc: 0.6543, loss_cls: 2.6598, loss: 2.6598, grad_norm: 1.3241 2020-08-17 20:31:50,095 - mmaction - INFO - Epoch [166][180/470] lr: 2.246e-01, eta: 10:52:27, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4113, top5_acc: 0.6559, loss_cls: 2.6376, loss: 2.6376, grad_norm: 1.3154 2020-08-17 20:32:08,516 - mmaction - INFO - Epoch [166][200/470] lr: 2.246e-01, eta: 10:52:09, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.4163, top5_acc: 0.6657, loss_cls: 2.6271, loss: 2.6271, grad_norm: 1.3086 2020-08-17 20:32:27,046 - mmaction - INFO - Epoch [166][220/470] lr: 2.246e-01, eta: 10:51:51, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4111, top5_acc: 0.6606, loss_cls: 2.6165, loss: 2.6165, grad_norm: 1.3151 2020-08-17 20:32:45,831 - mmaction - INFO - Epoch [166][240/470] lr: 2.246e-01, eta: 10:51:32, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.3955, top5_acc: 0.6387, loss_cls: 2.7218, loss: 2.7218, grad_norm: 1.3315 2020-08-17 20:33:04,048 - mmaction - INFO - Epoch [166][260/470] lr: 2.246e-01, eta: 10:51:14, time: 0.912, data_time: 0.004, memory: 9444, top1_acc: 0.4135, top5_acc: 0.6638, loss_cls: 2.6267, loss: 2.6267, grad_norm: 1.3215 2020-08-17 20:33:22,222 - mmaction - INFO - Epoch [166][280/470] lr: 2.246e-01, eta: 10:50:55, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4126, top5_acc: 0.6537, loss_cls: 2.6378, loss: 2.6378, grad_norm: 1.3038 2020-08-17 20:33:41,324 - mmaction - INFO - Epoch [166][300/470] lr: 2.246e-01, eta: 10:50:37, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.4104, top5_acc: 0.6542, loss_cls: 2.6611, loss: 2.6611, grad_norm: 1.3037 2020-08-17 20:33:59,601 - mmaction - INFO - Epoch [166][320/470] lr: 2.246e-01, eta: 10:50:19, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.4127, top5_acc: 0.6557, loss_cls: 2.6548, loss: 2.6548, grad_norm: 1.2980 2020-08-17 20:34:17,757 - mmaction - INFO - Epoch [166][340/470] lr: 2.246e-01, eta: 10:50:01, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.3943, top5_acc: 0.6504, loss_cls: 2.6951, loss: 2.6951, grad_norm: 1.2992 2020-08-17 20:34:36,341 - mmaction - INFO - Epoch [166][360/470] lr: 2.246e-01, eta: 10:49:42, time: 0.930, data_time: 0.008, memory: 9444, top1_acc: 0.4145, top5_acc: 0.6568, loss_cls: 2.6168, loss: 2.6168, grad_norm: 1.3053 2020-08-17 20:34:54,375 - mmaction - INFO - Epoch [166][380/470] lr: 2.246e-01, eta: 10:49:24, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.4097, top5_acc: 0.6579, loss_cls: 2.6394, loss: 2.6394, grad_norm: 1.3115 2020-08-17 20:35:12,936 - mmaction - INFO - Epoch [166][400/470] lr: 2.246e-01, eta: 10:49:05, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.4126, top5_acc: 0.6562, loss_cls: 2.6445, loss: 2.6445, grad_norm: 1.3013 2020-08-17 20:35:31,778 - mmaction - INFO - Epoch [166][420/470] lr: 2.246e-01, eta: 10:48:47, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.4094, top5_acc: 0.6512, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.3202 2020-08-17 20:35:49,847 - mmaction - INFO - Epoch [166][440/470] lr: 2.246e-01, eta: 10:48:29, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4062, top5_acc: 0.6557, loss_cls: 2.6658, loss: 2.6658, grad_norm: 1.3057 2020-08-17 20:36:08,462 - mmaction - INFO - Epoch [166][460/470] lr: 2.246e-01, eta: 10:48:10, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.4110, top5_acc: 0.6505, loss_cls: 2.6613, loss: 2.6613, grad_norm: 1.2839 2020-08-17 20:36:41,230 - mmaction - INFO - Epoch [167][20/470] lr: 2.202e-01, eta: 10:47:41, time: 1.178, data_time: 0.377, memory: 9444, top1_acc: 0.4139, top5_acc: 0.6604, loss_cls: 2.6079, loss: 2.6079, grad_norm: 1.3152 2020-08-17 20:37:00,040 - mmaction - INFO - Epoch [167][40/470] lr: 2.202e-01, eta: 10:47:23, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.4197, top5_acc: 0.6622, loss_cls: 2.6204, loss: 2.6204, grad_norm: 1.3088 2020-08-17 20:37:17,651 - mmaction - INFO - Epoch [167][60/470] lr: 2.202e-01, eta: 10:47:04, time: 0.881, data_time: 0.003, memory: 9444, top1_acc: 0.4148, top5_acc: 0.6687, loss_cls: 2.5946, loss: 2.5946, grad_norm: 1.3114 2020-08-17 20:37:36,093 - mmaction - INFO - Epoch [167][80/470] lr: 2.202e-01, eta: 10:46:45, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.4149, top5_acc: 0.6615, loss_cls: 2.6214, loss: 2.6214, grad_norm: 1.3018 2020-08-17 20:37:54,389 - mmaction - INFO - Epoch [167][100/470] lr: 2.202e-01, eta: 10:46:27, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.4124, top5_acc: 0.6535, loss_cls: 2.6345, loss: 2.6345, grad_norm: 1.3084 2020-08-17 20:38:12,462 - mmaction - INFO - Epoch [167][120/470] lr: 2.202e-01, eta: 10:46:08, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.4226, top5_acc: 0.6668, loss_cls: 2.6004, loss: 2.6004, grad_norm: 1.3025 2020-08-17 20:38:31,058 - mmaction - INFO - Epoch [167][140/470] lr: 2.202e-01, eta: 10:45:50, time: 0.930, data_time: 0.004, memory: 9444, top1_acc: 0.4092, top5_acc: 0.6577, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.3149 2020-08-17 20:38:49,918 - mmaction - INFO - Epoch [167][160/470] lr: 2.202e-01, eta: 10:45:32, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4230, top5_acc: 0.6608, loss_cls: 2.5878, loss: 2.5878, grad_norm: 1.2986 2020-08-17 20:39:08,406 - mmaction - INFO - Epoch [167][180/470] lr: 2.202e-01, eta: 10:45:14, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.4142, top5_acc: 0.6625, loss_cls: 2.6040, loss: 2.6040, grad_norm: 1.3119 2020-08-17 20:39:26,776 - mmaction - INFO - Epoch [167][200/470] lr: 2.202e-01, eta: 10:44:55, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4197, top5_acc: 0.6618, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.2939 2020-08-17 20:39:45,956 - mmaction - INFO - Epoch [167][220/470] lr: 2.202e-01, eta: 10:44:37, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.4063, top5_acc: 0.6503, loss_cls: 2.6510, loss: 2.6510, grad_norm: 1.3265 2020-08-17 20:40:04,874 - mmaction - INFO - Epoch [167][240/470] lr: 2.202e-01, eta: 10:44:19, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.4061, top5_acc: 0.6483, loss_cls: 2.6838, loss: 2.6838, grad_norm: 1.3083 2020-08-17 20:40:23,041 - mmaction - INFO - Epoch [167][260/470] lr: 2.202e-01, eta: 10:44:01, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.4115, top5_acc: 0.6588, loss_cls: 2.6269, loss: 2.6269, grad_norm: 1.3073 2020-08-17 20:40:41,481 - mmaction - INFO - Epoch [167][280/470] lr: 2.202e-01, eta: 10:43:42, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4157, top5_acc: 0.6615, loss_cls: 2.6178, loss: 2.6178, grad_norm: 1.3119 2020-08-17 20:40:59,660 - mmaction - INFO - Epoch [167][300/470] lr: 2.202e-01, eta: 10:43:24, time: 0.912, data_time: 0.007, memory: 9444, top1_acc: 0.4076, top5_acc: 0.6550, loss_cls: 2.6688, loss: 2.6688, grad_norm: 1.3192 2020-08-17 20:41:18,082 - mmaction - INFO - Epoch [167][320/470] lr: 2.202e-01, eta: 10:43:06, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4143, top5_acc: 0.6600, loss_cls: 2.6188, loss: 2.6188, grad_norm: 1.3086 2020-08-17 20:41:36,825 - mmaction - INFO - Epoch [167][340/470] lr: 2.202e-01, eta: 10:42:47, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.4149, top5_acc: 0.6552, loss_cls: 2.6458, loss: 2.6458, grad_norm: 1.3190 2020-08-17 20:41:56,438 - mmaction - INFO - Epoch [167][360/470] lr: 2.202e-01, eta: 10:42:30, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.4138, top5_acc: 0.6610, loss_cls: 2.6266, loss: 2.6266, grad_norm: 1.3250 2020-08-17 20:42:13,718 - mmaction - INFO - Epoch [167][380/470] lr: 2.202e-01, eta: 10:42:11, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.4127, top5_acc: 0.6577, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.3183 2020-08-17 20:42:31,974 - mmaction - INFO - Epoch [167][400/470] lr: 2.202e-01, eta: 10:41:52, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.4120, top5_acc: 0.6579, loss_cls: 2.6450, loss: 2.6450, grad_norm: 1.3061 2020-08-17 20:42:50,107 - mmaction - INFO - Epoch [167][420/470] lr: 2.202e-01, eta: 10:41:34, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4034, top5_acc: 0.6548, loss_cls: 2.6699, loss: 2.6699, grad_norm: 1.3157 2020-08-17 20:43:08,297 - mmaction - INFO - Epoch [167][440/470] lr: 2.202e-01, eta: 10:41:15, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4067, top5_acc: 0.6546, loss_cls: 2.6661, loss: 2.6661, grad_norm: 1.3289 2020-08-17 20:43:26,773 - mmaction - INFO - Epoch [167][460/470] lr: 2.202e-01, eta: 10:40:57, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4098, top5_acc: 0.6567, loss_cls: 2.6398, loss: 2.6398, grad_norm: 1.3323 2020-08-17 20:43:59,814 - mmaction - INFO - Epoch [168][20/470] lr: 2.158e-01, eta: 10:40:27, time: 1.182, data_time: 0.385, memory: 9444, top1_acc: 0.4200, top5_acc: 0.6658, loss_cls: 2.5866, loss: 2.5866, grad_norm: 1.3126 2020-08-17 20:44:17,221 - mmaction - INFO - Epoch [168][40/470] lr: 2.158e-01, eta: 10:40:08, time: 0.871, data_time: 0.008, memory: 9444, top1_acc: 0.4182, top5_acc: 0.6642, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.3076 2020-08-17 20:44:36,168 - mmaction - INFO - Epoch [168][60/470] lr: 2.158e-01, eta: 10:39:50, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.4216, top5_acc: 0.6582, loss_cls: 2.6049, loss: 2.6049, grad_norm: 1.3194 2020-08-17 20:44:54,054 - mmaction - INFO - Epoch [168][80/470] lr: 2.158e-01, eta: 10:39:32, time: 0.895, data_time: 0.002, memory: 9444, top1_acc: 0.4112, top5_acc: 0.6645, loss_cls: 2.6140, loss: 2.6140, grad_norm: 1.3270 2020-08-17 20:45:12,636 - mmaction - INFO - Epoch [168][100/470] lr: 2.158e-01, eta: 10:39:13, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4243, top5_acc: 0.6691, loss_cls: 2.5900, loss: 2.5900, grad_norm: 1.3372 2020-08-17 20:45:30,737 - mmaction - INFO - Epoch [168][120/470] lr: 2.158e-01, eta: 10:38:55, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.4223, top5_acc: 0.6622, loss_cls: 2.5942, loss: 2.5942, grad_norm: 1.3165 2020-08-17 20:45:48,673 - mmaction - INFO - Epoch [168][140/470] lr: 2.158e-01, eta: 10:38:36, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4180, top5_acc: 0.6589, loss_cls: 2.6395, loss: 2.6395, grad_norm: 1.3298 2020-08-17 20:46:07,481 - mmaction - INFO - Epoch [168][160/470] lr: 2.158e-01, eta: 10:38:18, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.4176, top5_acc: 0.6601, loss_cls: 2.6095, loss: 2.6095, grad_norm: 1.3167 2020-08-17 20:46:26,214 - mmaction - INFO - Epoch [168][180/470] lr: 2.158e-01, eta: 10:38:00, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.4113, top5_acc: 0.6579, loss_cls: 2.6254, loss: 2.6254, grad_norm: 1.3315 2020-08-17 20:46:44,900 - mmaction - INFO - Epoch [168][200/470] lr: 2.158e-01, eta: 10:37:42, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4172, top5_acc: 0.6588, loss_cls: 2.6097, loss: 2.6097, grad_norm: 1.3157 2020-08-17 20:47:04,056 - mmaction - INFO - Epoch [168][220/470] lr: 2.158e-01, eta: 10:37:24, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.4147, top5_acc: 0.6578, loss_cls: 2.6352, loss: 2.6352, grad_norm: 1.3215 2020-08-17 20:47:22,004 - mmaction - INFO - Epoch [168][240/470] lr: 2.158e-01, eta: 10:37:05, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.4196, top5_acc: 0.6608, loss_cls: 2.6171, loss: 2.6171, grad_norm: 1.3121 2020-08-17 20:47:40,008 - mmaction - INFO - Epoch [168][260/470] lr: 2.158e-01, eta: 10:36:46, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4256, top5_acc: 0.6674, loss_cls: 2.5661, loss: 2.5661, grad_norm: 1.3051 2020-08-17 20:47:58,186 - mmaction - INFO - Epoch [168][280/470] lr: 2.158e-01, eta: 10:36:28, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4189, top5_acc: 0.6577, loss_cls: 2.6116, loss: 2.6116, grad_norm: 1.3360 2020-08-17 20:48:17,082 - mmaction - INFO - Epoch [168][300/470] lr: 2.158e-01, eta: 10:36:10, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.4128, top5_acc: 0.6528, loss_cls: 2.6566, loss: 2.6566, grad_norm: 1.3342 2020-08-17 20:48:35,975 - mmaction - INFO - Epoch [168][320/470] lr: 2.158e-01, eta: 10:35:52, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.4149, top5_acc: 0.6576, loss_cls: 2.6486, loss: 2.6486, grad_norm: 1.3332 2020-08-17 20:48:54,439 - mmaction - INFO - Epoch [168][340/470] lr: 2.158e-01, eta: 10:35:33, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.4141, top5_acc: 0.6614, loss_cls: 2.6157, loss: 2.6157, grad_norm: 1.3362 2020-08-17 20:49:12,694 - mmaction - INFO - Epoch [168][360/470] lr: 2.158e-01, eta: 10:35:15, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.4228, top5_acc: 0.6687, loss_cls: 2.5896, loss: 2.5896, grad_norm: 1.3164 2020-08-17 20:49:30,873 - mmaction - INFO - Epoch [168][380/470] lr: 2.158e-01, eta: 10:34:56, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4105, top5_acc: 0.6548, loss_cls: 2.6311, loss: 2.6311, grad_norm: 1.3168 2020-08-17 20:49:49,550 - mmaction - INFO - Epoch [168][400/470] lr: 2.158e-01, eta: 10:34:38, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.4096, top5_acc: 0.6608, loss_cls: 2.6416, loss: 2.6416, grad_norm: 1.3387 2020-08-17 20:50:07,937 - mmaction - INFO - Epoch [168][420/470] lr: 2.158e-01, eta: 10:34:20, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.4086, top5_acc: 0.6573, loss_cls: 2.6462, loss: 2.6462, grad_norm: 1.3240 2020-08-17 20:50:26,591 - mmaction - INFO - Epoch [168][440/470] lr: 2.158e-01, eta: 10:34:02, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.4139, top5_acc: 0.6611, loss_cls: 2.6145, loss: 2.6145, grad_norm: 1.3038 2020-08-17 20:50:45,862 - mmaction - INFO - Epoch [168][460/470] lr: 2.158e-01, eta: 10:33:44, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.4155, top5_acc: 0.6641, loss_cls: 2.6074, loss: 2.6074, grad_norm: 1.3196 2020-08-17 20:50:55,527 - mmaction - INFO - Saving checkpoint at 168 epochs 2020-08-17 20:51:18,576 - mmaction - INFO - Epoch [169][20/470] lr: 2.114e-01, eta: 10:33:13, time: 1.127, data_time: 0.375, memory: 9444, top1_acc: 0.4307, top5_acc: 0.6738, loss_cls: 2.5757, loss: 2.5757, grad_norm: 1.3471 2020-08-17 20:51:35,721 - mmaction - INFO - Epoch [169][40/470] lr: 2.114e-01, eta: 10:32:54, time: 0.856, data_time: 0.007, memory: 9444, top1_acc: 0.4184, top5_acc: 0.6617, loss_cls: 2.6081, loss: 2.6081, grad_norm: 1.3295 2020-08-17 20:51:53,906 - mmaction - INFO - Epoch [169][60/470] lr: 2.114e-01, eta: 10:32:36, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.4283, top5_acc: 0.6673, loss_cls: 2.5786, loss: 2.5786, grad_norm: 1.3065 2020-08-17 20:52:13,298 - mmaction - INFO - Epoch [169][80/470] lr: 2.114e-01, eta: 10:32:18, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.4176, top5_acc: 0.6599, loss_cls: 2.6103, loss: 2.6103, grad_norm: 1.3408 2020-08-17 20:52:32,338 - mmaction - INFO - Epoch [169][100/470] lr: 2.114e-01, eta: 10:32:00, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4127, top5_acc: 0.6542, loss_cls: 2.6506, loss: 2.6506, grad_norm: 1.3330 2020-08-17 20:52:49,683 - mmaction - INFO - Epoch [169][120/470] lr: 2.114e-01, eta: 10:31:41, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.4196, top5_acc: 0.6650, loss_cls: 2.5884, loss: 2.5884, grad_norm: 1.3254 2020-08-17 20:53:08,274 - mmaction - INFO - Epoch [169][140/470] lr: 2.114e-01, eta: 10:31:23, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4214, top5_acc: 0.6651, loss_cls: 2.5847, loss: 2.5847, grad_norm: 1.3286 2020-08-17 20:53:26,893 - mmaction - INFO - Epoch [169][160/470] lr: 2.114e-01, eta: 10:31:05, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4221, top5_acc: 0.6638, loss_cls: 2.6008, loss: 2.6008, grad_norm: 1.3635 2020-08-17 20:53:46,589 - mmaction - INFO - Epoch [169][180/470] lr: 2.114e-01, eta: 10:30:47, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.4214, top5_acc: 0.6744, loss_cls: 2.5761, loss: 2.5761, grad_norm: 1.3594 2020-08-17 20:54:04,440 - mmaction - INFO - Epoch [169][200/470] lr: 2.114e-01, eta: 10:30:28, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.4172, top5_acc: 0.6649, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.3455 2020-08-17 20:54:23,441 - mmaction - INFO - Epoch [169][220/470] lr: 2.114e-01, eta: 10:30:10, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.4155, top5_acc: 0.6623, loss_cls: 2.6112, loss: 2.6112, grad_norm: 1.3339 2020-08-17 20:54:41,613 - mmaction - INFO - Epoch [169][240/470] lr: 2.114e-01, eta: 10:29:52, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4146, top5_acc: 0.6575, loss_cls: 2.6316, loss: 2.6316, grad_norm: 1.3337 2020-08-17 20:54:59,695 - mmaction - INFO - Epoch [169][260/470] lr: 2.114e-01, eta: 10:29:33, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4183, top5_acc: 0.6604, loss_cls: 2.6052, loss: 2.6052, grad_norm: 1.3469 2020-08-17 20:55:18,812 - mmaction - INFO - Epoch [169][280/470] lr: 2.114e-01, eta: 10:29:15, time: 0.959, data_time: 0.007, memory: 9444, top1_acc: 0.4162, top5_acc: 0.6584, loss_cls: 2.6259, loss: 2.6259, grad_norm: 1.3562 2020-08-17 20:55:38,494 - mmaction - INFO - Epoch [169][300/470] lr: 2.114e-01, eta: 10:28:57, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.4181, top5_acc: 0.6606, loss_cls: 2.6308, loss: 2.6308, grad_norm: 1.3364 2020-08-17 20:55:56,901 - mmaction - INFO - Epoch [169][320/470] lr: 2.114e-01, eta: 10:28:39, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.4151, top5_acc: 0.6538, loss_cls: 2.6500, loss: 2.6500, grad_norm: 1.3060 2020-08-17 20:56:15,276 - mmaction - INFO - Epoch [169][340/470] lr: 2.114e-01, eta: 10:28:21, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.4121, top5_acc: 0.6654, loss_cls: 2.6192, loss: 2.6192, grad_norm: 1.3428 2020-08-17 20:56:34,203 - mmaction - INFO - Epoch [169][360/470] lr: 2.114e-01, eta: 10:28:03, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.4243, top5_acc: 0.6625, loss_cls: 2.5954, loss: 2.5954, grad_norm: 1.3172 2020-08-17 20:56:53,149 - mmaction - INFO - Epoch [169][380/470] lr: 2.114e-01, eta: 10:27:45, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.4199, top5_acc: 0.6615, loss_cls: 2.6162, loss: 2.6162, grad_norm: 1.3235 2020-08-17 20:57:12,120 - mmaction - INFO - Epoch [169][400/470] lr: 2.114e-01, eta: 10:27:26, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.4135, top5_acc: 0.6579, loss_cls: 2.6242, loss: 2.6242, grad_norm: 1.3422 2020-08-17 20:57:30,266 - mmaction - INFO - Epoch [169][420/470] lr: 2.114e-01, eta: 10:27:08, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4112, top5_acc: 0.6543, loss_cls: 2.6438, loss: 2.6438, grad_norm: 1.3423 2020-08-17 20:57:47,827 - mmaction - INFO - Epoch [169][440/470] lr: 2.114e-01, eta: 10:26:49, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.4253, top5_acc: 0.6650, loss_cls: 2.5866, loss: 2.5866, grad_norm: 1.2805 2020-08-17 20:58:06,292 - mmaction - INFO - Epoch [169][460/470] lr: 2.114e-01, eta: 10:26:31, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4252, top5_acc: 0.6690, loss_cls: 2.5795, loss: 2.5795, grad_norm: 1.3487 2020-08-17 20:58:37,987 - mmaction - INFO - Epoch [170][20/470] lr: 2.071e-01, eta: 10:26:01, time: 1.139, data_time: 0.387, memory: 9444, top1_acc: 0.4268, top5_acc: 0.6723, loss_cls: 2.5546, loss: 2.5546, grad_norm: 1.3518 2020-08-17 20:58:55,784 - mmaction - INFO - Epoch [170][40/470] lr: 2.071e-01, eta: 10:25:42, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.4205, top5_acc: 0.6679, loss_cls: 2.6066, loss: 2.6066, grad_norm: 1.3579 2020-08-17 20:59:15,382 - mmaction - INFO - Epoch [170][60/470] lr: 2.071e-01, eta: 10:25:24, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.4198, top5_acc: 0.6662, loss_cls: 2.5807, loss: 2.5807, grad_norm: 1.3299 2020-08-17 20:59:33,879 - mmaction - INFO - Epoch [170][80/470] lr: 2.071e-01, eta: 10:25:06, time: 0.926, data_time: 0.004, memory: 9444, top1_acc: 0.4247, top5_acc: 0.6691, loss_cls: 2.5917, loss: 2.5917, grad_norm: 1.3301 2020-08-17 20:59:52,181 - mmaction - INFO - Epoch [170][100/470] lr: 2.071e-01, eta: 10:24:48, time: 0.912, data_time: 0.007, memory: 9444, top1_acc: 0.4220, top5_acc: 0.6650, loss_cls: 2.5754, loss: 2.5754, grad_norm: 1.3409 2020-08-17 21:00:10,931 - mmaction - INFO - Epoch [170][120/470] lr: 2.071e-01, eta: 10:24:29, time: 0.937, data_time: 0.007, memory: 9444, top1_acc: 0.4280, top5_acc: 0.6685, loss_cls: 2.5671, loss: 2.5671, grad_norm: 1.3553 2020-08-17 21:00:29,533 - mmaction - INFO - Epoch [170][140/470] lr: 2.071e-01, eta: 10:24:11, time: 0.933, data_time: 0.010, memory: 9444, top1_acc: 0.4238, top5_acc: 0.6665, loss_cls: 2.5760, loss: 2.5760, grad_norm: 1.3278 2020-08-17 21:00:48,441 - mmaction - INFO - Epoch [170][160/470] lr: 2.071e-01, eta: 10:23:53, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4157, top5_acc: 0.6589, loss_cls: 2.6205, loss: 2.6205, grad_norm: 1.3535 2020-08-17 21:01:06,363 - mmaction - INFO - Epoch [170][180/470] lr: 2.071e-01, eta: 10:23:34, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.4164, top5_acc: 0.6657, loss_cls: 2.6055, loss: 2.6055, grad_norm: 1.3459 2020-08-17 21:01:25,017 - mmaction - INFO - Epoch [170][200/470] lr: 2.071e-01, eta: 10:23:16, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4121, top5_acc: 0.6639, loss_cls: 2.6193, loss: 2.6193, grad_norm: 1.3593 2020-08-17 21:01:42,924 - mmaction - INFO - Epoch [170][220/470] lr: 2.071e-01, eta: 10:22:58, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4133, top5_acc: 0.6645, loss_cls: 2.6193, loss: 2.6193, grad_norm: 1.3438 2020-08-17 21:02:02,088 - mmaction - INFO - Epoch [170][240/470] lr: 2.071e-01, eta: 10:22:40, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.4167, top5_acc: 0.6597, loss_cls: 2.6119, loss: 2.6119, grad_norm: 1.3499 2020-08-17 21:02:20,289 - mmaction - INFO - Epoch [170][260/470] lr: 2.071e-01, eta: 10:22:21, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.4190, top5_acc: 0.6686, loss_cls: 2.6080, loss: 2.6080, grad_norm: 1.3427 2020-08-17 21:02:38,807 - mmaction - INFO - Epoch [170][280/470] lr: 2.071e-01, eta: 10:22:03, time: 0.926, data_time: 0.002, memory: 9444, top1_acc: 0.4225, top5_acc: 0.6686, loss_cls: 2.6027, loss: 2.6027, grad_norm: 1.3364 2020-08-17 21:02:56,878 - mmaction - INFO - Epoch [170][300/470] lr: 2.071e-01, eta: 10:21:44, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4239, top5_acc: 0.6655, loss_cls: 2.5976, loss: 2.5976, grad_norm: 1.3352 2020-08-17 21:03:15,256 - mmaction - INFO - Epoch [170][320/470] lr: 2.071e-01, eta: 10:21:26, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.4229, top5_acc: 0.6606, loss_cls: 2.6264, loss: 2.6264, grad_norm: 1.3452 2020-08-17 21:03:33,650 - mmaction - INFO - Epoch [170][340/470] lr: 2.071e-01, eta: 10:21:07, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4181, top5_acc: 0.6621, loss_cls: 2.6219, loss: 2.6219, grad_norm: 1.3537 2020-08-17 21:03:51,704 - mmaction - INFO - Epoch [170][360/470] lr: 2.071e-01, eta: 10:20:49, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4220, top5_acc: 0.6681, loss_cls: 2.5888, loss: 2.5888, grad_norm: 1.3354 2020-08-17 21:04:10,805 - mmaction - INFO - Epoch [170][380/470] lr: 2.071e-01, eta: 10:20:31, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.4164, top5_acc: 0.6713, loss_cls: 2.5978, loss: 2.5978, grad_norm: 1.3457 2020-08-17 21:04:28,763 - mmaction - INFO - Epoch [170][400/470] lr: 2.071e-01, eta: 10:20:12, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4265, top5_acc: 0.6663, loss_cls: 2.6062, loss: 2.6062, grad_norm: 1.3446 2020-08-17 21:04:47,040 - mmaction - INFO - Epoch [170][420/470] lr: 2.071e-01, eta: 10:19:54, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.4148, top5_acc: 0.6646, loss_cls: 2.6311, loss: 2.6311, grad_norm: 1.3333 2020-08-17 21:05:05,640 - mmaction - INFO - Epoch [170][440/470] lr: 2.071e-01, eta: 10:19:36, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4228, top5_acc: 0.6693, loss_cls: 2.5873, loss: 2.5873, grad_norm: 1.3342 2020-08-17 21:05:23,101 - mmaction - INFO - Epoch [170][460/470] lr: 2.071e-01, eta: 10:19:17, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.4185, top5_acc: 0.6662, loss_cls: 2.5967, loss: 2.5967, grad_norm: 1.3716 2020-08-17 21:05:57,010 - mmaction - INFO - Epoch [171][20/470] lr: 2.028e-01, eta: 10:18:48, time: 1.244, data_time: 0.503, memory: 9444, top1_acc: 0.4297, top5_acc: 0.6659, loss_cls: 2.5900, loss: 2.5900, grad_norm: 1.3350 2020-08-17 21:06:14,305 - mmaction - INFO - Epoch [171][40/470] lr: 2.028e-01, eta: 10:18:29, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.4221, top5_acc: 0.6732, loss_cls: 2.5639, loss: 2.5639, grad_norm: 1.3574 2020-08-17 21:06:32,403 - mmaction - INFO - Epoch [171][60/470] lr: 2.028e-01, eta: 10:18:10, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4258, top5_acc: 0.6709, loss_cls: 2.5409, loss: 2.5409, grad_norm: 1.3396 2020-08-17 21:06:50,312 - mmaction - INFO - Epoch [171][80/470] lr: 2.028e-01, eta: 10:17:52, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.4308, top5_acc: 0.6706, loss_cls: 2.5738, loss: 2.5738, grad_norm: 1.3461 2020-08-17 21:07:10,194 - mmaction - INFO - Epoch [171][100/470] lr: 2.028e-01, eta: 10:17:34, time: 0.993, data_time: 0.006, memory: 9444, top1_acc: 0.4283, top5_acc: 0.6692, loss_cls: 2.5796, loss: 2.5796, grad_norm: 1.3524 2020-08-17 21:07:27,770 - mmaction - INFO - Epoch [171][120/470] lr: 2.028e-01, eta: 10:17:15, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.4144, top5_acc: 0.6650, loss_cls: 2.5934, loss: 2.5934, grad_norm: 1.3652 2020-08-17 21:07:46,411 - mmaction - INFO - Epoch [171][140/470] lr: 2.028e-01, eta: 10:16:57, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4242, top5_acc: 0.6667, loss_cls: 2.6008, loss: 2.6008, grad_norm: 1.3477 2020-08-17 21:08:04,256 - mmaction - INFO - Epoch [171][160/470] lr: 2.028e-01, eta: 10:16:38, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.4196, top5_acc: 0.6711, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.3354 2020-08-17 21:08:21,999 - mmaction - INFO - Epoch [171][180/470] lr: 2.028e-01, eta: 10:16:20, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.4251, top5_acc: 0.6681, loss_cls: 2.5970, loss: 2.5970, grad_norm: 1.3463 2020-08-17 21:08:40,972 - mmaction - INFO - Epoch [171][200/470] lr: 2.028e-01, eta: 10:16:02, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.4138, top5_acc: 0.6601, loss_cls: 2.6276, loss: 2.6276, grad_norm: 1.3966 2020-08-17 21:08:58,832 - mmaction - INFO - Epoch [171][220/470] lr: 2.028e-01, eta: 10:15:43, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.4237, top5_acc: 0.6620, loss_cls: 2.5879, loss: 2.5879, grad_norm: 1.3442 2020-08-17 21:09:16,634 - mmaction - INFO - Epoch [171][240/470] lr: 2.028e-01, eta: 10:15:24, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.4190, top5_acc: 0.6657, loss_cls: 2.6025, loss: 2.6025, grad_norm: 1.3648 2020-08-17 21:09:35,367 - mmaction - INFO - Epoch [171][260/470] lr: 2.028e-01, eta: 10:15:06, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.4240, top5_acc: 0.6652, loss_cls: 2.5875, loss: 2.5875, grad_norm: 1.3591 2020-08-17 21:09:53,545 - mmaction - INFO - Epoch [171][280/470] lr: 2.028e-01, eta: 10:14:48, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4242, top5_acc: 0.6689, loss_cls: 2.5609, loss: 2.5609, grad_norm: 1.3359 2020-08-17 21:10:11,245 - mmaction - INFO - Epoch [171][300/470] lr: 2.028e-01, eta: 10:14:29, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.4229, top5_acc: 0.6704, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.3644 2020-08-17 21:10:30,109 - mmaction - INFO - Epoch [171][320/470] lr: 2.028e-01, eta: 10:14:11, time: 0.944, data_time: 0.004, memory: 9444, top1_acc: 0.4279, top5_acc: 0.6717, loss_cls: 2.5589, loss: 2.5589, grad_norm: 1.3539 2020-08-17 21:10:47,803 - mmaction - INFO - Epoch [171][340/470] lr: 2.028e-01, eta: 10:13:52, time: 0.883, data_time: 0.006, memory: 9444, top1_acc: 0.4224, top5_acc: 0.6594, loss_cls: 2.6078, loss: 2.6078, grad_norm: 1.3749 2020-08-17 21:11:05,787 - mmaction - INFO - Epoch [171][360/470] lr: 2.028e-01, eta: 10:13:34, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.4194, top5_acc: 0.6651, loss_cls: 2.6016, loss: 2.6016, grad_norm: 1.3585 2020-08-17 21:11:24,077 - mmaction - INFO - Epoch [171][380/470] lr: 2.028e-01, eta: 10:13:15, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4197, top5_acc: 0.6669, loss_cls: 2.5925, loss: 2.5925, grad_norm: 1.3620 2020-08-17 21:11:42,266 - mmaction - INFO - Epoch [171][400/470] lr: 2.028e-01, eta: 10:12:57, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.4187, top5_acc: 0.6586, loss_cls: 2.6083, loss: 2.6083, grad_norm: 1.3867 2020-08-17 21:12:00,234 - mmaction - INFO - Epoch [171][420/470] lr: 2.028e-01, eta: 10:12:38, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.4159, top5_acc: 0.6600, loss_cls: 2.6056, loss: 2.6056, grad_norm: 1.3572 2020-08-17 21:12:18,695 - mmaction - INFO - Epoch [171][440/470] lr: 2.028e-01, eta: 10:12:20, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4275, top5_acc: 0.6731, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.3551 2020-08-17 21:12:36,256 - mmaction - INFO - Epoch [171][460/470] lr: 2.028e-01, eta: 10:12:01, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.4106, top5_acc: 0.6554, loss_cls: 2.6473, loss: 2.6473, grad_norm: 1.3860 2020-08-17 21:13:08,833 - mmaction - INFO - Epoch [172][20/470] lr: 1.986e-01, eta: 10:11:31, time: 1.163, data_time: 0.407, memory: 9444, top1_acc: 0.4215, top5_acc: 0.6660, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.3531 2020-08-17 21:13:26,389 - mmaction - INFO - Epoch [172][40/470] lr: 1.986e-01, eta: 10:11:12, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.4286, top5_acc: 0.6699, loss_cls: 2.5653, loss: 2.5653, grad_norm: 1.3645 2020-08-17 21:13:45,004 - mmaction - INFO - Epoch [172][60/470] lr: 1.986e-01, eta: 10:10:54, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.4245, top5_acc: 0.6693, loss_cls: 2.5644, loss: 2.5644, grad_norm: 1.3475 2020-08-17 21:14:03,695 - mmaction - INFO - Epoch [172][80/470] lr: 1.986e-01, eta: 10:10:36, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4207, top5_acc: 0.6684, loss_cls: 2.5971, loss: 2.5971, grad_norm: 1.3443 2020-08-17 21:14:21,730 - mmaction - INFO - Epoch [172][100/470] lr: 1.986e-01, eta: 10:10:17, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4318, top5_acc: 0.6759, loss_cls: 2.5529, loss: 2.5529, grad_norm: 1.3679 2020-08-17 21:14:39,875 - mmaction - INFO - Epoch [172][120/470] lr: 1.986e-01, eta: 10:09:59, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.4310, top5_acc: 0.6756, loss_cls: 2.5362, loss: 2.5362, grad_norm: 1.3772 2020-08-17 21:14:57,388 - mmaction - INFO - Epoch [172][140/470] lr: 1.986e-01, eta: 10:09:40, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.4221, top5_acc: 0.6662, loss_cls: 2.5744, loss: 2.5744, grad_norm: 1.3761 2020-08-17 21:15:15,916 - mmaction - INFO - Epoch [172][160/470] lr: 1.986e-01, eta: 10:09:22, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4227, top5_acc: 0.6745, loss_cls: 2.5620, loss: 2.5620, grad_norm: 1.3773 2020-08-17 21:15:35,064 - mmaction - INFO - Epoch [172][180/470] lr: 1.986e-01, eta: 10:09:04, time: 0.956, data_time: 0.006, memory: 9444, top1_acc: 0.4195, top5_acc: 0.6625, loss_cls: 2.6013, loss: 2.6013, grad_norm: 1.3794 2020-08-17 21:15:52,909 - mmaction - INFO - Epoch [172][200/470] lr: 1.986e-01, eta: 10:08:45, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4168, top5_acc: 0.6580, loss_cls: 2.6136, loss: 2.6136, grad_norm: 1.3878 2020-08-17 21:16:11,644 - mmaction - INFO - Epoch [172][220/470] lr: 1.986e-01, eta: 10:08:27, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.4285, top5_acc: 0.6723, loss_cls: 2.5679, loss: 2.5679, grad_norm: 1.3825 2020-08-17 21:16:29,451 - mmaction - INFO - Epoch [172][240/470] lr: 1.986e-01, eta: 10:08:08, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.4175, top5_acc: 0.6579, loss_cls: 2.6225, loss: 2.6225, grad_norm: 1.3800 2020-08-17 21:16:48,123 - mmaction - INFO - Epoch [172][260/470] lr: 1.986e-01, eta: 10:07:50, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.4190, top5_acc: 0.6579, loss_cls: 2.6091, loss: 2.6091, grad_norm: 1.3828 2020-08-17 21:17:06,203 - mmaction - INFO - Epoch [172][280/470] lr: 1.986e-01, eta: 10:07:32, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.4244, top5_acc: 0.6693, loss_cls: 2.5827, loss: 2.5827, grad_norm: 1.3679 2020-08-17 21:17:24,404 - mmaction - INFO - Epoch [172][300/470] lr: 1.986e-01, eta: 10:07:13, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4093, top5_acc: 0.6628, loss_cls: 2.6074, loss: 2.6074, grad_norm: 1.3685 2020-08-17 21:17:43,451 - mmaction - INFO - Epoch [172][320/470] lr: 1.986e-01, eta: 10:06:55, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4275, top5_acc: 0.6719, loss_cls: 2.5659, loss: 2.5659, grad_norm: 1.3592 2020-08-17 21:18:02,169 - mmaction - INFO - Epoch [172][340/470] lr: 1.986e-01, eta: 10:06:37, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4117, top5_acc: 0.6573, loss_cls: 2.6159, loss: 2.6159, grad_norm: 1.3733 2020-08-17 21:18:19,697 - mmaction - INFO - Epoch [172][360/470] lr: 1.986e-01, eta: 10:06:18, time: 0.876, data_time: 0.002, memory: 9444, top1_acc: 0.4345, top5_acc: 0.6778, loss_cls: 2.5443, loss: 2.5443, grad_norm: 1.3472 2020-08-17 21:18:37,818 - mmaction - INFO - Epoch [172][380/470] lr: 1.986e-01, eta: 10:06:00, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.4273, top5_acc: 0.6717, loss_cls: 2.5624, loss: 2.5624, grad_norm: 1.3779 2020-08-17 21:18:55,813 - mmaction - INFO - Epoch [172][400/470] lr: 1.986e-01, eta: 10:05:41, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.4141, top5_acc: 0.6562, loss_cls: 2.6209, loss: 2.6209, grad_norm: 1.3681 2020-08-17 21:19:14,334 - mmaction - INFO - Epoch [172][420/470] lr: 1.986e-01, eta: 10:05:23, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4251, top5_acc: 0.6704, loss_cls: 2.5904, loss: 2.5904, grad_norm: 1.3641 2020-08-17 21:19:32,970 - mmaction - INFO - Epoch [172][440/470] lr: 1.986e-01, eta: 10:05:04, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4197, top5_acc: 0.6623, loss_cls: 2.5997, loss: 2.5997, grad_norm: 1.3766 2020-08-17 21:19:51,801 - mmaction - INFO - Epoch [172][460/470] lr: 1.986e-01, eta: 10:04:46, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.4219, top5_acc: 0.6646, loss_cls: 2.5969, loss: 2.5969, grad_norm: 1.3631 2020-08-17 21:20:00,521 - mmaction - INFO - Saving checkpoint at 172 epochs 2020-08-17 21:20:22,927 - mmaction - INFO - Epoch [173][20/470] lr: 1.944e-01, eta: 10:04:15, time: 1.003, data_time: 0.289, memory: 9444, top1_acc: 0.4238, top5_acc: 0.6671, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.3778 2020-08-17 21:20:40,692 - mmaction - INFO - Epoch [173][40/470] lr: 1.944e-01, eta: 10:03:56, time: 0.888, data_time: 0.002, memory: 9444, top1_acc: 0.4295, top5_acc: 0.6708, loss_cls: 2.5629, loss: 2.5629, grad_norm: 1.3738 2020-08-17 21:20:59,192 - mmaction - INFO - Epoch [173][60/470] lr: 1.944e-01, eta: 10:03:38, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4313, top5_acc: 0.6741, loss_cls: 2.5530, loss: 2.5530, grad_norm: 1.3719 2020-08-17 21:21:17,042 - mmaction - INFO - Epoch [173][80/470] lr: 1.944e-01, eta: 10:03:19, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4280, top5_acc: 0.6754, loss_cls: 2.5255, loss: 2.5255, grad_norm: 1.3700 2020-08-17 21:21:35,464 - mmaction - INFO - Epoch [173][100/470] lr: 1.944e-01, eta: 10:03:01, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4282, top5_acc: 0.6687, loss_cls: 2.5823, loss: 2.5823, grad_norm: 1.3783 2020-08-17 21:21:53,558 - mmaction - INFO - Epoch [173][120/470] lr: 1.944e-01, eta: 10:02:43, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.4229, top5_acc: 0.6642, loss_cls: 2.5990, loss: 2.5990, grad_norm: 1.3724 2020-08-17 21:22:12,206 - mmaction - INFO - Epoch [173][140/470] lr: 1.944e-01, eta: 10:02:24, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.4350, top5_acc: 0.6754, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3823 2020-08-17 21:22:30,600 - mmaction - INFO - Epoch [173][160/470] lr: 1.944e-01, eta: 10:02:06, time: 0.923, data_time: 0.007, memory: 9444, top1_acc: 0.4328, top5_acc: 0.6743, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.3794 2020-08-17 21:22:49,502 - mmaction - INFO - Epoch [173][180/470] lr: 1.944e-01, eta: 10:01:48, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4287, top5_acc: 0.6730, loss_cls: 2.5615, loss: 2.5615, grad_norm: 1.3931 2020-08-17 21:23:06,608 - mmaction - INFO - Epoch [173][200/470] lr: 1.944e-01, eta: 10:01:29, time: 0.858, data_time: 0.006, memory: 9444, top1_acc: 0.4283, top5_acc: 0.6679, loss_cls: 2.5828, loss: 2.5828, grad_norm: 1.3638 2020-08-17 21:23:25,269 - mmaction - INFO - Epoch [173][220/470] lr: 1.944e-01, eta: 10:01:11, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4252, top5_acc: 0.6731, loss_cls: 2.5651, loss: 2.5651, grad_norm: 1.3869 2020-08-17 21:23:43,689 - mmaction - INFO - Epoch [173][240/470] lr: 1.944e-01, eta: 10:00:52, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.4245, top5_acc: 0.6662, loss_cls: 2.5849, loss: 2.5849, grad_norm: 1.4092 2020-08-17 21:24:01,874 - mmaction - INFO - Epoch [173][260/470] lr: 1.944e-01, eta: 10:00:34, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4209, top5_acc: 0.6686, loss_cls: 2.5725, loss: 2.5725, grad_norm: 1.3698 2020-08-17 21:24:19,476 - mmaction - INFO - Epoch [173][280/470] lr: 1.944e-01, eta: 10:00:15, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4170, top5_acc: 0.6611, loss_cls: 2.5991, loss: 2.5991, grad_norm: 1.3824 2020-08-17 21:24:37,798 - mmaction - INFO - Epoch [173][300/470] lr: 1.944e-01, eta: 9:59:57, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.4281, top5_acc: 0.6728, loss_cls: 2.5305, loss: 2.5305, grad_norm: 1.3828 2020-08-17 21:24:56,915 - mmaction - INFO - Epoch [173][320/470] lr: 1.944e-01, eta: 9:59:39, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.4305, top5_acc: 0.6741, loss_cls: 2.5628, loss: 2.5628, grad_norm: 1.3789 2020-08-17 21:25:15,144 - mmaction - INFO - Epoch [173][340/470] lr: 1.944e-01, eta: 9:59:20, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.4210, top5_acc: 0.6639, loss_cls: 2.5941, loss: 2.5941, grad_norm: 1.3873 2020-08-17 21:25:34,324 - mmaction - INFO - Epoch [173][360/470] lr: 1.944e-01, eta: 9:59:02, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.4212, top5_acc: 0.6722, loss_cls: 2.5640, loss: 2.5640, grad_norm: 1.3872 2020-08-17 21:25:51,698 - mmaction - INFO - Epoch [173][380/470] lr: 1.944e-01, eta: 9:58:43, time: 0.869, data_time: 0.005, memory: 9444, top1_acc: 0.4213, top5_acc: 0.6549, loss_cls: 2.6213, loss: 2.6213, grad_norm: 1.3884 2020-08-17 21:26:09,979 - mmaction - INFO - Epoch [173][400/470] lr: 1.944e-01, eta: 9:58:25, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.4248, top5_acc: 0.6644, loss_cls: 2.5982, loss: 2.5982, grad_norm: 1.3500 2020-08-17 21:26:27,992 - mmaction - INFO - Epoch [173][420/470] lr: 1.944e-01, eta: 9:58:06, time: 0.901, data_time: 0.004, memory: 9444, top1_acc: 0.4233, top5_acc: 0.6681, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.3814 2020-08-17 21:26:46,431 - mmaction - INFO - Epoch [173][440/470] lr: 1.944e-01, eta: 9:57:48, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.4317, top5_acc: 0.6656, loss_cls: 2.5807, loss: 2.5807, grad_norm: 1.3738 2020-08-17 21:27:04,563 - mmaction - INFO - Epoch [173][460/470] lr: 1.944e-01, eta: 9:57:29, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4238, top5_acc: 0.6687, loss_cls: 2.5775, loss: 2.5775, grad_norm: 1.3781 2020-08-17 21:27:37,105 - mmaction - INFO - Epoch [174][20/470] lr: 1.902e-01, eta: 9:57:00, time: 1.172, data_time: 0.395, memory: 9444, top1_acc: 0.4299, top5_acc: 0.6745, loss_cls: 2.5333, loss: 2.5333, grad_norm: 1.3882 2020-08-17 21:27:54,242 - mmaction - INFO - Epoch [174][40/470] lr: 1.902e-01, eta: 9:56:41, time: 0.858, data_time: 0.005, memory: 9444, top1_acc: 0.4346, top5_acc: 0.6727, loss_cls: 2.5430, loss: 2.5430, grad_norm: 1.3697 2020-08-17 21:28:13,282 - mmaction - INFO - Epoch [174][60/470] lr: 1.902e-01, eta: 9:56:23, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.4274, top5_acc: 0.6690, loss_cls: 2.5770, loss: 2.5770, grad_norm: 1.4041 2020-08-17 21:28:30,693 - mmaction - INFO - Epoch [174][80/470] lr: 1.902e-01, eta: 9:56:04, time: 0.873, data_time: 0.007, memory: 9444, top1_acc: 0.4336, top5_acc: 0.6822, loss_cls: 2.5128, loss: 2.5128, grad_norm: 1.3821 2020-08-17 21:28:49,838 - mmaction - INFO - Epoch [174][100/470] lr: 1.902e-01, eta: 9:55:46, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.4347, top5_acc: 0.6760, loss_cls: 2.5159, loss: 2.5159, grad_norm: 1.3809 2020-08-17 21:29:07,415 - mmaction - INFO - Epoch [174][120/470] lr: 1.902e-01, eta: 9:55:27, time: 0.878, data_time: 0.002, memory: 9444, top1_acc: 0.4287, top5_acc: 0.6711, loss_cls: 2.5370, loss: 2.5370, grad_norm: 1.3831 2020-08-17 21:29:26,201 - mmaction - INFO - Epoch [174][140/470] lr: 1.902e-01, eta: 9:55:09, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4296, top5_acc: 0.6743, loss_cls: 2.5363, loss: 2.5363, grad_norm: 1.3746 2020-08-17 21:29:44,349 - mmaction - INFO - Epoch [174][160/470] lr: 1.902e-01, eta: 9:54:51, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.4247, top5_acc: 0.6688, loss_cls: 2.5802, loss: 2.5802, grad_norm: 1.4177 2020-08-17 21:30:03,149 - mmaction - INFO - Epoch [174][180/470] lr: 1.902e-01, eta: 9:54:32, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.4272, top5_acc: 0.6659, loss_cls: 2.5751, loss: 2.5751, grad_norm: 1.4006 2020-08-17 21:30:21,876 - mmaction - INFO - Epoch [174][200/470] lr: 1.902e-01, eta: 9:54:14, time: 0.938, data_time: 0.004, memory: 9444, top1_acc: 0.4282, top5_acc: 0.6737, loss_cls: 2.5636, loss: 2.5636, grad_norm: 1.3837 2020-08-17 21:30:39,572 - mmaction - INFO - Epoch [174][220/470] lr: 1.902e-01, eta: 9:53:56, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.4376, top5_acc: 0.6731, loss_cls: 2.5256, loss: 2.5256, grad_norm: 1.3548 2020-08-17 21:30:57,472 - mmaction - INFO - Epoch [174][240/470] lr: 1.902e-01, eta: 9:53:37, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.4332, top5_acc: 0.6714, loss_cls: 2.5493, loss: 2.5493, grad_norm: 1.3883 2020-08-17 21:31:15,991 - mmaction - INFO - Epoch [174][260/470] lr: 1.902e-01, eta: 9:53:19, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4242, top5_acc: 0.6641, loss_cls: 2.5814, loss: 2.5814, grad_norm: 1.3919 2020-08-17 21:31:34,496 - mmaction - INFO - Epoch [174][280/470] lr: 1.902e-01, eta: 9:53:00, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.4273, top5_acc: 0.6809, loss_cls: 2.5405, loss: 2.5405, grad_norm: 1.3651 2020-08-17 21:31:52,892 - mmaction - INFO - Epoch [174][300/470] lr: 1.902e-01, eta: 9:52:42, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.4205, top5_acc: 0.6689, loss_cls: 2.5868, loss: 2.5868, grad_norm: 1.4141 2020-08-17 21:32:11,034 - mmaction - INFO - Epoch [174][320/470] lr: 1.902e-01, eta: 9:52:24, time: 0.905, data_time: 0.004, memory: 9444, top1_acc: 0.4214, top5_acc: 0.6693, loss_cls: 2.5674, loss: 2.5674, grad_norm: 1.3900 2020-08-17 21:32:30,156 - mmaction - INFO - Epoch [174][340/470] lr: 1.902e-01, eta: 9:52:06, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.4345, top5_acc: 0.6814, loss_cls: 2.5074, loss: 2.5074, grad_norm: 1.3803 2020-08-17 21:32:47,439 - mmaction - INFO - Epoch [174][360/470] lr: 1.902e-01, eta: 9:51:47, time: 0.862, data_time: 0.006, memory: 9444, top1_acc: 0.4283, top5_acc: 0.6705, loss_cls: 2.5560, loss: 2.5560, grad_norm: 1.3956 2020-08-17 21:33:05,476 - mmaction - INFO - Epoch [174][380/470] lr: 1.902e-01, eta: 9:51:28, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4186, top5_acc: 0.6728, loss_cls: 2.5907, loss: 2.5907, grad_norm: 1.3823 2020-08-17 21:33:23,505 - mmaction - INFO - Epoch [174][400/470] lr: 1.902e-01, eta: 9:51:10, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.4238, top5_acc: 0.6652, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.3906 2020-08-17 21:33:42,569 - mmaction - INFO - Epoch [174][420/470] lr: 1.902e-01, eta: 9:50:52, time: 0.956, data_time: 0.007, memory: 9444, top1_acc: 0.4179, top5_acc: 0.6562, loss_cls: 2.6282, loss: 2.6282, grad_norm: 1.3891 2020-08-17 21:34:00,770 - mmaction - INFO - Epoch [174][440/470] lr: 1.902e-01, eta: 9:50:33, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4358, top5_acc: 0.6705, loss_cls: 2.5674, loss: 2.5674, grad_norm: 1.3842 2020-08-17 21:34:18,309 - mmaction - INFO - Epoch [174][460/470] lr: 1.902e-01, eta: 9:50:14, time: 0.879, data_time: 0.006, memory: 9444, top1_acc: 0.4363, top5_acc: 0.6743, loss_cls: 2.5420, loss: 2.5420, grad_norm: 1.3897 2020-08-17 21:34:50,621 - mmaction - INFO - Epoch [175][20/470] lr: 1.860e-01, eta: 9:49:44, time: 1.141, data_time: 0.365, memory: 9444, top1_acc: 0.4332, top5_acc: 0.6792, loss_cls: 2.5338, loss: 2.5338, grad_norm: 1.3805 2020-08-17 21:35:08,217 - mmaction - INFO - Epoch [175][40/470] lr: 1.860e-01, eta: 9:49:26, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4296, top5_acc: 0.6718, loss_cls: 2.5347, loss: 2.5347, grad_norm: 1.3828 2020-08-17 21:35:27,074 - mmaction - INFO - Epoch [175][60/470] lr: 1.860e-01, eta: 9:49:08, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.4353, top5_acc: 0.6758, loss_cls: 2.5131, loss: 2.5131, grad_norm: 1.3816 2020-08-17 21:35:45,026 - mmaction - INFO - Epoch [175][80/470] lr: 1.860e-01, eta: 9:48:49, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.4252, top5_acc: 0.6717, loss_cls: 2.5546, loss: 2.5546, grad_norm: 1.3924 2020-08-17 21:36:02,853 - mmaction - INFO - Epoch [175][100/470] lr: 1.860e-01, eta: 9:48:30, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.4270, top5_acc: 0.6719, loss_cls: 2.5616, loss: 2.5616, grad_norm: 1.3887 2020-08-17 21:36:20,560 - mmaction - INFO - Epoch [175][120/470] lr: 1.860e-01, eta: 9:48:12, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.4301, top5_acc: 0.6765, loss_cls: 2.5280, loss: 2.5280, grad_norm: 1.3896 2020-08-17 21:36:38,402 - mmaction - INFO - Epoch [175][140/470] lr: 1.860e-01, eta: 9:47:53, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4324, top5_acc: 0.6716, loss_cls: 2.5424, loss: 2.5424, grad_norm: 1.4326 2020-08-17 21:36:56,671 - mmaction - INFO - Epoch [175][160/470] lr: 1.860e-01, eta: 9:47:35, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.4254, top5_acc: 0.6646, loss_cls: 2.5987, loss: 2.5987, grad_norm: 1.4110 2020-08-17 21:37:15,006 - mmaction - INFO - Epoch [175][180/470] lr: 1.860e-01, eta: 9:47:16, time: 0.917, data_time: 0.002, memory: 9444, top1_acc: 0.4262, top5_acc: 0.6756, loss_cls: 2.5342, loss: 2.5342, grad_norm: 1.3899 2020-08-17 21:37:32,976 - mmaction - INFO - Epoch [175][200/470] lr: 1.860e-01, eta: 9:46:58, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4290, top5_acc: 0.6710, loss_cls: 2.5822, loss: 2.5822, grad_norm: 1.4067 2020-08-17 21:37:51,135 - mmaction - INFO - Epoch [175][220/470] lr: 1.860e-01, eta: 9:46:39, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4356, top5_acc: 0.6764, loss_cls: 2.5402, loss: 2.5402, grad_norm: 1.3845 2020-08-17 21:38:09,321 - mmaction - INFO - Epoch [175][240/470] lr: 1.860e-01, eta: 9:46:21, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4265, top5_acc: 0.6679, loss_cls: 2.5660, loss: 2.5660, grad_norm: 1.4060 2020-08-17 21:38:26,734 - mmaction - INFO - Epoch [175][260/470] lr: 1.860e-01, eta: 9:46:02, time: 0.872, data_time: 0.006, memory: 9444, top1_acc: 0.4274, top5_acc: 0.6700, loss_cls: 2.5556, loss: 2.5556, grad_norm: 1.3585 2020-08-17 21:38:45,247 - mmaction - INFO - Epoch [175][280/470] lr: 1.860e-01, eta: 9:45:44, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.4305, top5_acc: 0.6749, loss_cls: 2.5354, loss: 2.5354, grad_norm: 1.4080 2020-08-17 21:39:03,984 - mmaction - INFO - Epoch [175][300/470] lr: 1.860e-01, eta: 9:45:25, time: 0.938, data_time: 0.004, memory: 9444, top1_acc: 0.4210, top5_acc: 0.6750, loss_cls: 2.5713, loss: 2.5713, grad_norm: 1.3985 2020-08-17 21:39:21,008 - mmaction - INFO - Epoch [175][320/470] lr: 1.860e-01, eta: 9:45:06, time: 0.848, data_time: 0.006, memory: 9444, top1_acc: 0.4335, top5_acc: 0.6766, loss_cls: 2.5226, loss: 2.5226, grad_norm: 1.3769 2020-08-17 21:39:39,850 - mmaction - INFO - Epoch [175][340/470] lr: 1.860e-01, eta: 9:44:48, time: 0.946, data_time: 0.007, memory: 9444, top1_acc: 0.4268, top5_acc: 0.6694, loss_cls: 2.5570, loss: 2.5570, grad_norm: 1.4034 2020-08-17 21:39:57,908 - mmaction - INFO - Epoch [175][360/470] lr: 1.860e-01, eta: 9:44:30, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.4213, top5_acc: 0.6635, loss_cls: 2.5783, loss: 2.5783, grad_norm: 1.4116 2020-08-17 21:40:15,132 - mmaction - INFO - Epoch [175][380/470] lr: 1.860e-01, eta: 9:44:11, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.4311, top5_acc: 0.6778, loss_cls: 2.5039, loss: 2.5039, grad_norm: 1.3909 2020-08-17 21:40:32,923 - mmaction - INFO - Epoch [175][400/470] lr: 1.860e-01, eta: 9:43:52, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.4271, top5_acc: 0.6646, loss_cls: 2.5718, loss: 2.5718, grad_norm: 1.4106 2020-08-17 21:40:50,718 - mmaction - INFO - Epoch [175][420/470] lr: 1.860e-01, eta: 9:43:34, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.4233, top5_acc: 0.6709, loss_cls: 2.5830, loss: 2.5830, grad_norm: 1.3891 2020-08-17 21:41:09,416 - mmaction - INFO - Epoch [175][440/470] lr: 1.860e-01, eta: 9:43:15, time: 0.935, data_time: 0.002, memory: 9444, top1_acc: 0.4333, top5_acc: 0.6741, loss_cls: 2.5489, loss: 2.5489, grad_norm: 1.3719 2020-08-17 21:41:27,935 - mmaction - INFO - Epoch [175][460/470] lr: 1.860e-01, eta: 9:42:57, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4372, top5_acc: 0.6800, loss_cls: 2.5178, loss: 2.5178, grad_norm: 1.3931 2020-08-17 21:41:59,796 - mmaction - INFO - Epoch [176][20/470] lr: 1.819e-01, eta: 9:42:27, time: 1.152, data_time: 0.368, memory: 9444, top1_acc: 0.4286, top5_acc: 0.6738, loss_cls: 2.5488, loss: 2.5488, grad_norm: 1.4074 2020-08-17 21:42:16,798 - mmaction - INFO - Epoch [176][40/470] lr: 1.819e-01, eta: 9:42:08, time: 0.851, data_time: 0.005, memory: 9444, top1_acc: 0.4395, top5_acc: 0.6829, loss_cls: 2.4838, loss: 2.4838, grad_norm: 1.3881 2020-08-17 21:42:34,922 - mmaction - INFO - Epoch [176][60/470] lr: 1.819e-01, eta: 9:41:50, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4375, top5_acc: 0.6726, loss_cls: 2.5168, loss: 2.5168, grad_norm: 1.4199 2020-08-17 21:42:52,958 - mmaction - INFO - Epoch [176][80/470] lr: 1.819e-01, eta: 9:41:31, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4321, top5_acc: 0.6728, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.3846 2020-08-17 21:43:11,800 - mmaction - INFO - Epoch [176][100/470] lr: 1.819e-01, eta: 9:41:13, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.4288, top5_acc: 0.6695, loss_cls: 2.5611, loss: 2.5611, grad_norm: 1.4195 2020-08-17 21:43:30,032 - mmaction - INFO - Epoch [176][120/470] lr: 1.819e-01, eta: 9:40:55, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.4274, top5_acc: 0.6705, loss_cls: 2.5620, loss: 2.5620, grad_norm: 1.4091 2020-08-17 21:43:48,012 - mmaction - INFO - Epoch [176][140/470] lr: 1.819e-01, eta: 9:40:36, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.4398, top5_acc: 0.6826, loss_cls: 2.4829, loss: 2.4829, grad_norm: 1.3979 2020-08-17 21:44:06,801 - mmaction - INFO - Epoch [176][160/470] lr: 1.819e-01, eta: 9:40:18, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.4326, top5_acc: 0.6750, loss_cls: 2.5340, loss: 2.5340, grad_norm: 1.4299 2020-08-17 21:44:24,350 - mmaction - INFO - Epoch [176][180/470] lr: 1.819e-01, eta: 9:39:59, time: 0.877, data_time: 0.006, memory: 9444, top1_acc: 0.4386, top5_acc: 0.6811, loss_cls: 2.4886, loss: 2.4886, grad_norm: 1.4010 2020-08-17 21:44:42,774 - mmaction - INFO - Epoch [176][200/470] lr: 1.819e-01, eta: 9:39:41, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4349, top5_acc: 0.6704, loss_cls: 2.5469, loss: 2.5469, grad_norm: 1.3954 2020-08-17 21:45:01,105 - mmaction - INFO - Epoch [176][220/470] lr: 1.819e-01, eta: 9:39:23, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4348, top5_acc: 0.6800, loss_cls: 2.5218, loss: 2.5218, grad_norm: 1.4182 2020-08-17 21:45:18,684 - mmaction - INFO - Epoch [176][240/470] lr: 1.819e-01, eta: 9:39:04, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.4258, top5_acc: 0.6720, loss_cls: 2.5592, loss: 2.5592, grad_norm: 1.4364 2020-08-17 21:45:36,618 - mmaction - INFO - Epoch [176][260/470] lr: 1.819e-01, eta: 9:38:45, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.4310, top5_acc: 0.6754, loss_cls: 2.5391, loss: 2.5391, grad_norm: 1.3970 2020-08-17 21:45:54,216 - mmaction - INFO - Epoch [176][280/470] lr: 1.819e-01, eta: 9:38:27, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4303, top5_acc: 0.6684, loss_cls: 2.5667, loss: 2.5667, grad_norm: 1.4022 2020-08-17 21:46:12,298 - mmaction - INFO - Epoch [176][300/470] lr: 1.819e-01, eta: 9:38:08, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4220, top5_acc: 0.6703, loss_cls: 2.5717, loss: 2.5717, grad_norm: 1.4062 2020-08-17 21:46:30,693 - mmaction - INFO - Epoch [176][320/470] lr: 1.819e-01, eta: 9:37:50, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.4308, top5_acc: 0.6758, loss_cls: 2.5514, loss: 2.5514, grad_norm: 1.4020 2020-08-17 21:46:49,563 - mmaction - INFO - Epoch [176][340/470] lr: 1.819e-01, eta: 9:37:32, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.4300, top5_acc: 0.6757, loss_cls: 2.5568, loss: 2.5568, grad_norm: 1.4085 2020-08-17 21:47:08,444 - mmaction - INFO - Epoch [176][360/470] lr: 1.819e-01, eta: 9:37:14, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.4313, top5_acc: 0.6736, loss_cls: 2.5588, loss: 2.5588, grad_norm: 1.4020 2020-08-17 21:47:26,234 - mmaction - INFO - Epoch [176][380/470] lr: 1.819e-01, eta: 9:36:55, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.4292, top5_acc: 0.6734, loss_cls: 2.5448, loss: 2.5448, grad_norm: 1.4190 2020-08-17 21:47:45,356 - mmaction - INFO - Epoch [176][400/470] lr: 1.819e-01, eta: 9:36:37, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4313, top5_acc: 0.6705, loss_cls: 2.5450, loss: 2.5450, grad_norm: 1.3883 2020-08-17 21:48:03,440 - mmaction - INFO - Epoch [176][420/470] lr: 1.819e-01, eta: 9:36:18, time: 0.907, data_time: 0.007, memory: 9444, top1_acc: 0.4275, top5_acc: 0.6685, loss_cls: 2.5750, loss: 2.5750, grad_norm: 1.4230 2020-08-17 21:48:21,591 - mmaction - INFO - Epoch [176][440/470] lr: 1.819e-01, eta: 9:36:00, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4393, top5_acc: 0.6799, loss_cls: 2.5099, loss: 2.5099, grad_norm: 1.4147 2020-08-17 21:48:39,148 - mmaction - INFO - Epoch [176][460/470] lr: 1.819e-01, eta: 9:35:41, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.4291, top5_acc: 0.6710, loss_cls: 2.5658, loss: 2.5658, grad_norm: 1.4128 2020-08-17 21:48:48,954 - mmaction - INFO - Saving checkpoint at 176 epochs 2020-08-17 21:49:11,091 - mmaction - INFO - Epoch [177][20/470] lr: 1.778e-01, eta: 9:35:11, time: 1.082, data_time: 0.372, memory: 9444, top1_acc: 0.4340, top5_acc: 0.6790, loss_cls: 2.5140, loss: 2.5140, grad_norm: 1.4009 2020-08-17 21:49:28,318 - mmaction - INFO - Epoch [177][40/470] lr: 1.778e-01, eta: 9:34:52, time: 0.861, data_time: 0.002, memory: 9444, top1_acc: 0.4436, top5_acc: 0.6798, loss_cls: 2.5129, loss: 2.5129, grad_norm: 1.4230 2020-08-17 21:49:47,503 - mmaction - INFO - Epoch [177][60/470] lr: 1.778e-01, eta: 9:34:34, time: 0.959, data_time: 0.004, memory: 9444, top1_acc: 0.4322, top5_acc: 0.6820, loss_cls: 2.5094, loss: 2.5094, grad_norm: 1.4156 2020-08-17 21:50:05,197 - mmaction - INFO - Epoch [177][80/470] lr: 1.778e-01, eta: 9:34:15, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.4354, top5_acc: 0.6787, loss_cls: 2.5245, loss: 2.5245, grad_norm: 1.4188 2020-08-17 21:50:23,250 - mmaction - INFO - Epoch [177][100/470] lr: 1.778e-01, eta: 9:33:57, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.4458, top5_acc: 0.6837, loss_cls: 2.4597, loss: 2.4597, grad_norm: 1.4098 2020-08-17 21:50:42,123 - mmaction - INFO - Epoch [177][120/470] lr: 1.778e-01, eta: 9:33:39, time: 0.942, data_time: 0.003, memory: 9444, top1_acc: 0.4421, top5_acc: 0.6817, loss_cls: 2.5011, loss: 2.5011, grad_norm: 1.4291 2020-08-17 21:51:01,163 - mmaction - INFO - Epoch [177][140/470] lr: 1.778e-01, eta: 9:33:21, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.4362, top5_acc: 0.6824, loss_cls: 2.4981, loss: 2.4981, grad_norm: 1.4359 2020-08-17 21:51:19,014 - mmaction - INFO - Epoch [177][160/470] lr: 1.778e-01, eta: 9:33:02, time: 0.890, data_time: 0.004, memory: 9444, top1_acc: 0.4272, top5_acc: 0.6699, loss_cls: 2.5533, loss: 2.5533, grad_norm: 1.4363 2020-08-17 21:51:37,049 - mmaction - INFO - Epoch [177][180/470] lr: 1.778e-01, eta: 9:32:44, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4313, top5_acc: 0.6805, loss_cls: 2.5159, loss: 2.5159, grad_norm: 1.4228 2020-08-17 21:51:55,920 - mmaction - INFO - Epoch [177][200/470] lr: 1.778e-01, eta: 9:32:25, time: 0.944, data_time: 0.003, memory: 9444, top1_acc: 0.4327, top5_acc: 0.6785, loss_cls: 2.5301, loss: 2.5301, grad_norm: 1.4401 2020-08-17 21:52:13,262 - mmaction - INFO - Epoch [177][220/470] lr: 1.778e-01, eta: 9:32:07, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.4297, top5_acc: 0.6783, loss_cls: 2.5413, loss: 2.5413, grad_norm: 1.4009 2020-08-17 21:52:31,232 - mmaction - INFO - Epoch [177][240/470] lr: 1.778e-01, eta: 9:31:48, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.4288, top5_acc: 0.6656, loss_cls: 2.5762, loss: 2.5762, grad_norm: 1.4368 2020-08-17 21:52:49,841 - mmaction - INFO - Epoch [177][260/470] lr: 1.778e-01, eta: 9:31:30, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.4366, top5_acc: 0.6843, loss_cls: 2.4991, loss: 2.4991, grad_norm: 1.4099 2020-08-17 21:53:07,338 - mmaction - INFO - Epoch [177][280/470] lr: 1.778e-01, eta: 9:31:11, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.4369, top5_acc: 0.6784, loss_cls: 2.5134, loss: 2.5134, grad_norm: 1.4177 2020-08-17 21:53:25,660 - mmaction - INFO - Epoch [177][300/470] lr: 1.778e-01, eta: 9:30:53, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.4314, top5_acc: 0.6745, loss_cls: 2.5361, loss: 2.5361, grad_norm: 1.4208 2020-08-17 21:53:43,765 - mmaction - INFO - Epoch [177][320/470] lr: 1.778e-01, eta: 9:30:34, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4295, top5_acc: 0.6789, loss_cls: 2.5282, loss: 2.5282, grad_norm: 1.4198 2020-08-17 21:54:01,609 - mmaction - INFO - Epoch [177][340/470] lr: 1.778e-01, eta: 9:30:16, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.4404, top5_acc: 0.6825, loss_cls: 2.5077, loss: 2.5077, grad_norm: 1.4378 2020-08-17 21:54:19,740 - mmaction - INFO - Epoch [177][360/470] lr: 1.778e-01, eta: 9:29:57, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4287, top5_acc: 0.6711, loss_cls: 2.5498, loss: 2.5498, grad_norm: 1.4434 2020-08-17 21:54:37,930 - mmaction - INFO - Epoch [177][380/470] lr: 1.778e-01, eta: 9:29:39, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.4243, top5_acc: 0.6731, loss_cls: 2.5637, loss: 2.5637, grad_norm: 1.4319 2020-08-17 21:54:57,270 - mmaction - INFO - Epoch [177][400/470] lr: 1.778e-01, eta: 9:29:21, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.4308, top5_acc: 0.6682, loss_cls: 2.5788, loss: 2.5788, grad_norm: 1.4179 2020-08-17 21:55:14,976 - mmaction - INFO - Epoch [177][420/470] lr: 1.778e-01, eta: 9:29:02, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.4335, top5_acc: 0.6694, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.3872 2020-08-17 21:55:32,984 - mmaction - INFO - Epoch [177][440/470] lr: 1.778e-01, eta: 9:28:43, time: 0.900, data_time: 0.008, memory: 9444, top1_acc: 0.4349, top5_acc: 0.6768, loss_cls: 2.5293, loss: 2.5293, grad_norm: 1.4214 2020-08-17 21:55:50,695 - mmaction - INFO - Epoch [177][460/470] lr: 1.778e-01, eta: 9:28:25, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.4242, top5_acc: 0.6654, loss_cls: 2.5855, loss: 2.5855, grad_norm: 1.4273 2020-08-17 21:56:22,988 - mmaction - INFO - Epoch [178][20/470] lr: 1.737e-01, eta: 9:27:55, time: 1.116, data_time: 0.405, memory: 9444, top1_acc: 0.4372, top5_acc: 0.6781, loss_cls: 2.4943, loss: 2.4943, grad_norm: 1.4048 2020-08-17 21:56:39,945 - mmaction - INFO - Epoch [178][40/470] lr: 1.737e-01, eta: 9:27:36, time: 0.845, data_time: 0.007, memory: 9444, top1_acc: 0.4483, top5_acc: 0.6818, loss_cls: 2.4590, loss: 2.4590, grad_norm: 1.4091 2020-08-17 21:56:57,051 - mmaction - INFO - Epoch [178][60/470] lr: 1.737e-01, eta: 9:27:17, time: 0.858, data_time: 0.007, memory: 9444, top1_acc: 0.4449, top5_acc: 0.6845, loss_cls: 2.4625, loss: 2.4625, grad_norm: 1.4183 2020-08-17 21:57:16,080 - mmaction - INFO - Epoch [178][80/470] lr: 1.737e-01, eta: 9:26:59, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.4359, top5_acc: 0.6788, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4099 2020-08-17 21:57:34,810 - mmaction - INFO - Epoch [178][100/470] lr: 1.737e-01, eta: 9:26:41, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4432, top5_acc: 0.6833, loss_cls: 2.5057, loss: 2.5057, grad_norm: 1.4235 2020-08-17 21:57:52,828 - mmaction - INFO - Epoch [178][120/470] lr: 1.737e-01, eta: 9:26:22, time: 0.898, data_time: 0.006, memory: 9444, top1_acc: 0.4377, top5_acc: 0.6784, loss_cls: 2.5061, loss: 2.5061, grad_norm: 1.4272 2020-08-17 21:58:10,780 - mmaction - INFO - Epoch [178][140/470] lr: 1.737e-01, eta: 9:26:04, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.4343, top5_acc: 0.6817, loss_cls: 2.5059, loss: 2.5059, grad_norm: 1.4367 2020-08-17 21:58:28,145 - mmaction - INFO - Epoch [178][160/470] lr: 1.737e-01, eta: 9:25:45, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.4282, top5_acc: 0.6684, loss_cls: 2.5571, loss: 2.5571, grad_norm: 1.4312 2020-08-17 21:58:46,201 - mmaction - INFO - Epoch [178][180/470] lr: 1.737e-01, eta: 9:25:26, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4351, top5_acc: 0.6843, loss_cls: 2.4909, loss: 2.4909, grad_norm: 1.4129 2020-08-17 21:59:04,489 - mmaction - INFO - Epoch [178][200/470] lr: 1.737e-01, eta: 9:25:08, time: 0.914, data_time: 0.002, memory: 9444, top1_acc: 0.4337, top5_acc: 0.6766, loss_cls: 2.5390, loss: 2.5390, grad_norm: 1.4489 2020-08-17 21:59:21,937 - mmaction - INFO - Epoch [178][220/470] lr: 1.737e-01, eta: 9:24:49, time: 0.873, data_time: 0.003, memory: 9444, top1_acc: 0.4348, top5_acc: 0.6798, loss_cls: 2.5151, loss: 2.5151, grad_norm: 1.4210 2020-08-17 21:59:40,080 - mmaction - INFO - Epoch [178][240/470] lr: 1.737e-01, eta: 9:24:31, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4329, top5_acc: 0.6748, loss_cls: 2.5227, loss: 2.5227, grad_norm: 1.4614 2020-08-17 21:59:57,162 - mmaction - INFO - Epoch [178][260/470] lr: 1.737e-01, eta: 9:24:12, time: 0.856, data_time: 0.005, memory: 9444, top1_acc: 0.4311, top5_acc: 0.6700, loss_cls: 2.5436, loss: 2.5436, grad_norm: 1.4293 2020-08-17 22:00:16,937 - mmaction - INFO - Epoch [178][280/470] lr: 1.737e-01, eta: 9:23:54, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.4390, top5_acc: 0.6785, loss_cls: 2.4971, loss: 2.4971, grad_norm: 1.4242 2020-08-17 22:00:34,370 - mmaction - INFO - Epoch [178][300/470] lr: 1.737e-01, eta: 9:23:35, time: 0.882, data_time: 0.017, memory: 9444, top1_acc: 0.4286, top5_acc: 0.6703, loss_cls: 2.5584, loss: 2.5584, grad_norm: 1.4264 2020-08-17 22:00:52,683 - mmaction - INFO - Epoch [178][320/470] lr: 1.737e-01, eta: 9:23:17, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4343, top5_acc: 0.6792, loss_cls: 2.5212, loss: 2.5212, grad_norm: 1.4262 2020-08-17 22:01:10,639 - mmaction - INFO - Epoch [178][340/470] lr: 1.737e-01, eta: 9:22:58, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4298, top5_acc: 0.6736, loss_cls: 2.5385, loss: 2.5385, grad_norm: 1.4172 2020-08-17 22:01:28,818 - mmaction - INFO - Epoch [178][360/470] lr: 1.737e-01, eta: 9:22:40, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4373, top5_acc: 0.6797, loss_cls: 2.5064, loss: 2.5064, grad_norm: 1.4316 2020-08-17 22:01:46,895 - mmaction - INFO - Epoch [178][380/470] lr: 1.737e-01, eta: 9:22:22, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4329, top5_acc: 0.6781, loss_cls: 2.5371, loss: 2.5371, grad_norm: 1.4401 2020-08-17 22:02:04,748 - mmaction - INFO - Epoch [178][400/470] lr: 1.737e-01, eta: 9:22:03, time: 0.892, data_time: 0.002, memory: 9444, top1_acc: 0.4283, top5_acc: 0.6674, loss_cls: 2.5708, loss: 2.5708, grad_norm: 1.4161 2020-08-17 22:02:22,578 - mmaction - INFO - Epoch [178][420/470] lr: 1.737e-01, eta: 9:21:44, time: 0.892, data_time: 0.002, memory: 9444, top1_acc: 0.4293, top5_acc: 0.6817, loss_cls: 2.5268, loss: 2.5268, grad_norm: 1.4456 2020-08-17 22:02:40,713 - mmaction - INFO - Epoch [178][440/470] lr: 1.737e-01, eta: 9:21:26, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4277, top5_acc: 0.6682, loss_cls: 2.5662, loss: 2.5662, grad_norm: 1.4225 2020-08-17 22:02:58,274 - mmaction - INFO - Epoch [178][460/470] lr: 1.737e-01, eta: 9:21:07, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.4303, top5_acc: 0.6813, loss_cls: 2.5310, loss: 2.5310, grad_norm: 1.4464 2020-08-17 22:03:32,774 - mmaction - INFO - Epoch [179][20/470] lr: 1.697e-01, eta: 9:20:39, time: 1.280, data_time: 0.550, memory: 9444, top1_acc: 0.4469, top5_acc: 0.6836, loss_cls: 2.4781, loss: 2.4781, grad_norm: 1.4385 2020-08-17 22:03:49,525 - mmaction - INFO - Epoch [179][40/470] lr: 1.697e-01, eta: 9:20:20, time: 0.839, data_time: 0.006, memory: 9444, top1_acc: 0.4361, top5_acc: 0.6753, loss_cls: 2.5052, loss: 2.5052, grad_norm: 1.4543 2020-08-17 22:04:06,881 - mmaction - INFO - Epoch [179][60/470] lr: 1.697e-01, eta: 9:20:01, time: 0.865, data_time: 0.006, memory: 9444, top1_acc: 0.4462, top5_acc: 0.6816, loss_cls: 2.4807, loss: 2.4807, grad_norm: 1.4328 2020-08-17 22:04:24,501 - mmaction - INFO - Epoch [179][80/470] lr: 1.697e-01, eta: 9:19:42, time: 0.884, data_time: 0.007, memory: 9444, top1_acc: 0.4338, top5_acc: 0.6823, loss_cls: 2.5017, loss: 2.5017, grad_norm: 1.4441 2020-08-17 22:04:42,490 - mmaction - INFO - Epoch [179][100/470] lr: 1.697e-01, eta: 9:19:24, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.4384, top5_acc: 0.6848, loss_cls: 2.4826, loss: 2.4826, grad_norm: 1.4264 2020-08-17 22:05:00,656 - mmaction - INFO - Epoch [179][120/470] lr: 1.697e-01, eta: 9:19:05, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4475, top5_acc: 0.6892, loss_cls: 2.4574, loss: 2.4574, grad_norm: 1.4461 2020-08-17 22:05:18,675 - mmaction - INFO - Epoch [179][140/470] lr: 1.697e-01, eta: 9:18:47, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.4354, top5_acc: 0.6802, loss_cls: 2.4986, loss: 2.4986, grad_norm: 1.4701 2020-08-17 22:05:37,282 - mmaction - INFO - Epoch [179][160/470] lr: 1.697e-01, eta: 9:18:28, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4439, top5_acc: 0.6832, loss_cls: 2.4954, loss: 2.4954, grad_norm: 1.4310 2020-08-17 22:05:55,812 - mmaction - INFO - Epoch [179][180/470] lr: 1.697e-01, eta: 9:18:10, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4291, top5_acc: 0.6687, loss_cls: 2.5597, loss: 2.5597, grad_norm: 1.4404 2020-08-17 22:06:13,357 - mmaction - INFO - Epoch [179][200/470] lr: 1.697e-01, eta: 9:17:51, time: 0.880, data_time: 0.007, memory: 9444, top1_acc: 0.4432, top5_acc: 0.6826, loss_cls: 2.4922, loss: 2.4922, grad_norm: 1.4318 2020-08-17 22:06:31,747 - mmaction - INFO - Epoch [179][220/470] lr: 1.697e-01, eta: 9:17:33, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4407, top5_acc: 0.6870, loss_cls: 2.4762, loss: 2.4762, grad_norm: 1.4353 2020-08-17 22:06:50,086 - mmaction - INFO - Epoch [179][240/470] lr: 1.697e-01, eta: 9:17:15, time: 0.920, data_time: 0.007, memory: 9444, top1_acc: 0.4495, top5_acc: 0.6805, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.4277 2020-08-17 22:07:08,123 - mmaction - INFO - Epoch [179][260/470] lr: 1.697e-01, eta: 9:16:56, time: 0.900, data_time: 0.004, memory: 9444, top1_acc: 0.4332, top5_acc: 0.6791, loss_cls: 2.5258, loss: 2.5258, grad_norm: 1.4694 2020-08-17 22:07:25,936 - mmaction - INFO - Epoch [179][280/470] lr: 1.697e-01, eta: 9:16:38, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.4469, top5_acc: 0.6865, loss_cls: 2.4841, loss: 2.4841, grad_norm: 1.4418 2020-08-17 22:07:45,545 - mmaction - INFO - Epoch [179][300/470] lr: 1.697e-01, eta: 9:16:20, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.4374, top5_acc: 0.6766, loss_cls: 2.5083, loss: 2.5083, grad_norm: 1.4549 2020-08-17 22:08:03,553 - mmaction - INFO - Epoch [179][320/470] lr: 1.697e-01, eta: 9:16:01, time: 0.902, data_time: 0.007, memory: 9444, top1_acc: 0.4343, top5_acc: 0.6785, loss_cls: 2.5198, loss: 2.5198, grad_norm: 1.4471 2020-08-17 22:08:22,518 - mmaction - INFO - Epoch [179][340/470] lr: 1.697e-01, eta: 9:15:43, time: 0.949, data_time: 0.008, memory: 9444, top1_acc: 0.4296, top5_acc: 0.6747, loss_cls: 2.5426, loss: 2.5426, grad_norm: 1.4442 2020-08-17 22:08:40,963 - mmaction - INFO - Epoch [179][360/470] lr: 1.697e-01, eta: 9:15:25, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4353, top5_acc: 0.6871, loss_cls: 2.5069, loss: 2.5069, grad_norm: 1.4366 2020-08-17 22:09:00,503 - mmaction - INFO - Epoch [179][380/470] lr: 1.697e-01, eta: 9:15:07, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.4348, top5_acc: 0.6748, loss_cls: 2.5303, loss: 2.5303, grad_norm: 1.4489 2020-08-17 22:09:19,198 - mmaction - INFO - Epoch [179][400/470] lr: 1.697e-01, eta: 9:14:49, time: 0.938, data_time: 0.007, memory: 9444, top1_acc: 0.4275, top5_acc: 0.6725, loss_cls: 2.5626, loss: 2.5626, grad_norm: 1.4522 2020-08-17 22:09:38,498 - mmaction - INFO - Epoch [179][420/470] lr: 1.697e-01, eta: 9:14:31, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.4402, top5_acc: 0.6830, loss_cls: 2.5119, loss: 2.5119, grad_norm: 1.4531 2020-08-17 22:09:56,622 - mmaction - INFO - Epoch [179][440/470] lr: 1.697e-01, eta: 9:14:12, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4345, top5_acc: 0.6780, loss_cls: 2.5276, loss: 2.5276, grad_norm: 1.4366 2020-08-17 22:10:15,521 - mmaction - INFO - Epoch [179][460/470] lr: 1.697e-01, eta: 9:13:54, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.4478, top5_acc: 0.6843, loss_cls: 2.4751, loss: 2.4751, grad_norm: 1.4312 2020-08-17 22:10:48,416 - mmaction - INFO - Epoch [180][20/470] lr: 1.657e-01, eta: 9:13:25, time: 1.181, data_time: 0.389, memory: 9444, top1_acc: 0.4395, top5_acc: 0.6770, loss_cls: 2.5049, loss: 2.5049, grad_norm: 1.4447 2020-08-17 22:11:07,665 - mmaction - INFO - Epoch [180][40/470] lr: 1.657e-01, eta: 9:13:07, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.4483, top5_acc: 0.6843, loss_cls: 2.4701, loss: 2.4701, grad_norm: 1.4377 2020-08-17 22:11:25,711 - mmaction - INFO - Epoch [180][60/470] lr: 1.657e-01, eta: 9:12:49, time: 0.900, data_time: 0.004, memory: 9444, top1_acc: 0.4410, top5_acc: 0.6848, loss_cls: 2.4783, loss: 2.4783, grad_norm: 1.4634 2020-08-17 22:11:44,565 - mmaction - INFO - Epoch [180][80/470] lr: 1.657e-01, eta: 9:12:30, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.4440, top5_acc: 0.6820, loss_cls: 2.4914, loss: 2.4914, grad_norm: 1.4622 2020-08-17 22:12:03,686 - mmaction - INFO - Epoch [180][100/470] lr: 1.657e-01, eta: 9:12:12, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4351, top5_acc: 0.6779, loss_cls: 2.5119, loss: 2.5119, grad_norm: 1.4508 2020-08-17 22:12:21,954 - mmaction - INFO - Epoch [180][120/470] lr: 1.657e-01, eta: 9:11:54, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4427, top5_acc: 0.6844, loss_cls: 2.4811, loss: 2.4811, grad_norm: 1.4762 2020-08-17 22:12:41,839 - mmaction - INFO - Epoch [180][140/470] lr: 1.657e-01, eta: 9:11:36, time: 0.993, data_time: 0.006, memory: 9444, top1_acc: 0.4487, top5_acc: 0.6912, loss_cls: 2.4349, loss: 2.4349, grad_norm: 1.4612 2020-08-17 22:13:01,075 - mmaction - INFO - Epoch [180][160/470] lr: 1.657e-01, eta: 9:11:18, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.4457, top5_acc: 0.6875, loss_cls: 2.4708, loss: 2.4708, grad_norm: 1.4484 2020-08-17 22:13:19,340 - mmaction - INFO - Epoch [180][180/470] lr: 1.657e-01, eta: 9:11:00, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.4313, top5_acc: 0.6773, loss_cls: 2.5288, loss: 2.5288, grad_norm: 1.4710 2020-08-17 22:13:37,805 - mmaction - INFO - Epoch [180][200/470] lr: 1.657e-01, eta: 9:10:42, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.4378, top5_acc: 0.6796, loss_cls: 2.4901, loss: 2.4901, grad_norm: 1.4588 2020-08-17 22:13:56,813 - mmaction - INFO - Epoch [180][220/470] lr: 1.657e-01, eta: 9:10:23, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4352, top5_acc: 0.6781, loss_cls: 2.5128, loss: 2.5128, grad_norm: 1.4469 2020-08-17 22:14:16,778 - mmaction - INFO - Epoch [180][240/470] lr: 1.657e-01, eta: 9:10:06, time: 0.999, data_time: 0.005, memory: 9444, top1_acc: 0.4416, top5_acc: 0.6810, loss_cls: 2.4950, loss: 2.4950, grad_norm: 1.4587 2020-08-17 22:14:35,404 - mmaction - INFO - Epoch [180][260/470] lr: 1.657e-01, eta: 9:09:48, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.4403, top5_acc: 0.6814, loss_cls: 2.5014, loss: 2.5014, grad_norm: 1.4520 2020-08-17 22:14:54,734 - mmaction - INFO - Epoch [180][280/470] lr: 1.657e-01, eta: 9:09:30, time: 0.968, data_time: 0.004, memory: 9444, top1_acc: 0.4421, top5_acc: 0.6799, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.4701 2020-08-17 22:15:13,453 - mmaction - INFO - Epoch [180][300/470] lr: 1.657e-01, eta: 9:09:11, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.4404, top5_acc: 0.6819, loss_cls: 2.4984, loss: 2.4984, grad_norm: 1.4625 2020-08-17 22:15:32,874 - mmaction - INFO - Epoch [180][320/470] lr: 1.657e-01, eta: 9:08:53, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.4318, top5_acc: 0.6769, loss_cls: 2.5317, loss: 2.5317, grad_norm: 1.4739 2020-08-17 22:15:52,111 - mmaction - INFO - Epoch [180][340/470] lr: 1.657e-01, eta: 9:08:35, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.4406, top5_acc: 0.6752, loss_cls: 2.5157, loss: 2.5157, grad_norm: 1.4552 2020-08-17 22:16:10,148 - mmaction - INFO - Epoch [180][360/470] lr: 1.657e-01, eta: 9:08:17, time: 0.902, data_time: 0.004, memory: 9444, top1_acc: 0.4339, top5_acc: 0.6777, loss_cls: 2.5289, loss: 2.5289, grad_norm: 1.4574 2020-08-17 22:16:29,314 - mmaction - INFO - Epoch [180][380/470] lr: 1.657e-01, eta: 9:07:59, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.4364, top5_acc: 0.6800, loss_cls: 2.5101, loss: 2.5101, grad_norm: 1.4559 2020-08-17 22:16:49,006 - mmaction - INFO - Epoch [180][400/470] lr: 1.657e-01, eta: 9:07:41, time: 0.986, data_time: 0.006, memory: 9444, top1_acc: 0.4373, top5_acc: 0.6727, loss_cls: 2.5269, loss: 2.5269, grad_norm: 1.4714 2020-08-17 22:17:07,496 - mmaction - INFO - Epoch [180][420/470] lr: 1.657e-01, eta: 9:07:23, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4378, top5_acc: 0.6794, loss_cls: 2.5274, loss: 2.5274, grad_norm: 1.4634 2020-08-17 22:17:26,248 - mmaction - INFO - Epoch [180][440/470] lr: 1.657e-01, eta: 9:07:05, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4386, top5_acc: 0.6822, loss_cls: 2.5001, loss: 2.5001, grad_norm: 1.4513 2020-08-17 22:17:44,914 - mmaction - INFO - Epoch [180][460/470] lr: 1.657e-01, eta: 9:06:46, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.4293, top5_acc: 0.6681, loss_cls: 2.5681, loss: 2.5681, grad_norm: 1.4824 2020-08-17 22:17:54,490 - mmaction - INFO - Saving checkpoint at 180 epochs 2020-08-17 22:18:18,176 - mmaction - INFO - Epoch [181][20/470] lr: 1.617e-01, eta: 9:06:16, time: 1.090, data_time: 0.307, memory: 9444, top1_acc: 0.4469, top5_acc: 0.6873, loss_cls: 2.4771, loss: 2.4771, grad_norm: 1.4622 2020-08-17 22:18:36,217 - mmaction - INFO - Epoch [181][40/470] lr: 1.617e-01, eta: 9:05:58, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.4497, top5_acc: 0.6885, loss_cls: 2.4642, loss: 2.4642, grad_norm: 1.4545 2020-08-17 22:18:56,202 - mmaction - INFO - Epoch [181][60/470] lr: 1.617e-01, eta: 9:05:40, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.4459, top5_acc: 0.6883, loss_cls: 2.4726, loss: 2.4726, grad_norm: 1.4486 2020-08-17 22:19:14,908 - mmaction - INFO - Epoch [181][80/470] lr: 1.617e-01, eta: 9:05:22, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4484, top5_acc: 0.6934, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.4720 2020-08-17 22:19:33,575 - mmaction - INFO - Epoch [181][100/470] lr: 1.617e-01, eta: 9:05:04, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.4500, top5_acc: 0.6840, loss_cls: 2.4596, loss: 2.4596, grad_norm: 1.4445 2020-08-17 22:19:53,098 - mmaction - INFO - Epoch [181][120/470] lr: 1.617e-01, eta: 9:04:46, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.4404, top5_acc: 0.6880, loss_cls: 2.4835, loss: 2.4835, grad_norm: 1.4698 2020-08-17 22:20:12,757 - mmaction - INFO - Epoch [181][140/470] lr: 1.617e-01, eta: 9:04:28, time: 0.982, data_time: 0.004, memory: 9444, top1_acc: 0.4448, top5_acc: 0.6849, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.4686 2020-08-17 22:20:30,728 - mmaction - INFO - Epoch [181][160/470] lr: 1.617e-01, eta: 9:04:10, time: 0.899, data_time: 0.003, memory: 9444, top1_acc: 0.4410, top5_acc: 0.6869, loss_cls: 2.4908, loss: 2.4908, grad_norm: 1.4599 2020-08-17 22:20:49,944 - mmaction - INFO - Epoch [181][180/470] lr: 1.617e-01, eta: 9:03:52, time: 0.958, data_time: 0.004, memory: 9444, top1_acc: 0.4499, top5_acc: 0.6838, loss_cls: 2.4728, loss: 2.4728, grad_norm: 1.4558 2020-08-17 22:21:09,325 - mmaction - INFO - Epoch [181][200/470] lr: 1.617e-01, eta: 9:03:34, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.4425, top5_acc: 0.6857, loss_cls: 2.4657, loss: 2.4657, grad_norm: 1.4761 2020-08-17 22:21:28,380 - mmaction - INFO - Epoch [181][220/470] lr: 1.617e-01, eta: 9:03:16, time: 0.951, data_time: 0.004, memory: 9444, top1_acc: 0.4414, top5_acc: 0.6871, loss_cls: 2.4557, loss: 2.4557, grad_norm: 1.4707 2020-08-17 22:21:47,914 - mmaction - INFO - Epoch [181][240/470] lr: 1.617e-01, eta: 9:02:58, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.4435, top5_acc: 0.6813, loss_cls: 2.4800, loss: 2.4800, grad_norm: 1.4774 2020-08-17 22:22:06,289 - mmaction - INFO - Epoch [181][260/470] lr: 1.617e-01, eta: 9:02:39, time: 0.917, data_time: 0.004, memory: 9444, top1_acc: 0.4316, top5_acc: 0.6775, loss_cls: 2.5183, loss: 2.5183, grad_norm: 1.4738 2020-08-17 22:22:25,096 - mmaction - INFO - Epoch [181][280/470] lr: 1.617e-01, eta: 9:02:21, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.4431, top5_acc: 0.6759, loss_cls: 2.5177, loss: 2.5177, grad_norm: 1.4405 2020-08-17 22:22:43,823 - mmaction - INFO - Epoch [181][300/470] lr: 1.617e-01, eta: 9:02:03, time: 0.937, data_time: 0.002, memory: 9444, top1_acc: 0.4474, top5_acc: 0.6810, loss_cls: 2.4967, loss: 2.4967, grad_norm: 1.4797 2020-08-17 22:23:02,547 - mmaction - INFO - Epoch [181][320/470] lr: 1.617e-01, eta: 9:01:45, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.4365, top5_acc: 0.6806, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4748 2020-08-17 22:23:22,039 - mmaction - INFO - Epoch [181][340/470] lr: 1.617e-01, eta: 9:01:27, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.4347, top5_acc: 0.6819, loss_cls: 2.4891, loss: 2.4891, grad_norm: 1.4827 2020-08-17 22:23:40,849 - mmaction - INFO - Epoch [181][360/470] lr: 1.617e-01, eta: 9:01:09, time: 0.939, data_time: 0.007, memory: 9444, top1_acc: 0.4402, top5_acc: 0.6735, loss_cls: 2.5206, loss: 2.5206, grad_norm: 1.4591 2020-08-17 22:23:59,122 - mmaction - INFO - Epoch [181][380/470] lr: 1.617e-01, eta: 9:00:50, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4421, top5_acc: 0.6893, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.4567 2020-08-17 22:24:18,223 - mmaction - INFO - Epoch [181][400/470] lr: 1.617e-01, eta: 9:00:32, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.4325, top5_acc: 0.6777, loss_cls: 2.5311, loss: 2.5311, grad_norm: 1.4842 2020-08-17 22:24:38,073 - mmaction - INFO - Epoch [181][420/470] lr: 1.617e-01, eta: 9:00:14, time: 0.995, data_time: 0.006, memory: 9444, top1_acc: 0.4396, top5_acc: 0.6832, loss_cls: 2.5042, loss: 2.5042, grad_norm: 1.4819 2020-08-17 22:24:57,126 - mmaction - INFO - Epoch [181][440/470] lr: 1.617e-01, eta: 8:59:56, time: 0.952, data_time: 0.002, memory: 9444, top1_acc: 0.4423, top5_acc: 0.6905, loss_cls: 2.4626, loss: 2.4626, grad_norm: 1.4502 2020-08-17 22:25:15,714 - mmaction - INFO - Epoch [181][460/470] lr: 1.617e-01, eta: 8:59:38, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4457, top5_acc: 0.6851, loss_cls: 2.4728, loss: 2.4728, grad_norm: 1.4635 2020-08-17 22:25:48,746 - mmaction - INFO - Epoch [182][20/470] lr: 1.578e-01, eta: 8:59:09, time: 1.139, data_time: 0.400, memory: 9444, top1_acc: 0.4479, top5_acc: 0.6899, loss_cls: 2.4490, loss: 2.4490, grad_norm: 1.4839 2020-08-17 22:26:07,298 - mmaction - INFO - Epoch [182][40/470] lr: 1.578e-01, eta: 8:58:50, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.4494, top5_acc: 0.6866, loss_cls: 2.4667, loss: 2.4667, grad_norm: 1.4786 2020-08-17 22:26:26,450 - mmaction - INFO - Epoch [182][60/470] lr: 1.578e-01, eta: 8:58:32, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.4416, top5_acc: 0.6832, loss_cls: 2.4896, loss: 2.4896, grad_norm: 1.4663 2020-08-17 22:26:45,826 - mmaction - INFO - Epoch [182][80/470] lr: 1.578e-01, eta: 8:58:14, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.4517, top5_acc: 0.6896, loss_cls: 2.4520, loss: 2.4520, grad_norm: 1.4652 2020-08-17 22:27:04,516 - mmaction - INFO - Epoch [182][100/470] lr: 1.578e-01, eta: 8:57:56, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4415, top5_acc: 0.6860, loss_cls: 2.4940, loss: 2.4940, grad_norm: 1.4801 2020-08-17 22:27:23,741 - mmaction - INFO - Epoch [182][120/470] lr: 1.578e-01, eta: 8:57:38, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.4543, top5_acc: 0.6946, loss_cls: 2.4310, loss: 2.4310, grad_norm: 1.4526 2020-08-17 22:27:42,154 - mmaction - INFO - Epoch [182][140/470] lr: 1.578e-01, eta: 8:57:20, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.4581, top5_acc: 0.6896, loss_cls: 2.4571, loss: 2.4571, grad_norm: 1.4864 2020-08-17 22:28:00,857 - mmaction - INFO - Epoch [182][160/470] lr: 1.578e-01, eta: 8:57:01, time: 0.935, data_time: 0.004, memory: 9444, top1_acc: 0.4434, top5_acc: 0.6852, loss_cls: 2.4813, loss: 2.4813, grad_norm: 1.4843 2020-08-17 22:28:21,202 - mmaction - INFO - Epoch [182][180/470] lr: 1.578e-01, eta: 8:56:44, time: 1.017, data_time: 0.006, memory: 9444, top1_acc: 0.4388, top5_acc: 0.6854, loss_cls: 2.4638, loss: 2.4638, grad_norm: 1.4595 2020-08-17 22:28:38,673 - mmaction - INFO - Epoch [182][200/470] lr: 1.578e-01, eta: 8:56:25, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.4409, top5_acc: 0.6766, loss_cls: 2.5155, loss: 2.5155, grad_norm: 1.4991 2020-08-17 22:28:57,846 - mmaction - INFO - Epoch [182][220/470] lr: 1.578e-01, eta: 8:56:07, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.4411, top5_acc: 0.6837, loss_cls: 2.4902, loss: 2.4902, grad_norm: 1.4741 2020-08-17 22:29:16,695 - mmaction - INFO - Epoch [182][240/470] lr: 1.578e-01, eta: 8:55:49, time: 0.946, data_time: 0.007, memory: 9444, top1_acc: 0.4489, top5_acc: 0.6873, loss_cls: 2.4451, loss: 2.4451, grad_norm: 1.4629 2020-08-17 22:29:35,883 - mmaction - INFO - Epoch [182][260/470] lr: 1.578e-01, eta: 8:55:31, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.4354, top5_acc: 0.6799, loss_cls: 2.5007, loss: 2.5007, grad_norm: 1.5005 2020-08-17 22:29:54,177 - mmaction - INFO - Epoch [182][280/470] lr: 1.578e-01, eta: 8:55:13, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4458, top5_acc: 0.6833, loss_cls: 2.4848, loss: 2.4848, grad_norm: 1.4882 2020-08-17 22:30:13,364 - mmaction - INFO - Epoch [182][300/470] lr: 1.578e-01, eta: 8:54:55, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.4393, top5_acc: 0.6882, loss_cls: 2.4777, loss: 2.4777, grad_norm: 1.4849 2020-08-17 22:30:31,700 - mmaction - INFO - Epoch [182][320/470] lr: 1.578e-01, eta: 8:54:36, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.4324, top5_acc: 0.6770, loss_cls: 2.5319, loss: 2.5319, grad_norm: 1.4832 2020-08-17 22:30:50,485 - mmaction - INFO - Epoch [182][340/470] lr: 1.578e-01, eta: 8:54:18, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4309, top5_acc: 0.6805, loss_cls: 2.5133, loss: 2.5133, grad_norm: 1.4707 2020-08-17 22:31:08,069 - mmaction - INFO - Epoch [182][360/470] lr: 1.578e-01, eta: 8:53:59, time: 0.879, data_time: 0.004, memory: 9444, top1_acc: 0.4343, top5_acc: 0.6791, loss_cls: 2.5176, loss: 2.5176, grad_norm: 1.4816 2020-08-17 22:31:27,036 - mmaction - INFO - Epoch [182][380/470] lr: 1.578e-01, eta: 8:53:41, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.4363, top5_acc: 0.6727, loss_cls: 2.5342, loss: 2.5342, grad_norm: 1.4888 2020-08-17 22:31:44,879 - mmaction - INFO - Epoch [182][400/470] lr: 1.578e-01, eta: 8:53:23, time: 0.894, data_time: 0.006, memory: 9444, top1_acc: 0.4474, top5_acc: 0.6864, loss_cls: 2.4848, loss: 2.4848, grad_norm: 1.4849 2020-08-17 22:32:02,458 - mmaction - INFO - Epoch [182][420/470] lr: 1.578e-01, eta: 8:53:04, time: 0.878, data_time: 0.006, memory: 9444, top1_acc: 0.4424, top5_acc: 0.6824, loss_cls: 2.4925, loss: 2.4925, grad_norm: 1.4742 2020-08-17 22:32:21,091 - mmaction - INFO - Epoch [182][440/470] lr: 1.578e-01, eta: 8:52:46, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4453, top5_acc: 0.6875, loss_cls: 2.4528, loss: 2.4528, grad_norm: 1.4692 2020-08-17 22:32:38,685 - mmaction - INFO - Epoch [182][460/470] lr: 1.578e-01, eta: 8:52:27, time: 0.880, data_time: 0.002, memory: 9444, top1_acc: 0.4443, top5_acc: 0.6877, loss_cls: 2.4790, loss: 2.4790, grad_norm: 1.4738 2020-08-17 22:33:10,510 - mmaction - INFO - Epoch [183][20/470] lr: 1.539e-01, eta: 8:51:58, time: 1.143, data_time: 0.389, memory: 9444, top1_acc: 0.4497, top5_acc: 0.6883, loss_cls: 2.4637, loss: 2.4637, grad_norm: 1.4854 2020-08-17 22:33:27,708 - mmaction - INFO - Epoch [183][40/470] lr: 1.539e-01, eta: 8:51:39, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.4454, top5_acc: 0.6874, loss_cls: 2.4602, loss: 2.4602, grad_norm: 1.4830 2020-08-17 22:33:46,304 - mmaction - INFO - Epoch [183][60/470] lr: 1.539e-01, eta: 8:51:20, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.4537, top5_acc: 0.6927, loss_cls: 2.4406, loss: 2.4406, grad_norm: 1.4821 2020-08-17 22:34:03,433 - mmaction - INFO - Epoch [183][80/470] lr: 1.539e-01, eta: 8:51:02, time: 0.856, data_time: 0.002, memory: 9444, top1_acc: 0.4517, top5_acc: 0.6864, loss_cls: 2.4724, loss: 2.4724, grad_norm: 1.4919 2020-08-17 22:34:21,273 - mmaction - INFO - Epoch [183][100/470] lr: 1.539e-01, eta: 8:50:43, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.4365, top5_acc: 0.6766, loss_cls: 2.5193, loss: 2.5193, grad_norm: 1.4904 2020-08-17 22:34:39,054 - mmaction - INFO - Epoch [183][120/470] lr: 1.539e-01, eta: 8:50:24, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.4394, top5_acc: 0.6877, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.4915 2020-08-17 22:34:56,555 - mmaction - INFO - Epoch [183][140/470] lr: 1.539e-01, eta: 8:50:06, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.4564, top5_acc: 0.6940, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.4552 2020-08-17 22:35:15,282 - mmaction - INFO - Epoch [183][160/470] lr: 1.539e-01, eta: 8:49:47, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.4466, top5_acc: 0.6940, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.5034 2020-08-17 22:35:33,368 - mmaction - INFO - Epoch [183][180/470] lr: 1.539e-01, eta: 8:49:29, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.4396, top5_acc: 0.6800, loss_cls: 2.5093, loss: 2.5093, grad_norm: 1.4992 2020-08-17 22:35:52,064 - mmaction - INFO - Epoch [183][200/470] lr: 1.539e-01, eta: 8:49:11, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4503, top5_acc: 0.6877, loss_cls: 2.4449, loss: 2.4449, grad_norm: 1.4778 2020-08-17 22:36:10,031 - mmaction - INFO - Epoch [183][220/470] lr: 1.539e-01, eta: 8:48:52, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.4456, top5_acc: 0.6830, loss_cls: 2.5003, loss: 2.5003, grad_norm: 1.5061 2020-08-17 22:36:28,018 - mmaction - INFO - Epoch [183][240/470] lr: 1.539e-01, eta: 8:48:34, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4448, top5_acc: 0.6828, loss_cls: 2.4852, loss: 2.4852, grad_norm: 1.5009 2020-08-17 22:36:46,930 - mmaction - INFO - Epoch [183][260/470] lr: 1.539e-01, eta: 8:48:16, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.4434, top5_acc: 0.6765, loss_cls: 2.5072, loss: 2.5072, grad_norm: 1.4980 2020-08-17 22:37:04,263 - mmaction - INFO - Epoch [183][280/470] lr: 1.539e-01, eta: 8:47:57, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.4329, top5_acc: 0.6860, loss_cls: 2.4931, loss: 2.4931, grad_norm: 1.4938 2020-08-17 22:37:22,202 - mmaction - INFO - Epoch [183][300/470] lr: 1.539e-01, eta: 8:47:38, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4437, top5_acc: 0.6831, loss_cls: 2.4678, loss: 2.4678, grad_norm: 1.4782 2020-08-17 22:37:41,904 - mmaction - INFO - Epoch [183][320/470] lr: 1.539e-01, eta: 8:47:20, time: 0.988, data_time: 0.007, memory: 9444, top1_acc: 0.4394, top5_acc: 0.6814, loss_cls: 2.4875, loss: 2.4875, grad_norm: 1.5227 2020-08-17 22:37:59,913 - mmaction - INFO - Epoch [183][340/470] lr: 1.539e-01, eta: 8:47:02, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4535, top5_acc: 0.6880, loss_cls: 2.4599, loss: 2.4599, grad_norm: 1.4929 2020-08-17 22:38:17,872 - mmaction - INFO - Epoch [183][360/470] lr: 1.539e-01, eta: 8:46:43, time: 0.898, data_time: 0.004, memory: 9444, top1_acc: 0.4428, top5_acc: 0.6832, loss_cls: 2.4839, loss: 2.4839, grad_norm: 1.4956 2020-08-17 22:38:35,991 - mmaction - INFO - Epoch [183][380/470] lr: 1.539e-01, eta: 8:46:25, time: 0.906, data_time: 0.004, memory: 9444, top1_acc: 0.4434, top5_acc: 0.6867, loss_cls: 2.4740, loss: 2.4740, grad_norm: 1.4991 2020-08-17 22:38:55,572 - mmaction - INFO - Epoch [183][400/470] lr: 1.539e-01, eta: 8:46:07, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.4525, top5_acc: 0.6884, loss_cls: 2.4578, loss: 2.4578, grad_norm: 1.5041 2020-08-17 22:39:12,868 - mmaction - INFO - Epoch [183][420/470] lr: 1.539e-01, eta: 8:45:48, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.4460, top5_acc: 0.6871, loss_cls: 2.4569, loss: 2.4569, grad_norm: 1.4915 2020-08-17 22:39:32,171 - mmaction - INFO - Epoch [183][440/470] lr: 1.539e-01, eta: 8:45:30, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.4479, top5_acc: 0.6854, loss_cls: 2.4763, loss: 2.4763, grad_norm: 1.5122 2020-08-17 22:39:49,558 - mmaction - INFO - Epoch [183][460/470] lr: 1.539e-01, eta: 8:45:12, time: 0.869, data_time: 0.002, memory: 9444, top1_acc: 0.4390, top5_acc: 0.6816, loss_cls: 2.5067, loss: 2.5067, grad_norm: 1.5002 2020-08-17 22:40:23,259 - mmaction - INFO - Epoch [184][20/470] lr: 1.501e-01, eta: 8:44:42, time: 1.163, data_time: 0.362, memory: 9444, top1_acc: 0.4633, top5_acc: 0.6932, loss_cls: 2.4074, loss: 2.4074, grad_norm: 1.4645 2020-08-17 22:40:40,659 - mmaction - INFO - Epoch [184][40/470] lr: 1.501e-01, eta: 8:44:23, time: 0.868, data_time: 0.007, memory: 9444, top1_acc: 0.4451, top5_acc: 0.6922, loss_cls: 2.4230, loss: 2.4230, grad_norm: 1.5114 2020-08-17 22:40:58,608 - mmaction - INFO - Epoch [184][60/470] lr: 1.501e-01, eta: 8:44:05, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.4548, top5_acc: 0.6953, loss_cls: 2.4120, loss: 2.4120, grad_norm: 1.5067 2020-08-17 22:41:17,580 - mmaction - INFO - Epoch [184][80/470] lr: 1.501e-01, eta: 8:43:47, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.4506, top5_acc: 0.6941, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.4833 2020-08-17 22:41:35,961 - mmaction - INFO - Epoch [184][100/470] lr: 1.501e-01, eta: 8:43:28, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4443, top5_acc: 0.6833, loss_cls: 2.4581, loss: 2.4581, grad_norm: 1.5510 2020-08-17 22:41:54,152 - mmaction - INFO - Epoch [184][120/470] lr: 1.501e-01, eta: 8:43:10, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.4508, top5_acc: 0.6888, loss_cls: 2.4487, loss: 2.4487, grad_norm: 1.4889 2020-08-17 22:42:12,639 - mmaction - INFO - Epoch [184][140/470] lr: 1.501e-01, eta: 8:42:52, time: 0.923, data_time: 0.007, memory: 9444, top1_acc: 0.4480, top5_acc: 0.6873, loss_cls: 2.4501, loss: 2.4501, grad_norm: 1.5056 2020-08-17 22:42:30,912 - mmaction - INFO - Epoch [184][160/470] lr: 1.501e-01, eta: 8:42:33, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4459, top5_acc: 0.6940, loss_cls: 2.4375, loss: 2.4375, grad_norm: 1.5058 2020-08-17 22:42:49,584 - mmaction - INFO - Epoch [184][180/470] lr: 1.501e-01, eta: 8:42:15, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.4424, top5_acc: 0.6839, loss_cls: 2.4764, loss: 2.4764, grad_norm: 1.5265 2020-08-17 22:43:06,934 - mmaction - INFO - Epoch [184][200/470] lr: 1.501e-01, eta: 8:41:56, time: 0.869, data_time: 0.004, memory: 9444, top1_acc: 0.4429, top5_acc: 0.6821, loss_cls: 2.4906, loss: 2.4906, grad_norm: 1.4944 2020-08-17 22:43:26,169 - mmaction - INFO - Epoch [184][220/470] lr: 1.501e-01, eta: 8:41:38, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.4511, top5_acc: 0.6931, loss_cls: 2.4487, loss: 2.4487, grad_norm: 1.5236 2020-08-17 22:43:43,612 - mmaction - INFO - Epoch [184][240/470] lr: 1.501e-01, eta: 8:41:20, time: 0.875, data_time: 0.007, memory: 9444, top1_acc: 0.4471, top5_acc: 0.6913, loss_cls: 2.4635, loss: 2.4635, grad_norm: 1.5318 2020-08-17 22:44:02,381 - mmaction - INFO - Epoch [184][260/470] lr: 1.501e-01, eta: 8:41:01, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.4521, top5_acc: 0.6893, loss_cls: 2.4370, loss: 2.4370, grad_norm: 1.4870 2020-08-17 22:44:20,765 - mmaction - INFO - Epoch [184][280/470] lr: 1.501e-01, eta: 8:40:43, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.4444, top5_acc: 0.6843, loss_cls: 2.4688, loss: 2.4688, grad_norm: 1.5183 2020-08-17 22:44:38,255 - mmaction - INFO - Epoch [184][300/470] lr: 1.501e-01, eta: 8:40:24, time: 0.872, data_time: 0.004, memory: 9444, top1_acc: 0.4459, top5_acc: 0.6893, loss_cls: 2.4623, loss: 2.4623, grad_norm: 1.5074 2020-08-17 22:44:55,677 - mmaction - INFO - Epoch [184][320/470] lr: 1.501e-01, eta: 8:40:06, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.4477, top5_acc: 0.6905, loss_cls: 2.4513, loss: 2.4513, grad_norm: 1.5302 2020-08-17 22:45:14,494 - mmaction - INFO - Epoch [184][340/470] lr: 1.501e-01, eta: 8:39:47, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.4465, top5_acc: 0.6824, loss_cls: 2.4956, loss: 2.4956, grad_norm: 1.5244 2020-08-17 22:45:32,847 - mmaction - INFO - Epoch [184][360/470] lr: 1.501e-01, eta: 8:39:29, time: 0.918, data_time: 0.003, memory: 9444, top1_acc: 0.4472, top5_acc: 0.6879, loss_cls: 2.4493, loss: 2.4493, grad_norm: 1.5353 2020-08-17 22:45:51,045 - mmaction - INFO - Epoch [184][380/470] lr: 1.501e-01, eta: 8:39:11, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.4463, top5_acc: 0.6884, loss_cls: 2.4563, loss: 2.4563, grad_norm: 1.5088 2020-08-17 22:46:08,883 - mmaction - INFO - Epoch [184][400/470] lr: 1.501e-01, eta: 8:38:52, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4495, top5_acc: 0.6823, loss_cls: 2.4873, loss: 2.4873, grad_norm: 1.5209 2020-08-17 22:46:27,169 - mmaction - INFO - Epoch [184][420/470] lr: 1.501e-01, eta: 8:38:34, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.4416, top5_acc: 0.6848, loss_cls: 2.4806, loss: 2.4806, grad_norm: 1.5152 2020-08-17 22:46:45,415 - mmaction - INFO - Epoch [184][440/470] lr: 1.501e-01, eta: 8:38:15, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.4434, top5_acc: 0.6849, loss_cls: 2.4784, loss: 2.4784, grad_norm: 1.5166 2020-08-17 22:47:03,730 - mmaction - INFO - Epoch [184][460/470] lr: 1.501e-01, eta: 8:37:57, time: 0.914, data_time: 0.004, memory: 9444, top1_acc: 0.4513, top5_acc: 0.6936, loss_cls: 2.4429, loss: 2.4429, grad_norm: 1.5044 2020-08-17 22:47:12,898 - mmaction - INFO - Saving checkpoint at 184 epochs 2020-08-17 22:47:36,966 - mmaction - INFO - Epoch [185][20/470] lr: 1.462e-01, eta: 8:37:27, time: 1.112, data_time: 0.309, memory: 9444, top1_acc: 0.4529, top5_acc: 0.6968, loss_cls: 2.4069, loss: 2.4069, grad_norm: 1.5082 2020-08-17 22:47:54,064 - mmaction - INFO - Epoch [185][40/470] lr: 1.462e-01, eta: 8:37:08, time: 0.855, data_time: 0.002, memory: 9444, top1_acc: 0.4468, top5_acc: 0.6895, loss_cls: 2.4590, loss: 2.4590, grad_norm: 1.5245 2020-08-17 22:48:13,216 - mmaction - INFO - Epoch [185][60/470] lr: 1.462e-01, eta: 8:36:50, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.4579, top5_acc: 0.6929, loss_cls: 2.4341, loss: 2.4341, grad_norm: 1.5150 2020-08-17 22:48:30,603 - mmaction - INFO - Epoch [185][80/470] lr: 1.462e-01, eta: 8:36:32, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.4607, top5_acc: 0.7007, loss_cls: 2.3847, loss: 2.3847, grad_norm: 1.4942 2020-08-17 22:48:49,772 - mmaction - INFO - Epoch [185][100/470] lr: 1.462e-01, eta: 8:36:14, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.4546, top5_acc: 0.6979, loss_cls: 2.4154, loss: 2.4154, grad_norm: 1.5643 2020-08-17 22:49:08,109 - mmaction - INFO - Epoch [185][120/470] lr: 1.462e-01, eta: 8:35:55, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.4448, top5_acc: 0.6891, loss_cls: 2.4592, loss: 2.4592, grad_norm: 1.5375 2020-08-17 22:49:26,688 - mmaction - INFO - Epoch [185][140/470] lr: 1.462e-01, eta: 8:35:37, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4493, top5_acc: 0.6896, loss_cls: 2.4543, loss: 2.4543, grad_norm: 1.5229 2020-08-17 22:49:45,077 - mmaction - INFO - Epoch [185][160/470] lr: 1.462e-01, eta: 8:35:19, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.4492, top5_acc: 0.6939, loss_cls: 2.4332, loss: 2.4332, grad_norm: 1.5374 2020-08-17 22:50:04,018 - mmaction - INFO - Epoch [185][180/470] lr: 1.462e-01, eta: 8:35:00, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.4498, top5_acc: 0.6905, loss_cls: 2.4305, loss: 2.4305, grad_norm: 1.5340 2020-08-17 22:50:21,757 - mmaction - INFO - Epoch [185][200/470] lr: 1.462e-01, eta: 8:34:42, time: 0.888, data_time: 0.003, memory: 9444, top1_acc: 0.4515, top5_acc: 0.6910, loss_cls: 2.4470, loss: 2.4470, grad_norm: 1.5190 2020-08-17 22:50:40,554 - mmaction - INFO - Epoch [185][220/470] lr: 1.462e-01, eta: 8:34:24, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4514, top5_acc: 0.6867, loss_cls: 2.4523, loss: 2.4523, grad_norm: 1.5292 2020-08-17 22:50:58,378 - mmaction - INFO - Epoch [185][240/470] lr: 1.462e-01, eta: 8:34:05, time: 0.894, data_time: 0.007, memory: 9444, top1_acc: 0.4510, top5_acc: 0.6896, loss_cls: 2.4497, loss: 2.4497, grad_norm: 1.5433 2020-08-17 22:51:17,193 - mmaction - INFO - Epoch [185][260/470] lr: 1.462e-01, eta: 8:33:47, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.4510, top5_acc: 0.6877, loss_cls: 2.4483, loss: 2.4483, grad_norm: 1.5055 2020-08-17 22:51:35,340 - mmaction - INFO - Epoch [185][280/470] lr: 1.462e-01, eta: 8:33:28, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.4477, top5_acc: 0.6847, loss_cls: 2.4754, loss: 2.4754, grad_norm: 1.5203 2020-08-17 22:51:53,505 - mmaction - INFO - Epoch [185][300/470] lr: 1.462e-01, eta: 8:33:10, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4469, top5_acc: 0.6916, loss_cls: 2.4500, loss: 2.4500, grad_norm: 1.5370 2020-08-17 22:52:11,879 - mmaction - INFO - Epoch [185][320/470] lr: 1.462e-01, eta: 8:32:52, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.4520, top5_acc: 0.6898, loss_cls: 2.4329, loss: 2.4329, grad_norm: 1.5231 2020-08-17 22:52:31,989 - mmaction - INFO - Epoch [185][340/470] lr: 1.462e-01, eta: 8:32:34, time: 1.005, data_time: 0.002, memory: 9444, top1_acc: 0.4467, top5_acc: 0.6895, loss_cls: 2.4471, loss: 2.4471, grad_norm: 1.5242 2020-08-17 22:52:49,972 - mmaction - INFO - Epoch [185][360/470] lr: 1.462e-01, eta: 8:32:15, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4401, top5_acc: 0.6804, loss_cls: 2.4978, loss: 2.4978, grad_norm: 1.5401 2020-08-17 22:53:08,371 - mmaction - INFO - Epoch [185][380/470] lr: 1.462e-01, eta: 8:31:57, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.4504, top5_acc: 0.6937, loss_cls: 2.4393, loss: 2.4393, grad_norm: 1.5036 2020-08-17 22:53:26,315 - mmaction - INFO - Epoch [185][400/470] lr: 1.462e-01, eta: 8:31:39, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.4450, top5_acc: 0.6862, loss_cls: 2.4556, loss: 2.4556, grad_norm: 1.5182 2020-08-17 22:53:44,671 - mmaction - INFO - Epoch [185][420/470] lr: 1.462e-01, eta: 8:31:20, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.4446, top5_acc: 0.6832, loss_cls: 2.4796, loss: 2.4796, grad_norm: 1.5406 2020-08-17 22:54:03,309 - mmaction - INFO - Epoch [185][440/470] lr: 1.462e-01, eta: 8:31:02, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.4510, top5_acc: 0.6916, loss_cls: 2.4476, loss: 2.4476, grad_norm: 1.5107 2020-08-17 22:54:22,135 - mmaction - INFO - Epoch [185][460/470] lr: 1.462e-01, eta: 8:30:44, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.4498, top5_acc: 0.6904, loss_cls: 2.4500, loss: 2.4500, grad_norm: 1.5259 2020-08-17 22:54:53,912 - mmaction - INFO - Epoch [186][20/470] lr: 1.425e-01, eta: 8:30:15, time: 1.161, data_time: 0.381, memory: 9444, top1_acc: 0.4579, top5_acc: 0.7023, loss_cls: 2.3925, loss: 2.3925, grad_norm: 1.5064 2020-08-17 22:55:12,251 - mmaction - INFO - Epoch [186][40/470] lr: 1.425e-01, eta: 8:29:56, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.4592, top5_acc: 0.7014, loss_cls: 2.3813, loss: 2.3813, grad_norm: 1.5144 2020-08-17 22:55:30,428 - mmaction - INFO - Epoch [186][60/470] lr: 1.425e-01, eta: 8:29:38, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4598, top5_acc: 0.6945, loss_cls: 2.4061, loss: 2.4061, grad_norm: 1.5301 2020-08-17 22:55:48,270 - mmaction - INFO - Epoch [186][80/470] lr: 1.425e-01, eta: 8:29:19, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.4465, top5_acc: 0.6933, loss_cls: 2.4269, loss: 2.4269, grad_norm: 1.5439 2020-08-17 22:56:06,323 - mmaction - INFO - Epoch [186][100/470] lr: 1.425e-01, eta: 8:29:01, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4518, top5_acc: 0.6926, loss_cls: 2.4246, loss: 2.4246, grad_norm: 1.5133 2020-08-17 22:56:24,046 - mmaction - INFO - Epoch [186][120/470] lr: 1.425e-01, eta: 8:28:42, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.4631, top5_acc: 0.7012, loss_cls: 2.3968, loss: 2.3968, grad_norm: 1.5307 2020-08-17 22:56:43,482 - mmaction - INFO - Epoch [186][140/470] lr: 1.425e-01, eta: 8:28:24, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.4590, top5_acc: 0.6972, loss_cls: 2.3972, loss: 2.3972, grad_norm: 1.5346 2020-08-17 22:57:01,963 - mmaction - INFO - Epoch [186][160/470] lr: 1.425e-01, eta: 8:28:06, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4543, top5_acc: 0.6966, loss_cls: 2.4103, loss: 2.4103, grad_norm: 1.5342 2020-08-17 22:57:20,618 - mmaction - INFO - Epoch [186][180/470] lr: 1.425e-01, eta: 8:27:48, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.4702, top5_acc: 0.7000, loss_cls: 2.3705, loss: 2.3705, grad_norm: 1.5057 2020-08-17 22:57:39,245 - mmaction - INFO - Epoch [186][200/470] lr: 1.425e-01, eta: 8:27:29, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4466, top5_acc: 0.6884, loss_cls: 2.4554, loss: 2.4554, grad_norm: 1.5281 2020-08-17 22:57:57,341 - mmaction - INFO - Epoch [186][220/470] lr: 1.425e-01, eta: 8:27:11, time: 0.905, data_time: 0.003, memory: 9444, top1_acc: 0.4594, top5_acc: 0.6943, loss_cls: 2.4186, loss: 2.4186, grad_norm: 1.5240 2020-08-17 22:58:14,885 - mmaction - INFO - Epoch [186][240/470] lr: 1.425e-01, eta: 8:26:52, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.4475, top5_acc: 0.6885, loss_cls: 2.4613, loss: 2.4613, grad_norm: 1.5341 2020-08-17 22:58:33,558 - mmaction - INFO - Epoch [186][260/470] lr: 1.425e-01, eta: 8:26:34, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.4608, top5_acc: 0.6996, loss_cls: 2.3980, loss: 2.3980, grad_norm: 1.5199 2020-08-17 22:58:51,369 - mmaction - INFO - Epoch [186][280/470] lr: 1.425e-01, eta: 8:26:15, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.4497, top5_acc: 0.6867, loss_cls: 2.4605, loss: 2.4605, grad_norm: 1.5321 2020-08-17 22:59:09,176 - mmaction - INFO - Epoch [186][300/470] lr: 1.425e-01, eta: 8:25:57, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.4521, top5_acc: 0.6868, loss_cls: 2.4546, loss: 2.4546, grad_norm: 1.5210 2020-08-17 22:59:27,796 - mmaction - INFO - Epoch [186][320/470] lr: 1.425e-01, eta: 8:25:39, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.4566, top5_acc: 0.6906, loss_cls: 2.4296, loss: 2.4296, grad_norm: 1.5081 2020-08-17 22:59:45,938 - mmaction - INFO - Epoch [186][340/470] lr: 1.425e-01, eta: 8:25:20, time: 0.910, data_time: 0.007, memory: 9444, top1_acc: 0.4617, top5_acc: 0.7017, loss_cls: 2.4001, loss: 2.4001, grad_norm: 1.5351 2020-08-17 23:00:09,474 - mmaction - INFO - Epoch [186][360/470] lr: 1.425e-01, eta: 8:25:04, time: 1.168, data_time: 0.007, memory: 9444, top1_acc: 0.4447, top5_acc: 0.6854, loss_cls: 2.4610, loss: 2.4610, grad_norm: 1.5551 2020-08-17 23:00:25,492 - mmaction - INFO - Epoch [186][380/470] lr: 1.425e-01, eta: 8:24:45, time: 0.809, data_time: 0.017, memory: 9444, top1_acc: 0.4475, top5_acc: 0.6876, loss_cls: 2.4665, loss: 2.4665, grad_norm: 1.5387 2020-08-17 23:00:43,683 - mmaction - INFO - Epoch [186][400/470] lr: 1.425e-01, eta: 8:24:26, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4484, top5_acc: 0.6901, loss_cls: 2.4463, loss: 2.4463, grad_norm: 1.5409 2020-08-17 23:01:03,131 - mmaction - INFO - Epoch [186][420/470] lr: 1.425e-01, eta: 8:24:08, time: 0.972, data_time: 0.002, memory: 9444, top1_acc: 0.4505, top5_acc: 0.6855, loss_cls: 2.4496, loss: 2.4496, grad_norm: 1.5329 2020-08-17 23:01:21,267 - mmaction - INFO - Epoch [186][440/470] lr: 1.425e-01, eta: 8:23:50, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.4477, top5_acc: 0.6866, loss_cls: 2.4773, loss: 2.4773, grad_norm: 1.5265 2020-08-17 23:01:39,723 - mmaction - INFO - Epoch [186][460/470] lr: 1.425e-01, eta: 8:23:31, time: 0.923, data_time: 0.003, memory: 9444, top1_acc: 0.4535, top5_acc: 0.6930, loss_cls: 2.4283, loss: 2.4283, grad_norm: 1.5237 2020-08-17 23:02:14,247 - mmaction - INFO - Epoch [187][20/470] lr: 1.387e-01, eta: 8:23:03, time: 1.266, data_time: 0.565, memory: 9444, top1_acc: 0.4655, top5_acc: 0.7026, loss_cls: 2.3685, loss: 2.3685, grad_norm: 1.5471 2020-08-17 23:02:31,708 - mmaction - INFO - Epoch [187][40/470] lr: 1.387e-01, eta: 8:22:44, time: 0.875, data_time: 0.005, memory: 9444, top1_acc: 0.4596, top5_acc: 0.6962, loss_cls: 2.4115, loss: 2.4115, grad_norm: 1.5438 2020-08-17 23:02:49,414 - mmaction - INFO - Epoch [187][60/470] lr: 1.387e-01, eta: 8:22:26, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.4525, top5_acc: 0.6896, loss_cls: 2.4471, loss: 2.4471, grad_norm: 1.5621 2020-08-17 23:03:08,171 - mmaction - INFO - Epoch [187][80/470] lr: 1.387e-01, eta: 8:22:08, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.4594, top5_acc: 0.7013, loss_cls: 2.3906, loss: 2.3906, grad_norm: 1.5234 2020-08-17 23:03:25,656 - mmaction - INFO - Epoch [187][100/470] lr: 1.387e-01, eta: 8:21:49, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.4603, top5_acc: 0.6978, loss_cls: 2.4072, loss: 2.4072, grad_norm: 1.5355 2020-08-17 23:03:44,231 - mmaction - INFO - Epoch [187][120/470] lr: 1.387e-01, eta: 8:21:31, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4536, top5_acc: 0.6924, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5727 2020-08-17 23:04:04,479 - mmaction - INFO - Epoch [187][140/470] lr: 1.387e-01, eta: 8:21:13, time: 1.011, data_time: 0.006, memory: 9444, top1_acc: 0.4476, top5_acc: 0.6862, loss_cls: 2.4544, loss: 2.4544, grad_norm: 1.5574 2020-08-17 23:04:22,472 - mmaction - INFO - Epoch [187][160/470] lr: 1.387e-01, eta: 8:20:54, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.4616, top5_acc: 0.6948, loss_cls: 2.4020, loss: 2.4020, grad_norm: 1.5077 2020-08-17 23:04:40,751 - mmaction - INFO - Epoch [187][180/470] lr: 1.387e-01, eta: 8:20:36, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4504, top5_acc: 0.6886, loss_cls: 2.4316, loss: 2.4316, grad_norm: 1.5506 2020-08-17 23:04:59,426 - mmaction - INFO - Epoch [187][200/470] lr: 1.387e-01, eta: 8:20:18, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.4486, top5_acc: 0.6929, loss_cls: 2.4368, loss: 2.4368, grad_norm: 1.5410 2020-08-17 23:05:17,707 - mmaction - INFO - Epoch [187][220/470] lr: 1.387e-01, eta: 8:19:59, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.4485, top5_acc: 0.6838, loss_cls: 2.4624, loss: 2.4624, grad_norm: 1.5640 2020-08-17 23:05:36,109 - mmaction - INFO - Epoch [187][240/470] lr: 1.387e-01, eta: 8:19:41, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.4581, top5_acc: 0.6903, loss_cls: 2.4082, loss: 2.4082, grad_norm: 1.5653 2020-08-17 23:05:55,004 - mmaction - INFO - Epoch [187][260/470] lr: 1.387e-01, eta: 8:19:23, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.4515, top5_acc: 0.6934, loss_cls: 2.4204, loss: 2.4204, grad_norm: 1.5435 2020-08-17 23:06:13,734 - mmaction - INFO - Epoch [187][280/470] lr: 1.387e-01, eta: 8:19:05, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.4508, top5_acc: 0.6899, loss_cls: 2.4434, loss: 2.4434, grad_norm: 1.5586 2020-08-17 23:06:32,332 - mmaction - INFO - Epoch [187][300/470] lr: 1.387e-01, eta: 8:18:46, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4594, top5_acc: 0.6946, loss_cls: 2.4060, loss: 2.4060, grad_norm: 1.5213 2020-08-17 23:06:50,468 - mmaction - INFO - Epoch [187][320/470] lr: 1.387e-01, eta: 8:18:28, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4572, top5_acc: 0.6945, loss_cls: 2.4091, loss: 2.4091, grad_norm: 1.5404 2020-08-17 23:07:09,824 - mmaction - INFO - Epoch [187][340/470] lr: 1.387e-01, eta: 8:18:10, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.4518, top5_acc: 0.6948, loss_cls: 2.4270, loss: 2.4270, grad_norm: 1.5685 2020-08-17 23:07:28,139 - mmaction - INFO - Epoch [187][360/470] lr: 1.387e-01, eta: 8:17:52, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4554, top5_acc: 0.6936, loss_cls: 2.4273, loss: 2.4273, grad_norm: 1.5341 2020-08-17 23:07:46,844 - mmaction - INFO - Epoch [187][380/470] lr: 1.387e-01, eta: 8:17:33, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.4525, top5_acc: 0.6931, loss_cls: 2.4339, loss: 2.4339, grad_norm: 1.5666 2020-08-17 23:08:04,783 - mmaction - INFO - Epoch [187][400/470] lr: 1.387e-01, eta: 8:17:15, time: 0.897, data_time: 0.002, memory: 9444, top1_acc: 0.4488, top5_acc: 0.6966, loss_cls: 2.4170, loss: 2.4170, grad_norm: 1.5674 2020-08-17 23:08:23,014 - mmaction - INFO - Epoch [187][420/470] lr: 1.387e-01, eta: 8:16:56, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4521, top5_acc: 0.6983, loss_cls: 2.4304, loss: 2.4304, grad_norm: 1.5647 2020-08-17 23:08:41,376 - mmaction - INFO - Epoch [187][440/470] lr: 1.387e-01, eta: 8:16:38, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4486, top5_acc: 0.6905, loss_cls: 2.4427, loss: 2.4427, grad_norm: 1.5483 2020-08-17 23:08:59,693 - mmaction - INFO - Epoch [187][460/470] lr: 1.387e-01, eta: 8:16:20, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.4434, top5_acc: 0.6834, loss_cls: 2.4774, loss: 2.4774, grad_norm: 1.5383 2020-08-17 23:09:31,620 - mmaction - INFO - Epoch [188][20/470] lr: 1.350e-01, eta: 8:15:50, time: 1.133, data_time: 0.385, memory: 9444, top1_acc: 0.4594, top5_acc: 0.6980, loss_cls: 2.4011, loss: 2.4011, grad_norm: 1.5310 2020-08-17 23:09:49,435 - mmaction - INFO - Epoch [188][40/470] lr: 1.350e-01, eta: 8:15:32, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.4646, top5_acc: 0.7004, loss_cls: 2.3837, loss: 2.3837, grad_norm: 1.5466 2020-08-17 23:10:07,809 - mmaction - INFO - Epoch [188][60/470] lr: 1.350e-01, eta: 8:15:13, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.4562, top5_acc: 0.6978, loss_cls: 2.4017, loss: 2.4017, grad_norm: 1.5526 2020-08-17 23:10:26,967 - mmaction - INFO - Epoch [188][80/470] lr: 1.350e-01, eta: 8:14:55, time: 0.958, data_time: 0.002, memory: 9444, top1_acc: 0.4607, top5_acc: 0.7082, loss_cls: 2.3636, loss: 2.3636, grad_norm: 1.5642 2020-08-17 23:10:45,023 - mmaction - INFO - Epoch [188][100/470] lr: 1.350e-01, eta: 8:14:37, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.4609, top5_acc: 0.6964, loss_cls: 2.4050, loss: 2.4050, grad_norm: 1.5705 2020-08-17 23:11:02,825 - mmaction - INFO - Epoch [188][120/470] lr: 1.350e-01, eta: 8:14:18, time: 0.890, data_time: 0.002, memory: 9444, top1_acc: 0.4514, top5_acc: 0.6992, loss_cls: 2.4082, loss: 2.4082, grad_norm: 1.5534 2020-08-17 23:11:21,717 - mmaction - INFO - Epoch [188][140/470] lr: 1.350e-01, eta: 8:14:00, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.4575, top5_acc: 0.6900, loss_cls: 2.4294, loss: 2.4294, grad_norm: 1.5606 2020-08-17 23:11:40,053 - mmaction - INFO - Epoch [188][160/470] lr: 1.350e-01, eta: 8:13:42, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.4620, top5_acc: 0.7030, loss_cls: 2.3821, loss: 2.3821, grad_norm: 1.5564 2020-08-17 23:11:58,257 - mmaction - INFO - Epoch [188][180/470] lr: 1.350e-01, eta: 8:13:23, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.4580, top5_acc: 0.6918, loss_cls: 2.4263, loss: 2.4263, grad_norm: 1.5757 2020-08-17 23:12:16,787 - mmaction - INFO - Epoch [188][200/470] lr: 1.350e-01, eta: 8:13:05, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.4623, top5_acc: 0.7054, loss_cls: 2.3651, loss: 2.3651, grad_norm: 1.5556 2020-08-17 23:12:34,849 - mmaction - INFO - Epoch [188][220/470] lr: 1.350e-01, eta: 8:12:47, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4581, top5_acc: 0.7028, loss_cls: 2.3915, loss: 2.3915, grad_norm: 1.5778 2020-08-17 23:12:52,395 - mmaction - INFO - Epoch [188][240/470] lr: 1.350e-01, eta: 8:12:28, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.4507, top5_acc: 0.6927, loss_cls: 2.4357, loss: 2.4357, grad_norm: 1.5522 2020-08-17 23:13:10,599 - mmaction - INFO - Epoch [188][260/470] lr: 1.350e-01, eta: 8:12:10, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4596, top5_acc: 0.6930, loss_cls: 2.4067, loss: 2.4067, grad_norm: 1.5361 2020-08-17 23:13:29,424 - mmaction - INFO - Epoch [188][280/470] lr: 1.350e-01, eta: 8:11:51, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.4580, top5_acc: 0.6962, loss_cls: 2.4213, loss: 2.4213, grad_norm: 1.5807 2020-08-17 23:13:47,829 - mmaction - INFO - Epoch [188][300/470] lr: 1.350e-01, eta: 8:11:33, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4573, top5_acc: 0.6961, loss_cls: 2.4063, loss: 2.4063, grad_norm: 1.5507 2020-08-17 23:14:05,834 - mmaction - INFO - Epoch [188][320/470] lr: 1.350e-01, eta: 8:11:15, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.4655, top5_acc: 0.7005, loss_cls: 2.3772, loss: 2.3772, grad_norm: 1.5505 2020-08-17 23:14:24,189 - mmaction - INFO - Epoch [188][340/470] lr: 1.350e-01, eta: 8:10:56, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4611, top5_acc: 0.6993, loss_cls: 2.4005, loss: 2.4005, grad_norm: 1.5520 2020-08-17 23:14:42,499 - mmaction - INFO - Epoch [188][360/470] lr: 1.350e-01, eta: 8:10:38, time: 0.917, data_time: 0.003, memory: 9444, top1_acc: 0.4615, top5_acc: 0.6918, loss_cls: 2.4236, loss: 2.4236, grad_norm: 1.5546 2020-08-17 23:15:00,408 - mmaction - INFO - Epoch [188][380/470] lr: 1.350e-01, eta: 8:10:19, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4613, top5_acc: 0.6968, loss_cls: 2.3924, loss: 2.3924, grad_norm: 1.5665 2020-08-17 23:15:18,643 - mmaction - INFO - Epoch [188][400/470] lr: 1.350e-01, eta: 8:10:01, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.4647, top5_acc: 0.7019, loss_cls: 2.3835, loss: 2.3835, grad_norm: 1.5597 2020-08-17 23:15:37,022 - mmaction - INFO - Epoch [188][420/470] lr: 1.350e-01, eta: 8:09:43, time: 0.919, data_time: 0.004, memory: 9444, top1_acc: 0.4457, top5_acc: 0.6843, loss_cls: 2.4731, loss: 2.4731, grad_norm: 1.5746 2020-08-17 23:15:55,621 - mmaction - INFO - Epoch [188][440/470] lr: 1.350e-01, eta: 8:09:24, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4589, top5_acc: 0.6970, loss_cls: 2.4051, loss: 2.4051, grad_norm: 1.5686 2020-08-17 23:16:13,621 - mmaction - INFO - Epoch [188][460/470] lr: 1.350e-01, eta: 8:09:06, time: 0.900, data_time: 0.007, memory: 9444, top1_acc: 0.4547, top5_acc: 0.6954, loss_cls: 2.4333, loss: 2.4333, grad_norm: 1.5640 2020-08-17 23:16:23,087 - mmaction - INFO - Saving checkpoint at 188 epochs 2020-08-17 23:16:46,800 - mmaction - INFO - Epoch [189][20/470] lr: 1.314e-01, eta: 8:08:37, time: 1.148, data_time: 0.412, memory: 9444, top1_acc: 0.4660, top5_acc: 0.7001, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.5674 2020-08-17 23:17:03,998 - mmaction - INFO - Epoch [189][40/470] lr: 1.314e-01, eta: 8:08:18, time: 0.861, data_time: 0.002, memory: 9444, top1_acc: 0.4645, top5_acc: 0.7011, loss_cls: 2.3818, loss: 2.3818, grad_norm: 1.5867 2020-08-17 23:17:22,582 - mmaction - INFO - Epoch [189][60/470] lr: 1.314e-01, eta: 8:08:00, time: 0.928, data_time: 0.004, memory: 9444, top1_acc: 0.4573, top5_acc: 0.7014, loss_cls: 2.3990, loss: 2.3990, grad_norm: 1.5797 2020-08-17 23:17:40,929 - mmaction - INFO - Epoch [189][80/470] lr: 1.314e-01, eta: 8:07:41, time: 0.919, data_time: 0.004, memory: 9444, top1_acc: 0.4606, top5_acc: 0.6966, loss_cls: 2.3946, loss: 2.3946, grad_norm: 1.6092 2020-08-17 23:17:59,206 - mmaction - INFO - Epoch [189][100/470] lr: 1.314e-01, eta: 8:07:23, time: 0.914, data_time: 0.001, memory: 9444, top1_acc: 0.4501, top5_acc: 0.6923, loss_cls: 2.4300, loss: 2.4300, grad_norm: 1.5842 2020-08-17 23:18:16,772 - mmaction - INFO - Epoch [189][120/470] lr: 1.314e-01, eta: 8:07:04, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.4619, top5_acc: 0.7032, loss_cls: 2.3624, loss: 2.3624, grad_norm: 1.5692 2020-08-17 23:18:36,059 - mmaction - INFO - Epoch [189][140/470] lr: 1.314e-01, eta: 8:06:46, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.4654, top5_acc: 0.7061, loss_cls: 2.3699, loss: 2.3699, grad_norm: 1.5783 2020-08-17 23:18:55,839 - mmaction - INFO - Epoch [189][160/470] lr: 1.314e-01, eta: 8:06:28, time: 0.989, data_time: 0.002, memory: 9444, top1_acc: 0.4563, top5_acc: 0.6978, loss_cls: 2.4089, loss: 2.4089, grad_norm: 1.5907 2020-08-17 23:19:13,890 - mmaction - INFO - Epoch [189][180/470] lr: 1.314e-01, eta: 8:06:10, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.4550, top5_acc: 0.6963, loss_cls: 2.3979, loss: 2.3979, grad_norm: 1.5637 2020-08-17 23:19:31,965 - mmaction - INFO - Epoch [189][200/470] lr: 1.314e-01, eta: 8:05:51, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.4576, top5_acc: 0.7010, loss_cls: 2.4131, loss: 2.4131, grad_norm: 1.5938 2020-08-17 23:19:50,255 - mmaction - INFO - Epoch [189][220/470] lr: 1.314e-01, eta: 8:05:33, time: 0.914, data_time: 0.001, memory: 9444, top1_acc: 0.4644, top5_acc: 0.7028, loss_cls: 2.3628, loss: 2.3628, grad_norm: 1.5754 2020-08-17 23:20:10,572 - mmaction - INFO - Epoch [189][240/470] lr: 1.314e-01, eta: 8:05:15, time: 1.015, data_time: 0.005, memory: 9444, top1_acc: 0.4538, top5_acc: 0.6971, loss_cls: 2.4034, loss: 2.4034, grad_norm: 1.5834 2020-08-17 23:20:29,043 - mmaction - INFO - Epoch [189][260/470] lr: 1.314e-01, eta: 8:04:57, time: 0.924, data_time: 0.003, memory: 9444, top1_acc: 0.4638, top5_acc: 0.7007, loss_cls: 2.3667, loss: 2.3667, grad_norm: 1.5679 2020-08-17 23:20:47,406 - mmaction - INFO - Epoch [189][280/470] lr: 1.314e-01, eta: 8:04:39, time: 0.917, data_time: 0.001, memory: 9444, top1_acc: 0.4567, top5_acc: 0.6957, loss_cls: 2.4029, loss: 2.4029, grad_norm: 1.6028 2020-08-17 23:21:06,057 - mmaction - INFO - Epoch [189][300/470] lr: 1.314e-01, eta: 8:04:20, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.4661, top5_acc: 0.6994, loss_cls: 2.3965, loss: 2.3965, grad_norm: 1.5670 2020-08-17 23:21:23,632 - mmaction - INFO - Epoch [189][320/470] lr: 1.314e-01, eta: 8:04:02, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.4509, top5_acc: 0.6972, loss_cls: 2.4104, loss: 2.4104, grad_norm: 1.5674 2020-08-17 23:21:42,197 - mmaction - INFO - Epoch [189][340/470] lr: 1.314e-01, eta: 8:03:43, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4583, top5_acc: 0.6943, loss_cls: 2.4030, loss: 2.4030, grad_norm: 1.5772 2020-08-17 23:22:00,023 - mmaction - INFO - Epoch [189][360/470] lr: 1.314e-01, eta: 8:03:25, time: 0.893, data_time: 0.009, memory: 9444, top1_acc: 0.4632, top5_acc: 0.6952, loss_cls: 2.4002, loss: 2.4002, grad_norm: 1.5830 2020-08-17 23:22:18,868 - mmaction - INFO - Epoch [189][380/470] lr: 1.314e-01, eta: 8:03:07, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4559, top5_acc: 0.6908, loss_cls: 2.4240, loss: 2.4240, grad_norm: 1.5732 2020-08-17 23:22:37,021 - mmaction - INFO - Epoch [189][400/470] lr: 1.314e-01, eta: 8:02:48, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.4570, top5_acc: 0.6967, loss_cls: 2.3975, loss: 2.3975, grad_norm: 1.5704 2020-08-17 23:22:55,390 - mmaction - INFO - Epoch [189][420/470] lr: 1.314e-01, eta: 8:02:30, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4501, top5_acc: 0.6881, loss_cls: 2.4515, loss: 2.4515, grad_norm: 1.5979 2020-08-17 23:23:13,546 - mmaction - INFO - Epoch [189][440/470] lr: 1.314e-01, eta: 8:02:11, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.4591, top5_acc: 0.6987, loss_cls: 2.4229, loss: 2.4229, grad_norm: 1.5887 2020-08-17 23:23:32,237 - mmaction - INFO - Epoch [189][460/470] lr: 1.314e-01, eta: 8:01:53, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4610, top5_acc: 0.7005, loss_cls: 2.3750, loss: 2.3750, grad_norm: 1.5881 2020-08-17 23:24:04,034 - mmaction - INFO - Epoch [190][20/470] lr: 1.278e-01, eta: 8:01:24, time: 1.149, data_time: 0.412, memory: 9444, top1_acc: 0.4648, top5_acc: 0.6990, loss_cls: 2.3857, loss: 2.3857, grad_norm: 1.5739 2020-08-17 23:24:22,092 - mmaction - INFO - Epoch [190][40/470] lr: 1.278e-01, eta: 8:01:06, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.4583, top5_acc: 0.6940, loss_cls: 2.3902, loss: 2.3902, grad_norm: 1.5832 2020-08-17 23:24:41,605 - mmaction - INFO - Epoch [190][60/470] lr: 1.278e-01, eta: 8:00:48, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.4636, top5_acc: 0.7028, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.5803 2020-08-17 23:25:00,086 - mmaction - INFO - Epoch [190][80/470] lr: 1.278e-01, eta: 8:00:29, time: 0.924, data_time: 0.004, memory: 9444, top1_acc: 0.4702, top5_acc: 0.7067, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.5705 2020-08-17 23:25:17,446 - mmaction - INFO - Epoch [190][100/470] lr: 1.278e-01, eta: 8:00:11, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.4649, top5_acc: 0.7025, loss_cls: 2.3799, loss: 2.3799, grad_norm: 1.6059 2020-08-17 23:25:36,641 - mmaction - INFO - Epoch [190][120/470] lr: 1.278e-01, eta: 7:59:53, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.4654, top5_acc: 0.7029, loss_cls: 2.3884, loss: 2.3884, grad_norm: 1.5917 2020-08-17 23:25:54,227 - mmaction - INFO - Epoch [190][140/470] lr: 1.278e-01, eta: 7:59:34, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.4633, top5_acc: 0.7029, loss_cls: 2.3682, loss: 2.3682, grad_norm: 1.5866 2020-08-17 23:26:13,597 - mmaction - INFO - Epoch [190][160/470] lr: 1.278e-01, eta: 7:59:16, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.4620, top5_acc: 0.6961, loss_cls: 2.4084, loss: 2.4084, grad_norm: 1.5708 2020-08-17 23:26:31,793 - mmaction - INFO - Epoch [190][180/470] lr: 1.278e-01, eta: 7:58:58, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4672, top5_acc: 0.7006, loss_cls: 2.3661, loss: 2.3661, grad_norm: 1.5765 2020-08-17 23:26:51,257 - mmaction - INFO - Epoch [190][200/470] lr: 1.278e-01, eta: 7:58:40, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.4616, top5_acc: 0.6982, loss_cls: 2.3887, loss: 2.3887, grad_norm: 1.6145 2020-08-17 23:27:09,444 - mmaction - INFO - Epoch [190][220/470] lr: 1.278e-01, eta: 7:58:21, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4610, top5_acc: 0.6991, loss_cls: 2.4076, loss: 2.4076, grad_norm: 1.6137 2020-08-17 23:27:27,534 - mmaction - INFO - Epoch [190][240/470] lr: 1.278e-01, eta: 7:58:03, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4601, top5_acc: 0.6997, loss_cls: 2.3941, loss: 2.3941, grad_norm: 1.5861 2020-08-17 23:27:45,769 - mmaction - INFO - Epoch [190][260/470] lr: 1.278e-01, eta: 7:57:44, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4619, top5_acc: 0.6995, loss_cls: 2.3683, loss: 2.3683, grad_norm: 1.5814 2020-08-17 23:28:04,397 - mmaction - INFO - Epoch [190][280/470] lr: 1.278e-01, eta: 7:57:26, time: 0.936, data_time: 0.008, memory: 9444, top1_acc: 0.4574, top5_acc: 0.6971, loss_cls: 2.4053, loss: 2.4053, grad_norm: 1.5923 2020-08-17 23:28:23,393 - mmaction - INFO - Epoch [190][300/470] lr: 1.278e-01, eta: 7:57:08, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.4710, top5_acc: 0.7042, loss_cls: 2.3608, loss: 2.3608, grad_norm: 1.5824 2020-08-17 23:28:41,740 - mmaction - INFO - Epoch [190][320/470] lr: 1.278e-01, eta: 7:56:50, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.4539, top5_acc: 0.6931, loss_cls: 2.4249, loss: 2.4249, grad_norm: 1.5925 2020-08-17 23:28:59,647 - mmaction - INFO - Epoch [190][340/470] lr: 1.278e-01, eta: 7:56:31, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4537, top5_acc: 0.7002, loss_cls: 2.3933, loss: 2.3933, grad_norm: 1.5969 2020-08-17 23:29:18,189 - mmaction - INFO - Epoch [190][360/470] lr: 1.278e-01, eta: 7:56:13, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.4622, top5_acc: 0.6988, loss_cls: 2.3824, loss: 2.3824, grad_norm: 1.5651 2020-08-17 23:29:37,162 - mmaction - INFO - Epoch [190][380/470] lr: 1.278e-01, eta: 7:55:55, time: 0.945, data_time: 0.004, memory: 9444, top1_acc: 0.4610, top5_acc: 0.6969, loss_cls: 2.3909, loss: 2.3909, grad_norm: 1.5963 2020-08-17 23:29:55,111 - mmaction - INFO - Epoch [190][400/470] lr: 1.278e-01, eta: 7:55:36, time: 0.900, data_time: 0.007, memory: 9444, top1_acc: 0.4602, top5_acc: 0.6959, loss_cls: 2.3928, loss: 2.3928, grad_norm: 1.5707 2020-08-17 23:30:13,361 - mmaction - INFO - Epoch [190][420/470] lr: 1.278e-01, eta: 7:55:18, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.4666, top5_acc: 0.7080, loss_cls: 2.3549, loss: 2.3549, grad_norm: 1.5793 2020-08-17 23:30:31,811 - mmaction - INFO - Epoch [190][440/470] lr: 1.278e-01, eta: 7:54:59, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4559, top5_acc: 0.6896, loss_cls: 2.4491, loss: 2.4491, grad_norm: 1.6162 2020-08-17 23:30:49,615 - mmaction - INFO - Epoch [190][460/470] lr: 1.278e-01, eta: 7:54:41, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.4609, top5_acc: 0.6986, loss_cls: 2.3912, loss: 2.3912, grad_norm: 1.6032 2020-08-17 23:31:22,169 - mmaction - INFO - Epoch [191][20/470] lr: 1.242e-01, eta: 7:54:12, time: 1.160, data_time: 0.366, memory: 9444, top1_acc: 0.4677, top5_acc: 0.7076, loss_cls: 2.3559, loss: 2.3559, grad_norm: 1.5818 2020-08-17 23:31:38,707 - mmaction - INFO - Epoch [191][40/470] lr: 1.242e-01, eta: 7:53:53, time: 0.829, data_time: 0.005, memory: 9444, top1_acc: 0.4680, top5_acc: 0.7083, loss_cls: 2.3594, loss: 2.3594, grad_norm: 1.6054 2020-08-17 23:31:57,436 - mmaction - INFO - Epoch [191][60/470] lr: 1.242e-01, eta: 7:53:35, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4671, top5_acc: 0.7036, loss_cls: 2.3549, loss: 2.3549, grad_norm: 1.6005 2020-08-17 23:32:15,506 - mmaction - INFO - Epoch [191][80/470] lr: 1.242e-01, eta: 7:53:16, time: 0.904, data_time: 0.002, memory: 9444, top1_acc: 0.4644, top5_acc: 0.7021, loss_cls: 2.3639, loss: 2.3639, grad_norm: 1.5995 2020-08-17 23:32:33,440 - mmaction - INFO - Epoch [191][100/470] lr: 1.242e-01, eta: 7:52:58, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4788, top5_acc: 0.7128, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.5778 2020-08-17 23:32:52,394 - mmaction - INFO - Epoch [191][120/470] lr: 1.242e-01, eta: 7:52:39, time: 0.951, data_time: 0.007, memory: 9444, top1_acc: 0.4747, top5_acc: 0.7105, loss_cls: 2.3179, loss: 2.3179, grad_norm: 1.6076 2020-08-17 23:33:11,383 - mmaction - INFO - Epoch [191][140/470] lr: 1.242e-01, eta: 7:52:21, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4693, top5_acc: 0.7032, loss_cls: 2.3597, loss: 2.3597, grad_norm: 1.5959 2020-08-17 23:33:30,156 - mmaction - INFO - Epoch [191][160/470] lr: 1.242e-01, eta: 7:52:03, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4624, top5_acc: 0.7015, loss_cls: 2.3941, loss: 2.3941, grad_norm: 1.6195 2020-08-17 23:33:48,112 - mmaction - INFO - Epoch [191][180/470] lr: 1.242e-01, eta: 7:51:45, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4656, top5_acc: 0.7014, loss_cls: 2.3698, loss: 2.3698, grad_norm: 1.6118 2020-08-17 23:34:06,494 - mmaction - INFO - Epoch [191][200/470] lr: 1.242e-01, eta: 7:51:26, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4680, top5_acc: 0.7025, loss_cls: 2.3725, loss: 2.3725, grad_norm: 1.6017 2020-08-17 23:34:24,955 - mmaction - INFO - Epoch [191][220/470] lr: 1.242e-01, eta: 7:51:08, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4695, top5_acc: 0.7056, loss_cls: 2.3480, loss: 2.3480, grad_norm: 1.5929 2020-08-17 23:34:44,088 - mmaction - INFO - Epoch [191][240/470] lr: 1.242e-01, eta: 7:50:50, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.4666, top5_acc: 0.7011, loss_cls: 2.3804, loss: 2.3804, grad_norm: 1.6266 2020-08-17 23:35:02,302 - mmaction - INFO - Epoch [191][260/470] lr: 1.242e-01, eta: 7:50:31, time: 0.913, data_time: 0.007, memory: 9444, top1_acc: 0.4663, top5_acc: 0.7062, loss_cls: 2.3590, loss: 2.3590, grad_norm: 1.5914 2020-08-17 23:35:20,938 - mmaction - INFO - Epoch [191][280/470] lr: 1.242e-01, eta: 7:50:13, time: 0.932, data_time: 0.003, memory: 9444, top1_acc: 0.4586, top5_acc: 0.7014, loss_cls: 2.3787, loss: 2.3787, grad_norm: 1.6275 2020-08-17 23:35:39,754 - mmaction - INFO - Epoch [191][300/470] lr: 1.242e-01, eta: 7:49:55, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4637, top5_acc: 0.7089, loss_cls: 2.3625, loss: 2.3625, grad_norm: 1.6171 2020-08-17 23:35:58,426 - mmaction - INFO - Epoch [191][320/470] lr: 1.242e-01, eta: 7:49:37, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.4611, top5_acc: 0.7021, loss_cls: 2.4021, loss: 2.4021, grad_norm: 1.6376 2020-08-17 23:36:16,360 - mmaction - INFO - Epoch [191][340/470] lr: 1.242e-01, eta: 7:49:18, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4602, top5_acc: 0.6963, loss_cls: 2.4124, loss: 2.4124, grad_norm: 1.6123 2020-08-17 23:36:35,110 - mmaction - INFO - Epoch [191][360/470] lr: 1.242e-01, eta: 7:49:00, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4609, top5_acc: 0.6961, loss_cls: 2.4121, loss: 2.4121, grad_norm: 1.6163 2020-08-17 23:36:53,915 - mmaction - INFO - Epoch [191][380/470] lr: 1.242e-01, eta: 7:48:42, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.4515, top5_acc: 0.6892, loss_cls: 2.4518, loss: 2.4518, grad_norm: 1.6162 2020-08-17 23:37:11,410 - mmaction - INFO - Epoch [191][400/470] lr: 1.242e-01, eta: 7:48:23, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.4543, top5_acc: 0.6992, loss_cls: 2.4202, loss: 2.4202, grad_norm: 1.6034 2020-08-17 23:37:29,829 - mmaction - INFO - Epoch [191][420/470] lr: 1.242e-01, eta: 7:48:05, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4562, top5_acc: 0.6997, loss_cls: 2.3985, loss: 2.3985, grad_norm: 1.5926 2020-08-17 23:37:48,573 - mmaction - INFO - Epoch [191][440/470] lr: 1.242e-01, eta: 7:47:47, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.4622, top5_acc: 0.7008, loss_cls: 2.3936, loss: 2.3936, grad_norm: 1.6000 2020-08-17 23:38:08,257 - mmaction - INFO - Epoch [191][460/470] lr: 1.242e-01, eta: 7:47:29, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.4734, top5_acc: 0.7058, loss_cls: 2.3541, loss: 2.3541, grad_norm: 1.5922 2020-08-17 23:38:39,776 - mmaction - INFO - Epoch [192][20/470] lr: 1.206e-01, eta: 7:47:00, time: 1.145, data_time: 0.387, memory: 9444, top1_acc: 0.4686, top5_acc: 0.7050, loss_cls: 2.3471, loss: 2.3471, grad_norm: 1.5832 2020-08-17 23:38:57,943 - mmaction - INFO - Epoch [192][40/470] lr: 1.206e-01, eta: 7:46:41, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4640, top5_acc: 0.7061, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.6374 2020-08-17 23:39:15,938 - mmaction - INFO - Epoch [192][60/470] lr: 1.206e-01, eta: 7:46:23, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4712, top5_acc: 0.7078, loss_cls: 2.3254, loss: 2.3254, grad_norm: 1.6141 2020-08-17 23:39:35,736 - mmaction - INFO - Epoch [192][80/470] lr: 1.206e-01, eta: 7:46:05, time: 0.988, data_time: 0.002, memory: 9444, top1_acc: 0.4645, top5_acc: 0.7081, loss_cls: 2.3437, loss: 2.3437, grad_norm: 1.6320 2020-08-17 23:39:53,486 - mmaction - INFO - Epoch [192][100/470] lr: 1.206e-01, eta: 7:45:46, time: 0.888, data_time: 0.007, memory: 9444, top1_acc: 0.4699, top5_acc: 0.7063, loss_cls: 2.3376, loss: 2.3376, grad_norm: 1.6270 2020-08-17 23:40:12,283 - mmaction - INFO - Epoch [192][120/470] lr: 1.206e-01, eta: 7:45:28, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4738, top5_acc: 0.7064, loss_cls: 2.3545, loss: 2.3545, grad_norm: 1.6334 2020-08-17 23:40:30,810 - mmaction - INFO - Epoch [192][140/470] lr: 1.206e-01, eta: 7:45:10, time: 0.926, data_time: 0.008, memory: 9444, top1_acc: 0.4591, top5_acc: 0.7002, loss_cls: 2.3741, loss: 2.3741, grad_norm: 1.6186 2020-08-17 23:40:48,599 - mmaction - INFO - Epoch [192][160/470] lr: 1.206e-01, eta: 7:44:51, time: 0.892, data_time: 0.007, memory: 9444, top1_acc: 0.4721, top5_acc: 0.7050, loss_cls: 2.3455, loss: 2.3455, grad_norm: 1.6111 2020-08-17 23:41:07,126 - mmaction - INFO - Epoch [192][180/470] lr: 1.206e-01, eta: 7:44:33, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4728, top5_acc: 0.7019, loss_cls: 2.3637, loss: 2.3637, grad_norm: 1.6290 2020-08-17 23:41:25,430 - mmaction - INFO - Epoch [192][200/470] lr: 1.206e-01, eta: 7:44:15, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4642, top5_acc: 0.7032, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.6162 2020-08-17 23:41:43,825 - mmaction - INFO - Epoch [192][220/470] lr: 1.206e-01, eta: 7:43:56, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.4653, top5_acc: 0.7060, loss_cls: 2.3555, loss: 2.3555, grad_norm: 1.6016 2020-08-17 23:42:03,468 - mmaction - INFO - Epoch [192][240/470] lr: 1.206e-01, eta: 7:43:38, time: 0.984, data_time: 0.006, memory: 9444, top1_acc: 0.4594, top5_acc: 0.7004, loss_cls: 2.3759, loss: 2.3759, grad_norm: 1.6533 2020-08-17 23:42:20,434 - mmaction - INFO - Epoch [192][260/470] lr: 1.206e-01, eta: 7:43:19, time: 0.846, data_time: 0.004, memory: 9444, top1_acc: 0.4677, top5_acc: 0.7033, loss_cls: 2.3736, loss: 2.3736, grad_norm: 1.6223 2020-08-17 23:42:38,616 - mmaction - INFO - Epoch [192][280/470] lr: 1.206e-01, eta: 7:43:01, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.4681, top5_acc: 0.7035, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.6166 2020-08-17 23:42:57,127 - mmaction - INFO - Epoch [192][300/470] lr: 1.206e-01, eta: 7:42:43, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4734, top5_acc: 0.7038, loss_cls: 2.3496, loss: 2.3496, grad_norm: 1.6410 2020-08-17 23:43:15,416 - mmaction - INFO - Epoch [192][320/470] lr: 1.206e-01, eta: 7:42:24, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.4617, top5_acc: 0.7001, loss_cls: 2.3761, loss: 2.3761, grad_norm: 1.6202 2020-08-17 23:43:34,508 - mmaction - INFO - Epoch [192][340/470] lr: 1.206e-01, eta: 7:42:06, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.4664, top5_acc: 0.7017, loss_cls: 2.3716, loss: 2.3716, grad_norm: 1.6281 2020-08-17 23:43:52,525 - mmaction - INFO - Epoch [192][360/470] lr: 1.206e-01, eta: 7:41:48, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4681, top5_acc: 0.7048, loss_cls: 2.3564, loss: 2.3564, grad_norm: 1.6201 2020-08-17 23:44:10,644 - mmaction - INFO - Epoch [192][380/470] lr: 1.206e-01, eta: 7:41:29, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.4651, top5_acc: 0.7048, loss_cls: 2.3569, loss: 2.3569, grad_norm: 1.6215 2020-08-17 23:44:29,602 - mmaction - INFO - Epoch [192][400/470] lr: 1.206e-01, eta: 7:41:11, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4738, top5_acc: 0.7069, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.6215 2020-08-17 23:44:48,268 - mmaction - INFO - Epoch [192][420/470] lr: 1.206e-01, eta: 7:40:53, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.4547, top5_acc: 0.6957, loss_cls: 2.4241, loss: 2.4241, grad_norm: 1.6541 2020-08-17 23:45:06,842 - mmaction - INFO - Epoch [192][440/470] lr: 1.206e-01, eta: 7:40:35, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.4570, top5_acc: 0.6992, loss_cls: 2.3873, loss: 2.3873, grad_norm: 1.6419 2020-08-17 23:45:25,096 - mmaction - INFO - Epoch [192][460/470] lr: 1.206e-01, eta: 7:40:16, time: 0.913, data_time: 0.002, memory: 9444, top1_acc: 0.4497, top5_acc: 0.6932, loss_cls: 2.4348, loss: 2.4348, grad_norm: 1.6307 2020-08-17 23:45:34,606 - mmaction - INFO - Saving checkpoint at 192 epochs 2020-08-17 23:45:57,387 - mmaction - INFO - Epoch [193][20/470] lr: 1.172e-01, eta: 7:39:47, time: 1.059, data_time: 0.325, memory: 9444, top1_acc: 0.4708, top5_acc: 0.7100, loss_cls: 2.3300, loss: 2.3300, grad_norm: 1.6151 2020-08-17 23:46:15,363 - mmaction - INFO - Epoch [193][40/470] lr: 1.172e-01, eta: 7:39:28, time: 0.899, data_time: 0.002, memory: 9444, top1_acc: 0.4704, top5_acc: 0.7065, loss_cls: 2.3472, loss: 2.3472, grad_norm: 1.6506 2020-08-17 23:46:32,484 - mmaction - INFO - Epoch [193][60/470] lr: 1.172e-01, eta: 7:39:09, time: 0.854, data_time: 0.006, memory: 9444, top1_acc: 0.4763, top5_acc: 0.7042, loss_cls: 2.3327, loss: 2.3327, grad_norm: 1.6380 2020-08-17 23:46:50,812 - mmaction - INFO - Epoch [193][80/470] lr: 1.172e-01, eta: 7:38:51, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.4671, top5_acc: 0.7038, loss_cls: 2.3591, loss: 2.3591, grad_norm: 1.6143 2020-08-17 23:47:08,496 - mmaction - INFO - Epoch [193][100/470] lr: 1.172e-01, eta: 7:38:32, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4728, top5_acc: 0.7083, loss_cls: 2.3498, loss: 2.3498, grad_norm: 1.6366 2020-08-17 23:47:26,951 - mmaction - INFO - Epoch [193][120/470] lr: 1.172e-01, eta: 7:38:14, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4708, top5_acc: 0.7072, loss_cls: 2.3428, loss: 2.3428, grad_norm: 1.6220 2020-08-17 23:47:44,951 - mmaction - INFO - Epoch [193][140/470] lr: 1.172e-01, eta: 7:37:56, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.4712, top5_acc: 0.7112, loss_cls: 2.3240, loss: 2.3240, grad_norm: 1.6309 2020-08-17 23:48:02,883 - mmaction - INFO - Epoch [193][160/470] lr: 1.172e-01, eta: 7:37:37, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.4750, top5_acc: 0.7103, loss_cls: 2.3155, loss: 2.3155, grad_norm: 1.6288 2020-08-17 23:48:21,476 - mmaction - INFO - Epoch [193][180/470] lr: 1.172e-01, eta: 7:37:19, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4723, top5_acc: 0.7094, loss_cls: 2.3280, loss: 2.3280, grad_norm: 1.6313 2020-08-17 23:48:39,132 - mmaction - INFO - Epoch [193][200/470] lr: 1.172e-01, eta: 7:37:00, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.4745, top5_acc: 0.7147, loss_cls: 2.2955, loss: 2.2955, grad_norm: 1.6282 2020-08-17 23:48:58,250 - mmaction - INFO - Epoch [193][220/470] lr: 1.172e-01, eta: 7:36:42, time: 0.956, data_time: 0.002, memory: 9444, top1_acc: 0.4682, top5_acc: 0.7041, loss_cls: 2.3398, loss: 2.3398, grad_norm: 1.6442 2020-08-17 23:49:16,433 - mmaction - INFO - Epoch [193][240/470] lr: 1.172e-01, eta: 7:36:24, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.4701, top5_acc: 0.7019, loss_cls: 2.3834, loss: 2.3834, grad_norm: 1.6301 2020-08-17 23:49:35,148 - mmaction - INFO - Epoch [193][260/470] lr: 1.172e-01, eta: 7:36:06, time: 0.936, data_time: 0.002, memory: 9444, top1_acc: 0.4662, top5_acc: 0.7029, loss_cls: 2.3359, loss: 2.3359, grad_norm: 1.6347 2020-08-17 23:49:53,321 - mmaction - INFO - Epoch [193][280/470] lr: 1.172e-01, eta: 7:35:47, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.4734, top5_acc: 0.7143, loss_cls: 2.3104, loss: 2.3104, grad_norm: 1.6494 2020-08-17 23:50:12,208 - mmaction - INFO - Epoch [193][300/470] lr: 1.172e-01, eta: 7:35:29, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.4715, top5_acc: 0.7044, loss_cls: 2.3549, loss: 2.3549, grad_norm: 1.6445 2020-08-17 23:50:29,998 - mmaction - INFO - Epoch [193][320/470] lr: 1.172e-01, eta: 7:35:10, time: 0.888, data_time: 0.004, memory: 9444, top1_acc: 0.4648, top5_acc: 0.6973, loss_cls: 2.3918, loss: 2.3918, grad_norm: 1.6447 2020-08-17 23:50:47,610 - mmaction - INFO - Epoch [193][340/470] lr: 1.172e-01, eta: 7:34:52, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4690, top5_acc: 0.7084, loss_cls: 2.3470, loss: 2.3470, grad_norm: 1.6380 2020-08-17 23:51:06,606 - mmaction - INFO - Epoch [193][360/470] lr: 1.172e-01, eta: 7:34:34, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.4669, top5_acc: 0.7001, loss_cls: 2.3720, loss: 2.3720, grad_norm: 1.6352 2020-08-17 23:51:24,585 - mmaction - INFO - Epoch [193][380/470] lr: 1.172e-01, eta: 7:34:15, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4672, top5_acc: 0.7041, loss_cls: 2.3669, loss: 2.3669, grad_norm: 1.6440 2020-08-17 23:51:42,937 - mmaction - INFO - Epoch [193][400/470] lr: 1.172e-01, eta: 7:33:57, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.4626, top5_acc: 0.7013, loss_cls: 2.3700, loss: 2.3700, grad_norm: 1.6491 2020-08-17 23:52:00,833 - mmaction - INFO - Epoch [193][420/470] lr: 1.172e-01, eta: 7:33:38, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.4680, top5_acc: 0.7056, loss_cls: 2.3573, loss: 2.3573, grad_norm: 1.6321 2020-08-17 23:52:19,728 - mmaction - INFO - Epoch [193][440/470] lr: 1.172e-01, eta: 7:33:20, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4662, top5_acc: 0.7070, loss_cls: 2.3608, loss: 2.3608, grad_norm: 1.6339 2020-08-17 23:52:37,346 - mmaction - INFO - Epoch [193][460/470] lr: 1.172e-01, eta: 7:33:02, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.4628, top5_acc: 0.6994, loss_cls: 2.3700, loss: 2.3700, grad_norm: 1.6405 2020-08-17 23:53:08,526 - mmaction - INFO - Epoch [194][20/470] lr: 1.137e-01, eta: 7:32:32, time: 1.117, data_time: 0.377, memory: 9444, top1_acc: 0.4775, top5_acc: 0.7104, loss_cls: 2.3236, loss: 2.3236, grad_norm: 1.6203 2020-08-17 23:53:26,700 - mmaction - INFO - Epoch [194][40/470] lr: 1.137e-01, eta: 7:32:14, time: 0.907, data_time: 0.007, memory: 9444, top1_acc: 0.4751, top5_acc: 0.7026, loss_cls: 2.3392, loss: 2.3392, grad_norm: 1.6532 2020-08-17 23:53:44,801 - mmaction - INFO - Epoch [194][60/470] lr: 1.137e-01, eta: 7:31:56, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.4781, top5_acc: 0.7089, loss_cls: 2.3172, loss: 2.3172, grad_norm: 1.6296 2020-08-17 23:54:02,644 - mmaction - INFO - Epoch [194][80/470] lr: 1.137e-01, eta: 7:31:37, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.4792, top5_acc: 0.7070, loss_cls: 2.3113, loss: 2.3113, grad_norm: 1.6442 2020-08-17 23:54:20,079 - mmaction - INFO - Epoch [194][100/470] lr: 1.137e-01, eta: 7:31:18, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.4756, top5_acc: 0.7131, loss_cls: 2.3157, loss: 2.3157, grad_norm: 1.6649 2020-08-17 23:54:37,849 - mmaction - INFO - Epoch [194][120/470] lr: 1.137e-01, eta: 7:31:00, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.4706, top5_acc: 0.7129, loss_cls: 2.3292, loss: 2.3292, grad_norm: 1.6713 2020-08-17 23:54:56,184 - mmaction - INFO - Epoch [194][140/470] lr: 1.137e-01, eta: 7:30:41, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.4776, top5_acc: 0.7103, loss_cls: 2.3147, loss: 2.3147, grad_norm: 1.6421 2020-08-17 23:55:14,188 - mmaction - INFO - Epoch [194][160/470] lr: 1.137e-01, eta: 7:30:23, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.4791, top5_acc: 0.7159, loss_cls: 2.2779, loss: 2.2779, grad_norm: 1.6324 2020-08-17 23:55:33,204 - mmaction - INFO - Epoch [194][180/470] lr: 1.137e-01, eta: 7:30:05, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.4664, top5_acc: 0.7023, loss_cls: 2.3561, loss: 2.3561, grad_norm: 1.6749 2020-08-17 23:55:51,741 - mmaction - INFO - Epoch [194][200/470] lr: 1.137e-01, eta: 7:29:47, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4661, top5_acc: 0.7068, loss_cls: 2.3473, loss: 2.3473, grad_norm: 1.6733 2020-08-17 23:56:08,896 - mmaction - INFO - Epoch [194][220/470] lr: 1.137e-01, eta: 7:29:28, time: 0.861, data_time: 0.007, memory: 9444, top1_acc: 0.4652, top5_acc: 0.7075, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.6785 2020-08-17 23:56:27,138 - mmaction - INFO - Epoch [194][240/470] lr: 1.137e-01, eta: 7:29:09, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.4668, top5_acc: 0.7065, loss_cls: 2.3551, loss: 2.3551, grad_norm: 1.6789 2020-08-17 23:56:45,824 - mmaction - INFO - Epoch [194][260/470] lr: 1.137e-01, eta: 7:28:51, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.4694, top5_acc: 0.7051, loss_cls: 2.3561, loss: 2.3561, grad_norm: 1.6708 2020-08-17 23:57:04,638 - mmaction - INFO - Epoch [194][280/470] lr: 1.137e-01, eta: 7:28:33, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4755, top5_acc: 0.7159, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.6415 2020-08-17 23:57:23,156 - mmaction - INFO - Epoch [194][300/470] lr: 1.137e-01, eta: 7:28:15, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.4696, top5_acc: 0.7120, loss_cls: 2.3289, loss: 2.3289, grad_norm: 1.6556 2020-08-17 23:57:40,407 - mmaction - INFO - Epoch [194][320/470] lr: 1.137e-01, eta: 7:27:56, time: 0.863, data_time: 0.003, memory: 9444, top1_acc: 0.4683, top5_acc: 0.7049, loss_cls: 2.3576, loss: 2.3576, grad_norm: 1.6752 2020-08-17 23:57:58,433 - mmaction - INFO - Epoch [194][340/470] lr: 1.137e-01, eta: 7:27:38, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4739, top5_acc: 0.7091, loss_cls: 2.3466, loss: 2.3466, grad_norm: 1.6530 2020-08-17 23:58:17,352 - mmaction - INFO - Epoch [194][360/470] lr: 1.137e-01, eta: 7:27:19, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.4707, top5_acc: 0.7053, loss_cls: 2.3460, loss: 2.3460, grad_norm: 1.6688 2020-08-17 23:58:35,909 - mmaction - INFO - Epoch [194][380/470] lr: 1.137e-01, eta: 7:27:01, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4646, top5_acc: 0.7056, loss_cls: 2.3573, loss: 2.3573, grad_norm: 1.6546 2020-08-17 23:58:53,459 - mmaction - INFO - Epoch [194][400/470] lr: 1.137e-01, eta: 7:26:42, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.4691, top5_acc: 0.7059, loss_cls: 2.3400, loss: 2.3400, grad_norm: 1.6483 2020-08-17 23:59:11,378 - mmaction - INFO - Epoch [194][420/470] lr: 1.137e-01, eta: 7:26:24, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4644, top5_acc: 0.7007, loss_cls: 2.3812, loss: 2.3812, grad_norm: 1.6641 2020-08-17 23:59:28,960 - mmaction - INFO - Epoch [194][440/470] lr: 1.137e-01, eta: 7:26:05, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.4691, top5_acc: 0.7112, loss_cls: 2.3344, loss: 2.3344, grad_norm: 1.6560 2020-08-17 23:59:46,809 - mmaction - INFO - Epoch [194][460/470] lr: 1.137e-01, eta: 7:25:47, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.4663, top5_acc: 0.7061, loss_cls: 2.3761, loss: 2.3761, grad_norm: 1.6721 2020-08-18 00:00:23,160 - mmaction - INFO - Epoch [195][20/470] lr: 1.103e-01, eta: 7:25:19, time: 1.378, data_time: 0.376, memory: 9444, top1_acc: 0.4760, top5_acc: 0.7118, loss_cls: 2.3144, loss: 2.3144, grad_norm: 1.6488 2020-08-18 00:00:39,537 - mmaction - INFO - Epoch [195][40/470] lr: 1.103e-01, eta: 7:25:00, time: 0.822, data_time: 0.016, memory: 9444, top1_acc: 0.4722, top5_acc: 0.7080, loss_cls: 2.3403, loss: 2.3403, grad_norm: 1.6665 2020-08-18 00:00:57,199 - mmaction - INFO - Epoch [195][60/470] lr: 1.103e-01, eta: 7:24:42, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.4730, top5_acc: 0.7097, loss_cls: 2.3252, loss: 2.3252, grad_norm: 1.6705 2020-08-18 00:01:16,505 - mmaction - INFO - Epoch [195][80/470] lr: 1.103e-01, eta: 7:24:24, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.4693, top5_acc: 0.7119, loss_cls: 2.3407, loss: 2.3407, grad_norm: 1.6776 2020-08-18 00:01:34,862 - mmaction - INFO - Epoch [195][100/470] lr: 1.103e-01, eta: 7:24:05, time: 0.918, data_time: 0.007, memory: 9444, top1_acc: 0.4701, top5_acc: 0.7064, loss_cls: 2.3322, loss: 2.3322, grad_norm: 1.6598 2020-08-18 00:01:53,443 - mmaction - INFO - Epoch [195][120/470] lr: 1.103e-01, eta: 7:23:47, time: 0.929, data_time: 0.003, memory: 9444, top1_acc: 0.4745, top5_acc: 0.7090, loss_cls: 2.3336, loss: 2.3336, grad_norm: 1.6680 2020-08-18 00:02:11,620 - mmaction - INFO - Epoch [195][140/470] lr: 1.103e-01, eta: 7:23:29, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4739, top5_acc: 0.7094, loss_cls: 2.3174, loss: 2.3174, grad_norm: 1.6380 2020-08-18 00:02:29,378 - mmaction - INFO - Epoch [195][160/470] lr: 1.103e-01, eta: 7:23:10, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.4758, top5_acc: 0.7152, loss_cls: 2.2863, loss: 2.2863, grad_norm: 1.6568 2020-08-18 00:02:46,414 - mmaction - INFO - Epoch [195][180/470] lr: 1.103e-01, eta: 7:22:51, time: 0.851, data_time: 0.007, memory: 9444, top1_acc: 0.4695, top5_acc: 0.7104, loss_cls: 2.3422, loss: 2.3422, grad_norm: 1.7135 2020-08-18 00:03:05,384 - mmaction - INFO - Epoch [195][200/470] lr: 1.103e-01, eta: 7:22:33, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4710, top5_acc: 0.7050, loss_cls: 2.3391, loss: 2.3391, grad_norm: 1.6828 2020-08-18 00:03:23,277 - mmaction - INFO - Epoch [195][220/470] lr: 1.103e-01, eta: 7:22:15, time: 0.894, data_time: 0.007, memory: 9444, top1_acc: 0.4770, top5_acc: 0.7110, loss_cls: 2.3062, loss: 2.3062, grad_norm: 1.6493 2020-08-18 00:03:41,186 - mmaction - INFO - Epoch [195][240/470] lr: 1.103e-01, eta: 7:21:56, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4766, top5_acc: 0.7155, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.6624 2020-08-18 00:04:00,295 - mmaction - INFO - Epoch [195][260/470] lr: 1.103e-01, eta: 7:21:38, time: 0.955, data_time: 0.008, memory: 9444, top1_acc: 0.4779, top5_acc: 0.7124, loss_cls: 2.2958, loss: 2.2958, grad_norm: 1.6577 2020-08-18 00:04:17,232 - mmaction - INFO - Epoch [195][280/470] lr: 1.103e-01, eta: 7:21:19, time: 0.850, data_time: 0.006, memory: 9444, top1_acc: 0.4720, top5_acc: 0.7150, loss_cls: 2.3040, loss: 2.3040, grad_norm: 1.6822 2020-08-18 00:04:34,919 - mmaction - INFO - Epoch [195][300/470] lr: 1.103e-01, eta: 7:21:01, time: 0.882, data_time: 0.006, memory: 9444, top1_acc: 0.4724, top5_acc: 0.7098, loss_cls: 2.3378, loss: 2.3378, grad_norm: 1.6795 2020-08-18 00:04:53,341 - mmaction - INFO - Epoch [195][320/470] lr: 1.103e-01, eta: 7:20:42, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.4684, top5_acc: 0.7043, loss_cls: 2.3696, loss: 2.3696, grad_norm: 1.6948 2020-08-18 00:05:12,451 - mmaction - INFO - Epoch [195][340/470] lr: 1.103e-01, eta: 7:20:24, time: 0.955, data_time: 0.002, memory: 9444, top1_acc: 0.4684, top5_acc: 0.7062, loss_cls: 2.3457, loss: 2.3457, grad_norm: 1.6960 2020-08-18 00:05:30,612 - mmaction - INFO - Epoch [195][360/470] lr: 1.103e-01, eta: 7:20:06, time: 0.906, data_time: 0.006, memory: 9444, top1_acc: 0.4786, top5_acc: 0.7095, loss_cls: 2.3085, loss: 2.3085, grad_norm: 1.6574 2020-08-18 00:05:49,984 - mmaction - INFO - Epoch [195][380/470] lr: 1.103e-01, eta: 7:19:48, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.4728, top5_acc: 0.7091, loss_cls: 2.3228, loss: 2.3228, grad_norm: 1.6862 2020-08-18 00:06:08,738 - mmaction - INFO - Epoch [195][400/470] lr: 1.103e-01, eta: 7:19:30, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4806, top5_acc: 0.7084, loss_cls: 2.3194, loss: 2.3194, grad_norm: 1.6456 2020-08-18 00:06:27,622 - mmaction - INFO - Epoch [195][420/470] lr: 1.103e-01, eta: 7:19:12, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.4839, top5_acc: 0.7147, loss_cls: 2.3049, loss: 2.3049, grad_norm: 1.6676 2020-08-18 00:06:46,720 - mmaction - INFO - Epoch [195][440/470] lr: 1.103e-01, eta: 7:18:53, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.4747, top5_acc: 0.7118, loss_cls: 2.3298, loss: 2.3298, grad_norm: 1.6916 2020-08-18 00:07:04,978 - mmaction - INFO - Epoch [195][460/470] lr: 1.103e-01, eta: 7:18:35, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.4690, top5_acc: 0.7076, loss_cls: 2.3515, loss: 2.3515, grad_norm: 1.6779 2020-08-18 00:07:39,693 - mmaction - INFO - Epoch [196][20/470] lr: 1.069e-01, eta: 7:18:07, time: 1.265, data_time: 0.534, memory: 9444, top1_acc: 0.4797, top5_acc: 0.7158, loss_cls: 2.2905, loss: 2.2905, grad_norm: 1.6575 2020-08-18 00:07:56,961 - mmaction - INFO - Epoch [196][40/470] lr: 1.069e-01, eta: 7:17:48, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.4719, top5_acc: 0.7161, loss_cls: 2.3188, loss: 2.3188, grad_norm: 1.6930 2020-08-18 00:08:15,514 - mmaction - INFO - Epoch [196][60/470] lr: 1.069e-01, eta: 7:17:30, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.4857, top5_acc: 0.7205, loss_cls: 2.2832, loss: 2.2832, grad_norm: 1.6694 2020-08-18 00:08:32,902 - mmaction - INFO - Epoch [196][80/470] lr: 1.069e-01, eta: 7:17:11, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.4830, top5_acc: 0.7167, loss_cls: 2.2668, loss: 2.2668, grad_norm: 1.6801 2020-08-18 00:08:51,720 - mmaction - INFO - Epoch [196][100/470] lr: 1.069e-01, eta: 7:16:53, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.4667, top5_acc: 0.7082, loss_cls: 2.3426, loss: 2.3426, grad_norm: 1.7176 2020-08-18 00:09:09,905 - mmaction - INFO - Epoch [196][120/470] lr: 1.069e-01, eta: 7:16:35, time: 0.909, data_time: 0.002, memory: 9444, top1_acc: 0.4632, top5_acc: 0.7024, loss_cls: 2.3660, loss: 2.3660, grad_norm: 1.6935 2020-08-18 00:09:28,680 - mmaction - INFO - Epoch [196][140/470] lr: 1.069e-01, eta: 7:16:16, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4844, top5_acc: 0.7188, loss_cls: 2.2976, loss: 2.2976, grad_norm: 1.6837 2020-08-18 00:09:47,605 - mmaction - INFO - Epoch [196][160/470] lr: 1.069e-01, eta: 7:15:58, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.4840, top5_acc: 0.7172, loss_cls: 2.2830, loss: 2.2830, grad_norm: 1.6826 2020-08-18 00:10:05,893 - mmaction - INFO - Epoch [196][180/470] lr: 1.069e-01, eta: 7:15:40, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.4675, top5_acc: 0.7057, loss_cls: 2.3507, loss: 2.3507, grad_norm: 1.6775 2020-08-18 00:10:24,911 - mmaction - INFO - Epoch [196][200/470] lr: 1.069e-01, eta: 7:15:22, time: 0.951, data_time: 0.002, memory: 9444, top1_acc: 0.4832, top5_acc: 0.7188, loss_cls: 2.2789, loss: 2.2789, grad_norm: 1.6873 2020-08-18 00:10:43,597 - mmaction - INFO - Epoch [196][220/470] lr: 1.069e-01, eta: 7:15:03, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4799, top5_acc: 0.7084, loss_cls: 2.3204, loss: 2.3204, grad_norm: 1.7028 2020-08-18 00:11:02,865 - mmaction - INFO - Epoch [196][240/470] lr: 1.069e-01, eta: 7:14:45, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.4728, top5_acc: 0.7133, loss_cls: 2.3181, loss: 2.3181, grad_norm: 1.6974 2020-08-18 00:11:21,455 - mmaction - INFO - Epoch [196][260/470] lr: 1.069e-01, eta: 7:14:27, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.4790, top5_acc: 0.7130, loss_cls: 2.3029, loss: 2.3029, grad_norm: 1.6798 2020-08-18 00:11:40,477 - mmaction - INFO - Epoch [196][280/470] lr: 1.069e-01, eta: 7:14:09, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.4676, top5_acc: 0.7081, loss_cls: 2.3379, loss: 2.3379, grad_norm: 1.6640 2020-08-18 00:11:58,661 - mmaction - INFO - Epoch [196][300/470] lr: 1.069e-01, eta: 7:13:51, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.4813, top5_acc: 0.7141, loss_cls: 2.2997, loss: 2.2997, grad_norm: 1.6699 2020-08-18 00:12:17,409 - mmaction - INFO - Epoch [196][320/470] lr: 1.069e-01, eta: 7:13:32, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.4704, top5_acc: 0.7091, loss_cls: 2.3384, loss: 2.3384, grad_norm: 1.7136 2020-08-18 00:12:36,200 - mmaction - INFO - Epoch [196][340/470] lr: 1.069e-01, eta: 7:13:14, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4762, top5_acc: 0.7086, loss_cls: 2.3312, loss: 2.3312, grad_norm: 1.6880 2020-08-18 00:12:54,316 - mmaction - INFO - Epoch [196][360/470] lr: 1.069e-01, eta: 7:12:56, time: 0.909, data_time: 0.007, memory: 9444, top1_acc: 0.4627, top5_acc: 0.6988, loss_cls: 2.3623, loss: 2.3623, grad_norm: 1.7225 2020-08-18 00:13:13,599 - mmaction - INFO - Epoch [196][380/470] lr: 1.069e-01, eta: 7:12:38, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.4715, top5_acc: 0.7104, loss_cls: 2.3391, loss: 2.3391, grad_norm: 1.6823 2020-08-18 00:13:32,990 - mmaction - INFO - Epoch [196][400/470] lr: 1.069e-01, eta: 7:12:20, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.4688, top5_acc: 0.6998, loss_cls: 2.3603, loss: 2.3603, grad_norm: 1.6923 2020-08-18 00:13:50,418 - mmaction - INFO - Epoch [196][420/470] lr: 1.069e-01, eta: 7:12:01, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.4634, top5_acc: 0.7067, loss_cls: 2.3378, loss: 2.3378, grad_norm: 1.6640 2020-08-18 00:14:08,972 - mmaction - INFO - Epoch [196][440/470] lr: 1.069e-01, eta: 7:11:43, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.4782, top5_acc: 0.7118, loss_cls: 2.3027, loss: 2.3027, grad_norm: 1.6804 2020-08-18 00:14:26,773 - mmaction - INFO - Epoch [196][460/470] lr: 1.069e-01, eta: 7:11:24, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.4708, top5_acc: 0.7114, loss_cls: 2.3169, loss: 2.3169, grad_norm: 1.6758 2020-08-18 00:14:35,336 - mmaction - INFO - Saving checkpoint at 196 epochs 2020-08-18 00:14:58,457 - mmaction - INFO - Epoch [197][20/470] lr: 1.036e-01, eta: 7:10:55, time: 1.110, data_time: 0.359, memory: 9444, top1_acc: 0.4862, top5_acc: 0.7211, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.6795 2020-08-18 00:15:16,432 - mmaction - INFO - Epoch [197][40/470] lr: 1.036e-01, eta: 7:10:36, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4793, top5_acc: 0.7139, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.7077 2020-08-18 00:15:35,060 - mmaction - INFO - Epoch [197][60/470] lr: 1.036e-01, eta: 7:10:18, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4913, top5_acc: 0.7204, loss_cls: 2.2422, loss: 2.2422, grad_norm: 1.6852 2020-08-18 00:15:53,539 - mmaction - INFO - Epoch [197][80/470] lr: 1.036e-01, eta: 7:10:00, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4830, top5_acc: 0.7197, loss_cls: 2.2924, loss: 2.2924, grad_norm: 1.7129 2020-08-18 00:16:12,061 - mmaction - INFO - Epoch [197][100/470] lr: 1.036e-01, eta: 7:09:42, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4829, top5_acc: 0.7159, loss_cls: 2.2762, loss: 2.2762, grad_norm: 1.7232 2020-08-18 00:16:31,239 - mmaction - INFO - Epoch [197][120/470] lr: 1.036e-01, eta: 7:09:24, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.4778, top5_acc: 0.7145, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.7072 2020-08-18 00:16:49,209 - mmaction - INFO - Epoch [197][140/470] lr: 1.036e-01, eta: 7:09:05, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4778, top5_acc: 0.7168, loss_cls: 2.2933, loss: 2.2933, grad_norm: 1.7331 2020-08-18 00:17:08,366 - mmaction - INFO - Epoch [197][160/470] lr: 1.036e-01, eta: 7:08:47, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.4865, top5_acc: 0.7189, loss_cls: 2.2668, loss: 2.2668, grad_norm: 1.7170 2020-08-18 00:17:27,695 - mmaction - INFO - Epoch [197][180/470] lr: 1.036e-01, eta: 7:08:29, time: 0.963, data_time: 0.004, memory: 9444, top1_acc: 0.4771, top5_acc: 0.7177, loss_cls: 2.3128, loss: 2.3128, grad_norm: 1.7046 2020-08-18 00:17:46,448 - mmaction - INFO - Epoch [197][200/470] lr: 1.036e-01, eta: 7:08:11, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.4786, top5_acc: 0.7093, loss_cls: 2.3316, loss: 2.3316, grad_norm: 1.7148 2020-08-18 00:18:05,188 - mmaction - INFO - Epoch [197][220/470] lr: 1.036e-01, eta: 7:07:52, time: 0.935, data_time: 0.004, memory: 9444, top1_acc: 0.4770, top5_acc: 0.7137, loss_cls: 2.3086, loss: 2.3086, grad_norm: 1.7126 2020-08-18 00:18:24,296 - mmaction - INFO - Epoch [197][240/470] lr: 1.036e-01, eta: 7:07:34, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.4822, top5_acc: 0.7132, loss_cls: 2.3052, loss: 2.3052, grad_norm: 1.7169 2020-08-18 00:18:43,105 - mmaction - INFO - Epoch [197][260/470] lr: 1.036e-01, eta: 7:07:16, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.4791, top5_acc: 0.7082, loss_cls: 2.3227, loss: 2.3227, grad_norm: 1.7144 2020-08-18 00:19:01,885 - mmaction - INFO - Epoch [197][280/470] lr: 1.036e-01, eta: 7:06:58, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.4788, top5_acc: 0.7169, loss_cls: 2.3074, loss: 2.3074, grad_norm: 1.7141 2020-08-18 00:19:20,804 - mmaction - INFO - Epoch [197][300/470] lr: 1.036e-01, eta: 7:06:40, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4663, top5_acc: 0.7022, loss_cls: 2.3540, loss: 2.3540, grad_norm: 1.7371 2020-08-18 00:19:40,246 - mmaction - INFO - Epoch [197][320/470] lr: 1.036e-01, eta: 7:06:22, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.4749, top5_acc: 0.7144, loss_cls: 2.2948, loss: 2.2948, grad_norm: 1.6969 2020-08-18 00:19:59,229 - mmaction - INFO - Epoch [197][340/470] lr: 1.036e-01, eta: 7:06:04, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.4753, top5_acc: 0.7141, loss_cls: 2.3083, loss: 2.3083, grad_norm: 1.6921 2020-08-18 00:20:17,706 - mmaction - INFO - Epoch [197][360/470] lr: 1.036e-01, eta: 7:05:45, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4720, top5_acc: 0.7131, loss_cls: 2.3249, loss: 2.3249, grad_norm: 1.7290 2020-08-18 00:20:36,954 - mmaction - INFO - Epoch [197][380/470] lr: 1.036e-01, eta: 7:05:27, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.4772, top5_acc: 0.7110, loss_cls: 2.3156, loss: 2.3156, grad_norm: 1.7229 2020-08-18 00:20:55,759 - mmaction - INFO - Epoch [197][400/470] lr: 1.036e-01, eta: 7:05:09, time: 0.944, data_time: 0.007, memory: 9444, top1_acc: 0.4834, top5_acc: 0.7206, loss_cls: 2.2726, loss: 2.2726, grad_norm: 1.6996 2020-08-18 00:21:14,415 - mmaction - INFO - Epoch [197][420/470] lr: 1.036e-01, eta: 7:04:51, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4722, top5_acc: 0.7066, loss_cls: 2.3476, loss: 2.3476, grad_norm: 1.7228 2020-08-18 00:21:33,274 - mmaction - INFO - Epoch [197][440/470] lr: 1.036e-01, eta: 7:04:32, time: 0.943, data_time: 0.003, memory: 9444, top1_acc: 0.4856, top5_acc: 0.7168, loss_cls: 2.2856, loss: 2.2856, grad_norm: 1.7155 2020-08-18 00:21:52,820 - mmaction - INFO - Epoch [197][460/470] lr: 1.036e-01, eta: 7:04:14, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.4802, top5_acc: 0.7131, loss_cls: 2.3030, loss: 2.3030, grad_norm: 1.6935 2020-08-18 00:22:25,339 - mmaction - INFO - Epoch [198][20/470] lr: 1.003e-01, eta: 7:03:46, time: 1.175, data_time: 0.385, memory: 9444, top1_acc: 0.4889, top5_acc: 0.7206, loss_cls: 2.2569, loss: 2.2569, grad_norm: 1.7139 2020-08-18 00:22:43,748 - mmaction - INFO - Epoch [198][40/470] lr: 1.003e-01, eta: 7:03:27, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4829, top5_acc: 0.7263, loss_cls: 2.2719, loss: 2.2719, grad_norm: 1.7288 2020-08-18 00:23:02,291 - mmaction - INFO - Epoch [198][60/470] lr: 1.003e-01, eta: 7:03:09, time: 0.927, data_time: 0.004, memory: 9444, top1_acc: 0.4850, top5_acc: 0.7181, loss_cls: 2.2826, loss: 2.2826, grad_norm: 1.7131 2020-08-18 00:23:21,464 - mmaction - INFO - Epoch [198][80/470] lr: 1.003e-01, eta: 7:02:51, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.4817, top5_acc: 0.7192, loss_cls: 2.2578, loss: 2.2578, grad_norm: 1.7106 2020-08-18 00:23:40,420 - mmaction - INFO - Epoch [198][100/470] lr: 1.003e-01, eta: 7:02:33, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4942, top5_acc: 0.7229, loss_cls: 2.2584, loss: 2.2584, grad_norm: 1.7265 2020-08-18 00:23:59,215 - mmaction - INFO - Epoch [198][120/470] lr: 1.003e-01, eta: 7:02:15, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.4771, top5_acc: 0.7162, loss_cls: 2.2891, loss: 2.2891, grad_norm: 1.7259 2020-08-18 00:24:18,449 - mmaction - INFO - Epoch [198][140/470] lr: 1.003e-01, eta: 7:01:56, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.4863, top5_acc: 0.7186, loss_cls: 2.2639, loss: 2.2639, grad_norm: 1.7223 2020-08-18 00:24:37,450 - mmaction - INFO - Epoch [198][160/470] lr: 1.003e-01, eta: 7:01:38, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.4779, top5_acc: 0.7238, loss_cls: 2.2735, loss: 2.2735, grad_norm: 1.7176 2020-08-18 00:24:56,142 - mmaction - INFO - Epoch [198][180/470] lr: 1.003e-01, eta: 7:01:20, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.4775, top5_acc: 0.7146, loss_cls: 2.2928, loss: 2.2928, grad_norm: 1.7024 2020-08-18 00:25:15,275 - mmaction - INFO - Epoch [198][200/470] lr: 1.003e-01, eta: 7:01:02, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.4732, top5_acc: 0.7065, loss_cls: 2.3143, loss: 2.3143, grad_norm: 1.7380 2020-08-18 00:25:34,711 - mmaction - INFO - Epoch [198][220/470] lr: 1.003e-01, eta: 7:00:44, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.4844, top5_acc: 0.7216, loss_cls: 2.2696, loss: 2.2696, grad_norm: 1.7352 2020-08-18 00:25:52,783 - mmaction - INFO - Epoch [198][240/470] lr: 1.003e-01, eta: 7:00:25, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.4852, top5_acc: 0.7240, loss_cls: 2.2554, loss: 2.2554, grad_norm: 1.7453 2020-08-18 00:26:12,583 - mmaction - INFO - Epoch [198][260/470] lr: 1.003e-01, eta: 7:00:08, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.4705, top5_acc: 0.7125, loss_cls: 2.3254, loss: 2.3254, grad_norm: 1.7570 2020-08-18 00:26:31,149 - mmaction - INFO - Epoch [198][280/470] lr: 1.003e-01, eta: 6:59:49, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.4822, top5_acc: 0.7178, loss_cls: 2.2576, loss: 2.2576, grad_norm: 1.7453 2020-08-18 00:26:50,060 - mmaction - INFO - Epoch [198][300/470] lr: 1.003e-01, eta: 6:59:31, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.4664, top5_acc: 0.7115, loss_cls: 2.3341, loss: 2.3341, grad_norm: 1.7591 2020-08-18 00:27:08,858 - mmaction - INFO - Epoch [198][320/470] lr: 1.003e-01, eta: 6:59:13, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.4830, top5_acc: 0.7142, loss_cls: 2.2796, loss: 2.2796, grad_norm: 1.7180 2020-08-18 00:27:27,928 - mmaction - INFO - Epoch [198][340/470] lr: 1.003e-01, eta: 6:58:55, time: 0.956, data_time: 0.007, memory: 9444, top1_acc: 0.4751, top5_acc: 0.7104, loss_cls: 2.3209, loss: 2.3209, grad_norm: 1.7250 2020-08-18 00:27:46,823 - mmaction - INFO - Epoch [198][360/470] lr: 1.003e-01, eta: 6:58:37, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.4853, top5_acc: 0.7195, loss_cls: 2.2588, loss: 2.2588, grad_norm: 1.7215 2020-08-18 00:28:05,798 - mmaction - INFO - Epoch [198][380/470] lr: 1.003e-01, eta: 6:58:18, time: 0.950, data_time: 0.004, memory: 9444, top1_acc: 0.4921, top5_acc: 0.7227, loss_cls: 2.2396, loss: 2.2396, grad_norm: 1.7002 2020-08-18 00:28:25,126 - mmaction - INFO - Epoch [198][400/470] lr: 1.003e-01, eta: 6:58:00, time: 0.965, data_time: 0.004, memory: 9444, top1_acc: 0.4813, top5_acc: 0.7149, loss_cls: 2.3055, loss: 2.3055, grad_norm: 1.7448 2020-08-18 00:28:44,307 - mmaction - INFO - Epoch [198][420/470] lr: 1.003e-01, eta: 6:57:42, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.4781, top5_acc: 0.7104, loss_cls: 2.3225, loss: 2.3225, grad_norm: 1.7555 2020-08-18 00:29:02,721 - mmaction - INFO - Epoch [198][440/470] lr: 1.003e-01, eta: 6:57:24, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.4817, top5_acc: 0.7199, loss_cls: 2.2748, loss: 2.2748, grad_norm: 1.7067 2020-08-18 00:29:22,157 - mmaction - INFO - Epoch [198][460/470] lr: 1.003e-01, eta: 6:57:06, time: 0.975, data_time: 0.007, memory: 9444, top1_acc: 0.4767, top5_acc: 0.7085, loss_cls: 2.3135, loss: 2.3135, grad_norm: 1.7337 2020-08-18 00:29:55,338 - mmaction - INFO - Epoch [199][20/470] lr: 9.712e-02, eta: 6:56:37, time: 1.181, data_time: 0.392, memory: 9444, top1_acc: 0.4967, top5_acc: 0.7220, loss_cls: 2.2217, loss: 2.2217, grad_norm: 1.7068 2020-08-18 00:30:13,319 - mmaction - INFO - Epoch [199][40/470] lr: 9.712e-02, eta: 6:56:19, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.4870, top5_acc: 0.7203, loss_cls: 2.2692, loss: 2.2692, grad_norm: 1.7468 2020-08-18 00:30:32,775 - mmaction - INFO - Epoch [199][60/470] lr: 9.712e-02, eta: 6:56:01, time: 0.973, data_time: 0.002, memory: 9444, top1_acc: 0.4875, top5_acc: 0.7163, loss_cls: 2.2714, loss: 2.2714, grad_norm: 1.7382 2020-08-18 00:30:51,459 - mmaction - INFO - Epoch [199][80/470] lr: 9.712e-02, eta: 6:55:42, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4854, top5_acc: 0.7230, loss_cls: 2.2559, loss: 2.2559, grad_norm: 1.7414 2020-08-18 00:31:10,631 - mmaction - INFO - Epoch [199][100/470] lr: 9.712e-02, eta: 6:55:24, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.4900, top5_acc: 0.7229, loss_cls: 2.2587, loss: 2.2587, grad_norm: 1.7549 2020-08-18 00:31:29,259 - mmaction - INFO - Epoch [199][120/470] lr: 9.712e-02, eta: 6:55:06, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.4850, top5_acc: 0.7142, loss_cls: 2.2881, loss: 2.2881, grad_norm: 1.7480 2020-08-18 00:31:48,128 - mmaction - INFO - Epoch [199][140/470] lr: 9.712e-02, eta: 6:54:48, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.4913, top5_acc: 0.7220, loss_cls: 2.2327, loss: 2.2327, grad_norm: 1.7180 2020-08-18 00:32:06,932 - mmaction - INFO - Epoch [199][160/470] lr: 9.712e-02, eta: 6:54:30, time: 0.939, data_time: 0.004, memory: 9444, top1_acc: 0.4886, top5_acc: 0.7203, loss_cls: 2.2649, loss: 2.2649, grad_norm: 1.7301 2020-08-18 00:32:25,771 - mmaction - INFO - Epoch [199][180/470] lr: 9.712e-02, eta: 6:54:11, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4818, top5_acc: 0.7141, loss_cls: 2.2854, loss: 2.2854, grad_norm: 1.7499 2020-08-18 00:32:44,812 - mmaction - INFO - Epoch [199][200/470] lr: 9.712e-02, eta: 6:53:53, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.4720, top5_acc: 0.7103, loss_cls: 2.3102, loss: 2.3102, grad_norm: 1.7566 2020-08-18 00:33:03,340 - mmaction - INFO - Epoch [199][220/470] lr: 9.712e-02, eta: 6:53:35, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4835, top5_acc: 0.7148, loss_cls: 2.2875, loss: 2.2875, grad_norm: 1.7396 2020-08-18 00:33:22,960 - mmaction - INFO - Epoch [199][240/470] lr: 9.712e-02, eta: 6:53:17, time: 0.980, data_time: 0.006, memory: 9444, top1_acc: 0.4868, top5_acc: 0.7165, loss_cls: 2.2784, loss: 2.2784, grad_norm: 1.7304 2020-08-18 00:33:42,079 - mmaction - INFO - Epoch [199][260/470] lr: 9.712e-02, eta: 6:52:59, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.4850, top5_acc: 0.7178, loss_cls: 2.2669, loss: 2.2669, grad_norm: 1.7426 2020-08-18 00:34:01,126 - mmaction - INFO - Epoch [199][280/470] lr: 9.712e-02, eta: 6:52:41, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.4792, top5_acc: 0.7148, loss_cls: 2.2835, loss: 2.2835, grad_norm: 1.7596 2020-08-18 00:34:19,337 - mmaction - INFO - Epoch [199][300/470] lr: 9.712e-02, eta: 6:52:22, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.4746, top5_acc: 0.7128, loss_cls: 2.2997, loss: 2.2997, grad_norm: 1.7640 2020-08-18 00:34:38,070 - mmaction - INFO - Epoch [199][320/470] lr: 9.712e-02, eta: 6:52:04, time: 0.934, data_time: 0.007, memory: 9444, top1_acc: 0.4815, top5_acc: 0.7104, loss_cls: 2.2873, loss: 2.2873, grad_norm: 1.7382 2020-08-18 00:34:57,258 - mmaction - INFO - Epoch [199][340/470] lr: 9.712e-02, eta: 6:51:46, time: 0.963, data_time: 0.007, memory: 9444, top1_acc: 0.4827, top5_acc: 0.7150, loss_cls: 2.2771, loss: 2.2771, grad_norm: 1.7420 2020-08-18 00:35:15,996 - mmaction - INFO - Epoch [199][360/470] lr: 9.712e-02, eta: 6:51:28, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.4932, top5_acc: 0.7224, loss_cls: 2.2460, loss: 2.2460, grad_norm: 1.7199 2020-08-18 00:35:34,703 - mmaction - INFO - Epoch [199][380/470] lr: 9.712e-02, eta: 6:51:09, time: 0.938, data_time: 0.007, memory: 9444, top1_acc: 0.4773, top5_acc: 0.7153, loss_cls: 2.3033, loss: 2.3033, grad_norm: 1.7582 2020-08-18 00:35:53,647 - mmaction - INFO - Epoch [199][400/470] lr: 9.712e-02, eta: 6:50:51, time: 0.946, data_time: 0.006, memory: 9444, top1_acc: 0.4796, top5_acc: 0.7152, loss_cls: 2.2874, loss: 2.2874, grad_norm: 1.7196 2020-08-18 00:36:12,727 - mmaction - INFO - Epoch [199][420/470] lr: 9.712e-02, eta: 6:50:33, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.4790, top5_acc: 0.7084, loss_cls: 2.3132, loss: 2.3132, grad_norm: 1.7428 2020-08-18 00:36:31,706 - mmaction - INFO - Epoch [199][440/470] lr: 9.712e-02, eta: 6:50:15, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.4864, top5_acc: 0.7218, loss_cls: 2.2604, loss: 2.2604, grad_norm: 1.7193 2020-08-18 00:36:51,605 - mmaction - INFO - Epoch [199][460/470] lr: 9.712e-02, eta: 6:49:57, time: 0.997, data_time: 0.006, memory: 9444, top1_acc: 0.4826, top5_acc: 0.7185, loss_cls: 2.2850, loss: 2.2850, grad_norm: 1.7509 2020-08-18 00:37:24,039 - mmaction - INFO - Epoch [200][20/470] lr: 9.393e-02, eta: 6:49:28, time: 1.119, data_time: 0.391, memory: 9444, top1_acc: 0.4989, top5_acc: 0.7267, loss_cls: 2.2171, loss: 2.2171, grad_norm: 1.7043 2020-08-18 00:37:42,312 - mmaction - INFO - Epoch [200][40/470] lr: 9.393e-02, eta: 6:49:10, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4845, top5_acc: 0.7181, loss_cls: 2.2647, loss: 2.2647, grad_norm: 1.7471 2020-08-18 00:38:00,835 - mmaction - INFO - Epoch [200][60/470] lr: 9.393e-02, eta: 6:48:51, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.4855, top5_acc: 0.7235, loss_cls: 2.2586, loss: 2.2586, grad_norm: 1.7512 2020-08-18 00:38:19,407 - mmaction - INFO - Epoch [200][80/470] lr: 9.393e-02, eta: 6:48:33, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4946, top5_acc: 0.7202, loss_cls: 2.2425, loss: 2.2425, grad_norm: 1.7653 2020-08-18 00:38:38,945 - mmaction - INFO - Epoch [200][100/470] lr: 9.393e-02, eta: 6:48:15, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.4897, top5_acc: 0.7242, loss_cls: 2.2434, loss: 2.2434, grad_norm: 1.7393 2020-08-18 00:38:57,453 - mmaction - INFO - Epoch [200][120/470] lr: 9.393e-02, eta: 6:47:57, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.4886, top5_acc: 0.7245, loss_cls: 2.2302, loss: 2.2302, grad_norm: 1.7670 2020-08-18 00:39:15,916 - mmaction - INFO - Epoch [200][140/470] lr: 9.393e-02, eta: 6:47:38, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.4827, top5_acc: 0.7212, loss_cls: 2.2611, loss: 2.2611, grad_norm: 1.7508 2020-08-18 00:39:34,541 - mmaction - INFO - Epoch [200][160/470] lr: 9.393e-02, eta: 6:47:20, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4896, top5_acc: 0.7173, loss_cls: 2.2876, loss: 2.2876, grad_norm: 1.7642 2020-08-18 00:39:53,945 - mmaction - INFO - Epoch [200][180/470] lr: 9.393e-02, eta: 6:47:02, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.4850, top5_acc: 0.7217, loss_cls: 2.2483, loss: 2.2483, grad_norm: 1.7527 2020-08-18 00:40:12,839 - mmaction - INFO - Epoch [200][200/470] lr: 9.393e-02, eta: 6:46:44, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.4982, top5_acc: 0.7294, loss_cls: 2.2176, loss: 2.2176, grad_norm: 1.7700 2020-08-18 00:40:31,586 - mmaction - INFO - Epoch [200][220/470] lr: 9.393e-02, eta: 6:46:25, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.4964, top5_acc: 0.7254, loss_cls: 2.2329, loss: 2.2329, grad_norm: 1.7632 2020-08-18 00:40:50,077 - mmaction - INFO - Epoch [200][240/470] lr: 9.393e-02, eta: 6:46:07, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.4874, top5_acc: 0.7131, loss_cls: 2.2631, loss: 2.2631, grad_norm: 1.7607 2020-08-18 00:41:08,942 - mmaction - INFO - Epoch [200][260/470] lr: 9.393e-02, eta: 6:45:49, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.4953, top5_acc: 0.7227, loss_cls: 2.2344, loss: 2.2344, grad_norm: 1.7404 2020-08-18 00:41:27,685 - mmaction - INFO - Epoch [200][280/470] lr: 9.393e-02, eta: 6:45:31, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.4915, top5_acc: 0.7216, loss_cls: 2.2451, loss: 2.2451, grad_norm: 1.7722 2020-08-18 00:41:46,433 - mmaction - INFO - Epoch [200][300/470] lr: 9.393e-02, eta: 6:45:12, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4932, top5_acc: 0.7199, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.7617 2020-08-18 00:42:05,343 - mmaction - INFO - Epoch [200][320/470] lr: 9.393e-02, eta: 6:44:54, time: 0.949, data_time: 0.007, memory: 9444, top1_acc: 0.4751, top5_acc: 0.7061, loss_cls: 2.3297, loss: 2.3297, grad_norm: 1.7926 2020-08-18 00:42:23,896 - mmaction - INFO - Epoch [200][340/470] lr: 9.393e-02, eta: 6:44:36, time: 0.928, data_time: 0.004, memory: 9444, top1_acc: 0.4955, top5_acc: 0.7221, loss_cls: 2.2314, loss: 2.2314, grad_norm: 1.7688 2020-08-18 00:42:42,775 - mmaction - INFO - Epoch [200][360/470] lr: 9.393e-02, eta: 6:44:18, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.4740, top5_acc: 0.7094, loss_cls: 2.3098, loss: 2.3098, grad_norm: 1.8032 2020-08-18 00:43:01,231 - mmaction - INFO - Epoch [200][380/470] lr: 9.393e-02, eta: 6:43:59, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.4805, top5_acc: 0.7146, loss_cls: 2.3077, loss: 2.3077, grad_norm: 1.7858 2020-08-18 00:43:20,114 - mmaction - INFO - Epoch [200][400/470] lr: 9.393e-02, eta: 6:43:41, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.4854, top5_acc: 0.7178, loss_cls: 2.2634, loss: 2.2634, grad_norm: 1.7685 2020-08-18 00:43:39,228 - mmaction - INFO - Epoch [200][420/470] lr: 9.393e-02, eta: 6:43:23, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.4849, top5_acc: 0.7228, loss_cls: 2.2722, loss: 2.2722, grad_norm: 1.7650 2020-08-18 00:43:58,174 - mmaction - INFO - Epoch [200][440/470] lr: 9.393e-02, eta: 6:43:05, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.4913, top5_acc: 0.7193, loss_cls: 2.2539, loss: 2.2539, grad_norm: 1.7636 2020-08-18 00:44:17,218 - mmaction - INFO - Epoch [200][460/470] lr: 9.393e-02, eta: 6:42:47, time: 0.956, data_time: 0.007, memory: 9444, top1_acc: 0.4762, top5_acc: 0.7192, loss_cls: 2.2886, loss: 2.2886, grad_norm: 1.7776 2020-08-18 00:44:26,542 - mmaction - INFO - Saving checkpoint at 200 epochs 2020-08-18 00:44:49,917 - mmaction - INFO - Epoch [201][20/470] lr: 9.080e-02, eta: 6:42:17, time: 1.067, data_time: 0.296, memory: 9444, top1_acc: 0.4982, top5_acc: 0.7322, loss_cls: 2.2130, loss: 2.2130, grad_norm: 1.7556 2020-08-18 00:45:09,647 - mmaction - INFO - Epoch [201][40/470] lr: 9.080e-02, eta: 6:41:59, time: 0.987, data_time: 0.002, memory: 9444, top1_acc: 0.4934, top5_acc: 0.7195, loss_cls: 2.2401, loss: 2.2401, grad_norm: 1.7791 2020-08-18 00:45:28,129 - mmaction - INFO - Epoch [201][60/470] lr: 9.080e-02, eta: 6:41:41, time: 0.924, data_time: 0.002, memory: 9444, top1_acc: 0.4837, top5_acc: 0.7217, loss_cls: 2.2474, loss: 2.2474, grad_norm: 1.7976 2020-08-18 00:45:47,136 - mmaction - INFO - Epoch [201][80/470] lr: 9.080e-02, eta: 6:41:23, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.4884, top5_acc: 0.7289, loss_cls: 2.2247, loss: 2.2247, grad_norm: 1.7597 2020-08-18 00:46:05,645 - mmaction - INFO - Epoch [201][100/470] lr: 9.080e-02, eta: 6:41:05, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.4871, top5_acc: 0.7203, loss_cls: 2.2552, loss: 2.2552, grad_norm: 1.7704 2020-08-18 00:46:24,177 - mmaction - INFO - Epoch [201][120/470] lr: 9.080e-02, eta: 6:40:46, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.4997, top5_acc: 0.7237, loss_cls: 2.2328, loss: 2.2328, grad_norm: 1.7745 2020-08-18 00:46:42,833 - mmaction - INFO - Epoch [201][140/470] lr: 9.080e-02, eta: 6:40:28, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.4822, top5_acc: 0.7175, loss_cls: 2.2633, loss: 2.2633, grad_norm: 1.7855 2020-08-18 00:47:01,538 - mmaction - INFO - Epoch [201][160/470] lr: 9.080e-02, eta: 6:40:10, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.4901, top5_acc: 0.7245, loss_cls: 2.2524, loss: 2.2524, grad_norm: 1.7699 2020-08-18 00:47:20,830 - mmaction - INFO - Epoch [201][180/470] lr: 9.080e-02, eta: 6:39:52, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.4974, top5_acc: 0.7264, loss_cls: 2.2121, loss: 2.2121, grad_norm: 1.7601 2020-08-18 00:47:39,748 - mmaction - INFO - Epoch [201][200/470] lr: 9.080e-02, eta: 6:39:34, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4893, top5_acc: 0.7207, loss_cls: 2.2274, loss: 2.2274, grad_norm: 1.7807 2020-08-18 00:47:58,725 - mmaction - INFO - Epoch [201][220/470] lr: 9.080e-02, eta: 6:39:15, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.4974, top5_acc: 0.7300, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.7883 2020-08-18 00:48:17,098 - mmaction - INFO - Epoch [201][240/470] lr: 9.080e-02, eta: 6:38:57, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.4792, top5_acc: 0.7175, loss_cls: 2.2790, loss: 2.2790, grad_norm: 1.7766 2020-08-18 00:48:35,932 - mmaction - INFO - Epoch [201][260/470] lr: 9.080e-02, eta: 6:38:39, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.4897, top5_acc: 0.7230, loss_cls: 2.2406, loss: 2.2406, grad_norm: 1.7649 2020-08-18 00:48:55,774 - mmaction - INFO - Epoch [201][280/470] lr: 9.080e-02, eta: 6:38:21, time: 0.991, data_time: 0.005, memory: 9444, top1_acc: 0.4816, top5_acc: 0.7193, loss_cls: 2.2767, loss: 2.2767, grad_norm: 1.7819 2020-08-18 00:49:13,889 - mmaction - INFO - Epoch [201][300/470] lr: 9.080e-02, eta: 6:38:02, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.4920, top5_acc: 0.7244, loss_cls: 2.2549, loss: 2.2549, grad_norm: 1.7976 2020-08-18 00:49:32,858 - mmaction - INFO - Epoch [201][320/470] lr: 9.080e-02, eta: 6:37:44, time: 0.947, data_time: 0.004, memory: 9444, top1_acc: 0.4891, top5_acc: 0.7237, loss_cls: 2.2370, loss: 2.2370, grad_norm: 1.7836 2020-08-18 00:49:51,822 - mmaction - INFO - Epoch [201][340/470] lr: 9.080e-02, eta: 6:37:26, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.4882, top5_acc: 0.7226, loss_cls: 2.2544, loss: 2.2544, grad_norm: 1.7737 2020-08-18 00:50:10,912 - mmaction - INFO - Epoch [201][360/470] lr: 9.080e-02, eta: 6:37:08, time: 0.954, data_time: 0.007, memory: 9444, top1_acc: 0.4854, top5_acc: 0.7191, loss_cls: 2.2627, loss: 2.2627, grad_norm: 1.7956 2020-08-18 00:50:28,806 - mmaction - INFO - Epoch [201][380/470] lr: 9.080e-02, eta: 6:36:49, time: 0.895, data_time: 0.002, memory: 9444, top1_acc: 0.4915, top5_acc: 0.7290, loss_cls: 2.2127, loss: 2.2127, grad_norm: 1.7889 2020-08-18 00:50:48,077 - mmaction - INFO - Epoch [201][400/470] lr: 9.080e-02, eta: 6:36:31, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.4886, top5_acc: 0.7201, loss_cls: 2.2640, loss: 2.2640, grad_norm: 1.7810 2020-08-18 00:51:07,617 - mmaction - INFO - Epoch [201][420/470] lr: 9.080e-02, eta: 6:36:13, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.4835, top5_acc: 0.7239, loss_cls: 2.2608, loss: 2.2608, grad_norm: 1.8200 2020-08-18 00:51:25,997 - mmaction - INFO - Epoch [201][440/470] lr: 9.080e-02, eta: 6:35:55, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.4887, top5_acc: 0.7170, loss_cls: 2.2685, loss: 2.2685, grad_norm: 1.7732 2020-08-18 00:51:44,540 - mmaction - INFO - Epoch [201][460/470] lr: 9.080e-02, eta: 6:35:37, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4888, top5_acc: 0.7171, loss_cls: 2.2744, loss: 2.2744, grad_norm: 1.8027 2020-08-18 00:52:16,544 - mmaction - INFO - Epoch [202][20/470] lr: 8.771e-02, eta: 6:35:08, time: 1.145, data_time: 0.366, memory: 9444, top1_acc: 0.5064, top5_acc: 0.7367, loss_cls: 2.1682, loss: 2.1682, grad_norm: 1.7583 2020-08-18 00:52:35,800 - mmaction - INFO - Epoch [202][40/470] lr: 8.771e-02, eta: 6:34:50, time: 0.963, data_time: 0.003, memory: 9444, top1_acc: 0.4913, top5_acc: 0.7236, loss_cls: 2.2272, loss: 2.2272, grad_norm: 1.8029 2020-08-18 00:52:54,446 - mmaction - INFO - Epoch [202][60/470] lr: 8.771e-02, eta: 6:34:31, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.4964, top5_acc: 0.7218, loss_cls: 2.2205, loss: 2.2205, grad_norm: 1.7813 2020-08-18 00:53:14,324 - mmaction - INFO - Epoch [202][80/470] lr: 8.771e-02, eta: 6:34:13, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.4882, top5_acc: 0.7182, loss_cls: 2.2512, loss: 2.2512, grad_norm: 1.7974 2020-08-18 00:53:32,659 - mmaction - INFO - Epoch [202][100/470] lr: 8.771e-02, eta: 6:33:55, time: 0.917, data_time: 0.003, memory: 9444, top1_acc: 0.5036, top5_acc: 0.7332, loss_cls: 2.1759, loss: 2.1759, grad_norm: 1.7685 2020-08-18 00:53:51,269 - mmaction - INFO - Epoch [202][120/470] lr: 8.771e-02, eta: 6:33:37, time: 0.930, data_time: 0.002, memory: 9444, top1_acc: 0.4966, top5_acc: 0.7297, loss_cls: 2.1946, loss: 2.1946, grad_norm: 1.8144 2020-08-18 00:54:10,402 - mmaction - INFO - Epoch [202][140/470] lr: 8.771e-02, eta: 6:33:19, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.4923, top5_acc: 0.7226, loss_cls: 2.2358, loss: 2.2358, grad_norm: 1.7956 2020-08-18 00:54:30,282 - mmaction - INFO - Epoch [202][160/470] lr: 8.771e-02, eta: 6:33:01, time: 0.995, data_time: 0.005, memory: 9444, top1_acc: 0.4972, top5_acc: 0.7266, loss_cls: 2.2190, loss: 2.2190, grad_norm: 1.7947 2020-08-18 00:54:49,553 - mmaction - INFO - Epoch [202][180/470] lr: 8.771e-02, eta: 6:32:43, time: 0.964, data_time: 0.003, memory: 9444, top1_acc: 0.4814, top5_acc: 0.7226, loss_cls: 2.2509, loss: 2.2509, grad_norm: 1.8221 2020-08-18 00:55:07,458 - mmaction - INFO - Epoch [202][200/470] lr: 8.771e-02, eta: 6:32:24, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.4840, top5_acc: 0.7216, loss_cls: 2.2580, loss: 2.2580, grad_norm: 1.8066 2020-08-18 00:55:25,822 - mmaction - INFO - Epoch [202][220/470] lr: 8.771e-02, eta: 6:32:06, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.4865, top5_acc: 0.7193, loss_cls: 2.2540, loss: 2.2540, grad_norm: 1.7950 2020-08-18 00:55:44,688 - mmaction - INFO - Epoch [202][240/470] lr: 8.771e-02, eta: 6:31:48, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.4842, top5_acc: 0.7208, loss_cls: 2.2443, loss: 2.2443, grad_norm: 1.7833 2020-08-18 00:56:03,178 - mmaction - INFO - Epoch [202][260/470] lr: 8.771e-02, eta: 6:31:29, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.4833, top5_acc: 0.7216, loss_cls: 2.2604, loss: 2.2604, grad_norm: 1.8043 2020-08-18 00:56:22,387 - mmaction - INFO - Epoch [202][280/470] lr: 8.771e-02, eta: 6:31:11, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.4856, top5_acc: 0.7240, loss_cls: 2.2412, loss: 2.2412, grad_norm: 1.8017 2020-08-18 00:56:41,096 - mmaction - INFO - Epoch [202][300/470] lr: 8.771e-02, eta: 6:30:53, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.4791, top5_acc: 0.7154, loss_cls: 2.3121, loss: 2.3121, grad_norm: 1.8091 2020-08-18 00:56:58,836 - mmaction - INFO - Epoch [202][320/470] lr: 8.771e-02, eta: 6:30:34, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.4919, top5_acc: 0.7241, loss_cls: 2.2496, loss: 2.2496, grad_norm: 1.8030 2020-08-18 00:57:18,333 - mmaction - INFO - Epoch [202][340/470] lr: 8.771e-02, eta: 6:30:16, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.4958, top5_acc: 0.7275, loss_cls: 2.2150, loss: 2.2150, grad_norm: 1.7938 2020-08-18 00:57:37,251 - mmaction - INFO - Epoch [202][360/470] lr: 8.771e-02, eta: 6:29:58, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.4989, top5_acc: 0.7297, loss_cls: 2.2010, loss: 2.2010, grad_norm: 1.7846 2020-08-18 00:57:56,838 - mmaction - INFO - Epoch [202][380/470] lr: 8.771e-02, eta: 6:29:40, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.4928, top5_acc: 0.7193, loss_cls: 2.2553, loss: 2.2553, grad_norm: 1.8309 2020-08-18 00:58:15,056 - mmaction - INFO - Epoch [202][400/470] lr: 8.771e-02, eta: 6:29:22, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.4828, top5_acc: 0.7186, loss_cls: 2.2759, loss: 2.2759, grad_norm: 1.8187 2020-08-18 00:58:34,734 - mmaction - INFO - Epoch [202][420/470] lr: 8.771e-02, eta: 6:29:04, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.4901, top5_acc: 0.7271, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.7946 2020-08-18 00:58:52,908 - mmaction - INFO - Epoch [202][440/470] lr: 8.771e-02, eta: 6:28:45, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.4871, top5_acc: 0.7237, loss_cls: 2.2459, loss: 2.2459, grad_norm: 1.7940 2020-08-18 00:59:11,615 - mmaction - INFO - Epoch [202][460/470] lr: 8.771e-02, eta: 6:28:27, time: 0.935, data_time: 0.002, memory: 9444, top1_acc: 0.4925, top5_acc: 0.7233, loss_cls: 2.2197, loss: 2.2197, grad_norm: 1.8192 2020-08-18 00:59:44,763 - mmaction - INFO - Epoch [203][20/470] lr: 8.466e-02, eta: 6:27:58, time: 1.176, data_time: 0.386, memory: 9444, top1_acc: 0.4927, top5_acc: 0.7258, loss_cls: 2.2209, loss: 2.2209, grad_norm: 1.7941 2020-08-18 01:00:05,352 - mmaction - INFO - Epoch [203][40/470] lr: 8.466e-02, eta: 6:27:41, time: 1.021, data_time: 0.003, memory: 9444, top1_acc: 0.4960, top5_acc: 0.7285, loss_cls: 2.1938, loss: 2.1938, grad_norm: 1.8042 2020-08-18 01:00:23,124 - mmaction - INFO - Epoch [203][60/470] lr: 8.466e-02, eta: 6:27:22, time: 0.898, data_time: 0.016, memory: 9444, top1_acc: 0.4938, top5_acc: 0.7226, loss_cls: 2.2196, loss: 2.2196, grad_norm: 1.7787 2020-08-18 01:00:41,497 - mmaction - INFO - Epoch [203][80/470] lr: 8.466e-02, eta: 6:27:04, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.5032, top5_acc: 0.7348, loss_cls: 2.1822, loss: 2.1822, grad_norm: 1.8323 2020-08-18 01:00:59,506 - mmaction - INFO - Epoch [203][100/470] lr: 8.466e-02, eta: 6:26:45, time: 0.901, data_time: 0.004, memory: 9444, top1_acc: 0.4940, top5_acc: 0.7192, loss_cls: 2.2290, loss: 2.2290, grad_norm: 1.8256 2020-08-18 01:01:18,060 - mmaction - INFO - Epoch [203][120/470] lr: 8.466e-02, eta: 6:26:27, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.5017, top5_acc: 0.7343, loss_cls: 2.1808, loss: 2.1808, grad_norm: 1.7921 2020-08-18 01:01:36,251 - mmaction - INFO - Epoch [203][140/470] lr: 8.466e-02, eta: 6:26:09, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.5016, top5_acc: 0.7268, loss_cls: 2.2061, loss: 2.2061, grad_norm: 1.8176 2020-08-18 01:01:53,215 - mmaction - INFO - Epoch [203][160/470] lr: 8.466e-02, eta: 6:25:50, time: 0.849, data_time: 0.002, memory: 9444, top1_acc: 0.5023, top5_acc: 0.7351, loss_cls: 2.1747, loss: 2.1747, grad_norm: 1.8275 2020-08-18 01:02:11,005 - mmaction - INFO - Epoch [203][180/470] lr: 8.466e-02, eta: 6:25:31, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.4962, top5_acc: 0.7279, loss_cls: 2.2171, loss: 2.2171, grad_norm: 1.8343 2020-08-18 01:02:29,548 - mmaction - INFO - Epoch [203][200/470] lr: 8.466e-02, eta: 6:25:13, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.4932, top5_acc: 0.7280, loss_cls: 2.2212, loss: 2.2212, grad_norm: 1.8244 2020-08-18 01:02:48,477 - mmaction - INFO - Epoch [203][220/470] lr: 8.466e-02, eta: 6:24:55, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.4932, top5_acc: 0.7287, loss_cls: 2.2289, loss: 2.2289, grad_norm: 1.8297 2020-08-18 01:03:06,351 - mmaction - INFO - Epoch [203][240/470] lr: 8.466e-02, eta: 6:24:36, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.4953, top5_acc: 0.7276, loss_cls: 2.2067, loss: 2.2067, grad_norm: 1.8207 2020-08-18 01:03:24,257 - mmaction - INFO - Epoch [203][260/470] lr: 8.466e-02, eta: 6:24:18, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.4995, top5_acc: 0.7291, loss_cls: 2.1996, loss: 2.1996, grad_norm: 1.8055 2020-08-18 01:03:42,267 - mmaction - INFO - Epoch [203][280/470] lr: 8.466e-02, eta: 6:23:59, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4890, top5_acc: 0.7188, loss_cls: 2.2583, loss: 2.2583, grad_norm: 1.8415 2020-08-18 01:04:00,783 - mmaction - INFO - Epoch [203][300/470] lr: 8.466e-02, eta: 6:23:41, time: 0.927, data_time: 0.007, memory: 9444, top1_acc: 0.4965, top5_acc: 0.7208, loss_cls: 2.2402, loss: 2.2402, grad_norm: 1.8309 2020-08-18 01:04:18,202 - mmaction - INFO - Epoch [203][320/470] lr: 8.466e-02, eta: 6:23:22, time: 0.872, data_time: 0.003, memory: 9444, top1_acc: 0.4918, top5_acc: 0.7219, loss_cls: 2.2535, loss: 2.2535, grad_norm: 1.8193 2020-08-18 01:04:37,126 - mmaction - INFO - Epoch [203][340/470] lr: 8.466e-02, eta: 6:23:04, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.4971, top5_acc: 0.7245, loss_cls: 2.2372, loss: 2.2372, grad_norm: 1.8170 2020-08-18 01:04:55,231 - mmaction - INFO - Epoch [203][360/470] lr: 8.466e-02, eta: 6:22:46, time: 0.905, data_time: 0.002, memory: 9444, top1_acc: 0.4927, top5_acc: 0.7217, loss_cls: 2.2373, loss: 2.2373, grad_norm: 1.8201 2020-08-18 01:05:12,563 - mmaction - INFO - Epoch [203][380/470] lr: 8.466e-02, eta: 6:22:27, time: 0.865, data_time: 0.005, memory: 9444, top1_acc: 0.4873, top5_acc: 0.7250, loss_cls: 2.2280, loss: 2.2280, grad_norm: 1.8199 2020-08-18 01:05:29,885 - mmaction - INFO - Epoch [203][400/470] lr: 8.466e-02, eta: 6:22:09, time: 0.868, data_time: 0.005, memory: 9444, top1_acc: 0.4933, top5_acc: 0.7254, loss_cls: 2.2257, loss: 2.2257, grad_norm: 1.8234 2020-08-18 01:05:47,941 - mmaction - INFO - Epoch [203][420/470] lr: 8.466e-02, eta: 6:21:50, time: 0.901, data_time: 0.006, memory: 9444, top1_acc: 0.4957, top5_acc: 0.7196, loss_cls: 2.2536, loss: 2.2536, grad_norm: 1.8214 2020-08-18 01:06:05,653 - mmaction - INFO - Epoch [203][440/470] lr: 8.466e-02, eta: 6:21:32, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.5010, top5_acc: 0.7276, loss_cls: 2.2067, loss: 2.2067, grad_norm: 1.8158 2020-08-18 01:06:24,326 - mmaction - INFO - Epoch [203][460/470] lr: 8.466e-02, eta: 6:21:13, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.4838, top5_acc: 0.7182, loss_cls: 2.2657, loss: 2.2657, grad_norm: 1.8463 2020-08-18 01:06:58,410 - mmaction - INFO - Epoch [204][20/470] lr: 8.167e-02, eta: 6:20:45, time: 1.232, data_time: 0.503, memory: 9444, top1_acc: 0.4972, top5_acc: 0.7320, loss_cls: 2.1981, loss: 2.1981, grad_norm: 1.7938 2020-08-18 01:07:15,618 - mmaction - INFO - Epoch [204][40/470] lr: 8.167e-02, eta: 6:20:26, time: 0.862, data_time: 0.006, memory: 9444, top1_acc: 0.4919, top5_acc: 0.7202, loss_cls: 2.2352, loss: 2.2352, grad_norm: 1.8540 2020-08-18 01:07:34,045 - mmaction - INFO - Epoch [204][60/470] lr: 8.167e-02, eta: 6:20:08, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.4983, top5_acc: 0.7162, loss_cls: 2.2414, loss: 2.2414, grad_norm: 1.8102 2020-08-18 01:07:51,485 - mmaction - INFO - Epoch [204][80/470] lr: 8.167e-02, eta: 6:19:49, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.4972, top5_acc: 0.7300, loss_cls: 2.1997, loss: 2.1997, grad_norm: 1.8526 2020-08-18 01:08:10,204 - mmaction - INFO - Epoch [204][100/470] lr: 8.167e-02, eta: 6:19:31, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.4993, top5_acc: 0.7289, loss_cls: 2.1896, loss: 2.1896, grad_norm: 1.8314 2020-08-18 01:08:28,333 - mmaction - INFO - Epoch [204][120/470] lr: 8.167e-02, eta: 6:19:13, time: 0.906, data_time: 0.002, memory: 9444, top1_acc: 0.4979, top5_acc: 0.7302, loss_cls: 2.2186, loss: 2.2186, grad_norm: 1.8586 2020-08-18 01:08:46,199 - mmaction - INFO - Epoch [204][140/470] lr: 8.167e-02, eta: 6:18:54, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.4962, top5_acc: 0.7263, loss_cls: 2.2155, loss: 2.2155, grad_norm: 1.8153 2020-08-18 01:09:03,967 - mmaction - INFO - Epoch [204][160/470] lr: 8.167e-02, eta: 6:18:36, time: 0.888, data_time: 0.002, memory: 9444, top1_acc: 0.5060, top5_acc: 0.7344, loss_cls: 2.1803, loss: 2.1803, grad_norm: 1.8298 2020-08-18 01:09:22,467 - mmaction - INFO - Epoch [204][180/470] lr: 8.167e-02, eta: 6:18:17, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4956, top5_acc: 0.7283, loss_cls: 2.2214, loss: 2.2214, grad_norm: 1.8790 2020-08-18 01:09:40,184 - mmaction - INFO - Epoch [204][200/470] lr: 8.167e-02, eta: 6:17:59, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.5021, top5_acc: 0.7266, loss_cls: 2.2020, loss: 2.2020, grad_norm: 1.8303 2020-08-18 01:09:59,177 - mmaction - INFO - Epoch [204][220/470] lr: 8.167e-02, eta: 6:17:41, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.4904, top5_acc: 0.7283, loss_cls: 2.1966, loss: 2.1966, grad_norm: 1.8534 2020-08-18 01:10:17,133 - mmaction - INFO - Epoch [204][240/470] lr: 8.167e-02, eta: 6:17:22, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.5079, top5_acc: 0.7356, loss_cls: 2.1484, loss: 2.1484, grad_norm: 1.8700 2020-08-18 01:10:34,889 - mmaction - INFO - Epoch [204][260/470] lr: 8.167e-02, eta: 6:17:04, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.5100, top5_acc: 0.7359, loss_cls: 2.1843, loss: 2.1843, grad_norm: 1.8522 2020-08-18 01:10:53,308 - mmaction - INFO - Epoch [204][280/470] lr: 8.167e-02, eta: 6:16:45, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.5014, top5_acc: 0.7345, loss_cls: 2.1951, loss: 2.1951, grad_norm: 1.8699 2020-08-18 01:11:11,350 - mmaction - INFO - Epoch [204][300/470] lr: 8.167e-02, eta: 6:16:27, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.4952, top5_acc: 0.7265, loss_cls: 2.2340, loss: 2.2340, grad_norm: 1.8450 2020-08-18 01:11:29,606 - mmaction - INFO - Epoch [204][320/470] lr: 8.167e-02, eta: 6:16:09, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.4990, top5_acc: 0.7241, loss_cls: 2.2263, loss: 2.2263, grad_norm: 1.8277 2020-08-18 01:11:47,211 - mmaction - INFO - Epoch [204][340/470] lr: 8.167e-02, eta: 6:15:50, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.5023, top5_acc: 0.7326, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.8257 2020-08-18 01:12:04,977 - mmaction - INFO - Epoch [204][360/470] lr: 8.167e-02, eta: 6:15:32, time: 0.891, data_time: 0.006, memory: 9444, top1_acc: 0.4984, top5_acc: 0.7355, loss_cls: 2.1881, loss: 2.1881, grad_norm: 1.8601 2020-08-18 01:12:23,520 - mmaction - INFO - Epoch [204][380/470] lr: 8.167e-02, eta: 6:15:13, time: 0.926, data_time: 0.004, memory: 9444, top1_acc: 0.4994, top5_acc: 0.7330, loss_cls: 2.1928, loss: 2.1928, grad_norm: 1.8469 2020-08-18 01:12:41,963 - mmaction - INFO - Epoch [204][400/470] lr: 8.167e-02, eta: 6:14:55, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.4940, top5_acc: 0.7255, loss_cls: 2.2173, loss: 2.2173, grad_norm: 1.8679 2020-08-18 01:13:00,474 - mmaction - INFO - Epoch [204][420/470] lr: 8.167e-02, eta: 6:14:37, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.4903, top5_acc: 0.7232, loss_cls: 2.2276, loss: 2.2276, grad_norm: 1.8556 2020-08-18 01:13:19,090 - mmaction - INFO - Epoch [204][440/470] lr: 8.167e-02, eta: 6:14:18, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.5037, top5_acc: 0.7302, loss_cls: 2.1973, loss: 2.1973, grad_norm: 1.8361 2020-08-18 01:13:36,567 - mmaction - INFO - Epoch [204][460/470] lr: 8.167e-02, eta: 6:14:00, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.4972, top5_acc: 0.7298, loss_cls: 2.2134, loss: 2.2134, grad_norm: 1.8791 2020-08-18 01:13:46,651 - mmaction - INFO - Saving checkpoint at 204 epochs 2020-08-18 01:14:09,136 - mmaction - INFO - Epoch [205][20/470] lr: 7.872e-02, eta: 6:13:30, time: 1.026, data_time: 0.301, memory: 9444, top1_acc: 0.5113, top5_acc: 0.7400, loss_cls: 2.1315, loss: 2.1315, grad_norm: 1.8199 2020-08-18 01:14:26,804 - mmaction - INFO - Epoch [205][40/470] lr: 7.872e-02, eta: 6:13:12, time: 0.883, data_time: 0.002, memory: 9444, top1_acc: 0.5033, top5_acc: 0.7337, loss_cls: 2.1832, loss: 2.1832, grad_norm: 1.8560 2020-08-18 01:14:45,010 - mmaction - INFO - Epoch [205][60/470] lr: 7.872e-02, eta: 6:12:53, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.4908, top5_acc: 0.7294, loss_cls: 2.2192, loss: 2.2192, grad_norm: 1.8566 2020-08-18 01:15:03,417 - mmaction - INFO - Epoch [205][80/470] lr: 7.872e-02, eta: 6:12:35, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5039, top5_acc: 0.7295, loss_cls: 2.1778, loss: 2.1778, grad_norm: 1.8429 2020-08-18 01:15:21,723 - mmaction - INFO - Epoch [205][100/470] lr: 7.872e-02, eta: 6:12:17, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.4990, top5_acc: 0.7261, loss_cls: 2.2051, loss: 2.2051, grad_norm: 1.8514 2020-08-18 01:15:39,815 - mmaction - INFO - Epoch [205][120/470] lr: 7.872e-02, eta: 6:11:58, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.5128, top5_acc: 0.7411, loss_cls: 2.1518, loss: 2.1518, grad_norm: 1.8503 2020-08-18 01:15:57,049 - mmaction - INFO - Epoch [205][140/470] lr: 7.872e-02, eta: 6:11:40, time: 0.864, data_time: 0.006, memory: 9444, top1_acc: 0.5136, top5_acc: 0.7359, loss_cls: 2.1622, loss: 2.1622, grad_norm: 1.8403 2020-08-18 01:16:15,013 - mmaction - INFO - Epoch [205][160/470] lr: 7.872e-02, eta: 6:11:21, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.4965, top5_acc: 0.7318, loss_cls: 2.1853, loss: 2.1853, grad_norm: 1.8622 2020-08-18 01:16:33,053 - mmaction - INFO - Epoch [205][180/470] lr: 7.872e-02, eta: 6:11:03, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.4978, top5_acc: 0.7307, loss_cls: 2.2069, loss: 2.2069, grad_norm: 1.8527 2020-08-18 01:16:51,667 - mmaction - INFO - Epoch [205][200/470] lr: 7.872e-02, eta: 6:10:44, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.4961, top5_acc: 0.7360, loss_cls: 2.1868, loss: 2.1868, grad_norm: 1.8659 2020-08-18 01:17:09,536 - mmaction - INFO - Epoch [205][220/470] lr: 7.872e-02, eta: 6:10:26, time: 0.896, data_time: 0.006, memory: 9444, top1_acc: 0.5002, top5_acc: 0.7337, loss_cls: 2.1832, loss: 2.1832, grad_norm: 1.8722 2020-08-18 01:17:29,274 - mmaction - INFO - Epoch [205][240/470] lr: 7.872e-02, eta: 6:10:08, time: 0.986, data_time: 0.004, memory: 9444, top1_acc: 0.4920, top5_acc: 0.7226, loss_cls: 2.2217, loss: 2.2217, grad_norm: 1.8829 2020-08-18 01:17:46,829 - mmaction - INFO - Epoch [205][260/470] lr: 7.872e-02, eta: 6:09:49, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.5032, top5_acc: 0.7327, loss_cls: 2.1845, loss: 2.1845, grad_norm: 1.8477 2020-08-18 01:18:04,794 - mmaction - INFO - Epoch [205][280/470] lr: 7.872e-02, eta: 6:09:31, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5091, top5_acc: 0.7370, loss_cls: 2.1503, loss: 2.1503, grad_norm: 1.8520 2020-08-18 01:18:22,826 - mmaction - INFO - Epoch [205][300/470] lr: 7.872e-02, eta: 6:09:13, time: 0.901, data_time: 0.003, memory: 9444, top1_acc: 0.5051, top5_acc: 0.7318, loss_cls: 2.1793, loss: 2.1793, grad_norm: 1.8577 2020-08-18 01:18:41,416 - mmaction - INFO - Epoch [205][320/470] lr: 7.872e-02, eta: 6:08:54, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.5021, top5_acc: 0.7314, loss_cls: 2.2005, loss: 2.2005, grad_norm: 1.8823 2020-08-18 01:19:00,272 - mmaction - INFO - Epoch [205][340/470] lr: 7.872e-02, eta: 6:08:36, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.5040, top5_acc: 0.7285, loss_cls: 2.1942, loss: 2.1942, grad_norm: 1.8836 2020-08-18 01:19:18,393 - mmaction - INFO - Epoch [205][360/470] lr: 7.872e-02, eta: 6:08:18, time: 0.905, data_time: 0.002, memory: 9444, top1_acc: 0.4904, top5_acc: 0.7218, loss_cls: 2.2330, loss: 2.2330, grad_norm: 1.8846 2020-08-18 01:19:37,260 - mmaction - INFO - Epoch [205][380/470] lr: 7.872e-02, eta: 6:07:59, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.4967, top5_acc: 0.7276, loss_cls: 2.2063, loss: 2.2063, grad_norm: 1.8414 2020-08-18 01:19:55,345 - mmaction - INFO - Epoch [205][400/470] lr: 7.872e-02, eta: 6:07:41, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.5022, top5_acc: 0.7350, loss_cls: 2.1817, loss: 2.1817, grad_norm: 1.8610 2020-08-18 01:20:14,865 - mmaction - INFO - Epoch [205][420/470] lr: 7.872e-02, eta: 6:07:23, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.4942, top5_acc: 0.7268, loss_cls: 2.2228, loss: 2.2228, grad_norm: 1.8888 2020-08-18 01:20:32,324 - mmaction - INFO - Epoch [205][440/470] lr: 7.872e-02, eta: 6:07:04, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.4950, top5_acc: 0.7280, loss_cls: 2.2154, loss: 2.2154, grad_norm: 1.8818 2020-08-18 01:20:50,967 - mmaction - INFO - Epoch [205][460/470] lr: 7.872e-02, eta: 6:06:46, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4946, top5_acc: 0.7268, loss_cls: 2.2208, loss: 2.2208, grad_norm: 1.8565 2020-08-18 01:21:24,847 - mmaction - INFO - Epoch [206][20/470] lr: 7.582e-02, eta: 6:06:18, time: 1.199, data_time: 0.389, memory: 9444, top1_acc: 0.5034, top5_acc: 0.7342, loss_cls: 2.1563, loss: 2.1563, grad_norm: 1.8294 2020-08-18 01:21:41,960 - mmaction - INFO - Epoch [206][40/470] lr: 7.582e-02, eta: 6:05:59, time: 0.857, data_time: 0.005, memory: 9444, top1_acc: 0.5139, top5_acc: 0.7374, loss_cls: 2.1370, loss: 2.1370, grad_norm: 1.8557 2020-08-18 01:22:00,039 - mmaction - INFO - Epoch [206][60/470] lr: 7.582e-02, eta: 6:05:41, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.5059, top5_acc: 0.7321, loss_cls: 2.1617, loss: 2.1617, grad_norm: 1.8711 2020-08-18 01:22:19,753 - mmaction - INFO - Epoch [206][80/470] lr: 7.582e-02, eta: 6:05:23, time: 0.988, data_time: 0.006, memory: 9444, top1_acc: 0.5059, top5_acc: 0.7319, loss_cls: 2.1613, loss: 2.1613, grad_norm: 1.8777 2020-08-18 01:22:36,717 - mmaction - INFO - Epoch [206][100/470] lr: 7.582e-02, eta: 6:05:04, time: 0.848, data_time: 0.006, memory: 9444, top1_acc: 0.5045, top5_acc: 0.7332, loss_cls: 2.1734, loss: 2.1734, grad_norm: 1.8941 2020-08-18 01:22:55,124 - mmaction - INFO - Epoch [206][120/470] lr: 7.582e-02, eta: 6:04:46, time: 0.920, data_time: 0.003, memory: 9444, top1_acc: 0.5067, top5_acc: 0.7388, loss_cls: 2.1397, loss: 2.1397, grad_norm: 1.8842 2020-08-18 01:23:12,961 - mmaction - INFO - Epoch [206][140/470] lr: 7.582e-02, eta: 6:04:27, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.5089, top5_acc: 0.7389, loss_cls: 2.1550, loss: 2.1550, grad_norm: 1.8898 2020-08-18 01:23:30,563 - mmaction - INFO - Epoch [206][160/470] lr: 7.582e-02, eta: 6:04:09, time: 0.881, data_time: 0.006, memory: 9444, top1_acc: 0.5063, top5_acc: 0.7396, loss_cls: 2.1457, loss: 2.1457, grad_norm: 1.9012 2020-08-18 01:23:49,928 - mmaction - INFO - Epoch [206][180/470] lr: 7.582e-02, eta: 6:03:50, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.5001, top5_acc: 0.7321, loss_cls: 2.2000, loss: 2.2000, grad_norm: 1.9282 2020-08-18 01:24:07,767 - mmaction - INFO - Epoch [206][200/470] lr: 7.582e-02, eta: 6:03:32, time: 0.895, data_time: 0.007, memory: 9444, top1_acc: 0.5011, top5_acc: 0.7329, loss_cls: 2.1909, loss: 2.1909, grad_norm: 1.8850 2020-08-18 01:24:26,148 - mmaction - INFO - Epoch [206][220/470] lr: 7.582e-02, eta: 6:03:14, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.5046, top5_acc: 0.7362, loss_cls: 2.1661, loss: 2.1661, grad_norm: 1.8973 2020-08-18 01:24:45,713 - mmaction - INFO - Epoch [206][240/470] lr: 7.582e-02, eta: 6:02:56, time: 0.978, data_time: 0.003, memory: 9444, top1_acc: 0.5073, top5_acc: 0.7298, loss_cls: 2.1899, loss: 2.1899, grad_norm: 1.9043 2020-08-18 01:25:02,979 - mmaction - INFO - Epoch [206][260/470] lr: 7.582e-02, eta: 6:02:37, time: 0.862, data_time: 0.006, memory: 9444, top1_acc: 0.5027, top5_acc: 0.7311, loss_cls: 2.1994, loss: 2.1994, grad_norm: 1.8954 2020-08-18 01:25:22,752 - mmaction - INFO - Epoch [206][280/470] lr: 7.582e-02, eta: 6:02:19, time: 0.989, data_time: 0.003, memory: 9444, top1_acc: 0.5046, top5_acc: 0.7302, loss_cls: 2.1792, loss: 2.1792, grad_norm: 1.8805 2020-08-18 01:25:40,726 - mmaction - INFO - Epoch [206][300/470] lr: 7.582e-02, eta: 6:02:00, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.5065, top5_acc: 0.7459, loss_cls: 2.1502, loss: 2.1502, grad_norm: 1.8596 2020-08-18 01:25:59,877 - mmaction - INFO - Epoch [206][320/470] lr: 7.582e-02, eta: 6:01:42, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.5026, top5_acc: 0.7312, loss_cls: 2.1876, loss: 2.1876, grad_norm: 1.8913 2020-08-18 01:26:17,478 - mmaction - INFO - Epoch [206][340/470] lr: 7.582e-02, eta: 6:01:24, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.5047, top5_acc: 0.7354, loss_cls: 2.1777, loss: 2.1777, grad_norm: 1.9044 2020-08-18 01:26:35,432 - mmaction - INFO - Epoch [206][360/470] lr: 7.582e-02, eta: 6:01:05, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5029, top5_acc: 0.7305, loss_cls: 2.1925, loss: 2.1925, grad_norm: 1.9001 2020-08-18 01:26:54,222 - mmaction - INFO - Epoch [206][380/470] lr: 7.582e-02, eta: 6:00:47, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.5014, top5_acc: 0.7324, loss_cls: 2.1778, loss: 2.1778, grad_norm: 1.8711 2020-08-18 01:27:12,411 - mmaction - INFO - Epoch [206][400/470] lr: 7.582e-02, eta: 6:00:29, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.5058, top5_acc: 0.7274, loss_cls: 2.2051, loss: 2.2051, grad_norm: 1.8979 2020-08-18 01:27:30,559 - mmaction - INFO - Epoch [206][420/470] lr: 7.582e-02, eta: 6:00:10, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.5011, top5_acc: 0.7343, loss_cls: 2.1789, loss: 2.1789, grad_norm: 1.8908 2020-08-18 01:27:48,960 - mmaction - INFO - Epoch [206][440/470] lr: 7.582e-02, eta: 5:59:52, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.5015, top5_acc: 0.7283, loss_cls: 2.1800, loss: 2.1800, grad_norm: 1.8891 2020-08-18 01:28:07,060 - mmaction - INFO - Epoch [206][460/470] lr: 7.582e-02, eta: 5:59:34, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.5041, top5_acc: 0.7375, loss_cls: 2.1791, loss: 2.1791, grad_norm: 1.8949 2020-08-18 01:28:39,285 - mmaction - INFO - Epoch [207][20/470] lr: 7.297e-02, eta: 5:59:05, time: 1.098, data_time: 0.382, memory: 9444, top1_acc: 0.5090, top5_acc: 0.7373, loss_cls: 2.1536, loss: 2.1536, grad_norm: 1.8736 2020-08-18 01:28:57,421 - mmaction - INFO - Epoch [207][40/470] lr: 7.297e-02, eta: 5:58:46, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.5167, top5_acc: 0.7416, loss_cls: 2.1046, loss: 2.1046, grad_norm: 1.8718 2020-08-18 01:29:15,239 - mmaction - INFO - Epoch [207][60/470] lr: 7.297e-02, eta: 5:58:28, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.5114, top5_acc: 0.7407, loss_cls: 2.1379, loss: 2.1379, grad_norm: 1.8864 2020-08-18 01:29:32,506 - mmaction - INFO - Epoch [207][80/470] lr: 7.297e-02, eta: 5:58:09, time: 0.864, data_time: 0.004, memory: 9444, top1_acc: 0.5012, top5_acc: 0.7338, loss_cls: 2.1681, loss: 2.1681, grad_norm: 1.8682 2020-08-18 01:29:50,535 - mmaction - INFO - Epoch [207][100/470] lr: 7.297e-02, eta: 5:57:51, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.5098, top5_acc: 0.7401, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.8813 2020-08-18 01:30:08,496 - mmaction - INFO - Epoch [207][120/470] lr: 7.297e-02, eta: 5:57:32, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5065, top5_acc: 0.7331, loss_cls: 2.1596, loss: 2.1596, grad_norm: 1.8818 2020-08-18 01:30:26,707 - mmaction - INFO - Epoch [207][140/470] lr: 7.297e-02, eta: 5:57:14, time: 0.910, data_time: 0.002, memory: 9444, top1_acc: 0.5077, top5_acc: 0.7356, loss_cls: 2.1619, loss: 2.1619, grad_norm: 1.8922 2020-08-18 01:30:45,536 - mmaction - INFO - Epoch [207][160/470] lr: 7.297e-02, eta: 5:56:56, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.5158, top5_acc: 0.7453, loss_cls: 2.1140, loss: 2.1140, grad_norm: 1.8576 2020-08-18 01:31:02,879 - mmaction - INFO - Epoch [207][180/470] lr: 7.297e-02, eta: 5:56:37, time: 0.869, data_time: 0.006, memory: 9444, top1_acc: 0.5139, top5_acc: 0.7427, loss_cls: 2.1361, loss: 2.1361, grad_norm: 1.8996 2020-08-18 01:31:20,746 - mmaction - INFO - Epoch [207][200/470] lr: 7.297e-02, eta: 5:56:19, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.4994, top5_acc: 0.7311, loss_cls: 2.1730, loss: 2.1730, grad_norm: 1.9135 2020-08-18 01:31:39,070 - mmaction - INFO - Epoch [207][220/470] lr: 7.297e-02, eta: 5:56:00, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.5051, top5_acc: 0.7339, loss_cls: 2.1700, loss: 2.1700, grad_norm: 1.9203 2020-08-18 01:31:57,390 - mmaction - INFO - Epoch [207][240/470] lr: 7.297e-02, eta: 5:55:42, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.5059, top5_acc: 0.7367, loss_cls: 2.1613, loss: 2.1613, grad_norm: 1.8783 2020-08-18 01:32:15,004 - mmaction - INFO - Epoch [207][260/470] lr: 7.297e-02, eta: 5:55:23, time: 0.881, data_time: 0.006, memory: 9444, top1_acc: 0.4980, top5_acc: 0.7280, loss_cls: 2.2168, loss: 2.2168, grad_norm: 1.9373 2020-08-18 01:32:33,104 - mmaction - INFO - Epoch [207][280/470] lr: 7.297e-02, eta: 5:55:05, time: 0.907, data_time: 0.004, memory: 9444, top1_acc: 0.5000, top5_acc: 0.7291, loss_cls: 2.1974, loss: 2.1974, grad_norm: 1.9161 2020-08-18 01:32:51,638 - mmaction - INFO - Epoch [207][300/470] lr: 7.297e-02, eta: 5:54:47, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5089, top5_acc: 0.7422, loss_cls: 2.1476, loss: 2.1476, grad_norm: 1.9206 2020-08-18 01:33:09,861 - mmaction - INFO - Epoch [207][320/470] lr: 7.297e-02, eta: 5:54:28, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.5064, top5_acc: 0.7346, loss_cls: 2.1620, loss: 2.1620, grad_norm: 1.8832 2020-08-18 01:33:27,566 - mmaction - INFO - Epoch [207][340/470] lr: 7.297e-02, eta: 5:54:10, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.5181, top5_acc: 0.7380, loss_cls: 2.1347, loss: 2.1347, grad_norm: 1.8757 2020-08-18 01:33:44,780 - mmaction - INFO - Epoch [207][360/470] lr: 7.297e-02, eta: 5:53:51, time: 0.862, data_time: 0.005, memory: 9444, top1_acc: 0.4985, top5_acc: 0.7293, loss_cls: 2.1893, loss: 2.1893, grad_norm: 1.9504 2020-08-18 01:34:03,117 - mmaction - INFO - Epoch [207][380/470] lr: 7.297e-02, eta: 5:53:33, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5089, top5_acc: 0.7377, loss_cls: 2.1491, loss: 2.1491, grad_norm: 1.9208 2020-08-18 01:34:22,635 - mmaction - INFO - Epoch [207][400/470] lr: 7.297e-02, eta: 5:53:15, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.5014, top5_acc: 0.7374, loss_cls: 2.1648, loss: 2.1648, grad_norm: 1.9145 2020-08-18 01:34:41,696 - mmaction - INFO - Epoch [207][420/470] lr: 7.297e-02, eta: 5:52:56, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.5058, top5_acc: 0.7314, loss_cls: 2.1837, loss: 2.1837, grad_norm: 1.9458 2020-08-18 01:35:00,493 - mmaction - INFO - Epoch [207][440/470] lr: 7.297e-02, eta: 5:52:38, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.5110, top5_acc: 0.7353, loss_cls: 2.1486, loss: 2.1486, grad_norm: 1.9113 2020-08-18 01:35:19,131 - mmaction - INFO - Epoch [207][460/470] lr: 7.297e-02, eta: 5:52:20, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.4989, top5_acc: 0.7307, loss_cls: 2.1968, loss: 2.1968, grad_norm: 1.9357 2020-08-18 01:35:52,754 - mmaction - INFO - Epoch [208][20/470] lr: 7.016e-02, eta: 5:51:52, time: 1.189, data_time: 0.384, memory: 9444, top1_acc: 0.5142, top5_acc: 0.7421, loss_cls: 2.1126, loss: 2.1126, grad_norm: 1.8715 2020-08-18 01:36:10,660 - mmaction - INFO - Epoch [208][40/470] lr: 7.016e-02, eta: 5:51:33, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.5145, top5_acc: 0.7393, loss_cls: 2.1299, loss: 2.1299, grad_norm: 1.9167 2020-08-18 01:36:29,462 - mmaction - INFO - Epoch [208][60/470] lr: 7.016e-02, eta: 5:51:15, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.5216, top5_acc: 0.7455, loss_cls: 2.1032, loss: 2.1032, grad_norm: 1.9075 2020-08-18 01:36:47,971 - mmaction - INFO - Epoch [208][80/470] lr: 7.016e-02, eta: 5:50:57, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5156, top5_acc: 0.7412, loss_cls: 2.1379, loss: 2.1379, grad_norm: 1.9151 2020-08-18 01:37:07,024 - mmaction - INFO - Epoch [208][100/470] lr: 7.016e-02, eta: 5:50:38, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.5074, top5_acc: 0.7369, loss_cls: 2.1597, loss: 2.1597, grad_norm: 1.9355 2020-08-18 01:37:26,063 - mmaction - INFO - Epoch [208][120/470] lr: 7.016e-02, eta: 5:50:20, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5066, top5_acc: 0.7346, loss_cls: 2.1510, loss: 2.1510, grad_norm: 1.9228 2020-08-18 01:37:44,936 - mmaction - INFO - Epoch [208][140/470] lr: 7.016e-02, eta: 5:50:02, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.5140, top5_acc: 0.7354, loss_cls: 2.1404, loss: 2.1404, grad_norm: 1.9240 2020-08-18 01:38:03,992 - mmaction - INFO - Epoch [208][160/470] lr: 7.016e-02, eta: 5:49:44, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5075, top5_acc: 0.7432, loss_cls: 2.1127, loss: 2.1127, grad_norm: 1.8966 2020-08-18 01:38:23,454 - mmaction - INFO - Epoch [208][180/470] lr: 7.016e-02, eta: 5:49:26, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.5128, top5_acc: 0.7401, loss_cls: 2.1427, loss: 2.1427, grad_norm: 1.9153 2020-08-18 01:38:41,903 - mmaction - INFO - Epoch [208][200/470] lr: 7.016e-02, eta: 5:49:07, time: 0.925, data_time: 0.007, memory: 9444, top1_acc: 0.5054, top5_acc: 0.7373, loss_cls: 2.1492, loss: 2.1492, grad_norm: 1.9199 2020-08-18 01:39:01,198 - mmaction - INFO - Epoch [208][220/470] lr: 7.016e-02, eta: 5:48:49, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.5032, top5_acc: 0.7370, loss_cls: 2.1504, loss: 2.1504, grad_norm: 1.9292 2020-08-18 01:39:20,058 - mmaction - INFO - Epoch [208][240/470] lr: 7.016e-02, eta: 5:48:31, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5130, top5_acc: 0.7402, loss_cls: 2.1356, loss: 2.1356, grad_norm: 1.9074 2020-08-18 01:39:39,047 - mmaction - INFO - Epoch [208][260/470] lr: 7.016e-02, eta: 5:48:13, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.5126, top5_acc: 0.7412, loss_cls: 2.1389, loss: 2.1389, grad_norm: 1.9578 2020-08-18 01:39:57,439 - mmaction - INFO - Epoch [208][280/470] lr: 7.016e-02, eta: 5:47:54, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.5087, top5_acc: 0.7379, loss_cls: 2.1478, loss: 2.1478, grad_norm: 1.9477 2020-08-18 01:40:16,741 - mmaction - INFO - Epoch [208][300/470] lr: 7.016e-02, eta: 5:47:36, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.5138, top5_acc: 0.7383, loss_cls: 2.1407, loss: 2.1407, grad_norm: 1.9266 2020-08-18 01:40:35,520 - mmaction - INFO - Epoch [208][320/470] lr: 7.016e-02, eta: 5:47:18, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.5034, top5_acc: 0.7317, loss_cls: 2.1740, loss: 2.1740, grad_norm: 1.9220 2020-08-18 01:40:54,002 - mmaction - INFO - Epoch [208][340/470] lr: 7.016e-02, eta: 5:47:00, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.5116, top5_acc: 0.7375, loss_cls: 2.1500, loss: 2.1500, grad_norm: 1.9361 2020-08-18 01:41:12,468 - mmaction - INFO - Epoch [208][360/470] lr: 7.016e-02, eta: 5:46:41, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.5113, top5_acc: 0.7380, loss_cls: 2.1420, loss: 2.1420, grad_norm: 1.9118 2020-08-18 01:41:31,956 - mmaction - INFO - Epoch [208][380/470] lr: 7.016e-02, eta: 5:46:23, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.5123, top5_acc: 0.7432, loss_cls: 2.1373, loss: 2.1373, grad_norm: 1.9222 2020-08-18 01:41:50,998 - mmaction - INFO - Epoch [208][400/470] lr: 7.016e-02, eta: 5:46:05, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5070, top5_acc: 0.7352, loss_cls: 2.1640, loss: 2.1640, grad_norm: 1.9413 2020-08-18 01:42:09,628 - mmaction - INFO - Epoch [208][420/470] lr: 7.016e-02, eta: 5:45:47, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.5097, top5_acc: 0.7372, loss_cls: 2.1439, loss: 2.1439, grad_norm: 1.9255 2020-08-18 01:42:28,196 - mmaction - INFO - Epoch [208][440/470] lr: 7.016e-02, eta: 5:45:29, time: 0.932, data_time: 0.007, memory: 9444, top1_acc: 0.5046, top5_acc: 0.7378, loss_cls: 2.1555, loss: 2.1555, grad_norm: 1.9474 2020-08-18 01:42:46,048 - mmaction - INFO - Epoch [208][460/470] lr: 7.016e-02, eta: 5:45:10, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.5161, top5_acc: 0.7479, loss_cls: 2.1056, loss: 2.1056, grad_norm: 1.9229 2020-08-18 01:42:54,990 - mmaction - INFO - Saving checkpoint at 208 epochs 2020-08-18 01:43:17,075 - mmaction - INFO - Epoch [209][20/470] lr: 6.741e-02, eta: 5:44:41, time: 1.016, data_time: 0.317, memory: 9444, top1_acc: 0.5129, top5_acc: 0.7474, loss_cls: 2.1113, loss: 2.1113, grad_norm: 1.9467 2020-08-18 01:43:35,116 - mmaction - INFO - Epoch [209][40/470] lr: 6.741e-02, eta: 5:44:22, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.5229, top5_acc: 0.7453, loss_cls: 2.0846, loss: 2.0846, grad_norm: 1.9106 2020-08-18 01:43:53,623 - mmaction - INFO - Epoch [209][60/470] lr: 6.741e-02, eta: 5:44:04, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.5068, top5_acc: 0.7402, loss_cls: 2.1371, loss: 2.1371, grad_norm: 1.9649 2020-08-18 01:44:12,834 - mmaction - INFO - Epoch [209][80/470] lr: 6.741e-02, eta: 5:43:46, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.5185, top5_acc: 0.7425, loss_cls: 2.1204, loss: 2.1204, grad_norm: 1.9226 2020-08-18 01:44:30,846 - mmaction - INFO - Epoch [209][100/470] lr: 6.741e-02, eta: 5:43:28, time: 0.899, data_time: 0.004, memory: 9444, top1_acc: 0.5154, top5_acc: 0.7471, loss_cls: 2.1201, loss: 2.1201, grad_norm: 1.9367 2020-08-18 01:44:49,377 - mmaction - INFO - Epoch [209][120/470] lr: 6.741e-02, eta: 5:43:09, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.5167, top5_acc: 0.7454, loss_cls: 2.1178, loss: 2.1178, grad_norm: 1.9471 2020-08-18 01:45:08,308 - mmaction - INFO - Epoch [209][140/470] lr: 6.741e-02, eta: 5:42:51, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.5142, top5_acc: 0.7446, loss_cls: 2.1080, loss: 2.1080, grad_norm: 1.9533 2020-08-18 01:45:27,180 - mmaction - INFO - Epoch [209][160/470] lr: 6.741e-02, eta: 5:42:33, time: 0.944, data_time: 0.002, memory: 9444, top1_acc: 0.5148, top5_acc: 0.7409, loss_cls: 2.1268, loss: 2.1268, grad_norm: 1.9521 2020-08-18 01:45:45,541 - mmaction - INFO - Epoch [209][180/470] lr: 6.741e-02, eta: 5:42:14, time: 0.916, data_time: 0.004, memory: 9444, top1_acc: 0.5060, top5_acc: 0.7361, loss_cls: 2.1557, loss: 2.1557, grad_norm: 1.9502 2020-08-18 01:46:05,210 - mmaction - INFO - Epoch [209][200/470] lr: 6.741e-02, eta: 5:41:56, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.5154, top5_acc: 0.7410, loss_cls: 2.1151, loss: 2.1151, grad_norm: 1.9543 2020-08-18 01:46:24,157 - mmaction - INFO - Epoch [209][220/470] lr: 6.741e-02, eta: 5:41:38, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.5204, top5_acc: 0.7384, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.9491 2020-08-18 01:46:42,836 - mmaction - INFO - Epoch [209][240/470] lr: 6.741e-02, eta: 5:41:20, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.5111, top5_acc: 0.7382, loss_cls: 2.1509, loss: 2.1509, grad_norm: 1.9491 2020-08-18 01:47:01,803 - mmaction - INFO - Epoch [209][260/470] lr: 6.741e-02, eta: 5:41:02, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.5159, top5_acc: 0.7466, loss_cls: 2.1077, loss: 2.1077, grad_norm: 1.9393 2020-08-18 01:47:20,775 - mmaction - INFO - Epoch [209][280/470] lr: 6.741e-02, eta: 5:40:43, time: 0.949, data_time: 0.004, memory: 9444, top1_acc: 0.5114, top5_acc: 0.7386, loss_cls: 2.1433, loss: 2.1433, grad_norm: 1.9276 2020-08-18 01:47:39,418 - mmaction - INFO - Epoch [209][300/470] lr: 6.741e-02, eta: 5:40:25, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.5187, top5_acc: 0.7403, loss_cls: 2.1034, loss: 2.1034, grad_norm: 1.9279 2020-08-18 01:47:57,977 - mmaction - INFO - Epoch [209][320/470] lr: 6.741e-02, eta: 5:40:07, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.5177, top5_acc: 0.7413, loss_cls: 2.1244, loss: 2.1244, grad_norm: 1.9614 2020-08-18 01:48:17,503 - mmaction - INFO - Epoch [209][340/470] lr: 6.741e-02, eta: 5:39:49, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.5145, top5_acc: 0.7413, loss_cls: 2.1196, loss: 2.1196, grad_norm: 1.9818 2020-08-18 01:48:36,104 - mmaction - INFO - Epoch [209][360/470] lr: 6.741e-02, eta: 5:39:30, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5041, top5_acc: 0.7332, loss_cls: 2.1644, loss: 2.1644, grad_norm: 1.9666 2020-08-18 01:48:54,626 - mmaction - INFO - Epoch [209][380/470] lr: 6.741e-02, eta: 5:39:12, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.5067, top5_acc: 0.7319, loss_cls: 2.1701, loss: 2.1701, grad_norm: 1.9870 2020-08-18 01:49:14,075 - mmaction - INFO - Epoch [209][400/470] lr: 6.741e-02, eta: 5:38:54, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.5137, top5_acc: 0.7390, loss_cls: 2.1391, loss: 2.1391, grad_norm: 1.9742 2020-08-18 01:49:33,315 - mmaction - INFO - Epoch [209][420/470] lr: 6.741e-02, eta: 5:38:36, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.5106, top5_acc: 0.7431, loss_cls: 2.1339, loss: 2.1339, grad_norm: 1.9667 2020-08-18 01:49:51,764 - mmaction - INFO - Epoch [209][440/470] lr: 6.741e-02, eta: 5:38:18, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5112, top5_acc: 0.7409, loss_cls: 2.1466, loss: 2.1466, grad_norm: 1.9614 2020-08-18 01:50:10,933 - mmaction - INFO - Epoch [209][460/470] lr: 6.741e-02, eta: 5:37:59, time: 0.958, data_time: 0.006, memory: 9444, top1_acc: 0.5143, top5_acc: 0.7429, loss_cls: 2.1345, loss: 2.1345, grad_norm: 1.9470 2020-08-18 01:50:43,540 - mmaction - INFO - Epoch [210][20/470] lr: 6.471e-02, eta: 5:37:31, time: 1.161, data_time: 0.384, memory: 9444, top1_acc: 0.5197, top5_acc: 0.7378, loss_cls: 2.1173, loss: 2.1173, grad_norm: 1.9361 2020-08-18 01:51:01,915 - mmaction - INFO - Epoch [210][40/470] lr: 6.471e-02, eta: 5:37:13, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.5161, top5_acc: 0.7416, loss_cls: 2.1091, loss: 2.1091, grad_norm: 1.9592 2020-08-18 01:51:20,651 - mmaction - INFO - Epoch [210][60/470] lr: 6.471e-02, eta: 5:36:54, time: 0.937, data_time: 0.002, memory: 9444, top1_acc: 0.5304, top5_acc: 0.7547, loss_cls: 2.0711, loss: 2.0711, grad_norm: 1.9581 2020-08-18 01:51:39,532 - mmaction - INFO - Epoch [210][80/470] lr: 6.471e-02, eta: 5:36:36, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.5078, top5_acc: 0.7408, loss_cls: 2.1390, loss: 2.1390, grad_norm: 2.0053 2020-08-18 01:51:58,693 - mmaction - INFO - Epoch [210][100/470] lr: 6.471e-02, eta: 5:36:18, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.5179, top5_acc: 0.7455, loss_cls: 2.1245, loss: 2.1245, grad_norm: 1.9565 2020-08-18 01:52:17,201 - mmaction - INFO - Epoch [210][120/470] lr: 6.471e-02, eta: 5:36:00, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.5177, top5_acc: 0.7488, loss_cls: 2.0977, loss: 2.0977, grad_norm: 1.9893 2020-08-18 01:52:36,071 - mmaction - INFO - Epoch [210][140/470] lr: 6.471e-02, eta: 5:35:41, time: 0.945, data_time: 0.007, memory: 9444, top1_acc: 0.5220, top5_acc: 0.7446, loss_cls: 2.0898, loss: 2.0898, grad_norm: 1.9753 2020-08-18 01:52:55,102 - mmaction - INFO - Epoch [210][160/470] lr: 6.471e-02, eta: 5:35:23, time: 0.953, data_time: 0.003, memory: 9444, top1_acc: 0.5184, top5_acc: 0.7440, loss_cls: 2.0842, loss: 2.0842, grad_norm: 1.9650 2020-08-18 01:53:13,685 - mmaction - INFO - Epoch [210][180/470] lr: 6.471e-02, eta: 5:35:05, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5219, top5_acc: 0.7465, loss_cls: 2.1023, loss: 2.1023, grad_norm: 1.9766 2020-08-18 01:53:33,049 - mmaction - INFO - Epoch [210][200/470] lr: 6.471e-02, eta: 5:34:47, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.5117, top5_acc: 0.7405, loss_cls: 2.1435, loss: 2.1435, grad_norm: 2.0165 2020-08-18 01:53:51,710 - mmaction - INFO - Epoch [210][220/470] lr: 6.471e-02, eta: 5:34:28, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.5207, top5_acc: 0.7470, loss_cls: 2.1029, loss: 2.1029, grad_norm: 1.9913 2020-08-18 01:54:09,975 - mmaction - INFO - Epoch [210][240/470] lr: 6.471e-02, eta: 5:34:10, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.5103, top5_acc: 0.7447, loss_cls: 2.1351, loss: 2.1351, grad_norm: 2.0203 2020-08-18 01:54:29,343 - mmaction - INFO - Epoch [210][260/470] lr: 6.471e-02, eta: 5:33:52, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.5174, top5_acc: 0.7410, loss_cls: 2.1050, loss: 2.1050, grad_norm: 1.9842 2020-08-18 01:54:47,720 - mmaction - INFO - Epoch [210][280/470] lr: 6.471e-02, eta: 5:33:34, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.5090, top5_acc: 0.7353, loss_cls: 2.1531, loss: 2.1531, grad_norm: 2.0038 2020-08-18 01:55:06,371 - mmaction - INFO - Epoch [210][300/470] lr: 6.471e-02, eta: 5:33:15, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.5222, top5_acc: 0.7471, loss_cls: 2.1002, loss: 2.1002, grad_norm: 1.9620 2020-08-18 01:55:25,116 - mmaction - INFO - Epoch [210][320/470] lr: 6.471e-02, eta: 5:32:57, time: 0.937, data_time: 0.002, memory: 9444, top1_acc: 0.5134, top5_acc: 0.7372, loss_cls: 2.1243, loss: 2.1243, grad_norm: 1.9507 2020-08-18 01:55:44,867 - mmaction - INFO - Epoch [210][340/470] lr: 6.471e-02, eta: 5:32:39, time: 0.986, data_time: 0.005, memory: 9444, top1_acc: 0.5165, top5_acc: 0.7412, loss_cls: 2.1184, loss: 2.1184, grad_norm: 1.9694 2020-08-18 01:56:02,897 - mmaction - INFO - Epoch [210][360/470] lr: 6.471e-02, eta: 5:32:21, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.5130, top5_acc: 0.7399, loss_cls: 2.1165, loss: 2.1165, grad_norm: 1.9804 2020-08-18 01:56:22,858 - mmaction - INFO - Epoch [210][380/470] lr: 6.471e-02, eta: 5:32:03, time: 0.996, data_time: 0.007, memory: 9444, top1_acc: 0.5151, top5_acc: 0.7434, loss_cls: 2.1184, loss: 2.1184, grad_norm: 1.9926 2020-08-18 01:56:41,146 - mmaction - INFO - Epoch [210][400/470] lr: 6.471e-02, eta: 5:31:44, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.5130, top5_acc: 0.7409, loss_cls: 2.1213, loss: 2.1213, grad_norm: 1.9665 2020-08-18 01:56:59,468 - mmaction - INFO - Epoch [210][420/470] lr: 6.471e-02, eta: 5:31:26, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5170, top5_acc: 0.7435, loss_cls: 2.1106, loss: 2.1106, grad_norm: 1.9857 2020-08-18 01:57:19,098 - mmaction - INFO - Epoch [210][440/470] lr: 6.471e-02, eta: 5:31:08, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.5031, top5_acc: 0.7356, loss_cls: 2.1518, loss: 2.1518, grad_norm: 1.9949 2020-08-18 01:57:37,332 - mmaction - INFO - Epoch [210][460/470] lr: 6.471e-02, eta: 5:30:49, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.5290, top5_acc: 0.7465, loss_cls: 2.0770, loss: 2.0770, grad_norm: 1.9606 2020-08-18 01:58:10,024 - mmaction - INFO - Epoch [211][20/470] lr: 6.206e-02, eta: 5:30:21, time: 1.160, data_time: 0.409, memory: 9444, top1_acc: 0.5269, top5_acc: 0.7473, loss_cls: 2.0809, loss: 2.0809, grad_norm: 1.9660 2020-08-18 01:58:28,719 - mmaction - INFO - Epoch [211][40/470] lr: 6.206e-02, eta: 5:30:03, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.5154, top5_acc: 0.7388, loss_cls: 2.1387, loss: 2.1387, grad_norm: 2.0148 2020-08-18 01:58:47,390 - mmaction - INFO - Epoch [211][60/470] lr: 6.206e-02, eta: 5:29:44, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.5232, top5_acc: 0.7489, loss_cls: 2.0699, loss: 2.0699, grad_norm: 1.9789 2020-08-18 01:59:06,297 - mmaction - INFO - Epoch [211][80/470] lr: 6.206e-02, eta: 5:29:26, time: 0.945, data_time: 0.002, memory: 9444, top1_acc: 0.5165, top5_acc: 0.7455, loss_cls: 2.1059, loss: 2.1059, grad_norm: 1.9903 2020-08-18 01:59:25,634 - mmaction - INFO - Epoch [211][100/470] lr: 6.206e-02, eta: 5:29:08, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.5167, top5_acc: 0.7448, loss_cls: 2.1128, loss: 2.1128, grad_norm: 1.9992 2020-08-18 01:59:43,925 - mmaction - INFO - Epoch [211][120/470] lr: 6.206e-02, eta: 5:28:50, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.5190, top5_acc: 0.7378, loss_cls: 2.1136, loss: 2.1136, grad_norm: 2.0016 2020-08-18 02:00:05,021 - mmaction - INFO - Epoch [211][140/470] lr: 6.206e-02, eta: 5:28:32, time: 1.051, data_time: 0.005, memory: 9444, top1_acc: 0.5110, top5_acc: 0.7450, loss_cls: 2.1156, loss: 2.1156, grad_norm: 1.9681 2020-08-18 02:00:22,704 - mmaction - INFO - Epoch [211][160/470] lr: 6.206e-02, eta: 5:28:13, time: 0.888, data_time: 0.007, memory: 9444, top1_acc: 0.5212, top5_acc: 0.7514, loss_cls: 2.0718, loss: 2.0718, grad_norm: 1.9967 2020-08-18 02:00:42,373 - mmaction - INFO - Epoch [211][180/470] lr: 6.206e-02, eta: 5:27:55, time: 0.982, data_time: 0.005, memory: 9444, top1_acc: 0.5257, top5_acc: 0.7485, loss_cls: 2.0954, loss: 2.0954, grad_norm: 2.0033 2020-08-18 02:01:00,938 - mmaction - INFO - Epoch [211][200/470] lr: 6.206e-02, eta: 5:27:37, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5194, top5_acc: 0.7436, loss_cls: 2.0957, loss: 2.0957, grad_norm: 1.9851 2020-08-18 02:01:19,454 - mmaction - INFO - Epoch [211][220/470] lr: 6.206e-02, eta: 5:27:19, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.5229, top5_acc: 0.7485, loss_cls: 2.0904, loss: 2.0904, grad_norm: 1.9951 2020-08-18 02:01:37,973 - mmaction - INFO - Epoch [211][240/470] lr: 6.206e-02, eta: 5:27:00, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5146, top5_acc: 0.7472, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.0291 2020-08-18 02:01:57,051 - mmaction - INFO - Epoch [211][260/470] lr: 6.206e-02, eta: 5:26:42, time: 0.954, data_time: 0.002, memory: 9444, top1_acc: 0.5249, top5_acc: 0.7489, loss_cls: 2.0800, loss: 2.0800, grad_norm: 2.0002 2020-08-18 02:02:15,610 - mmaction - INFO - Epoch [211][280/470] lr: 6.206e-02, eta: 5:26:24, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.5154, top5_acc: 0.7438, loss_cls: 2.1215, loss: 2.1215, grad_norm: 2.0507 2020-08-18 02:02:34,476 - mmaction - INFO - Epoch [211][300/470] lr: 6.206e-02, eta: 5:26:06, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.5181, top5_acc: 0.7418, loss_cls: 2.1196, loss: 2.1196, grad_norm: 2.0238 2020-08-18 02:02:53,749 - mmaction - INFO - Epoch [211][320/470] lr: 6.206e-02, eta: 5:25:47, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.5133, top5_acc: 0.7414, loss_cls: 2.1174, loss: 2.1174, grad_norm: 2.0126 2020-08-18 02:03:12,614 - mmaction - INFO - Epoch [211][340/470] lr: 6.206e-02, eta: 5:25:29, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.5134, top5_acc: 0.7433, loss_cls: 2.1137, loss: 2.1137, grad_norm: 2.0156 2020-08-18 02:03:30,872 - mmaction - INFO - Epoch [211][360/470] lr: 6.206e-02, eta: 5:25:11, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.5213, top5_acc: 0.7425, loss_cls: 2.0995, loss: 2.0995, grad_norm: 1.9914 2020-08-18 02:03:50,062 - mmaction - INFO - Epoch [211][380/470] lr: 6.206e-02, eta: 5:24:53, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.5256, top5_acc: 0.7454, loss_cls: 2.1033, loss: 2.1033, grad_norm: 1.9863 2020-08-18 02:04:08,279 - mmaction - INFO - Epoch [211][400/470] lr: 6.206e-02, eta: 5:24:34, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.5147, top5_acc: 0.7374, loss_cls: 2.1518, loss: 2.1518, grad_norm: 2.0115 2020-08-18 02:04:27,587 - mmaction - INFO - Epoch [211][420/470] lr: 6.206e-02, eta: 5:24:16, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.5128, top5_acc: 0.7365, loss_cls: 2.1389, loss: 2.1389, grad_norm: 2.0276 2020-08-18 02:04:46,353 - mmaction - INFO - Epoch [211][440/470] lr: 6.206e-02, eta: 5:23:58, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.5106, top5_acc: 0.7407, loss_cls: 2.1185, loss: 2.1185, grad_norm: 2.0097 2020-08-18 02:05:05,766 - mmaction - INFO - Epoch [211][460/470] lr: 6.206e-02, eta: 5:23:40, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.5186, top5_acc: 0.7447, loss_cls: 2.0871, loss: 2.0871, grad_norm: 1.9935 2020-08-18 02:05:39,297 - mmaction - INFO - Epoch [212][20/470] lr: 5.946e-02, eta: 5:23:12, time: 1.223, data_time: 0.491, memory: 9444, top1_acc: 0.5278, top5_acc: 0.7578, loss_cls: 2.0480, loss: 2.0480, grad_norm: 1.9984 2020-08-18 02:05:56,885 - mmaction - INFO - Epoch [212][40/470] lr: 5.946e-02, eta: 5:22:53, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.5312, top5_acc: 0.7531, loss_cls: 2.0511, loss: 2.0511, grad_norm: 2.0147 2020-08-18 02:06:15,511 - mmaction - INFO - Epoch [212][60/470] lr: 5.946e-02, eta: 5:22:35, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.5161, top5_acc: 0.7433, loss_cls: 2.1134, loss: 2.1134, grad_norm: 1.9990 2020-08-18 02:06:33,302 - mmaction - INFO - Epoch [212][80/470] lr: 5.946e-02, eta: 5:22:16, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.5242, top5_acc: 0.7508, loss_cls: 2.0740, loss: 2.0740, grad_norm: 2.0325 2020-08-18 02:06:51,705 - mmaction - INFO - Epoch [212][100/470] lr: 5.946e-02, eta: 5:21:58, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.5211, top5_acc: 0.7557, loss_cls: 2.0843, loss: 2.0843, grad_norm: 2.0315 2020-08-18 02:07:09,344 - mmaction - INFO - Epoch [212][120/470] lr: 5.946e-02, eta: 5:21:39, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.5232, top5_acc: 0.7440, loss_cls: 2.0867, loss: 2.0867, grad_norm: 2.0204 2020-08-18 02:07:27,027 - mmaction - INFO - Epoch [212][140/470] lr: 5.946e-02, eta: 5:21:21, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.5267, top5_acc: 0.7507, loss_cls: 2.0767, loss: 2.0767, grad_norm: 2.0174 2020-08-18 02:07:46,112 - mmaction - INFO - Epoch [212][160/470] lr: 5.946e-02, eta: 5:21:03, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.5223, top5_acc: 0.7530, loss_cls: 2.0717, loss: 2.0717, grad_norm: 2.0196 2020-08-18 02:08:03,456 - mmaction - INFO - Epoch [212][180/470] lr: 5.946e-02, eta: 5:20:44, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.5175, top5_acc: 0.7465, loss_cls: 2.1011, loss: 2.1011, grad_norm: 2.0393 2020-08-18 02:08:21,924 - mmaction - INFO - Epoch [212][200/470] lr: 5.946e-02, eta: 5:20:26, time: 0.924, data_time: 0.003, memory: 9444, top1_acc: 0.5205, top5_acc: 0.7516, loss_cls: 2.0762, loss: 2.0762, grad_norm: 2.0395 2020-08-18 02:08:40,074 - mmaction - INFO - Epoch [212][220/470] lr: 5.946e-02, eta: 5:20:07, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.5157, top5_acc: 0.7498, loss_cls: 2.1015, loss: 2.1015, grad_norm: 2.0432 2020-08-18 02:08:59,257 - mmaction - INFO - Epoch [212][240/470] lr: 5.946e-02, eta: 5:19:49, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.5178, top5_acc: 0.7483, loss_cls: 2.0825, loss: 2.0825, grad_norm: 2.0154 2020-08-18 02:09:15,943 - mmaction - INFO - Epoch [212][260/470] lr: 5.946e-02, eta: 5:19:30, time: 0.831, data_time: 0.005, memory: 9444, top1_acc: 0.5161, top5_acc: 0.7420, loss_cls: 2.1125, loss: 2.1125, grad_norm: 2.0255 2020-08-18 02:09:34,249 - mmaction - INFO - Epoch [212][280/470] lr: 5.946e-02, eta: 5:19:12, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.5223, top5_acc: 0.7433, loss_cls: 2.0932, loss: 2.0932, grad_norm: 1.9885 2020-08-18 02:09:52,743 - mmaction - INFO - Epoch [212][300/470] lr: 5.946e-02, eta: 5:18:54, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.5247, top5_acc: 0.7493, loss_cls: 2.0675, loss: 2.0675, grad_norm: 2.0040 2020-08-18 02:10:10,824 - mmaction - INFO - Epoch [212][320/470] lr: 5.946e-02, eta: 5:18:35, time: 0.904, data_time: 0.002, memory: 9444, top1_acc: 0.5178, top5_acc: 0.7440, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.0295 2020-08-18 02:10:28,563 - mmaction - INFO - Epoch [212][340/470] lr: 5.946e-02, eta: 5:18:17, time: 0.886, data_time: 0.002, memory: 9444, top1_acc: 0.5245, top5_acc: 0.7442, loss_cls: 2.0815, loss: 2.0815, grad_norm: 2.0128 2020-08-18 02:10:47,388 - mmaction - INFO - Epoch [212][360/470] lr: 5.946e-02, eta: 5:17:59, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.5215, top5_acc: 0.7465, loss_cls: 2.0857, loss: 2.0857, grad_norm: 2.0115 2020-08-18 02:11:05,229 - mmaction - INFO - Epoch [212][380/470] lr: 5.946e-02, eta: 5:17:40, time: 0.891, data_time: 0.004, memory: 9444, top1_acc: 0.5243, top5_acc: 0.7477, loss_cls: 2.0692, loss: 2.0692, grad_norm: 2.0314 2020-08-18 02:11:24,581 - mmaction - INFO - Epoch [212][400/470] lr: 5.946e-02, eta: 5:17:22, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.5184, top5_acc: 0.7459, loss_cls: 2.0999, loss: 2.0999, grad_norm: 2.0593 2020-08-18 02:11:42,352 - mmaction - INFO - Epoch [212][420/470] lr: 5.946e-02, eta: 5:17:04, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.5202, top5_acc: 0.7464, loss_cls: 2.1012, loss: 2.1012, grad_norm: 2.0468 2020-08-18 02:12:00,848 - mmaction - INFO - Epoch [212][440/470] lr: 5.946e-02, eta: 5:16:45, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.5239, top5_acc: 0.7456, loss_cls: 2.0797, loss: 2.0797, grad_norm: 2.0432 2020-08-18 02:12:19,330 - mmaction - INFO - Epoch [212][460/470] lr: 5.946e-02, eta: 5:16:27, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.5194, top5_acc: 0.7437, loss_cls: 2.0964, loss: 2.0964, grad_norm: 2.0209 2020-08-18 02:12:29,070 - mmaction - INFO - Saving checkpoint at 212 epochs 2020-08-18 02:12:51,407 - mmaction - INFO - Epoch [213][20/470] lr: 5.691e-02, eta: 5:15:58, time: 1.051, data_time: 0.340, memory: 9444, top1_acc: 0.5227, top5_acc: 0.7517, loss_cls: 2.0387, loss: 2.0387, grad_norm: 1.9998 2020-08-18 02:13:08,863 - mmaction - INFO - Epoch [213][40/470] lr: 5.691e-02, eta: 5:15:39, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.5370, top5_acc: 0.7599, loss_cls: 2.0241, loss: 2.0241, grad_norm: 2.0309 2020-08-18 02:13:26,305 - mmaction - INFO - Epoch [213][60/470] lr: 5.691e-02, eta: 5:15:21, time: 0.869, data_time: 0.004, memory: 9444, top1_acc: 0.5181, top5_acc: 0.7561, loss_cls: 2.0573, loss: 2.0573, grad_norm: 2.0496 2020-08-18 02:13:44,251 - mmaction - INFO - Epoch [213][80/470] lr: 5.691e-02, eta: 5:15:03, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.5194, top5_acc: 0.7488, loss_cls: 2.0822, loss: 2.0822, grad_norm: 2.0570 2020-08-18 02:14:02,672 - mmaction - INFO - Epoch [213][100/470] lr: 5.691e-02, eta: 5:14:44, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.5242, top5_acc: 0.7537, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.0478 2020-08-18 02:14:21,619 - mmaction - INFO - Epoch [213][120/470] lr: 5.691e-02, eta: 5:14:26, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.5309, top5_acc: 0.7529, loss_cls: 2.0244, loss: 2.0244, grad_norm: 2.0256 2020-08-18 02:14:39,453 - mmaction - INFO - Epoch [213][140/470] lr: 5.691e-02, eta: 5:14:07, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.5237, top5_acc: 0.7534, loss_cls: 2.0575, loss: 2.0575, grad_norm: 2.0595 2020-08-18 02:14:57,803 - mmaction - INFO - Epoch [213][160/470] lr: 5.691e-02, eta: 5:13:49, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.5298, top5_acc: 0.7543, loss_cls: 2.0377, loss: 2.0377, grad_norm: 2.0095 2020-08-18 02:15:15,749 - mmaction - INFO - Epoch [213][180/470] lr: 5.691e-02, eta: 5:13:31, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.5211, top5_acc: 0.7506, loss_cls: 2.0778, loss: 2.0778, grad_norm: 2.0463 2020-08-18 02:15:33,627 - mmaction - INFO - Epoch [213][200/470] lr: 5.691e-02, eta: 5:13:12, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.5202, top5_acc: 0.7485, loss_cls: 2.0932, loss: 2.0932, grad_norm: 2.0583 2020-08-18 02:15:52,345 - mmaction - INFO - Epoch [213][220/470] lr: 5.691e-02, eta: 5:12:54, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.5247, top5_acc: 0.7508, loss_cls: 2.0745, loss: 2.0745, grad_norm: 2.0550 2020-08-18 02:16:10,367 - mmaction - INFO - Epoch [213][240/470] lr: 5.691e-02, eta: 5:12:36, time: 0.904, data_time: 0.007, memory: 9444, top1_acc: 0.5262, top5_acc: 0.7519, loss_cls: 2.0858, loss: 2.0858, grad_norm: 2.0510 2020-08-18 02:16:27,824 - mmaction - INFO - Epoch [213][260/470] lr: 5.691e-02, eta: 5:12:17, time: 0.869, data_time: 0.005, memory: 9444, top1_acc: 0.5235, top5_acc: 0.7555, loss_cls: 2.0500, loss: 2.0500, grad_norm: 2.0620 2020-08-18 02:16:45,938 - mmaction - INFO - Epoch [213][280/470] lr: 5.691e-02, eta: 5:11:59, time: 0.910, data_time: 0.008, memory: 9444, top1_acc: 0.5282, top5_acc: 0.7489, loss_cls: 2.0753, loss: 2.0753, grad_norm: 2.0420 2020-08-18 02:17:04,023 - mmaction - INFO - Epoch [213][300/470] lr: 5.691e-02, eta: 5:11:40, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.5266, top5_acc: 0.7480, loss_cls: 2.0803, loss: 2.0803, grad_norm: 2.0380 2020-08-18 02:17:22,143 - mmaction - INFO - Epoch [213][320/470] lr: 5.691e-02, eta: 5:11:22, time: 0.906, data_time: 0.004, memory: 9444, top1_acc: 0.5177, top5_acc: 0.7424, loss_cls: 2.0947, loss: 2.0947, grad_norm: 2.0787 2020-08-18 02:17:40,891 - mmaction - INFO - Epoch [213][340/470] lr: 5.691e-02, eta: 5:11:04, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.5219, top5_acc: 0.7492, loss_cls: 2.0941, loss: 2.0941, grad_norm: 2.0773 2020-08-18 02:17:58,266 - mmaction - INFO - Epoch [213][360/470] lr: 5.691e-02, eta: 5:10:45, time: 0.869, data_time: 0.004, memory: 9444, top1_acc: 0.5233, top5_acc: 0.7533, loss_cls: 2.0605, loss: 2.0605, grad_norm: 2.0557 2020-08-18 02:18:16,801 - mmaction - INFO - Epoch [213][380/470] lr: 5.691e-02, eta: 5:10:27, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5264, top5_acc: 0.7430, loss_cls: 2.1014, loss: 2.1014, grad_norm: 2.0486 2020-08-18 02:18:35,003 - mmaction - INFO - Epoch [213][400/470] lr: 5.691e-02, eta: 5:10:08, time: 0.910, data_time: 0.003, memory: 9444, top1_acc: 0.5176, top5_acc: 0.7482, loss_cls: 2.0835, loss: 2.0835, grad_norm: 2.0739 2020-08-18 02:18:52,774 - mmaction - INFO - Epoch [213][420/470] lr: 5.691e-02, eta: 5:09:50, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.5240, top5_acc: 0.7516, loss_cls: 2.0753, loss: 2.0753, grad_norm: 2.0511 2020-08-18 02:19:11,417 - mmaction - INFO - Epoch [213][440/470] lr: 5.691e-02, eta: 5:09:32, time: 0.932, data_time: 0.003, memory: 9444, top1_acc: 0.5244, top5_acc: 0.7454, loss_cls: 2.0862, loss: 2.0862, grad_norm: 2.0428 2020-08-18 02:19:29,654 - mmaction - INFO - Epoch [213][460/470] lr: 5.691e-02, eta: 5:09:13, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.5182, top5_acc: 0.7445, loss_cls: 2.1045, loss: 2.1045, grad_norm: 2.0715 2020-08-18 02:20:02,302 - mmaction - INFO - Epoch [214][20/470] lr: 5.441e-02, eta: 5:08:45, time: 1.172, data_time: 0.394, memory: 9444, top1_acc: 0.5338, top5_acc: 0.7560, loss_cls: 2.0359, loss: 2.0359, grad_norm: 2.0452 2020-08-18 02:20:19,226 - mmaction - INFO - Epoch [214][40/470] lr: 5.441e-02, eta: 5:08:26, time: 0.848, data_time: 0.004, memory: 9444, top1_acc: 0.5323, top5_acc: 0.7548, loss_cls: 2.0322, loss: 2.0322, grad_norm: 2.0750 2020-08-18 02:20:37,221 - mmaction - INFO - Epoch [214][60/470] lr: 5.441e-02, eta: 5:08:08, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.5282, top5_acc: 0.7493, loss_cls: 2.0742, loss: 2.0742, grad_norm: 2.0826 2020-08-18 02:20:54,807 - mmaction - INFO - Epoch [214][80/470] lr: 5.441e-02, eta: 5:07:49, time: 0.881, data_time: 0.006, memory: 9444, top1_acc: 0.5361, top5_acc: 0.7622, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.0284 2020-08-18 02:21:14,175 - mmaction - INFO - Epoch [214][100/470] lr: 5.441e-02, eta: 5:07:31, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.5258, top5_acc: 0.7449, loss_cls: 2.0950, loss: 2.0950, grad_norm: 2.0966 2020-08-18 02:21:32,083 - mmaction - INFO - Epoch [214][120/470] lr: 5.441e-02, eta: 5:07:13, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.5269, top5_acc: 0.7501, loss_cls: 2.0602, loss: 2.0602, grad_norm: 2.0629 2020-08-18 02:21:51,652 - mmaction - INFO - Epoch [214][140/470] lr: 5.441e-02, eta: 5:06:55, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.5318, top5_acc: 0.7561, loss_cls: 2.0242, loss: 2.0242, grad_norm: 2.0573 2020-08-18 02:22:08,805 - mmaction - INFO - Epoch [214][160/470] lr: 5.441e-02, eta: 5:06:36, time: 0.859, data_time: 0.005, memory: 9444, top1_acc: 0.5269, top5_acc: 0.7545, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.1025 2020-08-18 02:22:28,699 - mmaction - INFO - Epoch [214][180/470] lr: 5.441e-02, eta: 5:06:18, time: 0.995, data_time: 0.002, memory: 9444, top1_acc: 0.5327, top5_acc: 0.7526, loss_cls: 2.0278, loss: 2.0278, grad_norm: 2.0826 2020-08-18 02:22:45,707 - mmaction - INFO - Epoch [214][200/470] lr: 5.441e-02, eta: 5:05:59, time: 0.849, data_time: 0.004, memory: 9444, top1_acc: 0.5257, top5_acc: 0.7485, loss_cls: 2.0577, loss: 2.0577, grad_norm: 2.0879 2020-08-18 02:23:04,816 - mmaction - INFO - Epoch [214][220/470] lr: 5.441e-02, eta: 5:05:41, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.5191, top5_acc: 0.7448, loss_cls: 2.0910, loss: 2.0910, grad_norm: 2.1078 2020-08-18 02:23:22,416 - mmaction - INFO - Epoch [214][240/470] lr: 5.441e-02, eta: 5:05:23, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.5160, top5_acc: 0.7438, loss_cls: 2.0985, loss: 2.0985, grad_norm: 2.1337 2020-08-18 02:23:40,729 - mmaction - INFO - Epoch [214][260/470] lr: 5.441e-02, eta: 5:05:04, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.5260, top5_acc: 0.7482, loss_cls: 2.0793, loss: 2.0793, grad_norm: 2.0731 2020-08-18 02:23:58,887 - mmaction - INFO - Epoch [214][280/470] lr: 5.441e-02, eta: 5:04:46, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.5263, top5_acc: 0.7504, loss_cls: 2.0621, loss: 2.0621, grad_norm: 2.0790 2020-08-18 02:24:17,485 - mmaction - INFO - Epoch [214][300/470] lr: 5.441e-02, eta: 5:04:28, time: 0.932, data_time: 0.007, memory: 9444, top1_acc: 0.5303, top5_acc: 0.7554, loss_cls: 2.0437, loss: 2.0437, grad_norm: 2.0902 2020-08-18 02:24:36,119 - mmaction - INFO - Epoch [214][320/470] lr: 5.441e-02, eta: 5:04:09, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.5267, top5_acc: 0.7590, loss_cls: 2.0364, loss: 2.0364, grad_norm: 2.0935 2020-08-18 02:24:53,815 - mmaction - INFO - Epoch [214][340/470] lr: 5.441e-02, eta: 5:03:51, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.5318, top5_acc: 0.7540, loss_cls: 2.0396, loss: 2.0396, grad_norm: 2.1016 2020-08-18 02:25:12,354 - mmaction - INFO - Epoch [214][360/470] lr: 5.441e-02, eta: 5:03:32, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.5335, top5_acc: 0.7527, loss_cls: 2.0561, loss: 2.0561, grad_norm: 2.0905 2020-08-18 02:25:31,385 - mmaction - INFO - Epoch [214][380/470] lr: 5.441e-02, eta: 5:03:14, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.5305, top5_acc: 0.7511, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.1012 2020-08-18 02:25:50,225 - mmaction - INFO - Epoch [214][400/470] lr: 5.441e-02, eta: 5:02:56, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.5306, top5_acc: 0.7450, loss_cls: 2.0713, loss: 2.0713, grad_norm: 2.0473 2020-08-18 02:26:08,423 - mmaction - INFO - Epoch [214][420/470] lr: 5.441e-02, eta: 5:02:38, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.5195, top5_acc: 0.7500, loss_cls: 2.0746, loss: 2.0746, grad_norm: 2.1245 2020-08-18 02:26:27,120 - mmaction - INFO - Epoch [214][440/470] lr: 5.441e-02, eta: 5:02:19, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.5250, top5_acc: 0.7504, loss_cls: 2.0798, loss: 2.0798, grad_norm: 2.0820 2020-08-18 02:26:45,442 - mmaction - INFO - Epoch [214][460/470] lr: 5.441e-02, eta: 5:02:01, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.5287, top5_acc: 0.7607, loss_cls: 2.0308, loss: 2.0308, grad_norm: 2.0897 2020-08-18 02:27:17,815 - mmaction - INFO - Epoch [215][20/470] lr: 5.197e-02, eta: 5:01:33, time: 1.137, data_time: 0.370, memory: 9444, top1_acc: 0.5378, top5_acc: 0.7577, loss_cls: 2.0167, loss: 2.0167, grad_norm: 2.0753 2020-08-18 02:27:36,462 - mmaction - INFO - Epoch [215][40/470] lr: 5.197e-02, eta: 5:01:14, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.5434, top5_acc: 0.7607, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.0608 2020-08-18 02:27:54,300 - mmaction - INFO - Epoch [215][60/470] lr: 5.197e-02, eta: 5:00:56, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.5293, top5_acc: 0.7536, loss_cls: 2.0406, loss: 2.0406, grad_norm: 2.1134 2020-08-18 02:28:13,146 - mmaction - INFO - Epoch [215][80/470] lr: 5.197e-02, eta: 5:00:38, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5359, top5_acc: 0.7552, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.0702 2020-08-18 02:28:30,389 - mmaction - INFO - Epoch [215][100/470] lr: 5.197e-02, eta: 5:00:19, time: 0.863, data_time: 0.007, memory: 9444, top1_acc: 0.5332, top5_acc: 0.7551, loss_cls: 2.0296, loss: 2.0296, grad_norm: 2.1076 2020-08-18 02:28:50,381 - mmaction - INFO - Epoch [215][120/470] lr: 5.197e-02, eta: 5:00:01, time: 1.001, data_time: 0.005, memory: 9444, top1_acc: 0.5394, top5_acc: 0.7700, loss_cls: 1.9591, loss: 1.9591, grad_norm: 2.0783 2020-08-18 02:29:08,525 - mmaction - INFO - Epoch [215][140/470] lr: 5.197e-02, eta: 4:59:43, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.5316, top5_acc: 0.7567, loss_cls: 2.0300, loss: 2.0300, grad_norm: 2.0966 2020-08-18 02:29:27,997 - mmaction - INFO - Epoch [215][160/470] lr: 5.197e-02, eta: 4:59:24, time: 0.972, data_time: 0.006, memory: 9444, top1_acc: 0.5355, top5_acc: 0.7554, loss_cls: 2.0212, loss: 2.0212, grad_norm: 2.0791 2020-08-18 02:29:47,390 - mmaction - INFO - Epoch [215][180/470] lr: 5.197e-02, eta: 4:59:06, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.5264, top5_acc: 0.7483, loss_cls: 2.0781, loss: 2.0781, grad_norm: 2.1298 2020-08-18 02:30:05,139 - mmaction - INFO - Epoch [215][200/470] lr: 5.197e-02, eta: 4:58:48, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.5372, top5_acc: 0.7554, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.1095 2020-08-18 02:30:23,951 - mmaction - INFO - Epoch [215][220/470] lr: 5.197e-02, eta: 4:58:30, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.5240, top5_acc: 0.7550, loss_cls: 2.0435, loss: 2.0435, grad_norm: 2.1211 2020-08-18 02:30:41,827 - mmaction - INFO - Epoch [215][240/470] lr: 5.197e-02, eta: 4:58:11, time: 0.892, data_time: 0.006, memory: 9444, top1_acc: 0.5435, top5_acc: 0.7586, loss_cls: 2.0148, loss: 2.0148, grad_norm: 2.0817 2020-08-18 02:31:00,549 - mmaction - INFO - Epoch [215][260/470] lr: 5.197e-02, eta: 4:57:53, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.5294, top5_acc: 0.7563, loss_cls: 2.0122, loss: 2.0122, grad_norm: 2.1173 2020-08-18 02:31:19,631 - mmaction - INFO - Epoch [215][280/470] lr: 5.197e-02, eta: 4:57:35, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.5228, top5_acc: 0.7479, loss_cls: 2.0747, loss: 2.0747, grad_norm: 2.1191 2020-08-18 02:31:38,975 - mmaction - INFO - Epoch [215][300/470] lr: 5.197e-02, eta: 4:57:16, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.5224, top5_acc: 0.7456, loss_cls: 2.0877, loss: 2.0877, grad_norm: 2.1400 2020-08-18 02:31:57,146 - mmaction - INFO - Epoch [215][320/470] lr: 5.197e-02, eta: 4:56:58, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.5260, top5_acc: 0.7449, loss_cls: 2.0779, loss: 2.0779, grad_norm: 2.1495 2020-08-18 02:32:15,401 - mmaction - INFO - Epoch [215][340/470] lr: 5.197e-02, eta: 4:56:40, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.5385, top5_acc: 0.7556, loss_cls: 2.0115, loss: 2.0115, grad_norm: 2.0923 2020-08-18 02:32:33,674 - mmaction - INFO - Epoch [215][360/470] lr: 5.197e-02, eta: 4:56:21, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.5358, top5_acc: 0.7620, loss_cls: 2.0166, loss: 2.0166, grad_norm: 2.1080 2020-08-18 02:32:53,106 - mmaction - INFO - Epoch [215][380/470] lr: 5.197e-02, eta: 4:56:03, time: 0.973, data_time: 0.005, memory: 9444, top1_acc: 0.5367, top5_acc: 0.7569, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.1265 2020-08-18 02:33:11,514 - mmaction - INFO - Epoch [215][400/470] lr: 5.197e-02, eta: 4:55:45, time: 0.919, data_time: 0.007, memory: 9444, top1_acc: 0.5360, top5_acc: 0.7550, loss_cls: 2.0287, loss: 2.0287, grad_norm: 2.1035 2020-08-18 02:33:30,486 - mmaction - INFO - Epoch [215][420/470] lr: 5.197e-02, eta: 4:55:27, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.5345, top5_acc: 0.7565, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.1134 2020-08-18 02:33:48,252 - mmaction - INFO - Epoch [215][440/470] lr: 5.197e-02, eta: 4:55:08, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.5253, top5_acc: 0.7490, loss_cls: 2.0762, loss: 2.0762, grad_norm: 2.1132 2020-08-18 02:34:07,246 - mmaction - INFO - Epoch [215][460/470] lr: 5.197e-02, eta: 4:54:50, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.5311, top5_acc: 0.7542, loss_cls: 2.0496, loss: 2.0496, grad_norm: 2.1062 2020-08-18 02:34:40,177 - mmaction - INFO - Epoch [216][20/470] lr: 4.957e-02, eta: 4:54:22, time: 1.196, data_time: 0.388, memory: 9444, top1_acc: 0.5309, top5_acc: 0.7555, loss_cls: 2.0417, loss: 2.0417, grad_norm: 2.1262 2020-08-18 02:34:57,171 - mmaction - INFO - Epoch [216][40/470] lr: 4.957e-02, eta: 4:54:03, time: 0.850, data_time: 0.003, memory: 9444, top1_acc: 0.5371, top5_acc: 0.7626, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.1185 2020-08-18 02:35:15,152 - mmaction - INFO - Epoch [216][60/470] lr: 4.957e-02, eta: 4:53:45, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.5433, top5_acc: 0.7616, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.1344 2020-08-18 02:35:35,170 - mmaction - INFO - Epoch [216][80/470] lr: 4.957e-02, eta: 4:53:27, time: 1.003, data_time: 0.005, memory: 9444, top1_acc: 0.5358, top5_acc: 0.7546, loss_cls: 2.0305, loss: 2.0305, grad_norm: 2.1482 2020-08-18 02:35:53,448 - mmaction - INFO - Epoch [216][100/470] lr: 4.957e-02, eta: 4:53:08, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.5410, top5_acc: 0.7601, loss_cls: 2.0075, loss: 2.0075, grad_norm: 2.1262 2020-08-18 02:36:11,610 - mmaction - INFO - Epoch [216][120/470] lr: 4.957e-02, eta: 4:52:50, time: 0.909, data_time: 0.004, memory: 9444, top1_acc: 0.5457, top5_acc: 0.7672, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.1136 2020-08-18 02:36:29,981 - mmaction - INFO - Epoch [216][140/470] lr: 4.957e-02, eta: 4:52:32, time: 0.916, data_time: 0.004, memory: 9444, top1_acc: 0.5331, top5_acc: 0.7613, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.1650 2020-08-18 02:36:48,087 - mmaction - INFO - Epoch [216][160/470] lr: 4.957e-02, eta: 4:52:13, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.5391, top5_acc: 0.7585, loss_cls: 2.0152, loss: 2.0152, grad_norm: 2.1308 2020-08-18 02:37:06,427 - mmaction - INFO - Epoch [216][180/470] lr: 4.957e-02, eta: 4:51:55, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5357, top5_acc: 0.7621, loss_cls: 2.0008, loss: 2.0008, grad_norm: 2.1308 2020-08-18 02:37:24,393 - mmaction - INFO - Epoch [216][200/470] lr: 4.957e-02, eta: 4:51:36, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.5352, top5_acc: 0.7570, loss_cls: 2.0330, loss: 2.0330, grad_norm: 2.1623 2020-08-18 02:37:43,462 - mmaction - INFO - Epoch [216][220/470] lr: 4.957e-02, eta: 4:51:18, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.5294, top5_acc: 0.7559, loss_cls: 2.0363, loss: 2.0363, grad_norm: 2.1356 2020-08-18 02:38:01,704 - mmaction - INFO - Epoch [216][240/470] lr: 4.957e-02, eta: 4:51:00, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.5427, top5_acc: 0.7615, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.1169 2020-08-18 02:38:19,472 - mmaction - INFO - Epoch [216][260/470] lr: 4.957e-02, eta: 4:50:41, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.5458, top5_acc: 0.7661, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.1269 2020-08-18 02:38:38,145 - mmaction - INFO - Epoch [216][280/470] lr: 4.957e-02, eta: 4:50:23, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.5290, top5_acc: 0.7525, loss_cls: 2.0610, loss: 2.0610, grad_norm: 2.1499 2020-08-18 02:38:56,409 - mmaction - INFO - Epoch [216][300/470] lr: 4.957e-02, eta: 4:50:05, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.5298, top5_acc: 0.7573, loss_cls: 2.0388, loss: 2.0388, grad_norm: 2.1480 2020-08-18 02:39:14,261 - mmaction - INFO - Epoch [216][320/470] lr: 4.957e-02, eta: 4:49:46, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.5312, top5_acc: 0.7572, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.1352 2020-08-18 02:39:33,174 - mmaction - INFO - Epoch [216][340/470] lr: 4.957e-02, eta: 4:49:28, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.5313, top5_acc: 0.7496, loss_cls: 2.0533, loss: 2.0533, grad_norm: 2.1193 2020-08-18 02:39:50,661 - mmaction - INFO - Epoch [216][360/470] lr: 4.957e-02, eta: 4:49:09, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.5412, top5_acc: 0.7633, loss_cls: 1.9927, loss: 1.9927, grad_norm: 2.1101 2020-08-18 02:40:08,262 - mmaction - INFO - Epoch [216][380/470] lr: 4.957e-02, eta: 4:48:51, time: 0.880, data_time: 0.006, memory: 9444, top1_acc: 0.5414, top5_acc: 0.7592, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.1313 2020-08-18 02:40:27,128 - mmaction - INFO - Epoch [216][400/470] lr: 4.957e-02, eta: 4:48:33, time: 0.943, data_time: 0.002, memory: 9444, top1_acc: 0.5407, top5_acc: 0.7626, loss_cls: 2.0029, loss: 2.0029, grad_norm: 2.1397 2020-08-18 02:40:45,208 - mmaction - INFO - Epoch [216][420/470] lr: 4.957e-02, eta: 4:48:14, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.5270, top5_acc: 0.7467, loss_cls: 2.0803, loss: 2.0803, grad_norm: 2.1700 2020-08-18 02:41:02,853 - mmaction - INFO - Epoch [216][440/470] lr: 4.957e-02, eta: 4:47:56, time: 0.885, data_time: 0.007, memory: 9444, top1_acc: 0.5390, top5_acc: 0.7596, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.1229 2020-08-18 02:41:20,958 - mmaction - INFO - Epoch [216][460/470] lr: 4.957e-02, eta: 4:47:37, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.5335, top5_acc: 0.7550, loss_cls: 2.0304, loss: 2.0304, grad_norm: 2.1666 2020-08-18 02:41:29,521 - mmaction - INFO - Saving checkpoint at 216 epochs 2020-08-18 02:41:52,044 - mmaction - INFO - Epoch [217][20/470] lr: 4.723e-02, eta: 4:47:09, time: 1.044, data_time: 0.322, memory: 9444, top1_acc: 0.5435, top5_acc: 0.7625, loss_cls: 1.9622, loss: 1.9622, grad_norm: 2.0976 2020-08-18 02:42:09,516 - mmaction - INFO - Epoch [217][40/470] lr: 4.723e-02, eta: 4:46:50, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.5491, top5_acc: 0.7683, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.1329 2020-08-18 02:42:27,919 - mmaction - INFO - Epoch [217][60/470] lr: 4.723e-02, eta: 4:46:32, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.5396, top5_acc: 0.7656, loss_cls: 1.9830, loss: 1.9830, grad_norm: 2.1542 2020-08-18 02:42:46,763 - mmaction - INFO - Epoch [217][80/470] lr: 4.723e-02, eta: 4:46:14, time: 0.945, data_time: 0.007, memory: 9444, top1_acc: 0.5368, top5_acc: 0.7664, loss_cls: 1.9822, loss: 1.9822, grad_norm: 2.1573 2020-08-18 02:43:05,428 - mmaction - INFO - Epoch [217][100/470] lr: 4.723e-02, eta: 4:45:55, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.5422, top5_acc: 0.7617, loss_cls: 1.9891, loss: 1.9891, grad_norm: 2.1564 2020-08-18 02:43:23,630 - mmaction - INFO - Epoch [217][120/470] lr: 4.723e-02, eta: 4:45:37, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.5460, top5_acc: 0.7640, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.1469 2020-08-18 02:43:41,149 - mmaction - INFO - Epoch [217][140/470] lr: 4.723e-02, eta: 4:45:18, time: 0.879, data_time: 0.006, memory: 9444, top1_acc: 0.5507, top5_acc: 0.7662, loss_cls: 1.9742, loss: 1.9742, grad_norm: 2.1365 2020-08-18 02:43:59,770 - mmaction - INFO - Epoch [217][160/470] lr: 4.723e-02, eta: 4:45:00, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5464, top5_acc: 0.7689, loss_cls: 1.9503, loss: 1.9503, grad_norm: 2.1300 2020-08-18 02:44:18,678 - mmaction - INFO - Epoch [217][180/470] lr: 4.723e-02, eta: 4:44:42, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.5398, top5_acc: 0.7606, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.1388 2020-08-18 02:44:36,686 - mmaction - INFO - Epoch [217][200/470] lr: 4.723e-02, eta: 4:44:23, time: 0.900, data_time: 0.006, memory: 9444, top1_acc: 0.5319, top5_acc: 0.7548, loss_cls: 2.0393, loss: 2.0393, grad_norm: 2.1852 2020-08-18 02:44:54,919 - mmaction - INFO - Epoch [217][220/470] lr: 4.723e-02, eta: 4:44:05, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.5454, top5_acc: 0.7648, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.1349 2020-08-18 02:45:13,268 - mmaction - INFO - Epoch [217][240/470] lr: 4.723e-02, eta: 4:43:47, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.5355, top5_acc: 0.7579, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.1821 2020-08-18 02:45:30,246 - mmaction - INFO - Epoch [217][260/470] lr: 4.723e-02, eta: 4:43:28, time: 0.851, data_time: 0.006, memory: 9444, top1_acc: 0.5366, top5_acc: 0.7573, loss_cls: 2.0043, loss: 2.0043, grad_norm: 2.1646 2020-08-18 02:45:48,913 - mmaction - INFO - Epoch [217][280/470] lr: 4.723e-02, eta: 4:43:10, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.5408, top5_acc: 0.7648, loss_cls: 1.9758, loss: 1.9758, grad_norm: 2.1653 2020-08-18 02:46:07,488 - mmaction - INFO - Epoch [217][300/470] lr: 4.723e-02, eta: 4:42:52, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.5309, top5_acc: 0.7504, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.1942 2020-08-18 02:46:26,827 - mmaction - INFO - Epoch [217][320/470] lr: 4.723e-02, eta: 4:42:33, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.5308, top5_acc: 0.7560, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.1938 2020-08-18 02:46:45,298 - mmaction - INFO - Epoch [217][340/470] lr: 4.723e-02, eta: 4:42:15, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.5413, top5_acc: 0.7653, loss_cls: 1.9963, loss: 1.9963, grad_norm: 2.1651 2020-08-18 02:47:03,986 - mmaction - INFO - Epoch [217][360/470] lr: 4.723e-02, eta: 4:41:57, time: 0.934, data_time: 0.007, memory: 9444, top1_acc: 0.5458, top5_acc: 0.7627, loss_cls: 1.9766, loss: 1.9766, grad_norm: 2.1997 2020-08-18 02:47:22,798 - mmaction - INFO - Epoch [217][380/470] lr: 4.723e-02, eta: 4:41:39, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5330, top5_acc: 0.7558, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.1968 2020-08-18 02:47:41,721 - mmaction - INFO - Epoch [217][400/470] lr: 4.723e-02, eta: 4:41:20, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5332, top5_acc: 0.7606, loss_cls: 2.0302, loss: 2.0302, grad_norm: 2.1633 2020-08-18 02:47:59,291 - mmaction - INFO - Epoch [217][420/470] lr: 4.723e-02, eta: 4:41:02, time: 0.881, data_time: 0.007, memory: 9444, top1_acc: 0.5411, top5_acc: 0.7612, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.1478 2020-08-18 02:48:17,278 - mmaction - INFO - Epoch [217][440/470] lr: 4.723e-02, eta: 4:40:43, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.5396, top5_acc: 0.7552, loss_cls: 2.0237, loss: 2.0237, grad_norm: 2.1678 2020-08-18 02:48:35,845 - mmaction - INFO - Epoch [217][460/470] lr: 4.723e-02, eta: 4:40:25, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.5286, top5_acc: 0.7472, loss_cls: 2.0538, loss: 2.0538, grad_norm: 2.1753 2020-08-18 02:49:07,540 - mmaction - INFO - Epoch [218][20/470] lr: 4.494e-02, eta: 4:39:57, time: 1.130, data_time: 0.401, memory: 9444, top1_acc: 0.5378, top5_acc: 0.7632, loss_cls: 1.9828, loss: 1.9828, grad_norm: 2.1518 2020-08-18 02:49:25,294 - mmaction - INFO - Epoch [218][40/470] lr: 4.494e-02, eta: 4:39:38, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.5447, top5_acc: 0.7614, loss_cls: 1.9825, loss: 1.9825, grad_norm: 2.1694 2020-08-18 02:49:43,599 - mmaction - INFO - Epoch [218][60/470] lr: 4.494e-02, eta: 4:39:20, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.5465, top5_acc: 0.7706, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.1620 2020-08-18 02:50:02,302 - mmaction - INFO - Epoch [218][80/470] lr: 4.494e-02, eta: 4:39:02, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.5477, top5_acc: 0.7632, loss_cls: 1.9713, loss: 1.9713, grad_norm: 2.1476 2020-08-18 02:50:20,285 - mmaction - INFO - Epoch [218][100/470] lr: 4.494e-02, eta: 4:38:43, time: 0.899, data_time: 0.004, memory: 9444, top1_acc: 0.5405, top5_acc: 0.7597, loss_cls: 1.9901, loss: 1.9901, grad_norm: 2.1873 2020-08-18 02:50:39,258 - mmaction - INFO - Epoch [218][120/470] lr: 4.494e-02, eta: 4:38:25, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.5503, top5_acc: 0.7698, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.1676 2020-08-18 02:50:57,489 - mmaction - INFO - Epoch [218][140/470] lr: 4.494e-02, eta: 4:38:07, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.5470, top5_acc: 0.7718, loss_cls: 1.9284, loss: 1.9284, grad_norm: 2.1849 2020-08-18 02:51:16,610 - mmaction - INFO - Epoch [218][160/470] lr: 4.494e-02, eta: 4:37:48, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5553, top5_acc: 0.7734, loss_cls: 1.9327, loss: 1.9327, grad_norm: 2.1808 2020-08-18 02:51:35,465 - mmaction - INFO - Epoch [218][180/470] lr: 4.494e-02, eta: 4:37:30, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.5405, top5_acc: 0.7585, loss_cls: 2.0112, loss: 2.0112, grad_norm: 2.2069 2020-08-18 02:51:53,273 - mmaction - INFO - Epoch [218][200/470] lr: 4.494e-02, eta: 4:37:12, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.5402, top5_acc: 0.7582, loss_cls: 1.9998, loss: 1.9998, grad_norm: 2.1825 2020-08-18 02:52:11,511 - mmaction - INFO - Epoch [218][220/470] lr: 4.494e-02, eta: 4:36:53, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.5387, top5_acc: 0.7657, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.1878 2020-08-18 02:52:30,101 - mmaction - INFO - Epoch [218][240/470] lr: 4.494e-02, eta: 4:36:35, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.5393, top5_acc: 0.7610, loss_cls: 2.0077, loss: 2.0077, grad_norm: 2.1922 2020-08-18 02:52:47,911 - mmaction - INFO - Epoch [218][260/470] lr: 4.494e-02, eta: 4:36:17, time: 0.890, data_time: 0.002, memory: 9444, top1_acc: 0.5408, top5_acc: 0.7627, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.1808 2020-08-18 02:53:06,865 - mmaction - INFO - Epoch [218][280/470] lr: 4.494e-02, eta: 4:35:58, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.5410, top5_acc: 0.7646, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.1995 2020-08-18 02:53:25,677 - mmaction - INFO - Epoch [218][300/470] lr: 4.494e-02, eta: 4:35:40, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.5427, top5_acc: 0.7680, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.1861 2020-08-18 02:53:44,144 - mmaction - INFO - Epoch [218][320/470] lr: 4.494e-02, eta: 4:35:22, time: 0.923, data_time: 0.006, memory: 9444, top1_acc: 0.5275, top5_acc: 0.7553, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.2282 2020-08-18 02:54:02,810 - mmaction - INFO - Epoch [218][340/470] lr: 4.494e-02, eta: 4:35:03, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.5432, top5_acc: 0.7532, loss_cls: 2.0160, loss: 2.0160, grad_norm: 2.2005 2020-08-18 02:54:21,861 - mmaction - INFO - Epoch [218][360/470] lr: 4.494e-02, eta: 4:34:45, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.5432, top5_acc: 0.7604, loss_cls: 2.0059, loss: 2.0059, grad_norm: 2.1774 2020-08-18 02:54:40,736 - mmaction - INFO - Epoch [218][380/470] lr: 4.494e-02, eta: 4:34:27, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.5469, top5_acc: 0.7688, loss_cls: 1.9581, loss: 1.9581, grad_norm: 2.2110 2020-08-18 02:55:00,329 - mmaction - INFO - Epoch [218][400/470] lr: 4.494e-02, eta: 4:34:09, time: 0.978, data_time: 0.006, memory: 9444, top1_acc: 0.5522, top5_acc: 0.7680, loss_cls: 1.9482, loss: 1.9482, grad_norm: 2.1694 2020-08-18 02:55:19,713 - mmaction - INFO - Epoch [218][420/470] lr: 4.494e-02, eta: 4:33:51, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.5418, top5_acc: 0.7608, loss_cls: 2.0060, loss: 2.0060, grad_norm: 2.2417 2020-08-18 02:55:38,229 - mmaction - INFO - Epoch [218][440/470] lr: 4.494e-02, eta: 4:33:32, time: 0.926, data_time: 0.007, memory: 9444, top1_acc: 0.5411, top5_acc: 0.7610, loss_cls: 1.9962, loss: 1.9962, grad_norm: 2.2311 2020-08-18 02:55:57,004 - mmaction - INFO - Epoch [218][460/470] lr: 4.494e-02, eta: 4:33:14, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.5414, top5_acc: 0.7636, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.2320 2020-08-18 02:56:29,741 - mmaction - INFO - Epoch [219][20/470] lr: 4.271e-02, eta: 4:32:46, time: 1.168, data_time: 0.388, memory: 9444, top1_acc: 0.5547, top5_acc: 0.7684, loss_cls: 1.9330, loss: 1.9330, grad_norm: 2.1833 2020-08-18 02:56:48,299 - mmaction - INFO - Epoch [219][40/470] lr: 4.271e-02, eta: 4:32:27, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.5449, top5_acc: 0.7688, loss_cls: 1.9592, loss: 1.9592, grad_norm: 2.2153 2020-08-18 02:57:07,161 - mmaction - INFO - Epoch [219][60/470] lr: 4.271e-02, eta: 4:32:09, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5499, top5_acc: 0.7646, loss_cls: 1.9702, loss: 1.9702, grad_norm: 2.2102 2020-08-18 02:57:26,279 - mmaction - INFO - Epoch [219][80/470] lr: 4.271e-02, eta: 4:31:51, time: 0.956, data_time: 0.002, memory: 9444, top1_acc: 0.5477, top5_acc: 0.7704, loss_cls: 1.9588, loss: 1.9588, grad_norm: 2.1996 2020-08-18 02:57:44,787 - mmaction - INFO - Epoch [219][100/470] lr: 4.271e-02, eta: 4:31:33, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5486, top5_acc: 0.7643, loss_cls: 1.9494, loss: 1.9494, grad_norm: 2.2053 2020-08-18 02:58:03,234 - mmaction - INFO - Epoch [219][120/470] lr: 4.271e-02, eta: 4:31:14, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5490, top5_acc: 0.7625, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.2234 2020-08-18 02:58:22,429 - mmaction - INFO - Epoch [219][140/470] lr: 4.271e-02, eta: 4:30:56, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.5504, top5_acc: 0.7696, loss_cls: 1.9527, loss: 1.9527, grad_norm: 2.1905 2020-08-18 02:58:41,101 - mmaction - INFO - Epoch [219][160/470] lr: 4.271e-02, eta: 4:30:38, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.5480, top5_acc: 0.7648, loss_cls: 1.9709, loss: 1.9709, grad_norm: 2.2231 2020-08-18 02:58:59,635 - mmaction - INFO - Epoch [219][180/470] lr: 4.271e-02, eta: 4:30:20, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.5390, top5_acc: 0.7553, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.2469 2020-08-18 02:59:18,619 - mmaction - INFO - Epoch [219][200/470] lr: 4.271e-02, eta: 4:30:01, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.5519, top5_acc: 0.7659, loss_cls: 1.9561, loss: 1.9561, grad_norm: 2.2024 2020-08-18 02:59:37,934 - mmaction - INFO - Epoch [219][220/470] lr: 4.271e-02, eta: 4:29:43, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.5453, top5_acc: 0.7708, loss_cls: 1.9544, loss: 1.9544, grad_norm: 2.2012 2020-08-18 02:59:56,740 - mmaction - INFO - Epoch [219][240/470] lr: 4.271e-02, eta: 4:29:25, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5405, top5_acc: 0.7667, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.2287 2020-08-18 03:00:17,179 - mmaction - INFO - Epoch [219][260/470] lr: 4.271e-02, eta: 4:29:07, time: 1.013, data_time: 0.005, memory: 9444, top1_acc: 0.5466, top5_acc: 0.7683, loss_cls: 1.9615, loss: 1.9615, grad_norm: 2.1986 2020-08-18 03:00:35,722 - mmaction - INFO - Epoch [219][280/470] lr: 4.271e-02, eta: 4:28:49, time: 0.936, data_time: 0.019, memory: 9444, top1_acc: 0.5415, top5_acc: 0.7665, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.2283 2020-08-18 03:00:54,222 - mmaction - INFO - Epoch [219][300/470] lr: 4.271e-02, eta: 4:28:30, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.5546, top5_acc: 0.7668, loss_cls: 1.9322, loss: 1.9322, grad_norm: 2.1910 2020-08-18 03:01:13,587 - mmaction - INFO - Epoch [219][320/470] lr: 4.271e-02, eta: 4:28:12, time: 0.971, data_time: 0.007, memory: 9444, top1_acc: 0.5422, top5_acc: 0.7621, loss_cls: 2.0117, loss: 2.0117, grad_norm: 2.2335 2020-08-18 03:01:32,292 - mmaction - INFO - Epoch [219][340/470] lr: 4.271e-02, eta: 4:27:54, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.5346, top5_acc: 0.7559, loss_cls: 2.0092, loss: 2.0092, grad_norm: 2.2422 2020-08-18 03:01:51,680 - mmaction - INFO - Epoch [219][360/470] lr: 4.271e-02, eta: 4:27:36, time: 0.971, data_time: 0.005, memory: 9444, top1_acc: 0.5397, top5_acc: 0.7622, loss_cls: 1.9833, loss: 1.9833, grad_norm: 2.2421 2020-08-18 03:02:09,933 - mmaction - INFO - Epoch [219][380/470] lr: 4.271e-02, eta: 4:27:17, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.5476, top5_acc: 0.7680, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.2367 2020-08-18 03:02:28,183 - mmaction - INFO - Epoch [219][400/470] lr: 4.271e-02, eta: 4:26:59, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.5460, top5_acc: 0.7654, loss_cls: 1.9681, loss: 1.9681, grad_norm: 2.2262 2020-08-18 03:02:47,515 - mmaction - INFO - Epoch [219][420/470] lr: 4.271e-02, eta: 4:26:41, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.5463, top5_acc: 0.7633, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.1968 2020-08-18 03:03:06,365 - mmaction - INFO - Epoch [219][440/470] lr: 4.271e-02, eta: 4:26:22, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.5403, top5_acc: 0.7562, loss_cls: 2.0131, loss: 2.0131, grad_norm: 2.2470 2020-08-18 03:03:26,879 - mmaction - INFO - Epoch [219][460/470] lr: 4.271e-02, eta: 4:26:04, time: 1.024, data_time: 0.006, memory: 9444, top1_acc: 0.5494, top5_acc: 0.7680, loss_cls: 1.9516, loss: 1.9516, grad_norm: 2.2355 2020-08-18 03:04:01,306 - mmaction - INFO - Epoch [220][20/470] lr: 4.053e-02, eta: 4:25:36, time: 1.252, data_time: 0.497, memory: 9444, top1_acc: 0.5501, top5_acc: 0.7715, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.2436 2020-08-18 03:04:19,623 - mmaction - INFO - Epoch [220][40/470] lr: 4.053e-02, eta: 4:25:18, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.5481, top5_acc: 0.7668, loss_cls: 1.9551, loss: 1.9551, grad_norm: 2.2340 2020-08-18 03:04:38,134 - mmaction - INFO - Epoch [220][60/470] lr: 4.053e-02, eta: 4:25:00, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.5516, top5_acc: 0.7649, loss_cls: 1.9468, loss: 1.9468, grad_norm: 2.2254 2020-08-18 03:04:57,666 - mmaction - INFO - Epoch [220][80/470] lr: 4.053e-02, eta: 4:24:42, time: 0.978, data_time: 0.005, memory: 9444, top1_acc: 0.5475, top5_acc: 0.7682, loss_cls: 1.9536, loss: 1.9536, grad_norm: 2.2335 2020-08-18 03:05:15,765 - mmaction - INFO - Epoch [220][100/470] lr: 4.053e-02, eta: 4:24:23, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.5503, top5_acc: 0.7685, loss_cls: 1.9383, loss: 1.9383, grad_norm: 2.1996 2020-08-18 03:05:35,476 - mmaction - INFO - Epoch [220][120/470] lr: 4.053e-02, eta: 4:24:05, time: 0.987, data_time: 0.005, memory: 9444, top1_acc: 0.5484, top5_acc: 0.7694, loss_cls: 1.9504, loss: 1.9504, grad_norm: 2.2696 2020-08-18 03:05:53,775 - mmaction - INFO - Epoch [220][140/470] lr: 4.053e-02, eta: 4:23:47, time: 0.914, data_time: 0.006, memory: 9444, top1_acc: 0.5500, top5_acc: 0.7654, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.2440 2020-08-18 03:06:13,082 - mmaction - INFO - Epoch [220][160/470] lr: 4.053e-02, eta: 4:23:29, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.5486, top5_acc: 0.7684, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.2341 2020-08-18 03:06:31,097 - mmaction - INFO - Epoch [220][180/470] lr: 4.053e-02, eta: 4:23:10, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.5548, top5_acc: 0.7681, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.2501 2020-08-18 03:06:49,840 - mmaction - INFO - Epoch [220][200/470] lr: 4.053e-02, eta: 4:22:52, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.5491, top5_acc: 0.7679, loss_cls: 1.9508, loss: 1.9508, grad_norm: 2.2393 2020-08-18 03:07:09,301 - mmaction - INFO - Epoch [220][220/470] lr: 4.053e-02, eta: 4:22:34, time: 0.972, data_time: 0.004, memory: 9444, top1_acc: 0.5494, top5_acc: 0.7630, loss_cls: 1.9616, loss: 1.9616, grad_norm: 2.2633 2020-08-18 03:07:27,687 - mmaction - INFO - Epoch [220][240/470] lr: 4.053e-02, eta: 4:22:15, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5443, top5_acc: 0.7620, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.2908 2020-08-18 03:07:47,056 - mmaction - INFO - Epoch [220][260/470] lr: 4.053e-02, eta: 4:21:57, time: 0.966, data_time: 0.004, memory: 9444, top1_acc: 0.5483, top5_acc: 0.7679, loss_cls: 1.9446, loss: 1.9446, grad_norm: 2.2502 2020-08-18 03:08:05,864 - mmaction - INFO - Epoch [220][280/470] lr: 4.053e-02, eta: 4:21:39, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.5486, top5_acc: 0.7694, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.2618 2020-08-18 03:08:24,569 - mmaction - INFO - Epoch [220][300/470] lr: 4.053e-02, eta: 4:21:21, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.5505, top5_acc: 0.7706, loss_cls: 1.9359, loss: 1.9359, grad_norm: 2.2697 2020-08-18 03:08:42,946 - mmaction - INFO - Epoch [220][320/470] lr: 4.053e-02, eta: 4:21:02, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5474, top5_acc: 0.7592, loss_cls: 1.9872, loss: 1.9872, grad_norm: 2.2536 2020-08-18 03:09:02,459 - mmaction - INFO - Epoch [220][340/470] lr: 4.053e-02, eta: 4:20:44, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.5492, top5_acc: 0.7714, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.2468 2020-08-18 03:09:20,782 - mmaction - INFO - Epoch [220][360/470] lr: 4.053e-02, eta: 4:20:26, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.5458, top5_acc: 0.7636, loss_cls: 1.9754, loss: 1.9754, grad_norm: 2.2376 2020-08-18 03:09:40,353 - mmaction - INFO - Epoch [220][380/470] lr: 4.053e-02, eta: 4:20:08, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.5428, top5_acc: 0.7652, loss_cls: 1.9774, loss: 1.9774, grad_norm: 2.2899 2020-08-18 03:09:58,945 - mmaction - INFO - Epoch [220][400/470] lr: 4.053e-02, eta: 4:19:49, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.5478, top5_acc: 0.7657, loss_cls: 1.9618, loss: 1.9618, grad_norm: 2.2744 2020-08-18 03:10:18,014 - mmaction - INFO - Epoch [220][420/470] lr: 4.053e-02, eta: 4:19:31, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.5419, top5_acc: 0.7622, loss_cls: 1.9724, loss: 1.9724, grad_norm: 2.2591 2020-08-18 03:10:36,884 - mmaction - INFO - Epoch [220][440/470] lr: 4.053e-02, eta: 4:19:13, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5566, top5_acc: 0.7674, loss_cls: 1.9401, loss: 1.9401, grad_norm: 2.2382 2020-08-18 03:10:55,494 - mmaction - INFO - Epoch [220][460/470] lr: 4.053e-02, eta: 4:18:54, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5390, top5_acc: 0.7654, loss_cls: 1.9732, loss: 1.9732, grad_norm: 2.2714 2020-08-18 03:11:04,669 - mmaction - INFO - Saving checkpoint at 220 epochs 2020-08-18 03:11:27,630 - mmaction - INFO - Epoch [221][20/470] lr: 3.840e-02, eta: 4:18:26, time: 1.022, data_time: 0.280, memory: 9444, top1_acc: 0.5525, top5_acc: 0.7677, loss_cls: 1.9484, loss: 1.9484, grad_norm: 2.2413 2020-08-18 03:11:45,596 - mmaction - INFO - Epoch [221][40/470] lr: 3.840e-02, eta: 4:18:07, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.5521, top5_acc: 0.7723, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.2319 2020-08-18 03:12:04,823 - mmaction - INFO - Epoch [221][60/470] lr: 3.840e-02, eta: 4:17:49, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.5532, top5_acc: 0.7691, loss_cls: 1.9362, loss: 1.9362, grad_norm: 2.2573 2020-08-18 03:12:24,323 - mmaction - INFO - Epoch [221][80/470] lr: 3.840e-02, eta: 4:17:31, time: 0.977, data_time: 0.006, memory: 9444, top1_acc: 0.5526, top5_acc: 0.7724, loss_cls: 1.9228, loss: 1.9228, grad_norm: 2.2603 2020-08-18 03:12:42,769 - mmaction - INFO - Epoch [221][100/470] lr: 3.840e-02, eta: 4:17:13, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5514, top5_acc: 0.7670, loss_cls: 1.9311, loss: 1.9311, grad_norm: 2.2680 2020-08-18 03:13:01,946 - mmaction - INFO - Epoch [221][120/470] lr: 3.840e-02, eta: 4:16:54, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.5616, top5_acc: 0.7789, loss_cls: 1.8840, loss: 1.8840, grad_norm: 2.2444 2020-08-18 03:13:20,595 - mmaction - INFO - Epoch [221][140/470] lr: 3.840e-02, eta: 4:16:36, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.5605, top5_acc: 0.7746, loss_cls: 1.8986, loss: 1.8986, grad_norm: 2.2553 2020-08-18 03:13:39,186 - mmaction - INFO - Epoch [221][160/470] lr: 3.840e-02, eta: 4:16:18, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.5536, top5_acc: 0.7777, loss_cls: 1.9121, loss: 1.9121, grad_norm: 2.2731 2020-08-18 03:13:58,416 - mmaction - INFO - Epoch [221][180/470] lr: 3.840e-02, eta: 4:16:00, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.5497, top5_acc: 0.7679, loss_cls: 1.9348, loss: 1.9348, grad_norm: 2.2854 2020-08-18 03:14:16,102 - mmaction - INFO - Epoch [221][200/470] lr: 3.840e-02, eta: 4:15:41, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.5507, top5_acc: 0.7722, loss_cls: 1.9399, loss: 1.9399, grad_norm: 2.2867 2020-08-18 03:14:34,792 - mmaction - INFO - Epoch [221][220/470] lr: 3.840e-02, eta: 4:15:23, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5520, top5_acc: 0.7763, loss_cls: 1.9198, loss: 1.9198, grad_norm: 2.2989 2020-08-18 03:14:52,978 - mmaction - INFO - Epoch [221][240/470] lr: 3.840e-02, eta: 4:15:04, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.5462, top5_acc: 0.7658, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.2896 2020-08-18 03:15:11,781 - mmaction - INFO - Epoch [221][260/470] lr: 3.840e-02, eta: 4:14:46, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.5480, top5_acc: 0.7653, loss_cls: 1.9460, loss: 1.9460, grad_norm: 2.2620 2020-08-18 03:15:29,873 - mmaction - INFO - Epoch [221][280/470] lr: 3.840e-02, eta: 4:14:28, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.5445, top5_acc: 0.7651, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.3005 2020-08-18 03:15:48,174 - mmaction - INFO - Epoch [221][300/470] lr: 3.840e-02, eta: 4:14:09, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.5528, top5_acc: 0.7710, loss_cls: 1.9323, loss: 1.9323, grad_norm: 2.2726 2020-08-18 03:16:06,034 - mmaction - INFO - Epoch [221][320/470] lr: 3.840e-02, eta: 4:13:51, time: 0.893, data_time: 0.002, memory: 9444, top1_acc: 0.5571, top5_acc: 0.7741, loss_cls: 1.9117, loss: 1.9117, grad_norm: 2.2409 2020-08-18 03:16:24,638 - mmaction - INFO - Epoch [221][340/470] lr: 3.840e-02, eta: 4:13:33, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5505, top5_acc: 0.7674, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.2294 2020-08-18 03:16:41,815 - mmaction - INFO - Epoch [221][360/470] lr: 3.840e-02, eta: 4:13:14, time: 0.860, data_time: 0.005, memory: 9444, top1_acc: 0.5614, top5_acc: 0.7773, loss_cls: 1.9119, loss: 1.9119, grad_norm: 2.2527 2020-08-18 03:16:59,416 - mmaction - INFO - Epoch [221][380/470] lr: 3.840e-02, eta: 4:12:56, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.5518, top5_acc: 0.7687, loss_cls: 1.9440, loss: 1.9440, grad_norm: 2.2859 2020-08-18 03:17:17,199 - mmaction - INFO - Epoch [221][400/470] lr: 3.840e-02, eta: 4:12:37, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.5548, top5_acc: 0.7712, loss_cls: 1.9377, loss: 1.9377, grad_norm: 2.3117 2020-08-18 03:17:35,961 - mmaction - INFO - Epoch [221][420/470] lr: 3.840e-02, eta: 4:12:19, time: 0.936, data_time: 0.004, memory: 9444, top1_acc: 0.5490, top5_acc: 0.7635, loss_cls: 1.9520, loss: 1.9520, grad_norm: 2.3033 2020-08-18 03:17:53,408 - mmaction - INFO - Epoch [221][440/470] lr: 3.840e-02, eta: 4:12:00, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.5537, top5_acc: 0.7720, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.2710 2020-08-18 03:18:12,028 - mmaction - INFO - Epoch [221][460/470] lr: 3.840e-02, eta: 4:11:42, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5452, top5_acc: 0.7698, loss_cls: 1.9579, loss: 1.9579, grad_norm: 2.3058 2020-08-18 03:18:42,865 - mmaction - INFO - Epoch [222][20/470] lr: 3.633e-02, eta: 4:11:14, time: 1.100, data_time: 0.387, memory: 9444, top1_acc: 0.5569, top5_acc: 0.7716, loss_cls: 1.9186, loss: 1.9186, grad_norm: 2.2854 2020-08-18 03:19:01,077 - mmaction - INFO - Epoch [222][40/470] lr: 3.633e-02, eta: 4:10:55, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.5590, top5_acc: 0.7734, loss_cls: 1.9000, loss: 1.9000, grad_norm: 2.3139 2020-08-18 03:19:19,416 - mmaction - INFO - Epoch [222][60/470] lr: 3.633e-02, eta: 4:10:37, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5470, top5_acc: 0.7714, loss_cls: 1.9564, loss: 1.9564, grad_norm: 2.3169 2020-08-18 03:19:36,519 - mmaction - INFO - Epoch [222][80/470] lr: 3.633e-02, eta: 4:10:19, time: 0.857, data_time: 0.006, memory: 9444, top1_acc: 0.5548, top5_acc: 0.7721, loss_cls: 1.9159, loss: 1.9159, grad_norm: 2.2866 2020-08-18 03:19:55,456 - mmaction - INFO - Epoch [222][100/470] lr: 3.633e-02, eta: 4:10:00, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5613, top5_acc: 0.7729, loss_cls: 1.9090, loss: 1.9090, grad_norm: 2.2665 2020-08-18 03:20:12,965 - mmaction - INFO - Epoch [222][120/470] lr: 3.633e-02, eta: 4:09:42, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.5658, top5_acc: 0.7829, loss_cls: 1.8599, loss: 1.8599, grad_norm: 2.2888 2020-08-18 03:20:31,269 - mmaction - INFO - Epoch [222][140/470] lr: 3.633e-02, eta: 4:09:23, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.5591, top5_acc: 0.7741, loss_cls: 1.9238, loss: 1.9238, grad_norm: 2.3288 2020-08-18 03:20:49,291 - mmaction - INFO - Epoch [222][160/470] lr: 3.633e-02, eta: 4:09:05, time: 0.905, data_time: 0.007, memory: 9444, top1_acc: 0.5585, top5_acc: 0.7790, loss_cls: 1.9048, loss: 1.9048, grad_norm: 2.2719 2020-08-18 03:21:08,391 - mmaction - INFO - Epoch [222][180/470] lr: 3.633e-02, eta: 4:08:47, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.5527, top5_acc: 0.7683, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.2990 2020-08-18 03:21:25,884 - mmaction - INFO - Epoch [222][200/470] lr: 3.633e-02, eta: 4:08:28, time: 0.874, data_time: 0.002, memory: 9444, top1_acc: 0.5509, top5_acc: 0.7721, loss_cls: 1.9330, loss: 1.9330, grad_norm: 2.3012 2020-08-18 03:21:45,446 - mmaction - INFO - Epoch [222][220/470] lr: 3.633e-02, eta: 4:08:10, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.5655, top5_acc: 0.7765, loss_cls: 1.8824, loss: 1.8824, grad_norm: 2.2554 2020-08-18 03:22:03,627 - mmaction - INFO - Epoch [222][240/470] lr: 3.633e-02, eta: 4:07:52, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.5575, top5_acc: 0.7740, loss_cls: 1.9099, loss: 1.9099, grad_norm: 2.2784 2020-08-18 03:22:20,888 - mmaction - INFO - Epoch [222][260/470] lr: 3.633e-02, eta: 4:07:33, time: 0.863, data_time: 0.002, memory: 9444, top1_acc: 0.5590, top5_acc: 0.7800, loss_cls: 1.8874, loss: 1.8874, grad_norm: 2.3027 2020-08-18 03:22:39,330 - mmaction - INFO - Epoch [222][280/470] lr: 3.633e-02, eta: 4:07:15, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.5601, top5_acc: 0.7728, loss_cls: 1.9190, loss: 1.9190, grad_norm: 2.3065 2020-08-18 03:22:58,762 - mmaction - INFO - Epoch [222][300/470] lr: 3.633e-02, eta: 4:06:57, time: 0.971, data_time: 0.007, memory: 9444, top1_acc: 0.5584, top5_acc: 0.7725, loss_cls: 1.9168, loss: 1.9168, grad_norm: 2.3303 2020-08-18 03:23:15,963 - mmaction - INFO - Epoch [222][320/470] lr: 3.633e-02, eta: 4:06:38, time: 0.861, data_time: 0.005, memory: 9444, top1_acc: 0.5517, top5_acc: 0.7637, loss_cls: 1.9639, loss: 1.9639, grad_norm: 2.3293 2020-08-18 03:23:34,964 - mmaction - INFO - Epoch [222][340/470] lr: 3.633e-02, eta: 4:06:20, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.5594, top5_acc: 0.7779, loss_cls: 1.9166, loss: 1.9166, grad_norm: 2.2931 2020-08-18 03:23:53,486 - mmaction - INFO - Epoch [222][360/470] lr: 3.633e-02, eta: 4:06:02, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5533, top5_acc: 0.7726, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.3027 2020-08-18 03:24:10,927 - mmaction - INFO - Epoch [222][380/470] lr: 3.633e-02, eta: 4:05:43, time: 0.870, data_time: 0.005, memory: 9444, top1_acc: 0.5502, top5_acc: 0.7728, loss_cls: 1.9367, loss: 1.9367, grad_norm: 2.3397 2020-08-18 03:24:29,530 - mmaction - INFO - Epoch [222][400/470] lr: 3.633e-02, eta: 4:05:25, time: 0.931, data_time: 0.006, memory: 9444, top1_acc: 0.5580, top5_acc: 0.7773, loss_cls: 1.9059, loss: 1.9059, grad_norm: 2.3409 2020-08-18 03:24:48,758 - mmaction - INFO - Epoch [222][420/470] lr: 3.633e-02, eta: 4:05:07, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.5502, top5_acc: 0.7749, loss_cls: 1.9326, loss: 1.9326, grad_norm: 2.3168 2020-08-18 03:25:06,319 - mmaction - INFO - Epoch [222][440/470] lr: 3.633e-02, eta: 4:04:48, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.5596, top5_acc: 0.7748, loss_cls: 1.9212, loss: 1.9212, grad_norm: 2.3094 2020-08-18 03:25:23,643 - mmaction - INFO - Epoch [222][460/470] lr: 3.633e-02, eta: 4:04:30, time: 0.867, data_time: 0.002, memory: 9444, top1_acc: 0.5553, top5_acc: 0.7726, loss_cls: 1.9210, loss: 1.9210, grad_norm: 2.3039 2020-08-18 03:25:55,536 - mmaction - INFO - Epoch [223][20/470] lr: 3.432e-02, eta: 4:04:01, time: 1.130, data_time: 0.369, memory: 9444, top1_acc: 0.5707, top5_acc: 0.7812, loss_cls: 1.8668, loss: 1.8668, grad_norm: 2.2781 2020-08-18 03:26:13,997 - mmaction - INFO - Epoch [223][40/470] lr: 3.432e-02, eta: 4:03:43, time: 0.924, data_time: 0.006, memory: 9444, top1_acc: 0.5628, top5_acc: 0.7796, loss_cls: 1.8798, loss: 1.8798, grad_norm: 2.2971 2020-08-18 03:26:32,319 - mmaction - INFO - Epoch [223][60/470] lr: 3.432e-02, eta: 4:03:25, time: 0.916, data_time: 0.007, memory: 9444, top1_acc: 0.5664, top5_acc: 0.7801, loss_cls: 1.8605, loss: 1.8605, grad_norm: 2.3464 2020-08-18 03:26:49,863 - mmaction - INFO - Epoch [223][80/470] lr: 3.432e-02, eta: 4:03:06, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.5633, top5_acc: 0.7795, loss_cls: 1.8813, loss: 1.8813, grad_norm: 2.3305 2020-08-18 03:27:07,953 - mmaction - INFO - Epoch [223][100/470] lr: 3.432e-02, eta: 4:02:48, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.5665, top5_acc: 0.7797, loss_cls: 1.8833, loss: 1.8833, grad_norm: 2.3132 2020-08-18 03:27:25,437 - mmaction - INFO - Epoch [223][120/470] lr: 3.432e-02, eta: 4:02:29, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.5562, top5_acc: 0.7709, loss_cls: 1.9228, loss: 1.9228, grad_norm: 2.3478 2020-08-18 03:27:45,078 - mmaction - INFO - Epoch [223][140/470] lr: 3.432e-02, eta: 4:02:11, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.5592, top5_acc: 0.7798, loss_cls: 1.8940, loss: 1.8940, grad_norm: 2.3247 2020-08-18 03:28:02,650 - mmaction - INFO - Epoch [223][160/470] lr: 3.432e-02, eta: 4:01:53, time: 0.879, data_time: 0.005, memory: 9444, top1_acc: 0.5619, top5_acc: 0.7767, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.3267 2020-08-18 03:28:20,999 - mmaction - INFO - Epoch [223][180/470] lr: 3.432e-02, eta: 4:01:34, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.5603, top5_acc: 0.7752, loss_cls: 1.9087, loss: 1.9087, grad_norm: 2.3282 2020-08-18 03:28:39,663 - mmaction - INFO - Epoch [223][200/470] lr: 3.432e-02, eta: 4:01:16, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.5592, top5_acc: 0.7732, loss_cls: 1.8929, loss: 1.8929, grad_norm: 2.3576 2020-08-18 03:28:57,170 - mmaction - INFO - Epoch [223][220/470] lr: 3.432e-02, eta: 4:00:58, time: 0.875, data_time: 0.006, memory: 9444, top1_acc: 0.5605, top5_acc: 0.7712, loss_cls: 1.9013, loss: 1.9013, grad_norm: 2.3385 2020-08-18 03:29:17,100 - mmaction - INFO - Epoch [223][240/470] lr: 3.432e-02, eta: 4:00:39, time: 0.999, data_time: 0.005, memory: 9444, top1_acc: 0.5645, top5_acc: 0.7768, loss_cls: 1.8907, loss: 1.8907, grad_norm: 2.2957 2020-08-18 03:29:34,985 - mmaction - INFO - Epoch [223][260/470] lr: 3.432e-02, eta: 4:00:21, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.5575, top5_acc: 0.7750, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.3298 2020-08-18 03:29:52,791 - mmaction - INFO - Epoch [223][280/470] lr: 3.432e-02, eta: 4:00:03, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5630, top5_acc: 0.7793, loss_cls: 1.8790, loss: 1.8790, grad_norm: 2.3468 2020-08-18 03:30:11,116 - mmaction - INFO - Epoch [223][300/470] lr: 3.432e-02, eta: 3:59:44, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5620, top5_acc: 0.7731, loss_cls: 1.9053, loss: 1.9053, grad_norm: 2.3430 2020-08-18 03:30:29,156 - mmaction - INFO - Epoch [223][320/470] lr: 3.432e-02, eta: 3:59:26, time: 0.903, data_time: 0.003, memory: 9444, top1_acc: 0.5578, top5_acc: 0.7785, loss_cls: 1.8915, loss: 1.8915, grad_norm: 2.3042 2020-08-18 03:30:47,189 - mmaction - INFO - Epoch [223][340/470] lr: 3.432e-02, eta: 3:59:07, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5613, top5_acc: 0.7724, loss_cls: 1.8940, loss: 1.8940, grad_norm: 2.3315 2020-08-18 03:31:06,158 - mmaction - INFO - Epoch [223][360/470] lr: 3.432e-02, eta: 3:58:49, time: 0.951, data_time: 0.006, memory: 9444, top1_acc: 0.5569, top5_acc: 0.7694, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.3402 2020-08-18 03:31:24,170 - mmaction - INFO - Epoch [223][380/470] lr: 3.432e-02, eta: 3:58:31, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5616, top5_acc: 0.7778, loss_cls: 1.8852, loss: 1.8852, grad_norm: 2.3565 2020-08-18 03:31:41,626 - mmaction - INFO - Epoch [223][400/470] lr: 3.432e-02, eta: 3:58:12, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.5562, top5_acc: 0.7793, loss_cls: 1.9089, loss: 1.9089, grad_norm: 2.3533 2020-08-18 03:32:00,480 - mmaction - INFO - Epoch [223][420/470] lr: 3.432e-02, eta: 3:57:54, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.5648, top5_acc: 0.7747, loss_cls: 1.8937, loss: 1.8937, grad_norm: 2.3280 2020-08-18 03:32:18,442 - mmaction - INFO - Epoch [223][440/470] lr: 3.432e-02, eta: 3:57:36, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.5582, top5_acc: 0.7716, loss_cls: 1.9128, loss: 1.9128, grad_norm: 2.3658 2020-08-18 03:32:36,316 - mmaction - INFO - Epoch [223][460/470] lr: 3.432e-02, eta: 3:57:17, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5529, top5_acc: 0.7670, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.3550 2020-08-18 03:33:08,296 - mmaction - INFO - Epoch [224][20/470] lr: 3.235e-02, eta: 3:56:49, time: 1.140, data_time: 0.363, memory: 9444, top1_acc: 0.5687, top5_acc: 0.7811, loss_cls: 1.8646, loss: 1.8646, grad_norm: 2.3262 2020-08-18 03:33:26,319 - mmaction - INFO - Epoch [224][40/470] lr: 3.235e-02, eta: 3:56:31, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.5658, top5_acc: 0.7819, loss_cls: 1.8640, loss: 1.8640, grad_norm: 2.3533 2020-08-18 03:33:44,748 - mmaction - INFO - Epoch [224][60/470] lr: 3.235e-02, eta: 3:56:12, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.5704, top5_acc: 0.7828, loss_cls: 1.8540, loss: 1.8540, grad_norm: 2.3296 2020-08-18 03:34:03,205 - mmaction - INFO - Epoch [224][80/470] lr: 3.235e-02, eta: 3:55:54, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.5617, top5_acc: 0.7720, loss_cls: 1.9108, loss: 1.9108, grad_norm: 2.3926 2020-08-18 03:34:21,990 - mmaction - INFO - Epoch [224][100/470] lr: 3.235e-02, eta: 3:55:36, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.5630, top5_acc: 0.7810, loss_cls: 1.8686, loss: 1.8686, grad_norm: 2.3569 2020-08-18 03:34:40,598 - mmaction - INFO - Epoch [224][120/470] lr: 3.235e-02, eta: 3:55:17, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.5667, top5_acc: 0.7796, loss_cls: 1.8712, loss: 1.8712, grad_norm: 2.3575 2020-08-18 03:34:58,347 - mmaction - INFO - Epoch [224][140/470] lr: 3.235e-02, eta: 3:54:59, time: 0.887, data_time: 0.002, memory: 9444, top1_acc: 0.5692, top5_acc: 0.7854, loss_cls: 1.8563, loss: 1.8563, grad_norm: 2.3766 2020-08-18 03:35:17,179 - mmaction - INFO - Epoch [224][160/470] lr: 3.235e-02, eta: 3:54:41, time: 0.939, data_time: 0.005, memory: 9444, top1_acc: 0.5584, top5_acc: 0.7795, loss_cls: 1.8709, loss: 1.8709, grad_norm: 2.3599 2020-08-18 03:35:35,792 - mmaction - INFO - Epoch [224][180/470] lr: 3.235e-02, eta: 3:54:22, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5691, top5_acc: 0.7722, loss_cls: 1.8701, loss: 1.8701, grad_norm: 2.3405 2020-08-18 03:35:53,336 - mmaction - INFO - Epoch [224][200/470] lr: 3.235e-02, eta: 3:54:04, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.5683, top5_acc: 0.7848, loss_cls: 1.8468, loss: 1.8468, grad_norm: 2.3454 2020-08-18 03:36:11,897 - mmaction - INFO - Epoch [224][220/470] lr: 3.235e-02, eta: 3:53:46, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.5616, top5_acc: 0.7752, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.3955 2020-08-18 03:36:30,228 - mmaction - INFO - Epoch [224][240/470] lr: 3.235e-02, eta: 3:53:27, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.5592, top5_acc: 0.7777, loss_cls: 1.8811, loss: 1.8811, grad_norm: 2.3996 2020-08-18 03:36:48,104 - mmaction - INFO - Epoch [224][260/470] lr: 3.235e-02, eta: 3:53:09, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.5650, top5_acc: 0.7847, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.4003 2020-08-18 03:37:07,121 - mmaction - INFO - Epoch [224][280/470] lr: 3.235e-02, eta: 3:52:51, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.5633, top5_acc: 0.7767, loss_cls: 1.8957, loss: 1.8957, grad_norm: 2.3612 2020-08-18 03:37:25,708 - mmaction - INFO - Epoch [224][300/470] lr: 3.235e-02, eta: 3:52:32, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.5623, top5_acc: 0.7746, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.3947 2020-08-18 03:37:43,764 - mmaction - INFO - Epoch [224][320/470] lr: 3.235e-02, eta: 3:52:14, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.5646, top5_acc: 0.7824, loss_cls: 1.8677, loss: 1.8677, grad_norm: 2.3786 2020-08-18 03:38:02,101 - mmaction - INFO - Epoch [224][340/470] lr: 3.235e-02, eta: 3:51:56, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.5636, top5_acc: 0.7776, loss_cls: 1.8711, loss: 1.8711, grad_norm: 2.3497 2020-08-18 03:38:20,964 - mmaction - INFO - Epoch [224][360/470] lr: 3.235e-02, eta: 3:51:37, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.5663, top5_acc: 0.7771, loss_cls: 1.8638, loss: 1.8638, grad_norm: 2.3569 2020-08-18 03:38:38,964 - mmaction - INFO - Epoch [224][380/470] lr: 3.235e-02, eta: 3:51:19, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.5516, top5_acc: 0.7728, loss_cls: 1.9166, loss: 1.9166, grad_norm: 2.4131 2020-08-18 03:38:57,923 - mmaction - INFO - Epoch [224][400/470] lr: 3.235e-02, eta: 3:51:01, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.5534, top5_acc: 0.7704, loss_cls: 1.9438, loss: 1.9438, grad_norm: 2.4184 2020-08-18 03:39:18,102 - mmaction - INFO - Epoch [224][420/470] lr: 3.235e-02, eta: 3:50:43, time: 1.011, data_time: 0.005, memory: 9444, top1_acc: 0.5624, top5_acc: 0.7721, loss_cls: 1.9051, loss: 1.9051, grad_norm: 2.3552 2020-08-18 03:39:36,136 - mmaction - INFO - Epoch [224][440/470] lr: 3.235e-02, eta: 3:50:24, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.5637, top5_acc: 0.7805, loss_cls: 1.8661, loss: 1.8661, grad_norm: 2.3762 2020-08-18 03:39:54,102 - mmaction - INFO - Epoch [224][460/470] lr: 3.235e-02, eta: 3:50:06, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.5610, top5_acc: 0.7794, loss_cls: 1.8838, loss: 1.8838, grad_norm: 2.3940 2020-08-18 03:40:03,040 - mmaction - INFO - Saving checkpoint at 224 epochs 2020-08-18 03:40:26,791 - mmaction - INFO - Epoch [225][20/470] lr: 3.045e-02, eta: 3:49:37, time: 1.121, data_time: 0.342, memory: 9444, top1_acc: 0.5663, top5_acc: 0.7816, loss_cls: 1.8509, loss: 1.8509, grad_norm: 2.3603 2020-08-18 03:40:44,929 - mmaction - INFO - Epoch [225][40/470] lr: 3.045e-02, eta: 3:49:19, time: 0.907, data_time: 0.003, memory: 9444, top1_acc: 0.5633, top5_acc: 0.7773, loss_cls: 1.8910, loss: 1.8910, grad_norm: 2.4236 2020-08-18 03:41:04,066 - mmaction - INFO - Epoch [225][60/470] lr: 3.045e-02, eta: 3:49:01, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5591, top5_acc: 0.7795, loss_cls: 1.8797, loss: 1.8797, grad_norm: 2.3887 2020-08-18 03:41:22,406 - mmaction - INFO - Epoch [225][80/470] lr: 3.045e-02, eta: 3:48:43, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.5667, top5_acc: 0.7784, loss_cls: 1.8624, loss: 1.8624, grad_norm: 2.3997 2020-08-18 03:41:41,084 - mmaction - INFO - Epoch [225][100/470] lr: 3.045e-02, eta: 3:48:24, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.5798, top5_acc: 0.7923, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.3319 2020-08-18 03:41:59,216 - mmaction - INFO - Epoch [225][120/470] lr: 3.045e-02, eta: 3:48:06, time: 0.907, data_time: 0.002, memory: 9444, top1_acc: 0.5723, top5_acc: 0.7822, loss_cls: 1.8547, loss: 1.8547, grad_norm: 2.3793 2020-08-18 03:42:17,883 - mmaction - INFO - Epoch [225][140/470] lr: 3.045e-02, eta: 3:47:48, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.5704, top5_acc: 0.7860, loss_cls: 1.8449, loss: 1.8449, grad_norm: 2.3765 2020-08-18 03:42:36,495 - mmaction - INFO - Epoch [225][160/470] lr: 3.045e-02, eta: 3:47:29, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5823, top5_acc: 0.7927, loss_cls: 1.7991, loss: 1.7991, grad_norm: 2.3978 2020-08-18 03:42:55,078 - mmaction - INFO - Epoch [225][180/470] lr: 3.045e-02, eta: 3:47:11, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5765, top5_acc: 0.7869, loss_cls: 1.8279, loss: 1.8279, grad_norm: 2.3936 2020-08-18 03:43:13,899 - mmaction - INFO - Epoch [225][200/470] lr: 3.045e-02, eta: 3:46:53, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5676, top5_acc: 0.7809, loss_cls: 1.8523, loss: 1.8523, grad_norm: 2.4115 2020-08-18 03:43:32,844 - mmaction - INFO - Epoch [225][220/470] lr: 3.045e-02, eta: 3:46:34, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5784, top5_acc: 0.7905, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.3911 2020-08-18 03:43:50,617 - mmaction - INFO - Epoch [225][240/470] lr: 3.045e-02, eta: 3:46:16, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.5664, top5_acc: 0.7784, loss_cls: 1.8572, loss: 1.8572, grad_norm: 2.4394 2020-08-18 03:44:09,983 - mmaction - INFO - Epoch [225][260/470] lr: 3.045e-02, eta: 3:45:58, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.5658, top5_acc: 0.7801, loss_cls: 1.8710, loss: 1.8710, grad_norm: 2.4202 2020-08-18 03:44:28,678 - mmaction - INFO - Epoch [225][280/470] lr: 3.045e-02, eta: 3:45:39, time: 0.933, data_time: 0.003, memory: 9444, top1_acc: 0.5614, top5_acc: 0.7722, loss_cls: 1.8831, loss: 1.8831, grad_norm: 2.4224 2020-08-18 03:44:46,469 - mmaction - INFO - Epoch [225][300/470] lr: 3.045e-02, eta: 3:45:21, time: 0.889, data_time: 0.008, memory: 9444, top1_acc: 0.5691, top5_acc: 0.7847, loss_cls: 1.8582, loss: 1.8582, grad_norm: 2.4350 2020-08-18 03:45:05,177 - mmaction - INFO - Epoch [225][320/470] lr: 3.045e-02, eta: 3:45:03, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.5637, top5_acc: 0.7809, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.4311 2020-08-18 03:45:24,121 - mmaction - INFO - Epoch [225][340/470] lr: 3.045e-02, eta: 3:44:44, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.5686, top5_acc: 0.7800, loss_cls: 1.8512, loss: 1.8512, grad_norm: 2.4161 2020-08-18 03:45:42,216 - mmaction - INFO - Epoch [225][360/470] lr: 3.045e-02, eta: 3:44:26, time: 0.904, data_time: 0.006, memory: 9444, top1_acc: 0.5696, top5_acc: 0.7830, loss_cls: 1.8406, loss: 1.8406, grad_norm: 2.4321 2020-08-18 03:46:01,138 - mmaction - INFO - Epoch [225][380/470] lr: 3.045e-02, eta: 3:44:08, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.5646, top5_acc: 0.7762, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.4370 2020-08-18 03:46:19,464 - mmaction - INFO - Epoch [225][400/470] lr: 3.045e-02, eta: 3:43:49, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.5640, top5_acc: 0.7784, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.4534 2020-08-18 03:46:37,512 - mmaction - INFO - Epoch [225][420/470] lr: 3.045e-02, eta: 3:43:31, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.5659, top5_acc: 0.7772, loss_cls: 1.8855, loss: 1.8855, grad_norm: 2.4149 2020-08-18 03:46:56,636 - mmaction - INFO - Epoch [225][440/470] lr: 3.045e-02, eta: 3:43:13, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.5706, top5_acc: 0.7819, loss_cls: 1.8668, loss: 1.8668, grad_norm: 2.4072 2020-08-18 03:47:15,084 - mmaction - INFO - Epoch [225][460/470] lr: 3.045e-02, eta: 3:42:55, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5608, top5_acc: 0.7767, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.4219 2020-08-18 03:47:47,484 - mmaction - INFO - Epoch [226][20/470] lr: 2.860e-02, eta: 3:42:26, time: 1.154, data_time: 0.407, memory: 9444, top1_acc: 0.5723, top5_acc: 0.7890, loss_cls: 1.8258, loss: 1.8258, grad_norm: 2.3915 2020-08-18 03:48:05,201 - mmaction - INFO - Epoch [226][40/470] lr: 2.860e-02, eta: 3:42:08, time: 0.882, data_time: 0.006, memory: 9444, top1_acc: 0.5652, top5_acc: 0.7807, loss_cls: 1.8667, loss: 1.8667, grad_norm: 2.4251 2020-08-18 03:48:23,348 - mmaction - INFO - Epoch [226][60/470] lr: 2.860e-02, eta: 3:41:50, time: 0.911, data_time: 0.008, memory: 9444, top1_acc: 0.5622, top5_acc: 0.7854, loss_cls: 1.8559, loss: 1.8559, grad_norm: 2.4511 2020-08-18 03:48:41,516 - mmaction - INFO - Epoch [226][80/470] lr: 2.860e-02, eta: 3:41:31, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.5747, top5_acc: 0.7863, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.4152 2020-08-18 03:48:59,251 - mmaction - INFO - Epoch [226][100/470] lr: 2.860e-02, eta: 3:41:13, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.5833, top5_acc: 0.7924, loss_cls: 1.7787, loss: 1.7787, grad_norm: 2.3967 2020-08-18 03:49:17,596 - mmaction - INFO - Epoch [226][120/470] lr: 2.860e-02, eta: 3:40:54, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.5735, top5_acc: 0.7848, loss_cls: 1.8316, loss: 1.8316, grad_norm: 2.4384 2020-08-18 03:49:36,267 - mmaction - INFO - Epoch [226][140/470] lr: 2.860e-02, eta: 3:40:36, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.5690, top5_acc: 0.7887, loss_cls: 1.8486, loss: 1.8486, grad_norm: 2.4111 2020-08-18 03:49:54,977 - mmaction - INFO - Epoch [226][160/470] lr: 2.860e-02, eta: 3:40:18, time: 0.934, data_time: 0.006, memory: 9444, top1_acc: 0.5793, top5_acc: 0.7944, loss_cls: 1.7885, loss: 1.7885, grad_norm: 2.4050 2020-08-18 03:50:12,709 - mmaction - INFO - Epoch [226][180/470] lr: 2.860e-02, eta: 3:39:59, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.5685, top5_acc: 0.7824, loss_cls: 1.8561, loss: 1.8561, grad_norm: 2.4295 2020-08-18 03:50:30,899 - mmaction - INFO - Epoch [226][200/470] lr: 2.860e-02, eta: 3:39:41, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.5668, top5_acc: 0.7803, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.4738 2020-08-18 03:50:50,012 - mmaction - INFO - Epoch [226][220/470] lr: 2.860e-02, eta: 3:39:23, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.5725, top5_acc: 0.7886, loss_cls: 1.8170, loss: 1.8170, grad_norm: 2.4306 2020-08-18 03:51:07,835 - mmaction - INFO - Epoch [226][240/470] lr: 2.860e-02, eta: 3:39:04, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.5685, top5_acc: 0.7785, loss_cls: 1.8631, loss: 1.8631, grad_norm: 2.4531 2020-08-18 03:51:27,182 - mmaction - INFO - Epoch [226][260/470] lr: 2.860e-02, eta: 3:38:46, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.5734, top5_acc: 0.7877, loss_cls: 1.8378, loss: 1.8378, grad_norm: 2.4548 2020-08-18 03:51:44,670 - mmaction - INFO - Epoch [226][280/470] lr: 2.860e-02, eta: 3:38:28, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.5674, top5_acc: 0.7820, loss_cls: 1.8654, loss: 1.8654, grad_norm: 2.4591 2020-08-18 03:52:03,697 - mmaction - INFO - Epoch [226][300/470] lr: 2.860e-02, eta: 3:38:09, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.5655, top5_acc: 0.7812, loss_cls: 1.8702, loss: 1.8702, grad_norm: 2.4711 2020-08-18 03:52:21,575 - mmaction - INFO - Epoch [226][320/470] lr: 2.860e-02, eta: 3:37:51, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5684, top5_acc: 0.7838, loss_cls: 1.8535, loss: 1.8535, grad_norm: 2.4369 2020-08-18 03:52:39,382 - mmaction - INFO - Epoch [226][340/470] lr: 2.860e-02, eta: 3:37:33, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5696, top5_acc: 0.7829, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.4361 2020-08-18 03:52:57,831 - mmaction - INFO - Epoch [226][360/470] lr: 2.860e-02, eta: 3:37:14, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5774, top5_acc: 0.7827, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.4646 2020-08-18 03:53:17,013 - mmaction - INFO - Epoch [226][380/470] lr: 2.860e-02, eta: 3:36:56, time: 0.961, data_time: 0.006, memory: 9444, top1_acc: 0.5753, top5_acc: 0.7868, loss_cls: 1.8230, loss: 1.8230, grad_norm: 2.5036 2020-08-18 03:53:35,090 - mmaction - INFO - Epoch [226][400/470] lr: 2.860e-02, eta: 3:36:38, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.5711, top5_acc: 0.7854, loss_cls: 1.8383, loss: 1.8383, grad_norm: 2.4774 2020-08-18 03:53:53,923 - mmaction - INFO - Epoch [226][420/470] lr: 2.860e-02, eta: 3:36:19, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.5604, top5_acc: 0.7763, loss_cls: 1.8799, loss: 1.8799, grad_norm: 2.4981 2020-08-18 03:54:13,118 - mmaction - INFO - Epoch [226][440/470] lr: 2.860e-02, eta: 3:36:01, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.5646, top5_acc: 0.7770, loss_cls: 1.8582, loss: 1.8582, grad_norm: 2.4531 2020-08-18 03:54:31,062 - mmaction - INFO - Epoch [226][460/470] lr: 2.860e-02, eta: 3:35:43, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.5739, top5_acc: 0.7849, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.4448 2020-08-18 03:55:02,466 - mmaction - INFO - Epoch [227][20/470] lr: 2.680e-02, eta: 3:35:15, time: 1.124, data_time: 0.400, memory: 9444, top1_acc: 0.5785, top5_acc: 0.7890, loss_cls: 1.8018, loss: 1.8018, grad_norm: 2.4108 2020-08-18 03:55:20,142 - mmaction - INFO - Epoch [227][40/470] lr: 2.680e-02, eta: 3:34:56, time: 0.884, data_time: 0.002, memory: 9444, top1_acc: 0.5835, top5_acc: 0.7833, loss_cls: 1.8313, loss: 1.8313, grad_norm: 2.4370 2020-08-18 03:55:37,779 - mmaction - INFO - Epoch [227][60/470] lr: 2.680e-02, eta: 3:34:38, time: 0.881, data_time: 0.005, memory: 9444, top1_acc: 0.5750, top5_acc: 0.7906, loss_cls: 1.8149, loss: 1.8149, grad_norm: 2.4840 2020-08-18 03:55:56,856 - mmaction - INFO - Epoch [227][80/470] lr: 2.680e-02, eta: 3:34:19, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.5780, top5_acc: 0.7923, loss_cls: 1.8085, loss: 1.8085, grad_norm: 2.4524 2020-08-18 03:56:15,949 - mmaction - INFO - Epoch [227][100/470] lr: 2.680e-02, eta: 3:34:01, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.5669, top5_acc: 0.7860, loss_cls: 1.8540, loss: 1.8540, grad_norm: 2.5131 2020-08-18 03:56:35,140 - mmaction - INFO - Epoch [227][120/470] lr: 2.680e-02, eta: 3:33:43, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.5840, top5_acc: 0.7929, loss_cls: 1.7950, loss: 1.7950, grad_norm: 2.4500 2020-08-18 03:56:54,005 - mmaction - INFO - Epoch [227][140/470] lr: 2.680e-02, eta: 3:33:25, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.5807, top5_acc: 0.7929, loss_cls: 1.7912, loss: 1.7912, grad_norm: 2.4326 2020-08-18 03:57:13,332 - mmaction - INFO - Epoch [227][160/470] lr: 2.680e-02, eta: 3:33:06, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.5806, top5_acc: 0.7848, loss_cls: 1.8201, loss: 1.8201, grad_norm: 2.4462 2020-08-18 03:57:31,532 - mmaction - INFO - Epoch [227][180/470] lr: 2.680e-02, eta: 3:32:48, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.5736, top5_acc: 0.7864, loss_cls: 1.8203, loss: 1.8203, grad_norm: 2.4725 2020-08-18 03:57:51,070 - mmaction - INFO - Epoch [227][200/470] lr: 2.680e-02, eta: 3:32:30, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.5792, top5_acc: 0.7847, loss_cls: 1.8125, loss: 1.8125, grad_norm: 2.4937 2020-08-18 03:58:11,356 - mmaction - INFO - Epoch [227][220/470] lr: 2.680e-02, eta: 3:32:12, time: 1.014, data_time: 0.006, memory: 9444, top1_acc: 0.5740, top5_acc: 0.7829, loss_cls: 1.8329, loss: 1.8329, grad_norm: 2.4535 2020-08-18 03:58:30,354 - mmaction - INFO - Epoch [227][240/470] lr: 2.680e-02, eta: 3:31:54, time: 0.950, data_time: 0.002, memory: 9444, top1_acc: 0.5771, top5_acc: 0.7846, loss_cls: 1.8440, loss: 1.8440, grad_norm: 2.4630 2020-08-18 03:58:49,873 - mmaction - INFO - Epoch [227][260/470] lr: 2.680e-02, eta: 3:31:35, time: 0.976, data_time: 0.006, memory: 9444, top1_acc: 0.5719, top5_acc: 0.7812, loss_cls: 1.8434, loss: 1.8434, grad_norm: 2.4664 2020-08-18 03:59:08,796 - mmaction - INFO - Epoch [227][280/470] lr: 2.680e-02, eta: 3:31:17, time: 0.946, data_time: 0.002, memory: 9444, top1_acc: 0.5757, top5_acc: 0.7904, loss_cls: 1.8039, loss: 1.8039, grad_norm: 2.4445 2020-08-18 03:59:28,168 - mmaction - INFO - Epoch [227][300/470] lr: 2.680e-02, eta: 3:30:59, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.5754, top5_acc: 0.7834, loss_cls: 1.8268, loss: 1.8268, grad_norm: 2.4611 2020-08-18 03:59:46,701 - mmaction - INFO - Epoch [227][320/470] lr: 2.680e-02, eta: 3:30:41, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.5675, top5_acc: 0.7833, loss_cls: 1.8518, loss: 1.8518, grad_norm: 2.4846 2020-08-18 04:00:07,832 - mmaction - INFO - Epoch [227][340/470] lr: 2.680e-02, eta: 3:30:23, time: 1.052, data_time: 0.006, memory: 9444, top1_acc: 0.5816, top5_acc: 0.7905, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.4551 2020-08-18 04:00:27,378 - mmaction - INFO - Epoch [227][360/470] lr: 2.680e-02, eta: 3:30:04, time: 0.982, data_time: 0.007, memory: 9444, top1_acc: 0.5724, top5_acc: 0.7785, loss_cls: 1.8448, loss: 1.8448, grad_norm: 2.4851 2020-08-18 04:00:45,246 - mmaction - INFO - Epoch [227][380/470] lr: 2.680e-02, eta: 3:29:46, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5805, top5_acc: 0.7925, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.4959 2020-08-18 04:01:04,507 - mmaction - INFO - Epoch [227][400/470] lr: 2.680e-02, eta: 3:29:28, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.5795, top5_acc: 0.7871, loss_cls: 1.8188, loss: 1.8188, grad_norm: 2.5199 2020-08-18 04:01:23,397 - mmaction - INFO - Epoch [227][420/470] lr: 2.680e-02, eta: 3:29:09, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.5728, top5_acc: 0.7835, loss_cls: 1.8479, loss: 1.8479, grad_norm: 2.5122 2020-08-18 04:01:42,772 - mmaction - INFO - Epoch [227][440/470] lr: 2.680e-02, eta: 3:28:51, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.5770, top5_acc: 0.7907, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.4776 2020-08-18 04:02:00,979 - mmaction - INFO - Epoch [227][460/470] lr: 2.680e-02, eta: 3:28:33, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.5718, top5_acc: 0.7881, loss_cls: 1.8401, loss: 1.8401, grad_norm: 2.4980 2020-08-18 04:02:35,775 - mmaction - INFO - Epoch [228][20/470] lr: 2.506e-02, eta: 3:28:05, time: 1.214, data_time: 0.499, memory: 9444, top1_acc: 0.5746, top5_acc: 0.7798, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.4419 2020-08-18 04:02:54,197 - mmaction - INFO - Epoch [228][40/470] lr: 2.506e-02, eta: 3:27:47, time: 0.924, data_time: 0.007, memory: 9444, top1_acc: 0.5757, top5_acc: 0.7878, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.4928 2020-08-18 04:03:12,603 - mmaction - INFO - Epoch [228][60/470] lr: 2.506e-02, eta: 3:27:28, time: 0.921, data_time: 0.002, memory: 9444, top1_acc: 0.5730, top5_acc: 0.7848, loss_cls: 1.8313, loss: 1.8313, grad_norm: 2.4841 2020-08-18 04:03:32,473 - mmaction - INFO - Epoch [228][80/470] lr: 2.506e-02, eta: 3:27:10, time: 0.992, data_time: 0.005, memory: 9444, top1_acc: 0.5860, top5_acc: 0.7965, loss_cls: 1.7587, loss: 1.7587, grad_norm: 2.4396 2020-08-18 04:03:50,782 - mmaction - INFO - Epoch [228][100/470] lr: 2.506e-02, eta: 3:26:52, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.5853, top5_acc: 0.7960, loss_cls: 1.7769, loss: 1.7769, grad_norm: 2.4541 2020-08-18 04:04:09,619 - mmaction - INFO - Epoch [228][120/470] lr: 2.506e-02, eta: 3:26:33, time: 0.942, data_time: 0.002, memory: 9444, top1_acc: 0.5872, top5_acc: 0.7941, loss_cls: 1.7693, loss: 1.7693, grad_norm: 2.4680 2020-08-18 04:04:29,718 - mmaction - INFO - Epoch [228][140/470] lr: 2.506e-02, eta: 3:26:15, time: 1.004, data_time: 0.005, memory: 9444, top1_acc: 0.5839, top5_acc: 0.7920, loss_cls: 1.7859, loss: 1.7859, grad_norm: 2.4774 2020-08-18 04:04:48,509 - mmaction - INFO - Epoch [228][160/470] lr: 2.506e-02, eta: 3:25:57, time: 0.940, data_time: 0.004, memory: 9444, top1_acc: 0.5828, top5_acc: 0.7893, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.4562 2020-08-18 04:05:07,689 - mmaction - INFO - Epoch [228][180/470] lr: 2.506e-02, eta: 3:25:39, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.5777, top5_acc: 0.7916, loss_cls: 1.8020, loss: 1.8020, grad_norm: 2.5114 2020-08-18 04:05:26,962 - mmaction - INFO - Epoch [228][200/470] lr: 2.506e-02, eta: 3:25:21, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.5834, top5_acc: 0.7905, loss_cls: 1.8028, loss: 1.8028, grad_norm: 2.4977 2020-08-18 04:05:45,515 - mmaction - INFO - Epoch [228][220/470] lr: 2.506e-02, eta: 3:25:02, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5875, top5_acc: 0.7924, loss_cls: 1.7968, loss: 1.7968, grad_norm: 2.4874 2020-08-18 04:06:04,469 - mmaction - INFO - Epoch [228][240/470] lr: 2.506e-02, eta: 3:24:44, time: 0.948, data_time: 0.002, memory: 9444, top1_acc: 0.5822, top5_acc: 0.7988, loss_cls: 1.7798, loss: 1.7798, grad_norm: 2.5229 2020-08-18 04:06:23,449 - mmaction - INFO - Epoch [228][260/470] lr: 2.506e-02, eta: 3:24:26, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.5805, top5_acc: 0.7909, loss_cls: 1.7963, loss: 1.7963, grad_norm: 2.4876 2020-08-18 04:06:42,085 - mmaction - INFO - Epoch [228][280/470] lr: 2.506e-02, eta: 3:24:07, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.5830, top5_acc: 0.7924, loss_cls: 1.7994, loss: 1.7994, grad_norm: 2.4865 2020-08-18 04:07:01,621 - mmaction - INFO - Epoch [228][300/470] lr: 2.506e-02, eta: 3:23:49, time: 0.974, data_time: 0.006, memory: 9444, top1_acc: 0.5724, top5_acc: 0.7896, loss_cls: 1.8183, loss: 1.8183, grad_norm: 2.5175 2020-08-18 04:07:20,580 - mmaction - INFO - Epoch [228][320/470] lr: 2.506e-02, eta: 3:23:31, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.5898, top5_acc: 0.7921, loss_cls: 1.7839, loss: 1.7839, grad_norm: 2.4874 2020-08-18 04:07:38,808 - mmaction - INFO - Epoch [228][340/470] lr: 2.506e-02, eta: 3:23:13, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.5832, top5_acc: 0.7915, loss_cls: 1.7893, loss: 1.7893, grad_norm: 2.4994 2020-08-18 04:07:57,749 - mmaction - INFO - Epoch [228][360/470] lr: 2.506e-02, eta: 3:22:54, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.5792, top5_acc: 0.7934, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.5222 2020-08-18 04:08:16,162 - mmaction - INFO - Epoch [228][380/470] lr: 2.506e-02, eta: 3:22:36, time: 0.919, data_time: 0.006, memory: 9444, top1_acc: 0.5802, top5_acc: 0.7828, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.4898 2020-08-18 04:08:35,532 - mmaction - INFO - Epoch [228][400/470] lr: 2.506e-02, eta: 3:22:18, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.5765, top5_acc: 0.7908, loss_cls: 1.8057, loss: 1.8057, grad_norm: 2.5269 2020-08-18 04:08:54,163 - mmaction - INFO - Epoch [228][420/470] lr: 2.506e-02, eta: 3:21:59, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.5798, top5_acc: 0.7926, loss_cls: 1.8032, loss: 1.8032, grad_norm: 2.5488 2020-08-18 04:09:13,087 - mmaction - INFO - Epoch [228][440/470] lr: 2.506e-02, eta: 3:21:41, time: 0.947, data_time: 0.005, memory: 9444, top1_acc: 0.5806, top5_acc: 0.7934, loss_cls: 1.7945, loss: 1.7945, grad_norm: 2.4904 2020-08-18 04:09:32,619 - mmaction - INFO - Epoch [228][460/470] lr: 2.506e-02, eta: 3:21:23, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.5807, top5_acc: 0.7895, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.5303 2020-08-18 04:09:41,894 - mmaction - INFO - Saving checkpoint at 228 epochs 2020-08-18 04:10:09,280 - mmaction - INFO - Epoch [229][20/470] lr: 2.338e-02, eta: 3:20:54, time: 0.923, data_time: 0.175, memory: 9444, top1_acc: 0.5858, top5_acc: 0.7872, loss_cls: 1.7981, loss: 1.7981, grad_norm: 2.5048 2020-08-18 04:10:26,901 - mmaction - INFO - Epoch [229][40/470] lr: 2.338e-02, eta: 3:20:36, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.5878, top5_acc: 0.7931, loss_cls: 1.7829, loss: 1.7829, grad_norm: 2.4799 2020-08-18 04:10:45,631 - mmaction - INFO - Epoch [229][60/470] lr: 2.338e-02, eta: 3:20:18, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.5938, top5_acc: 0.7974, loss_cls: 1.7612, loss: 1.7612, grad_norm: 2.4859 2020-08-18 04:11:04,316 - mmaction - INFO - Epoch [229][80/470] lr: 2.338e-02, eta: 3:19:59, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.5845, top5_acc: 0.7961, loss_cls: 1.7829, loss: 1.7829, grad_norm: 2.5332 2020-08-18 04:11:23,945 - mmaction - INFO - Epoch [229][100/470] lr: 2.338e-02, eta: 3:19:41, time: 0.979, data_time: 0.005, memory: 9444, top1_acc: 0.5693, top5_acc: 0.7888, loss_cls: 1.8140, loss: 1.8140, grad_norm: 2.5737 2020-08-18 04:11:42,333 - mmaction - INFO - Epoch [229][120/470] lr: 2.338e-02, eta: 3:19:23, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5767, top5_acc: 0.7896, loss_cls: 1.8152, loss: 1.8152, grad_norm: 2.5334 2020-08-18 04:12:00,927 - mmaction - INFO - Epoch [229][140/470] lr: 2.338e-02, eta: 3:19:04, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.5859, top5_acc: 0.7973, loss_cls: 1.7597, loss: 1.7597, grad_norm: 2.4966 2020-08-18 04:12:19,954 - mmaction - INFO - Epoch [229][160/470] lr: 2.338e-02, eta: 3:18:46, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.5853, top5_acc: 0.7914, loss_cls: 1.7954, loss: 1.7954, grad_norm: 2.5527 2020-08-18 04:12:39,334 - mmaction - INFO - Epoch [229][180/470] lr: 2.338e-02, eta: 3:18:28, time: 0.969, data_time: 0.002, memory: 9444, top1_acc: 0.5917, top5_acc: 0.7972, loss_cls: 1.7640, loss: 1.7640, grad_norm: 2.5610 2020-08-18 04:12:58,608 - mmaction - INFO - Epoch [229][200/470] lr: 2.338e-02, eta: 3:18:10, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.5898, top5_acc: 0.7984, loss_cls: 1.7655, loss: 1.7655, grad_norm: 2.5031 2020-08-18 04:13:17,597 - mmaction - INFO - Epoch [229][220/470] lr: 2.338e-02, eta: 3:17:51, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.5774, top5_acc: 0.7917, loss_cls: 1.7963, loss: 1.7963, grad_norm: 2.5396 2020-08-18 04:13:36,392 - mmaction - INFO - Epoch [229][240/470] lr: 2.338e-02, eta: 3:17:33, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.5833, top5_acc: 0.7922, loss_cls: 1.7818, loss: 1.7818, grad_norm: 2.5280 2020-08-18 04:13:55,135 - mmaction - INFO - Epoch [229][260/470] lr: 2.338e-02, eta: 3:17:15, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.5853, top5_acc: 0.7954, loss_cls: 1.7863, loss: 1.7863, grad_norm: 2.5172 2020-08-18 04:14:14,870 - mmaction - INFO - Epoch [229][280/470] lr: 2.338e-02, eta: 3:16:57, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.5788, top5_acc: 0.7909, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.5744 2020-08-18 04:14:33,251 - mmaction - INFO - Epoch [229][300/470] lr: 2.338e-02, eta: 3:16:38, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5937, top5_acc: 0.7991, loss_cls: 1.7450, loss: 1.7450, grad_norm: 2.5106 2020-08-18 04:14:52,440 - mmaction - INFO - Epoch [229][320/470] lr: 2.338e-02, eta: 3:16:20, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.5896, top5_acc: 0.7939, loss_cls: 1.7752, loss: 1.7752, grad_norm: 2.5471 2020-08-18 04:15:11,509 - mmaction - INFO - Epoch [229][340/470] lr: 2.338e-02, eta: 3:16:02, time: 0.954, data_time: 0.003, memory: 9444, top1_acc: 0.5778, top5_acc: 0.7891, loss_cls: 1.8023, loss: 1.8023, grad_norm: 2.5514 2020-08-18 04:15:31,107 - mmaction - INFO - Epoch [229][360/470] lr: 2.338e-02, eta: 3:15:44, time: 0.980, data_time: 0.002, memory: 9444, top1_acc: 0.5767, top5_acc: 0.7848, loss_cls: 1.8336, loss: 1.8336, grad_norm: 2.5883 2020-08-18 04:15:48,980 - mmaction - INFO - Epoch [229][380/470] lr: 2.338e-02, eta: 3:15:25, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.5856, top5_acc: 0.7971, loss_cls: 1.7756, loss: 1.7756, grad_norm: 2.5509 2020-08-18 04:16:06,948 - mmaction - INFO - Epoch [229][400/470] lr: 2.338e-02, eta: 3:15:07, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.5819, top5_acc: 0.7847, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.5729 2020-08-18 04:16:25,649 - mmaction - INFO - Epoch [229][420/470] lr: 2.338e-02, eta: 3:14:48, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5825, top5_acc: 0.7938, loss_cls: 1.7899, loss: 1.7899, grad_norm: 2.5370 2020-08-18 04:16:43,823 - mmaction - INFO - Epoch [229][440/470] lr: 2.338e-02, eta: 3:14:30, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.5855, top5_acc: 0.7926, loss_cls: 1.7816, loss: 1.7816, grad_norm: 2.5254 2020-08-18 04:17:01,329 - mmaction - INFO - Epoch [229][460/470] lr: 2.338e-02, eta: 3:14:12, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.5792, top5_acc: 0.7816, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.5569 2020-08-18 04:17:33,486 - mmaction - INFO - Epoch [230][20/470] lr: 2.176e-02, eta: 3:13:44, time: 1.136, data_time: 0.365, memory: 9444, top1_acc: 0.5892, top5_acc: 0.7962, loss_cls: 1.7430, loss: 1.7430, grad_norm: 2.5480 2020-08-18 04:17:50,792 - mmaction - INFO - Epoch [230][40/470] lr: 2.176e-02, eta: 3:13:25, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.5895, top5_acc: 0.7966, loss_cls: 1.7594, loss: 1.7594, grad_norm: 2.5482 2020-08-18 04:18:08,381 - mmaction - INFO - Epoch [230][60/470] lr: 2.176e-02, eta: 3:13:07, time: 0.878, data_time: 0.004, memory: 9444, top1_acc: 0.5919, top5_acc: 0.7914, loss_cls: 1.7630, loss: 1.7630, grad_norm: 2.5391 2020-08-18 04:18:27,068 - mmaction - INFO - Epoch [230][80/470] lr: 2.176e-02, eta: 3:12:48, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.5904, top5_acc: 0.7979, loss_cls: 1.7520, loss: 1.7520, grad_norm: 2.5308 2020-08-18 04:18:45,043 - mmaction - INFO - Epoch [230][100/470] lr: 2.176e-02, eta: 3:12:30, time: 0.899, data_time: 0.006, memory: 9444, top1_acc: 0.5862, top5_acc: 0.7921, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.5764 2020-08-18 04:19:03,550 - mmaction - INFO - Epoch [230][120/470] lr: 2.176e-02, eta: 3:12:12, time: 0.925, data_time: 0.003, memory: 9444, top1_acc: 0.5955, top5_acc: 0.7977, loss_cls: 1.7446, loss: 1.7446, grad_norm: 2.5256 2020-08-18 04:19:22,150 - mmaction - INFO - Epoch [230][140/470] lr: 2.176e-02, eta: 3:11:53, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.5966, top5_acc: 0.7950, loss_cls: 1.7422, loss: 1.7422, grad_norm: 2.5380 2020-08-18 04:19:40,598 - mmaction - INFO - Epoch [230][160/470] lr: 2.176e-02, eta: 3:11:35, time: 0.922, data_time: 0.003, memory: 9444, top1_acc: 0.5978, top5_acc: 0.8053, loss_cls: 1.7132, loss: 1.7132, grad_norm: 2.5301 2020-08-18 04:19:59,068 - mmaction - INFO - Epoch [230][180/470] lr: 2.176e-02, eta: 3:11:17, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.5904, top5_acc: 0.7982, loss_cls: 1.7592, loss: 1.7592, grad_norm: 2.5742 2020-08-18 04:20:17,678 - mmaction - INFO - Epoch [230][200/470] lr: 2.176e-02, eta: 3:10:58, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.5870, top5_acc: 0.7968, loss_cls: 1.7570, loss: 1.7570, grad_norm: 2.5983 2020-08-18 04:20:35,156 - mmaction - INFO - Epoch [230][220/470] lr: 2.176e-02, eta: 3:10:40, time: 0.872, data_time: 0.004, memory: 9444, top1_acc: 0.5876, top5_acc: 0.7878, loss_cls: 1.7836, loss: 1.7836, grad_norm: 2.5548 2020-08-18 04:20:52,637 - mmaction - INFO - Epoch [230][240/470] lr: 2.176e-02, eta: 3:10:21, time: 0.876, data_time: 0.005, memory: 9444, top1_acc: 0.5800, top5_acc: 0.7926, loss_cls: 1.7975, loss: 1.7975, grad_norm: 2.6020 2020-08-18 04:21:10,745 - mmaction - INFO - Epoch [230][260/470] lr: 2.176e-02, eta: 3:10:03, time: 0.904, data_time: 0.007, memory: 9444, top1_acc: 0.5756, top5_acc: 0.7859, loss_cls: 1.8283, loss: 1.8283, grad_norm: 2.6135 2020-08-18 04:21:30,328 - mmaction - INFO - Epoch [230][280/470] lr: 2.176e-02, eta: 3:09:45, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.5839, top5_acc: 0.7917, loss_cls: 1.7794, loss: 1.7794, grad_norm: 2.5855 2020-08-18 04:21:47,608 - mmaction - INFO - Epoch [230][300/470] lr: 2.176e-02, eta: 3:09:26, time: 0.864, data_time: 0.005, memory: 9444, top1_acc: 0.5867, top5_acc: 0.7929, loss_cls: 1.7895, loss: 1.7895, grad_norm: 2.6011 2020-08-18 04:22:05,407 - mmaction - INFO - Epoch [230][320/470] lr: 2.176e-02, eta: 3:09:08, time: 0.890, data_time: 0.002, memory: 9444, top1_acc: 0.5935, top5_acc: 0.8021, loss_cls: 1.7440, loss: 1.7440, grad_norm: 2.5438 2020-08-18 04:22:23,952 - mmaction - INFO - Epoch [230][340/470] lr: 2.176e-02, eta: 3:08:50, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.5813, top5_acc: 0.7959, loss_cls: 1.7747, loss: 1.7747, grad_norm: 2.5923 2020-08-18 04:22:41,250 - mmaction - INFO - Epoch [230][360/470] lr: 2.176e-02, eta: 3:08:31, time: 0.867, data_time: 0.006, memory: 9444, top1_acc: 0.5876, top5_acc: 0.7948, loss_cls: 1.7670, loss: 1.7670, grad_norm: 2.5911 2020-08-18 04:22:58,945 - mmaction - INFO - Epoch [230][380/470] lr: 2.176e-02, eta: 3:08:13, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.5883, top5_acc: 0.7962, loss_cls: 1.7710, loss: 1.7710, grad_norm: 2.5954 2020-08-18 04:23:17,232 - mmaction - INFO - Epoch [230][400/470] lr: 2.176e-02, eta: 3:07:54, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.5880, top5_acc: 0.7968, loss_cls: 1.7589, loss: 1.7589, grad_norm: 2.5931 2020-08-18 04:23:35,123 - mmaction - INFO - Epoch [230][420/470] lr: 2.176e-02, eta: 3:07:36, time: 0.893, data_time: 0.006, memory: 9444, top1_acc: 0.5808, top5_acc: 0.7880, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.5991 2020-08-18 04:23:52,663 - mmaction - INFO - Epoch [230][440/470] lr: 2.176e-02, eta: 3:07:18, time: 0.879, data_time: 0.006, memory: 9444, top1_acc: 0.5908, top5_acc: 0.7967, loss_cls: 1.7562, loss: 1.7562, grad_norm: 2.5814 2020-08-18 04:24:10,433 - mmaction - INFO - Epoch [230][460/470] lr: 2.176e-02, eta: 3:06:59, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.5804, top5_acc: 0.7881, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.6154 2020-08-18 04:24:42,081 - mmaction - INFO - Epoch [231][20/470] lr: 2.019e-02, eta: 3:06:31, time: 1.120, data_time: 0.381, memory: 9444, top1_acc: 0.5983, top5_acc: 0.8014, loss_cls: 1.7287, loss: 1.7287, grad_norm: 2.5788 2020-08-18 04:24:59,028 - mmaction - INFO - Epoch [231][40/470] lr: 2.019e-02, eta: 3:06:12, time: 0.850, data_time: 0.006, memory: 9444, top1_acc: 0.5850, top5_acc: 0.7941, loss_cls: 1.7723, loss: 1.7723, grad_norm: 2.5988 2020-08-18 04:25:17,633 - mmaction - INFO - Epoch [231][60/470] lr: 2.019e-02, eta: 3:05:54, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.5936, top5_acc: 0.7965, loss_cls: 1.7557, loss: 1.7557, grad_norm: 2.6088 2020-08-18 04:25:36,297 - mmaction - INFO - Epoch [231][80/470] lr: 2.019e-02, eta: 3:05:36, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.6018, top5_acc: 0.8018, loss_cls: 1.7139, loss: 1.7139, grad_norm: 2.5657 2020-08-18 04:25:54,453 - mmaction - INFO - Epoch [231][100/470] lr: 2.019e-02, eta: 3:05:17, time: 0.907, data_time: 0.006, memory: 9444, top1_acc: 0.5948, top5_acc: 0.7980, loss_cls: 1.7360, loss: 1.7360, grad_norm: 2.5625 2020-08-18 04:26:12,878 - mmaction - INFO - Epoch [231][120/470] lr: 2.019e-02, eta: 3:04:59, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.5904, top5_acc: 0.7989, loss_cls: 1.7477, loss: 1.7477, grad_norm: 2.6037 2020-08-18 04:26:32,329 - mmaction - INFO - Epoch [231][140/470] lr: 2.019e-02, eta: 3:04:41, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.5869, top5_acc: 0.7950, loss_cls: 1.7606, loss: 1.7606, grad_norm: 2.6313 2020-08-18 04:26:50,370 - mmaction - INFO - Epoch [231][160/470] lr: 2.019e-02, eta: 3:04:23, time: 0.903, data_time: 0.005, memory: 9444, top1_acc: 0.5977, top5_acc: 0.8040, loss_cls: 1.7123, loss: 1.7123, grad_norm: 2.5540 2020-08-18 04:27:07,857 - mmaction - INFO - Epoch [231][180/470] lr: 2.019e-02, eta: 3:04:04, time: 0.873, data_time: 0.005, memory: 9444, top1_acc: 0.5928, top5_acc: 0.8022, loss_cls: 1.7198, loss: 1.7198, grad_norm: 2.6222 2020-08-18 04:27:26,041 - mmaction - INFO - Epoch [231][200/470] lr: 2.019e-02, eta: 3:03:46, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.5974, top5_acc: 0.8005, loss_cls: 1.7431, loss: 1.7431, grad_norm: 2.5898 2020-08-18 04:27:45,223 - mmaction - INFO - Epoch [231][220/470] lr: 2.019e-02, eta: 3:03:27, time: 0.956, data_time: 0.004, memory: 9444, top1_acc: 0.5979, top5_acc: 0.7989, loss_cls: 1.7382, loss: 1.7382, grad_norm: 2.5764 2020-08-18 04:28:04,614 - mmaction - INFO - Epoch [231][240/470] lr: 2.019e-02, eta: 3:03:09, time: 0.973, data_time: 0.007, memory: 9444, top1_acc: 0.5838, top5_acc: 0.7872, loss_cls: 1.8001, loss: 1.8001, grad_norm: 2.6364 2020-08-18 04:28:23,068 - mmaction - INFO - Epoch [231][260/470] lr: 2.019e-02, eta: 3:02:51, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.5898, top5_acc: 0.7921, loss_cls: 1.7684, loss: 1.7684, grad_norm: 2.5994 2020-08-18 04:28:41,059 - mmaction - INFO - Epoch [231][280/470] lr: 2.019e-02, eta: 3:02:33, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.5840, top5_acc: 0.7904, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.6283 2020-08-18 04:28:59,878 - mmaction - INFO - Epoch [231][300/470] lr: 2.019e-02, eta: 3:02:14, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.5863, top5_acc: 0.7887, loss_cls: 1.7919, loss: 1.7919, grad_norm: 2.6015 2020-08-18 04:29:18,247 - mmaction - INFO - Epoch [231][320/470] lr: 2.019e-02, eta: 3:01:56, time: 0.920, data_time: 0.006, memory: 9444, top1_acc: 0.6016, top5_acc: 0.7987, loss_cls: 1.7184, loss: 1.7184, grad_norm: 2.5749 2020-08-18 04:29:36,843 - mmaction - INFO - Epoch [231][340/470] lr: 2.019e-02, eta: 3:01:38, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.5979, top5_acc: 0.8024, loss_cls: 1.7256, loss: 1.7256, grad_norm: 2.5611 2020-08-18 04:29:55,290 - mmaction - INFO - Epoch [231][360/470] lr: 2.019e-02, eta: 3:01:19, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.5863, top5_acc: 0.7904, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.6222 2020-08-18 04:30:14,595 - mmaction - INFO - Epoch [231][380/470] lr: 2.019e-02, eta: 3:01:01, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.5974, top5_acc: 0.7984, loss_cls: 1.7430, loss: 1.7430, grad_norm: 2.6203 2020-08-18 04:30:32,573 - mmaction - INFO - Epoch [231][400/470] lr: 2.019e-02, eta: 3:00:43, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.5893, top5_acc: 0.7964, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.6196 2020-08-18 04:30:51,270 - mmaction - INFO - Epoch [231][420/470] lr: 2.019e-02, eta: 3:00:24, time: 0.932, data_time: 0.004, memory: 9444, top1_acc: 0.5873, top5_acc: 0.7997, loss_cls: 1.7549, loss: 1.7549, grad_norm: 2.6475 2020-08-18 04:31:09,756 - mmaction - INFO - Epoch [231][440/470] lr: 2.019e-02, eta: 3:00:06, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.5991, top5_acc: 0.7998, loss_cls: 1.7192, loss: 1.7192, grad_norm: 2.5867 2020-08-18 04:31:27,739 - mmaction - INFO - Epoch [231][460/470] lr: 2.019e-02, eta: 2:59:48, time: 0.900, data_time: 0.002, memory: 9444, top1_acc: 0.5907, top5_acc: 0.8014, loss_cls: 1.7466, loss: 1.7466, grad_norm: 2.6161 2020-08-18 04:31:59,777 - mmaction - INFO - Epoch [232][20/470] lr: 1.868e-02, eta: 2:59:20, time: 1.152, data_time: 0.376, memory: 9444, top1_acc: 0.5998, top5_acc: 0.8086, loss_cls: 1.6935, loss: 1.6935, grad_norm: 2.5948 2020-08-18 04:32:18,788 - mmaction - INFO - Epoch [232][40/470] lr: 1.868e-02, eta: 2:59:01, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.5918, top5_acc: 0.7985, loss_cls: 1.7509, loss: 1.7509, grad_norm: 2.6300 2020-08-18 04:32:36,297 - mmaction - INFO - Epoch [232][60/470] lr: 1.868e-02, eta: 2:58:43, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.5949, top5_acc: 0.7982, loss_cls: 1.7387, loss: 1.7387, grad_norm: 2.6086 2020-08-18 04:32:55,045 - mmaction - INFO - Epoch [232][80/470] lr: 1.868e-02, eta: 2:58:25, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.5920, top5_acc: 0.7956, loss_cls: 1.7519, loss: 1.7519, grad_norm: 2.6290 2020-08-18 04:33:13,113 - mmaction - INFO - Epoch [232][100/470] lr: 1.868e-02, eta: 2:58:06, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.5979, top5_acc: 0.8048, loss_cls: 1.7138, loss: 1.7138, grad_norm: 2.6255 2020-08-18 04:33:31,567 - mmaction - INFO - Epoch [232][120/470] lr: 1.868e-02, eta: 2:57:48, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.5945, top5_acc: 0.8008, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.6300 2020-08-18 04:33:50,901 - mmaction - INFO - Epoch [232][140/470] lr: 1.868e-02, eta: 2:57:30, time: 0.965, data_time: 0.006, memory: 9444, top1_acc: 0.5963, top5_acc: 0.7968, loss_cls: 1.7418, loss: 1.7418, grad_norm: 2.6473 2020-08-18 04:34:08,608 - mmaction - INFO - Epoch [232][160/470] lr: 1.868e-02, eta: 2:57:11, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.5962, top5_acc: 0.7983, loss_cls: 1.7324, loss: 1.7324, grad_norm: 2.6457 2020-08-18 04:34:27,388 - mmaction - INFO - Epoch [232][180/470] lr: 1.868e-02, eta: 2:56:53, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.6012, top5_acc: 0.8013, loss_cls: 1.7168, loss: 1.7168, grad_norm: 2.6197 2020-08-18 04:34:45,054 - mmaction - INFO - Epoch [232][200/470] lr: 1.868e-02, eta: 2:56:34, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.5977, top5_acc: 0.8073, loss_cls: 1.7033, loss: 1.7033, grad_norm: 2.6520 2020-08-18 04:35:04,116 - mmaction - INFO - Epoch [232][220/470] lr: 1.868e-02, eta: 2:56:16, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.6005, top5_acc: 0.8057, loss_cls: 1.7004, loss: 1.7004, grad_norm: 2.5966 2020-08-18 04:35:22,632 - mmaction - INFO - Epoch [232][240/470] lr: 1.868e-02, eta: 2:55:58, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.5933, top5_acc: 0.7993, loss_cls: 1.7371, loss: 1.7371, grad_norm: 2.6590 2020-08-18 04:35:41,442 - mmaction - INFO - Epoch [232][260/470] lr: 1.868e-02, eta: 2:55:40, time: 0.939, data_time: 0.006, memory: 9444, top1_acc: 0.5897, top5_acc: 0.7949, loss_cls: 1.7488, loss: 1.7488, grad_norm: 2.6412 2020-08-18 04:35:59,905 - mmaction - INFO - Epoch [232][280/470] lr: 1.868e-02, eta: 2:55:21, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.6006, top5_acc: 0.7970, loss_cls: 1.7401, loss: 1.7401, grad_norm: 2.6295 2020-08-18 04:36:18,851 - mmaction - INFO - Epoch [232][300/470] lr: 1.868e-02, eta: 2:55:03, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.5890, top5_acc: 0.7944, loss_cls: 1.7546, loss: 1.7546, grad_norm: 2.6898 2020-08-18 04:36:36,861 - mmaction - INFO - Epoch [232][320/470] lr: 1.868e-02, eta: 2:54:45, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.5949, top5_acc: 0.8001, loss_cls: 1.7390, loss: 1.7390, grad_norm: 2.6319 2020-08-18 04:36:55,709 - mmaction - INFO - Epoch [232][340/470] lr: 1.868e-02, eta: 2:54:26, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.5909, top5_acc: 0.8056, loss_cls: 1.7267, loss: 1.7267, grad_norm: 2.6356 2020-08-18 04:37:14,652 - mmaction - INFO - Epoch [232][360/470] lr: 1.868e-02, eta: 2:54:08, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.5974, top5_acc: 0.8049, loss_cls: 1.7237, loss: 1.7237, grad_norm: 2.6278 2020-08-18 04:37:33,117 - mmaction - INFO - Epoch [232][380/470] lr: 1.868e-02, eta: 2:53:50, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.6030, top5_acc: 0.8077, loss_cls: 1.6955, loss: 1.6955, grad_norm: 2.6265 2020-08-18 04:37:51,597 - mmaction - INFO - Epoch [232][400/470] lr: 1.868e-02, eta: 2:53:31, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.5892, top5_acc: 0.7977, loss_cls: 1.7432, loss: 1.7432, grad_norm: 2.6727 2020-08-18 04:38:10,153 - mmaction - INFO - Epoch [232][420/470] lr: 1.868e-02, eta: 2:53:13, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.5890, top5_acc: 0.7961, loss_cls: 1.7551, loss: 1.7551, grad_norm: 2.6673 2020-08-18 04:38:29,612 - mmaction - INFO - Epoch [232][440/470] lr: 1.868e-02, eta: 2:52:55, time: 0.975, data_time: 0.006, memory: 9444, top1_acc: 0.5969, top5_acc: 0.7990, loss_cls: 1.7348, loss: 1.7348, grad_norm: 2.6333 2020-08-18 04:38:48,041 - mmaction - INFO - Epoch [232][460/470] lr: 1.868e-02, eta: 2:52:36, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.5988, top5_acc: 0.7970, loss_cls: 1.7395, loss: 1.7395, grad_norm: 2.6283 2020-08-18 04:38:57,132 - mmaction - INFO - Saving checkpoint at 232 epochs 2020-08-18 04:39:21,043 - mmaction - INFO - Epoch [233][20/470] lr: 1.722e-02, eta: 2:52:08, time: 1.111, data_time: 0.323, memory: 9444, top1_acc: 0.5991, top5_acc: 0.8062, loss_cls: 1.7227, loss: 1.7227, grad_norm: 2.6365 2020-08-18 04:39:37,871 - mmaction - INFO - Epoch [233][40/470] lr: 1.722e-02, eta: 2:51:50, time: 0.844, data_time: 0.006, memory: 9444, top1_acc: 0.6116, top5_acc: 0.8069, loss_cls: 1.6869, loss: 1.6869, grad_norm: 2.6245 2020-08-18 04:39:55,803 - mmaction - INFO - Epoch [233][60/470] lr: 1.722e-02, eta: 2:51:31, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.6007, top5_acc: 0.8004, loss_cls: 1.7093, loss: 1.7093, grad_norm: 2.6537 2020-08-18 04:40:14,863 - mmaction - INFO - Epoch [233][80/470] lr: 1.722e-02, eta: 2:51:13, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.5981, top5_acc: 0.7993, loss_cls: 1.7196, loss: 1.7196, grad_norm: 2.6293 2020-08-18 04:40:33,618 - mmaction - INFO - Epoch [233][100/470] lr: 1.722e-02, eta: 2:50:55, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.6002, top5_acc: 0.8004, loss_cls: 1.7209, loss: 1.7209, grad_norm: 2.6387 2020-08-18 04:40:51,676 - mmaction - INFO - Epoch [233][120/470] lr: 1.722e-02, eta: 2:50:37, time: 0.904, data_time: 0.003, memory: 9444, top1_acc: 0.5947, top5_acc: 0.8031, loss_cls: 1.7116, loss: 1.7116, grad_norm: 2.6838 2020-08-18 04:41:10,489 - mmaction - INFO - Epoch [233][140/470] lr: 1.722e-02, eta: 2:50:18, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.5956, top5_acc: 0.7996, loss_cls: 1.7249, loss: 1.7249, grad_norm: 2.6534 2020-08-18 04:41:29,467 - mmaction - INFO - Epoch [233][160/470] lr: 1.722e-02, eta: 2:50:00, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6026, top5_acc: 0.8062, loss_cls: 1.6996, loss: 1.6996, grad_norm: 2.6552 2020-08-18 04:41:48,161 - mmaction - INFO - Epoch [233][180/470] lr: 1.722e-02, eta: 2:49:42, time: 0.934, data_time: 0.004, memory: 9444, top1_acc: 0.6060, top5_acc: 0.8028, loss_cls: 1.7008, loss: 1.7008, grad_norm: 2.6762 2020-08-18 04:42:06,563 - mmaction - INFO - Epoch [233][200/470] lr: 1.722e-02, eta: 2:49:23, time: 0.920, data_time: 0.002, memory: 9444, top1_acc: 0.5928, top5_acc: 0.8027, loss_cls: 1.7228, loss: 1.7228, grad_norm: 2.6896 2020-08-18 04:42:25,664 - mmaction - INFO - Epoch [233][220/470] lr: 1.722e-02, eta: 2:49:05, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.6055, top5_acc: 0.8072, loss_cls: 1.6877, loss: 1.6877, grad_norm: 2.6539 2020-08-18 04:42:44,220 - mmaction - INFO - Epoch [233][240/470] lr: 1.722e-02, eta: 2:48:47, time: 0.928, data_time: 0.002, memory: 9444, top1_acc: 0.6018, top5_acc: 0.8003, loss_cls: 1.7128, loss: 1.7128, grad_norm: 2.6982 2020-08-18 04:43:02,583 - mmaction - INFO - Epoch [233][260/470] lr: 1.722e-02, eta: 2:48:28, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.5942, top5_acc: 0.7992, loss_cls: 1.7421, loss: 1.7421, grad_norm: 2.6981 2020-08-18 04:43:21,894 - mmaction - INFO - Epoch [233][280/470] lr: 1.722e-02, eta: 2:48:10, time: 0.968, data_time: 0.006, memory: 9444, top1_acc: 0.5936, top5_acc: 0.7998, loss_cls: 1.7439, loss: 1.7439, grad_norm: 2.7057 2020-08-18 04:43:39,938 - mmaction - INFO - Epoch [233][300/470] lr: 1.722e-02, eta: 2:47:52, time: 0.901, data_time: 0.013, memory: 9444, top1_acc: 0.6005, top5_acc: 0.8038, loss_cls: 1.7212, loss: 1.7212, grad_norm: 2.6845 2020-08-18 04:43:58,975 - mmaction - INFO - Epoch [233][320/470] lr: 1.722e-02, eta: 2:47:33, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.6006, top5_acc: 0.8079, loss_cls: 1.6818, loss: 1.6818, grad_norm: 2.6537 2020-08-18 04:44:16,953 - mmaction - INFO - Epoch [233][340/470] lr: 1.722e-02, eta: 2:47:15, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.6084, top5_acc: 0.8058, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.6558 2020-08-18 04:44:34,672 - mmaction - INFO - Epoch [233][360/470] lr: 1.722e-02, eta: 2:46:57, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.5938, top5_acc: 0.8005, loss_cls: 1.7321, loss: 1.7321, grad_norm: 2.7207 2020-08-18 04:44:53,852 - mmaction - INFO - Epoch [233][380/470] lr: 1.722e-02, eta: 2:46:38, time: 0.957, data_time: 0.005, memory: 9444, top1_acc: 0.5941, top5_acc: 0.8003, loss_cls: 1.7254, loss: 1.7254, grad_norm: 2.6987 2020-08-18 04:45:11,645 - mmaction - INFO - Epoch [233][400/470] lr: 1.722e-02, eta: 2:46:20, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.5933, top5_acc: 0.8068, loss_cls: 1.6977, loss: 1.6977, grad_norm: 2.6858 2020-08-18 04:45:29,636 - mmaction - INFO - Epoch [233][420/470] lr: 1.722e-02, eta: 2:46:02, time: 0.897, data_time: 0.005, memory: 9444, top1_acc: 0.5929, top5_acc: 0.8000, loss_cls: 1.7367, loss: 1.7367, grad_norm: 2.6909 2020-08-18 04:45:48,648 - mmaction - INFO - Epoch [233][440/470] lr: 1.722e-02, eta: 2:45:43, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.6025, top5_acc: 0.8072, loss_cls: 1.6973, loss: 1.6973, grad_norm: 2.6879 2020-08-18 04:46:07,659 - mmaction - INFO - Epoch [233][460/470] lr: 1.722e-02, eta: 2:45:25, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.6051, top5_acc: 0.8087, loss_cls: 1.6819, loss: 1.6819, grad_norm: 2.6813 2020-08-18 04:46:38,407 - mmaction - INFO - Epoch [234][20/470] lr: 1.583e-02, eta: 2:44:57, time: 1.129, data_time: 0.408, memory: 9444, top1_acc: 0.6016, top5_acc: 0.8037, loss_cls: 1.6970, loss: 1.6970, grad_norm: 2.7077 2020-08-18 04:46:56,909 - mmaction - INFO - Epoch [234][40/470] lr: 1.583e-02, eta: 2:44:39, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.6035, top5_acc: 0.8050, loss_cls: 1.7069, loss: 1.7069, grad_norm: 2.6829 2020-08-18 04:47:15,219 - mmaction - INFO - Epoch [234][60/470] lr: 1.583e-02, eta: 2:44:20, time: 0.915, data_time: 0.006, memory: 9444, top1_acc: 0.6058, top5_acc: 0.8132, loss_cls: 1.6579, loss: 1.6579, grad_norm: 2.6255 2020-08-18 04:47:34,153 - mmaction - INFO - Epoch [234][80/470] lr: 1.583e-02, eta: 2:44:02, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.6086, top5_acc: 0.8120, loss_cls: 1.6599, loss: 1.6599, grad_norm: 2.6462 2020-08-18 04:47:51,660 - mmaction - INFO - Epoch [234][100/470] lr: 1.583e-02, eta: 2:43:44, time: 0.872, data_time: 0.006, memory: 9444, top1_acc: 0.6036, top5_acc: 0.8039, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.7140 2020-08-18 04:48:10,754 - mmaction - INFO - Epoch [234][120/470] lr: 1.583e-02, eta: 2:43:25, time: 0.958, data_time: 0.007, memory: 9444, top1_acc: 0.6009, top5_acc: 0.8038, loss_cls: 1.6988, loss: 1.6988, grad_norm: 2.6912 2020-08-18 04:48:28,853 - mmaction - INFO - Epoch [234][140/470] lr: 1.583e-02, eta: 2:43:07, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.6129, top5_acc: 0.8104, loss_cls: 1.6588, loss: 1.6588, grad_norm: 2.6854 2020-08-18 04:48:47,416 - mmaction - INFO - Epoch [234][160/470] lr: 1.583e-02, eta: 2:42:49, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.6026, top5_acc: 0.8090, loss_cls: 1.6832, loss: 1.6832, grad_norm: 2.7090 2020-08-18 04:49:06,691 - mmaction - INFO - Epoch [234][180/470] lr: 1.583e-02, eta: 2:42:30, time: 0.964, data_time: 0.002, memory: 9444, top1_acc: 0.6165, top5_acc: 0.8083, loss_cls: 1.6636, loss: 1.6636, grad_norm: 2.6686 2020-08-18 04:49:23,832 - mmaction - INFO - Epoch [234][200/470] lr: 1.583e-02, eta: 2:42:12, time: 0.856, data_time: 0.005, memory: 9444, top1_acc: 0.5982, top5_acc: 0.8027, loss_cls: 1.7097, loss: 1.7097, grad_norm: 2.7065 2020-08-18 04:49:42,201 - mmaction - INFO - Epoch [234][220/470] lr: 1.583e-02, eta: 2:41:54, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.6066, top5_acc: 0.8095, loss_cls: 1.6739, loss: 1.6739, grad_norm: 2.7442 2020-08-18 04:50:01,074 - mmaction - INFO - Epoch [234][240/470] lr: 1.583e-02, eta: 2:41:35, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.5938, top5_acc: 0.7972, loss_cls: 1.7317, loss: 1.7317, grad_norm: 2.7390 2020-08-18 04:50:19,837 - mmaction - INFO - Epoch [234][260/470] lr: 1.583e-02, eta: 2:41:17, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.6047, top5_acc: 0.8078, loss_cls: 1.6857, loss: 1.6857, grad_norm: 2.6838 2020-08-18 04:50:37,974 - mmaction - INFO - Epoch [234][280/470] lr: 1.583e-02, eta: 2:40:59, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.5992, top5_acc: 0.7991, loss_cls: 1.7209, loss: 1.7209, grad_norm: 2.7224 2020-08-18 04:50:56,802 - mmaction - INFO - Epoch [234][300/470] lr: 1.583e-02, eta: 2:40:40, time: 0.944, data_time: 0.007, memory: 9444, top1_acc: 0.6051, top5_acc: 0.8066, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.7243 2020-08-18 04:51:14,349 - mmaction - INFO - Epoch [234][320/470] lr: 1.583e-02, eta: 2:40:22, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.6052, top5_acc: 0.8032, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.6972 2020-08-18 04:51:32,947 - mmaction - INFO - Epoch [234][340/470] lr: 1.583e-02, eta: 2:40:04, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.6120, top5_acc: 0.8128, loss_cls: 1.6510, loss: 1.6510, grad_norm: 2.7240 2020-08-18 04:51:51,013 - mmaction - INFO - Epoch [234][360/470] lr: 1.583e-02, eta: 2:39:45, time: 0.902, data_time: 0.006, memory: 9444, top1_acc: 0.6046, top5_acc: 0.8100, loss_cls: 1.6588, loss: 1.6588, grad_norm: 2.6689 2020-08-18 04:52:09,518 - mmaction - INFO - Epoch [234][380/470] lr: 1.583e-02, eta: 2:39:27, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.5984, top5_acc: 0.8028, loss_cls: 1.7155, loss: 1.7155, grad_norm: 2.7449 2020-08-18 04:52:27,819 - mmaction - INFO - Epoch [234][400/470] lr: 1.583e-02, eta: 2:39:09, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.6004, top5_acc: 0.8086, loss_cls: 1.6911, loss: 1.6911, grad_norm: 2.7402 2020-08-18 04:52:46,109 - mmaction - INFO - Epoch [234][420/470] lr: 1.583e-02, eta: 2:38:50, time: 0.916, data_time: 0.006, memory: 9444, top1_acc: 0.6047, top5_acc: 0.8025, loss_cls: 1.7003, loss: 1.7003, grad_norm: 2.7220 2020-08-18 04:53:04,231 - mmaction - INFO - Epoch [234][440/470] lr: 1.583e-02, eta: 2:38:32, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.5950, top5_acc: 0.8062, loss_cls: 1.7079, loss: 1.7079, grad_norm: 2.7389 2020-08-18 04:53:23,038 - mmaction - INFO - Epoch [234][460/470] lr: 1.583e-02, eta: 2:38:14, time: 0.943, data_time: 0.007, memory: 9444, top1_acc: 0.6035, top5_acc: 0.8062, loss_cls: 1.6984, loss: 1.6984, grad_norm: 2.7132 2020-08-18 04:53:54,221 - mmaction - INFO - Epoch [235][20/470] lr: 1.449e-02, eta: 2:37:46, time: 1.111, data_time: 0.389, memory: 9444, top1_acc: 0.6112, top5_acc: 0.8132, loss_cls: 1.6452, loss: 1.6452, grad_norm: 2.6704 2020-08-18 04:54:12,366 - mmaction - INFO - Epoch [235][40/470] lr: 1.449e-02, eta: 2:37:27, time: 0.905, data_time: 0.007, memory: 9444, top1_acc: 0.6114, top5_acc: 0.8120, loss_cls: 1.6498, loss: 1.6498, grad_norm: 2.7563 2020-08-18 04:54:29,431 - mmaction - INFO - Epoch [235][60/470] lr: 1.449e-02, eta: 2:37:09, time: 0.855, data_time: 0.005, memory: 9444, top1_acc: 0.6059, top5_acc: 0.8042, loss_cls: 1.6902, loss: 1.6902, grad_norm: 2.7402 2020-08-18 04:54:48,045 - mmaction - INFO - Epoch [235][80/470] lr: 1.449e-02, eta: 2:36:50, time: 0.928, data_time: 0.006, memory: 9444, top1_acc: 0.6142, top5_acc: 0.8074, loss_cls: 1.6331, loss: 1.6331, grad_norm: 2.6974 2020-08-18 04:55:06,349 - mmaction - INFO - Epoch [235][100/470] lr: 1.449e-02, eta: 2:36:32, time: 0.919, data_time: 0.007, memory: 9444, top1_acc: 0.6122, top5_acc: 0.8122, loss_cls: 1.6492, loss: 1.6492, grad_norm: 2.7592 2020-08-18 04:55:24,723 - mmaction - INFO - Epoch [235][120/470] lr: 1.449e-02, eta: 2:36:14, time: 0.919, data_time: 0.002, memory: 9444, top1_acc: 0.6112, top5_acc: 0.8081, loss_cls: 1.6789, loss: 1.6789, grad_norm: 2.7273 2020-08-18 04:55:43,989 - mmaction - INFO - Epoch [235][140/470] lr: 1.449e-02, eta: 2:35:55, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.6074, top5_acc: 0.8052, loss_cls: 1.6889, loss: 1.6889, grad_norm: 2.7105 2020-08-18 04:56:02,000 - mmaction - INFO - Epoch [235][160/470] lr: 1.449e-02, eta: 2:35:37, time: 0.903, data_time: 0.007, memory: 9444, top1_acc: 0.6122, top5_acc: 0.8116, loss_cls: 1.6539, loss: 1.6539, grad_norm: 2.7090 2020-08-18 04:56:20,089 - mmaction - INFO - Epoch [235][180/470] lr: 1.449e-02, eta: 2:35:19, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.6121, top5_acc: 0.8109, loss_cls: 1.6621, loss: 1.6621, grad_norm: 2.7677 2020-08-18 04:56:37,730 - mmaction - INFO - Epoch [235][200/470] lr: 1.449e-02, eta: 2:35:00, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.6090, top5_acc: 0.8035, loss_cls: 1.6877, loss: 1.6877, grad_norm: 2.7487 2020-08-18 04:56:55,571 - mmaction - INFO - Epoch [235][220/470] lr: 1.449e-02, eta: 2:34:42, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6009, top5_acc: 0.8055, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.7813 2020-08-18 04:57:14,563 - mmaction - INFO - Epoch [235][240/470] lr: 1.449e-02, eta: 2:34:24, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6023, top5_acc: 0.8067, loss_cls: 1.6941, loss: 1.6941, grad_norm: 2.7759 2020-08-18 04:57:33,457 - mmaction - INFO - Epoch [235][260/470] lr: 1.449e-02, eta: 2:34:05, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.6062, top5_acc: 0.8064, loss_cls: 1.6859, loss: 1.6859, grad_norm: 2.7694 2020-08-18 04:57:52,235 - mmaction - INFO - Epoch [235][280/470] lr: 1.449e-02, eta: 2:33:47, time: 0.942, data_time: 0.007, memory: 9444, top1_acc: 0.6087, top5_acc: 0.8074, loss_cls: 1.6672, loss: 1.6672, grad_norm: 2.7194 2020-08-18 04:58:09,883 - mmaction - INFO - Epoch [235][300/470] lr: 1.449e-02, eta: 2:33:29, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.6152, top5_acc: 0.8077, loss_cls: 1.6676, loss: 1.6676, grad_norm: 2.7060 2020-08-18 04:58:27,644 - mmaction - INFO - Epoch [235][320/470] lr: 1.449e-02, eta: 2:33:10, time: 0.890, data_time: 0.006, memory: 9444, top1_acc: 0.6048, top5_acc: 0.8007, loss_cls: 1.7028, loss: 1.7028, grad_norm: 2.7819 2020-08-18 04:58:46,189 - mmaction - INFO - Epoch [235][340/470] lr: 1.449e-02, eta: 2:32:52, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.6081, top5_acc: 0.8084, loss_cls: 1.6848, loss: 1.6848, grad_norm: 2.7541 2020-08-18 04:59:04,700 - mmaction - INFO - Epoch [235][360/470] lr: 1.449e-02, eta: 2:32:34, time: 0.925, data_time: 0.002, memory: 9444, top1_acc: 0.6120, top5_acc: 0.8079, loss_cls: 1.6519, loss: 1.6519, grad_norm: 2.7321 2020-08-18 04:59:22,394 - mmaction - INFO - Epoch [235][380/470] lr: 1.449e-02, eta: 2:32:15, time: 0.884, data_time: 0.005, memory: 9444, top1_acc: 0.6136, top5_acc: 0.8118, loss_cls: 1.6540, loss: 1.6540, grad_norm: 2.6983 2020-08-18 04:59:39,830 - mmaction - INFO - Epoch [235][400/470] lr: 1.449e-02, eta: 2:31:57, time: 0.873, data_time: 0.003, memory: 9444, top1_acc: 0.6090, top5_acc: 0.8093, loss_cls: 1.6764, loss: 1.6764, grad_norm: 2.7654 2020-08-18 04:59:58,804 - mmaction - INFO - Epoch [235][420/470] lr: 1.449e-02, eta: 2:31:38, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.6151, top5_acc: 0.8167, loss_cls: 1.6339, loss: 1.6339, grad_norm: 2.7427 2020-08-18 05:00:17,716 - mmaction - INFO - Epoch [235][440/470] lr: 1.449e-02, eta: 2:31:20, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.6039, top5_acc: 0.8097, loss_cls: 1.6831, loss: 1.6831, grad_norm: 2.7469 2020-08-18 05:00:36,410 - mmaction - INFO - Epoch [235][460/470] lr: 1.449e-02, eta: 2:31:02, time: 0.936, data_time: 0.011, memory: 9444, top1_acc: 0.6123, top5_acc: 0.8079, loss_cls: 1.6600, loss: 1.6600, grad_norm: 2.7679 2020-08-18 05:01:10,752 - mmaction - INFO - Epoch [236][20/470] lr: 1.321e-02, eta: 2:30:34, time: 1.258, data_time: 0.494, memory: 9444, top1_acc: 0.6072, top5_acc: 0.8095, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.7790 2020-08-18 05:01:27,217 - mmaction - INFO - Epoch [236][40/470] lr: 1.321e-02, eta: 2:30:16, time: 0.825, data_time: 0.005, memory: 9444, top1_acc: 0.6105, top5_acc: 0.8039, loss_cls: 1.6741, loss: 1.6741, grad_norm: 2.7680 2020-08-18 05:01:45,458 - mmaction - INFO - Epoch [236][60/470] lr: 1.321e-02, eta: 2:29:57, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.6119, top5_acc: 0.8124, loss_cls: 1.6384, loss: 1.6384, grad_norm: 2.7664 2020-08-18 05:02:03,790 - mmaction - INFO - Epoch [236][80/470] lr: 1.321e-02, eta: 2:29:39, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.6166, top5_acc: 0.8115, loss_cls: 1.6367, loss: 1.6367, grad_norm: 2.7510 2020-08-18 05:02:21,664 - mmaction - INFO - Epoch [236][100/470] lr: 1.321e-02, eta: 2:29:20, time: 0.894, data_time: 0.002, memory: 9444, top1_acc: 0.6098, top5_acc: 0.8068, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.7664 2020-08-18 05:02:39,300 - mmaction - INFO - Epoch [236][120/470] lr: 1.321e-02, eta: 2:29:02, time: 0.881, data_time: 0.002, memory: 9444, top1_acc: 0.6180, top5_acc: 0.8168, loss_cls: 1.6258, loss: 1.6258, grad_norm: 2.7458 2020-08-18 05:02:58,536 - mmaction - INFO - Epoch [236][140/470] lr: 1.321e-02, eta: 2:28:44, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.6076, top5_acc: 0.8145, loss_cls: 1.6451, loss: 1.6451, grad_norm: 2.7742 2020-08-18 05:03:15,410 - mmaction - INFO - Epoch [236][160/470] lr: 1.321e-02, eta: 2:28:25, time: 0.845, data_time: 0.005, memory: 9444, top1_acc: 0.6148, top5_acc: 0.8070, loss_cls: 1.6660, loss: 1.6660, grad_norm: 2.7632 2020-08-18 05:03:33,664 - mmaction - INFO - Epoch [236][180/470] lr: 1.321e-02, eta: 2:28:07, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.6106, top5_acc: 0.8138, loss_cls: 1.6402, loss: 1.6402, grad_norm: 2.7910 2020-08-18 05:03:51,846 - mmaction - INFO - Epoch [236][200/470] lr: 1.321e-02, eta: 2:27:49, time: 0.911, data_time: 0.006, memory: 9444, top1_acc: 0.6110, top5_acc: 0.8093, loss_cls: 1.6704, loss: 1.6704, grad_norm: 2.7755 2020-08-18 05:04:09,911 - mmaction - INFO - Epoch [236][220/470] lr: 1.321e-02, eta: 2:27:30, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.6162, top5_acc: 0.8160, loss_cls: 1.6343, loss: 1.6343, grad_norm: 2.7794 2020-08-18 05:04:27,517 - mmaction - INFO - Epoch [236][240/470] lr: 1.321e-02, eta: 2:27:12, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.6085, top5_acc: 0.8146, loss_cls: 1.6525, loss: 1.6525, grad_norm: 2.8152 2020-08-18 05:04:45,781 - mmaction - INFO - Epoch [236][260/470] lr: 1.321e-02, eta: 2:26:54, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.6053, top5_acc: 0.8006, loss_cls: 1.6965, loss: 1.6965, grad_norm: 2.8002 2020-08-18 05:05:04,732 - mmaction - INFO - Epoch [236][280/470] lr: 1.321e-02, eta: 2:26:35, time: 0.949, data_time: 0.006, memory: 9444, top1_acc: 0.6183, top5_acc: 0.8137, loss_cls: 1.6301, loss: 1.6301, grad_norm: 2.7355 2020-08-18 05:05:22,431 - mmaction - INFO - Epoch [236][300/470] lr: 1.321e-02, eta: 2:26:17, time: 0.885, data_time: 0.002, memory: 9444, top1_acc: 0.6115, top5_acc: 0.8060, loss_cls: 1.6640, loss: 1.6640, grad_norm: 2.7962 2020-08-18 05:05:40,787 - mmaction - INFO - Epoch [236][320/470] lr: 1.321e-02, eta: 2:25:58, time: 0.916, data_time: 0.004, memory: 9444, top1_acc: 0.6138, top5_acc: 0.8118, loss_cls: 1.6478, loss: 1.6478, grad_norm: 2.8108 2020-08-18 05:05:59,808 - mmaction - INFO - Epoch [236][340/470] lr: 1.321e-02, eta: 2:25:40, time: 0.953, data_time: 0.005, memory: 9444, top1_acc: 0.6154, top5_acc: 0.8145, loss_cls: 1.6418, loss: 1.6418, grad_norm: 2.7694 2020-08-18 05:06:18,252 - mmaction - INFO - Epoch [236][360/470] lr: 1.321e-02, eta: 2:25:22, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.6096, top5_acc: 0.8103, loss_cls: 1.6605, loss: 1.6605, grad_norm: 2.8125 2020-08-18 05:06:35,322 - mmaction - INFO - Epoch [236][380/470] lr: 1.321e-02, eta: 2:25:03, time: 0.855, data_time: 0.005, memory: 9444, top1_acc: 0.6152, top5_acc: 0.8120, loss_cls: 1.6440, loss: 1.6440, grad_norm: 2.7779 2020-08-18 05:06:53,390 - mmaction - INFO - Epoch [236][400/470] lr: 1.321e-02, eta: 2:24:45, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.6154, top5_acc: 0.8153, loss_cls: 1.6390, loss: 1.6390, grad_norm: 2.7598 2020-08-18 05:07:12,345 - mmaction - INFO - Epoch [236][420/470] lr: 1.321e-02, eta: 2:24:27, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.6184, top5_acc: 0.8220, loss_cls: 1.6148, loss: 1.6148, grad_norm: 2.7722 2020-08-18 05:07:30,060 - mmaction - INFO - Epoch [236][440/470] lr: 1.321e-02, eta: 2:24:08, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.6057, top5_acc: 0.8042, loss_cls: 1.6846, loss: 1.6846, grad_norm: 2.8323 2020-08-18 05:07:47,948 - mmaction - INFO - Epoch [236][460/470] lr: 1.321e-02, eta: 2:23:50, time: 0.894, data_time: 0.004, memory: 9444, top1_acc: 0.6083, top5_acc: 0.8097, loss_cls: 1.6648, loss: 1.6648, grad_norm: 2.8204 2020-08-18 05:07:57,028 - mmaction - INFO - Saving checkpoint at 236 epochs 2020-08-18 05:08:19,596 - mmaction - INFO - Epoch [237][20/470] lr: 1.199e-02, eta: 2:23:22, time: 1.045, data_time: 0.316, memory: 9444, top1_acc: 0.6107, top5_acc: 0.8106, loss_cls: 1.6631, loss: 1.6631, grad_norm: 2.8000 2020-08-18 05:08:37,110 - mmaction - INFO - Epoch [237][40/470] lr: 1.199e-02, eta: 2:23:03, time: 0.876, data_time: 0.002, memory: 9444, top1_acc: 0.6176, top5_acc: 0.8156, loss_cls: 1.6292, loss: 1.6292, grad_norm: 2.7851 2020-08-18 05:08:55,727 - mmaction - INFO - Epoch [237][60/470] lr: 1.199e-02, eta: 2:22:45, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.6188, top5_acc: 0.8093, loss_cls: 1.6359, loss: 1.6359, grad_norm: 2.7544 2020-08-18 05:09:13,866 - mmaction - INFO - Epoch [237][80/470] lr: 1.199e-02, eta: 2:22:27, time: 0.908, data_time: 0.004, memory: 9444, top1_acc: 0.6130, top5_acc: 0.8109, loss_cls: 1.6469, loss: 1.6469, grad_norm: 2.8239 2020-08-18 05:09:32,965 - mmaction - INFO - Epoch [237][100/470] lr: 1.199e-02, eta: 2:22:09, time: 0.953, data_time: 0.006, memory: 9444, top1_acc: 0.6191, top5_acc: 0.8125, loss_cls: 1.6187, loss: 1.6187, grad_norm: 2.7981 2020-08-18 05:09:51,539 - mmaction - INFO - Epoch [237][120/470] lr: 1.199e-02, eta: 2:21:50, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.6192, top5_acc: 0.8157, loss_cls: 1.6238, loss: 1.6238, grad_norm: 2.8017 2020-08-18 05:10:10,714 - mmaction - INFO - Epoch [237][140/470] lr: 1.199e-02, eta: 2:21:32, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.6172, top5_acc: 0.8156, loss_cls: 1.6430, loss: 1.6430, grad_norm: 2.8198 2020-08-18 05:10:28,808 - mmaction - INFO - Epoch [237][160/470] lr: 1.199e-02, eta: 2:21:14, time: 0.905, data_time: 0.002, memory: 9444, top1_acc: 0.6203, top5_acc: 0.8129, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.8132 2020-08-18 05:10:46,496 - mmaction - INFO - Epoch [237][180/470] lr: 1.199e-02, eta: 2:20:55, time: 0.881, data_time: 0.006, memory: 9444, top1_acc: 0.6143, top5_acc: 0.8133, loss_cls: 1.6366, loss: 1.6366, grad_norm: 2.8244 2020-08-18 05:11:04,440 - mmaction - INFO - Epoch [237][200/470] lr: 1.199e-02, eta: 2:20:37, time: 0.901, data_time: 0.007, memory: 9444, top1_acc: 0.6137, top5_acc: 0.8108, loss_cls: 1.6397, loss: 1.6397, grad_norm: 2.8130 2020-08-18 05:11:22,306 - mmaction - INFO - Epoch [237][220/470] lr: 1.199e-02, eta: 2:20:18, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6109, top5_acc: 0.8130, loss_cls: 1.6293, loss: 1.6293, grad_norm: 2.8113 2020-08-18 05:11:40,928 - mmaction - INFO - Epoch [237][240/470] lr: 1.199e-02, eta: 2:20:00, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.6196, top5_acc: 0.8111, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.8121 2020-08-18 05:11:58,686 - mmaction - INFO - Epoch [237][260/470] lr: 1.199e-02, eta: 2:19:42, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.6282, top5_acc: 0.8194, loss_cls: 1.5811, loss: 1.5811, grad_norm: 2.7991 2020-08-18 05:12:16,414 - mmaction - INFO - Epoch [237][280/470] lr: 1.199e-02, eta: 2:19:23, time: 0.888, data_time: 0.005, memory: 9444, top1_acc: 0.6138, top5_acc: 0.8132, loss_cls: 1.6393, loss: 1.6393, grad_norm: 2.8124 2020-08-18 05:12:35,732 - mmaction - INFO - Epoch [237][300/470] lr: 1.199e-02, eta: 2:19:05, time: 0.962, data_time: 0.005, memory: 9444, top1_acc: 0.6201, top5_acc: 0.8165, loss_cls: 1.6147, loss: 1.6147, grad_norm: 2.8203 2020-08-18 05:12:54,641 - mmaction - INFO - Epoch [237][320/470] lr: 1.199e-02, eta: 2:18:47, time: 0.949, data_time: 0.007, memory: 9444, top1_acc: 0.6135, top5_acc: 0.8148, loss_cls: 1.6290, loss: 1.6290, grad_norm: 2.8201 2020-08-18 05:13:12,772 - mmaction - INFO - Epoch [237][340/470] lr: 1.199e-02, eta: 2:18:28, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.6167, top5_acc: 0.8140, loss_cls: 1.6366, loss: 1.6366, grad_norm: 2.8338 2020-08-18 05:13:29,935 - mmaction - INFO - Epoch [237][360/470] lr: 1.199e-02, eta: 2:18:10, time: 0.858, data_time: 0.005, memory: 9444, top1_acc: 0.6122, top5_acc: 0.8181, loss_cls: 1.6159, loss: 1.6159, grad_norm: 2.8153 2020-08-18 05:13:48,279 - mmaction - INFO - Epoch [237][380/470] lr: 1.199e-02, eta: 2:17:52, time: 0.917, data_time: 0.008, memory: 9444, top1_acc: 0.6185, top5_acc: 0.8132, loss_cls: 1.6450, loss: 1.6450, grad_norm: 2.8160 2020-08-18 05:14:06,637 - mmaction - INFO - Epoch [237][400/470] lr: 1.199e-02, eta: 2:17:33, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6197, top5_acc: 0.8163, loss_cls: 1.6261, loss: 1.6261, grad_norm: 2.8477 2020-08-18 05:14:24,719 - mmaction - INFO - Epoch [237][420/470] lr: 1.199e-02, eta: 2:17:15, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.6084, top5_acc: 0.8095, loss_cls: 1.6616, loss: 1.6616, grad_norm: 2.8721 2020-08-18 05:14:42,248 - mmaction - INFO - Epoch [237][440/470] lr: 1.199e-02, eta: 2:16:57, time: 0.880, data_time: 0.007, memory: 9444, top1_acc: 0.6161, top5_acc: 0.8127, loss_cls: 1.6471, loss: 1.6471, grad_norm: 2.8425 2020-08-18 05:14:59,664 - mmaction - INFO - Epoch [237][460/470] lr: 1.199e-02, eta: 2:16:38, time: 0.868, data_time: 0.004, memory: 9444, top1_acc: 0.6116, top5_acc: 0.8125, loss_cls: 1.6453, loss: 1.6453, grad_norm: 2.8343 2020-08-18 05:15:31,639 - mmaction - INFO - Epoch [238][20/470] lr: 1.082e-02, eta: 2:16:10, time: 1.139, data_time: 0.403, memory: 9444, top1_acc: 0.6216, top5_acc: 0.8152, loss_cls: 1.6219, loss: 1.6219, grad_norm: 2.8273 2020-08-18 05:15:49,698 - mmaction - INFO - Epoch [238][40/470] lr: 1.082e-02, eta: 2:15:52, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.6243, top5_acc: 0.8164, loss_cls: 1.6173, loss: 1.6173, grad_norm: 2.8292 2020-08-18 05:16:07,244 - mmaction - INFO - Epoch [238][60/470] lr: 1.082e-02, eta: 2:15:33, time: 0.878, data_time: 0.005, memory: 9444, top1_acc: 0.6187, top5_acc: 0.8146, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.8240 2020-08-18 05:16:25,999 - mmaction - INFO - Epoch [238][80/470] lr: 1.082e-02, eta: 2:15:15, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.6222, top5_acc: 0.8197, loss_cls: 1.6096, loss: 1.6096, grad_norm: 2.8282 2020-08-18 05:16:44,970 - mmaction - INFO - Epoch [238][100/470] lr: 1.082e-02, eta: 2:14:57, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6196, top5_acc: 0.8149, loss_cls: 1.6215, loss: 1.6215, grad_norm: 2.8265 2020-08-18 05:17:03,874 - mmaction - INFO - Epoch [238][120/470] lr: 1.082e-02, eta: 2:14:39, time: 0.948, data_time: 0.006, memory: 9444, top1_acc: 0.6282, top5_acc: 0.8184, loss_cls: 1.6115, loss: 1.6115, grad_norm: 2.8363 2020-08-18 05:17:23,292 - mmaction - INFO - Epoch [238][140/470] lr: 1.082e-02, eta: 2:14:20, time: 0.970, data_time: 0.004, memory: 9444, top1_acc: 0.6203, top5_acc: 0.8185, loss_cls: 1.6131, loss: 1.6131, grad_norm: 2.8167 2020-08-18 05:17:41,252 - mmaction - INFO - Epoch [238][160/470] lr: 1.082e-02, eta: 2:14:02, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.6165, top5_acc: 0.8121, loss_cls: 1.6301, loss: 1.6301, grad_norm: 2.8326 2020-08-18 05:17:59,980 - mmaction - INFO - Epoch [238][180/470] lr: 1.082e-02, eta: 2:13:44, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.6270, top5_acc: 0.8174, loss_cls: 1.5877, loss: 1.5877, grad_norm: 2.8200 2020-08-18 05:18:17,324 - mmaction - INFO - Epoch [238][200/470] lr: 1.082e-02, eta: 2:13:25, time: 0.866, data_time: 0.004, memory: 9444, top1_acc: 0.6131, top5_acc: 0.8141, loss_cls: 1.6303, loss: 1.6303, grad_norm: 2.8943 2020-08-18 05:18:36,532 - mmaction - INFO - Epoch [238][220/470] lr: 1.082e-02, eta: 2:13:07, time: 0.962, data_time: 0.003, memory: 9444, top1_acc: 0.6205, top5_acc: 0.8119, loss_cls: 1.6275, loss: 1.6275, grad_norm: 2.8246 2020-08-18 05:18:54,366 - mmaction - INFO - Epoch [238][240/470] lr: 1.082e-02, eta: 2:12:49, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.6235, top5_acc: 0.8194, loss_cls: 1.6104, loss: 1.6104, grad_norm: 2.8472 2020-08-18 05:19:13,512 - mmaction - INFO - Epoch [238][260/470] lr: 1.082e-02, eta: 2:12:30, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.6131, top5_acc: 0.8157, loss_cls: 1.6139, loss: 1.6139, grad_norm: 2.8595 2020-08-18 05:19:31,868 - mmaction - INFO - Epoch [238][280/470] lr: 1.082e-02, eta: 2:12:12, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.6110, top5_acc: 0.8156, loss_cls: 1.6386, loss: 1.6386, grad_norm: 2.8874 2020-08-18 05:19:51,193 - mmaction - INFO - Epoch [238][300/470] lr: 1.082e-02, eta: 2:11:54, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.6136, top5_acc: 0.8174, loss_cls: 1.6283, loss: 1.6283, grad_norm: 2.8586 2020-08-18 05:20:09,223 - mmaction - INFO - Epoch [238][320/470] lr: 1.082e-02, eta: 2:11:35, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.6206, top5_acc: 0.8126, loss_cls: 1.6259, loss: 1.6259, grad_norm: 2.8462 2020-08-18 05:20:26,888 - mmaction - INFO - Epoch [238][340/470] lr: 1.082e-02, eta: 2:11:17, time: 0.884, data_time: 0.002, memory: 9444, top1_acc: 0.6206, top5_acc: 0.8147, loss_cls: 1.6212, loss: 1.6212, grad_norm: 2.8792 2020-08-18 05:20:45,571 - mmaction - INFO - Epoch [238][360/470] lr: 1.082e-02, eta: 2:10:59, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.6227, top5_acc: 0.8146, loss_cls: 1.6375, loss: 1.6375, grad_norm: 2.8825 2020-08-18 05:21:03,760 - mmaction - INFO - Epoch [238][380/470] lr: 1.082e-02, eta: 2:10:40, time: 0.911, data_time: 0.004, memory: 9444, top1_acc: 0.6185, top5_acc: 0.8136, loss_cls: 1.6460, loss: 1.6460, grad_norm: 2.8594 2020-08-18 05:21:22,356 - mmaction - INFO - Epoch [238][400/470] lr: 1.082e-02, eta: 2:10:22, time: 0.928, data_time: 0.004, memory: 9444, top1_acc: 0.6204, top5_acc: 0.8162, loss_cls: 1.6197, loss: 1.6197, grad_norm: 2.8903 2020-08-18 05:21:40,649 - mmaction - INFO - Epoch [238][420/470] lr: 1.082e-02, eta: 2:10:04, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.6076, top5_acc: 0.8156, loss_cls: 1.6625, loss: 1.6625, grad_norm: 2.8833 2020-08-18 05:21:59,050 - mmaction - INFO - Epoch [238][440/470] lr: 1.082e-02, eta: 2:09:45, time: 0.917, data_time: 0.005, memory: 9444, top1_acc: 0.6241, top5_acc: 0.8196, loss_cls: 1.6034, loss: 1.6034, grad_norm: 2.8329 2020-08-18 05:22:16,847 - mmaction - INFO - Epoch [238][460/470] lr: 1.082e-02, eta: 2:09:27, time: 0.893, data_time: 0.007, memory: 9444, top1_acc: 0.6146, top5_acc: 0.8209, loss_cls: 1.6039, loss: 1.6039, grad_norm: 2.8471 2020-08-18 05:22:48,922 - mmaction - INFO - Epoch [239][20/470] lr: 9.719e-03, eta: 2:08:59, time: 1.135, data_time: 0.411, memory: 9444, top1_acc: 0.6272, top5_acc: 0.8192, loss_cls: 1.5852, loss: 1.5852, grad_norm: 2.8313 2020-08-18 05:23:07,545 - mmaction - INFO - Epoch [239][40/470] lr: 9.719e-03, eta: 2:08:41, time: 0.932, data_time: 0.009, memory: 9444, top1_acc: 0.6245, top5_acc: 0.8212, loss_cls: 1.5792, loss: 1.5792, grad_norm: 2.8498 2020-08-18 05:23:25,327 - mmaction - INFO - Epoch [239][60/470] lr: 9.719e-03, eta: 2:08:22, time: 0.889, data_time: 0.002, memory: 9444, top1_acc: 0.6197, top5_acc: 0.8204, loss_cls: 1.5950, loss: 1.5950, grad_norm: 2.9160 2020-08-18 05:23:42,697 - mmaction - INFO - Epoch [239][80/470] lr: 9.719e-03, eta: 2:08:04, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.6235, top5_acc: 0.8237, loss_cls: 1.5778, loss: 1.5778, grad_norm: 2.8738 2020-08-18 05:24:00,008 - mmaction - INFO - Epoch [239][100/470] lr: 9.719e-03, eta: 2:07:45, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.6268, top5_acc: 0.8189, loss_cls: 1.5910, loss: 1.5910, grad_norm: 2.8237 2020-08-18 05:24:17,805 - mmaction - INFO - Epoch [239][120/470] lr: 9.719e-03, eta: 2:07:27, time: 0.888, data_time: 0.006, memory: 9444, top1_acc: 0.6192, top5_acc: 0.8205, loss_cls: 1.5910, loss: 1.5910, grad_norm: 2.8535 2020-08-18 05:24:36,494 - mmaction - INFO - Epoch [239][140/470] lr: 9.719e-03, eta: 2:07:09, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.6321, top5_acc: 0.8274, loss_cls: 1.5484, loss: 1.5484, grad_norm: 2.8260 2020-08-18 05:24:54,391 - mmaction - INFO - Epoch [239][160/470] lr: 9.719e-03, eta: 2:06:50, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.6247, top5_acc: 0.8207, loss_cls: 1.5825, loss: 1.5825, grad_norm: 2.8180 2020-08-18 05:25:12,000 - mmaction - INFO - Epoch [239][180/470] lr: 9.719e-03, eta: 2:06:32, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.6305, top5_acc: 0.8200, loss_cls: 1.5882, loss: 1.5882, grad_norm: 2.8597 2020-08-18 05:25:30,638 - mmaction - INFO - Epoch [239][200/470] lr: 9.719e-03, eta: 2:06:14, time: 0.933, data_time: 0.008, memory: 9444, top1_acc: 0.6242, top5_acc: 0.8158, loss_cls: 1.6116, loss: 1.6116, grad_norm: 2.8744 2020-08-18 05:25:49,257 - mmaction - INFO - Epoch [239][220/470] lr: 9.719e-03, eta: 2:05:55, time: 0.932, data_time: 0.006, memory: 9444, top1_acc: 0.6186, top5_acc: 0.8178, loss_cls: 1.6167, loss: 1.6167, grad_norm: 2.8781 2020-08-18 05:26:07,456 - mmaction - INFO - Epoch [239][240/470] lr: 9.719e-03, eta: 2:05:37, time: 0.908, data_time: 0.005, memory: 9444, top1_acc: 0.6313, top5_acc: 0.8228, loss_cls: 1.5777, loss: 1.5777, grad_norm: 2.8551 2020-08-18 05:26:25,403 - mmaction - INFO - Epoch [239][260/470] lr: 9.719e-03, eta: 2:05:19, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.6223, top5_acc: 0.8150, loss_cls: 1.6159, loss: 1.6159, grad_norm: 2.8990 2020-08-18 05:26:43,578 - mmaction - INFO - Epoch [239][280/470] lr: 9.719e-03, eta: 2:05:00, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.6183, top5_acc: 0.8183, loss_cls: 1.6036, loss: 1.6036, grad_norm: 2.8774 2020-08-18 05:27:01,335 - mmaction - INFO - Epoch [239][300/470] lr: 9.719e-03, eta: 2:04:42, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.6298, top5_acc: 0.8170, loss_cls: 1.5945, loss: 1.5945, grad_norm: 2.8823 2020-08-18 05:27:20,847 - mmaction - INFO - Epoch [239][320/470] lr: 9.719e-03, eta: 2:04:24, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.6194, top5_acc: 0.8194, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.8874 2020-08-18 05:27:39,718 - mmaction - INFO - Epoch [239][340/470] lr: 9.719e-03, eta: 2:04:05, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.6223, top5_acc: 0.8174, loss_cls: 1.6074, loss: 1.6074, grad_norm: 2.9028 2020-08-18 05:27:58,513 - mmaction - INFO - Epoch [239][360/470] lr: 9.719e-03, eta: 2:03:47, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.6261, top5_acc: 0.8200, loss_cls: 1.5861, loss: 1.5861, grad_norm: 2.8643 2020-08-18 05:28:17,226 - mmaction - INFO - Epoch [239][380/470] lr: 9.719e-03, eta: 2:03:29, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.6262, top5_acc: 0.8202, loss_cls: 1.5869, loss: 1.5869, grad_norm: 2.9008 2020-08-18 05:28:36,296 - mmaction - INFO - Epoch [239][400/470] lr: 9.719e-03, eta: 2:03:10, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.6271, top5_acc: 0.8203, loss_cls: 1.5879, loss: 1.5879, grad_norm: 2.8831 2020-08-18 05:28:54,942 - mmaction - INFO - Epoch [239][420/470] lr: 9.719e-03, eta: 2:02:52, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.6211, top5_acc: 0.8163, loss_cls: 1.6259, loss: 1.6259, grad_norm: 2.9570 2020-08-18 05:29:13,623 - mmaction - INFO - Epoch [239][440/470] lr: 9.719e-03, eta: 2:02:34, time: 0.933, data_time: 0.002, memory: 9444, top1_acc: 0.6253, top5_acc: 0.8169, loss_cls: 1.6034, loss: 1.6034, grad_norm: 2.9022 2020-08-18 05:29:32,788 - mmaction - INFO - Epoch [239][460/470] lr: 9.719e-03, eta: 2:02:16, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.6165, top5_acc: 0.8189, loss_cls: 1.6102, loss: 1.6102, grad_norm: 2.9359 2020-08-18 05:30:05,456 - mmaction - INFO - Epoch [240][20/470] lr: 8.673e-03, eta: 2:01:48, time: 1.163, data_time: 0.391, memory: 9444, top1_acc: 0.6216, top5_acc: 0.8252, loss_cls: 1.5934, loss: 1.5934, grad_norm: 2.8742 2020-08-18 05:30:23,363 - mmaction - INFO - Epoch [240][40/470] lr: 8.673e-03, eta: 2:01:29, time: 0.896, data_time: 0.002, memory: 9444, top1_acc: 0.6281, top5_acc: 0.8204, loss_cls: 1.5787, loss: 1.5787, grad_norm: 2.8842 2020-08-18 05:30:41,592 - mmaction - INFO - Epoch [240][60/470] lr: 8.673e-03, eta: 2:01:11, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.6229, top5_acc: 0.8178, loss_cls: 1.5891, loss: 1.5891, grad_norm: 2.9447 2020-08-18 05:31:01,464 - mmaction - INFO - Epoch [240][80/470] lr: 8.673e-03, eta: 2:00:53, time: 0.993, data_time: 0.002, memory: 9444, top1_acc: 0.6245, top5_acc: 0.8156, loss_cls: 1.5970, loss: 1.5970, grad_norm: 2.9585 2020-08-18 05:31:21,000 - mmaction - INFO - Epoch [240][100/470] lr: 8.673e-03, eta: 2:00:34, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.6316, top5_acc: 0.8229, loss_cls: 1.5789, loss: 1.5789, grad_norm: 2.8910 2020-08-18 05:31:39,791 - mmaction - INFO - Epoch [240][120/470] lr: 8.673e-03, eta: 2:00:16, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.6327, top5_acc: 0.8214, loss_cls: 1.5553, loss: 1.5553, grad_norm: 2.8742 2020-08-18 05:31:58,879 - mmaction - INFO - Epoch [240][140/470] lr: 8.673e-03, eta: 1:59:58, time: 0.954, data_time: 0.006, memory: 9444, top1_acc: 0.6263, top5_acc: 0.8232, loss_cls: 1.5802, loss: 1.5802, grad_norm: 2.9123 2020-08-18 05:32:17,381 - mmaction - INFO - Epoch [240][160/470] lr: 8.673e-03, eta: 1:59:40, time: 0.925, data_time: 0.003, memory: 9444, top1_acc: 0.6274, top5_acc: 0.8220, loss_cls: 1.5761, loss: 1.5761, grad_norm: 2.8797 2020-08-18 05:32:37,498 - mmaction - INFO - Epoch [240][180/470] lr: 8.673e-03, eta: 1:59:21, time: 1.003, data_time: 0.005, memory: 9444, top1_acc: 0.6339, top5_acc: 0.8248, loss_cls: 1.5577, loss: 1.5577, grad_norm: 2.8818 2020-08-18 05:32:56,150 - mmaction - INFO - Epoch [240][200/470] lr: 8.673e-03, eta: 1:59:03, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.6308, top5_acc: 0.8215, loss_cls: 1.5815, loss: 1.5815, grad_norm: 2.8685 2020-08-18 05:33:15,188 - mmaction - INFO - Epoch [240][220/470] lr: 8.673e-03, eta: 1:58:45, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.6270, top5_acc: 0.8191, loss_cls: 1.5890, loss: 1.5890, grad_norm: 2.9061 2020-08-18 05:33:34,110 - mmaction - INFO - Epoch [240][240/470] lr: 8.673e-03, eta: 1:58:26, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.6340, top5_acc: 0.8274, loss_cls: 1.5501, loss: 1.5501, grad_norm: 2.9194 2020-08-18 05:33:52,821 - mmaction - INFO - Epoch [240][260/470] lr: 8.673e-03, eta: 1:58:08, time: 0.933, data_time: 0.006, memory: 9444, top1_acc: 0.6295, top5_acc: 0.8217, loss_cls: 1.5821, loss: 1.5821, grad_norm: 2.9388 2020-08-18 05:34:12,764 - mmaction - INFO - Epoch [240][280/470] lr: 8.673e-03, eta: 1:57:50, time: 1.000, data_time: 0.006, memory: 9444, top1_acc: 0.6226, top5_acc: 0.8171, loss_cls: 1.6050, loss: 1.6050, grad_norm: 2.9059 2020-08-18 05:34:31,348 - mmaction - INFO - Epoch [240][300/470] lr: 8.673e-03, eta: 1:57:32, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.6219, top5_acc: 0.8192, loss_cls: 1.5997, loss: 1.5997, grad_norm: 2.9329 2020-08-18 05:34:50,080 - mmaction - INFO - Epoch [240][320/470] lr: 8.673e-03, eta: 1:57:13, time: 0.937, data_time: 0.002, memory: 9444, top1_acc: 0.6356, top5_acc: 0.8225, loss_cls: 1.5654, loss: 1.5654, grad_norm: 2.9016 2020-08-18 05:35:08,976 - mmaction - INFO - Epoch [240][340/470] lr: 8.673e-03, eta: 1:56:55, time: 0.945, data_time: 0.005, memory: 9444, top1_acc: 0.6257, top5_acc: 0.8186, loss_cls: 1.5965, loss: 1.5965, grad_norm: 2.9157 2020-08-18 05:35:28,190 - mmaction - INFO - Epoch [240][360/470] lr: 8.673e-03, eta: 1:56:37, time: 0.960, data_time: 0.002, memory: 9444, top1_acc: 0.6248, top5_acc: 0.8224, loss_cls: 1.5773, loss: 1.5773, grad_norm: 2.9238 2020-08-18 05:35:47,606 - mmaction - INFO - Epoch [240][380/470] lr: 8.673e-03, eta: 1:56:18, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.6212, top5_acc: 0.8198, loss_cls: 1.5964, loss: 1.5964, grad_norm: 2.9407 2020-08-18 05:36:07,230 - mmaction - INFO - Epoch [240][400/470] lr: 8.673e-03, eta: 1:56:00, time: 0.983, data_time: 0.005, memory: 9444, top1_acc: 0.6288, top5_acc: 0.8235, loss_cls: 1.5709, loss: 1.5709, grad_norm: 2.9092 2020-08-18 05:36:25,767 - mmaction - INFO - Epoch [240][420/470] lr: 8.673e-03, eta: 1:55:42, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.6259, top5_acc: 0.8241, loss_cls: 1.5798, loss: 1.5798, grad_norm: 2.9167 2020-08-18 05:36:46,294 - mmaction - INFO - Epoch [240][440/470] lr: 8.673e-03, eta: 1:55:24, time: 1.028, data_time: 0.005, memory: 9444, top1_acc: 0.6271, top5_acc: 0.8192, loss_cls: 1.5859, loss: 1.5859, grad_norm: 2.9246 2020-08-18 05:37:05,309 - mmaction - INFO - Epoch [240][460/470] lr: 8.673e-03, eta: 1:55:05, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6210, top5_acc: 0.8156, loss_cls: 1.6275, loss: 1.6275, grad_norm: 2.9700 2020-08-18 05:37:14,872 - mmaction - INFO - Saving checkpoint at 240 epochs 2020-08-18 05:37:37,444 - mmaction - INFO - Epoch [241][20/470] lr: 7.686e-03, eta: 1:54:37, time: 1.050, data_time: 0.328, memory: 9444, top1_acc: 0.6282, top5_acc: 0.8256, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.9219 2020-08-18 05:37:55,761 - mmaction - INFO - Epoch [241][40/470] lr: 7.686e-03, eta: 1:54:19, time: 0.916, data_time: 0.002, memory: 9444, top1_acc: 0.6252, top5_acc: 0.8234, loss_cls: 1.5827, loss: 1.5827, grad_norm: 2.9279 2020-08-18 05:38:14,605 - mmaction - INFO - Epoch [241][60/470] lr: 7.686e-03, eta: 1:54:01, time: 0.939, data_time: 0.004, memory: 9444, top1_acc: 0.6285, top5_acc: 0.8234, loss_cls: 1.5792, loss: 1.5792, grad_norm: 2.9534 2020-08-18 05:38:33,642 - mmaction - INFO - Epoch [241][80/470] lr: 7.686e-03, eta: 1:53:42, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.6348, top5_acc: 0.8269, loss_cls: 1.5443, loss: 1.5443, grad_norm: 2.9093 2020-08-18 05:38:52,721 - mmaction - INFO - Epoch [241][100/470] lr: 7.686e-03, eta: 1:53:24, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.6236, top5_acc: 0.8233, loss_cls: 1.5803, loss: 1.5803, grad_norm: 2.9701 2020-08-18 05:39:11,663 - mmaction - INFO - Epoch [241][120/470] lr: 7.686e-03, eta: 1:53:06, time: 0.947, data_time: 0.002, memory: 9444, top1_acc: 0.6257, top5_acc: 0.8194, loss_cls: 1.5934, loss: 1.5934, grad_norm: 2.9474 2020-08-18 05:39:30,615 - mmaction - INFO - Epoch [241][140/470] lr: 7.686e-03, eta: 1:52:48, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6255, top5_acc: 0.8206, loss_cls: 1.5893, loss: 1.5893, grad_norm: 2.9479 2020-08-18 05:39:48,999 - mmaction - INFO - Epoch [241][160/470] lr: 7.686e-03, eta: 1:52:29, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.6378, top5_acc: 0.8274, loss_cls: 1.5431, loss: 1.5431, grad_norm: 2.9158 2020-08-18 05:40:08,299 - mmaction - INFO - Epoch [241][180/470] lr: 7.686e-03, eta: 1:52:11, time: 0.965, data_time: 0.005, memory: 9444, top1_acc: 0.6277, top5_acc: 0.8299, loss_cls: 1.5452, loss: 1.5452, grad_norm: 2.9287 2020-08-18 05:40:27,170 - mmaction - INFO - Epoch [241][200/470] lr: 7.686e-03, eta: 1:51:53, time: 0.944, data_time: 0.002, memory: 9444, top1_acc: 0.6290, top5_acc: 0.8236, loss_cls: 1.5699, loss: 1.5699, grad_norm: 2.9537 2020-08-18 05:40:46,013 - mmaction - INFO - Epoch [241][220/470] lr: 7.686e-03, eta: 1:51:34, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.6397, top5_acc: 0.8295, loss_cls: 1.5120, loss: 1.5120, grad_norm: 2.8944 2020-08-18 05:41:04,832 - mmaction - INFO - Epoch [241][240/470] lr: 7.686e-03, eta: 1:51:16, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.6354, top5_acc: 0.8274, loss_cls: 1.5484, loss: 1.5484, grad_norm: 2.9524 2020-08-18 05:41:24,542 - mmaction - INFO - Epoch [241][260/470] lr: 7.686e-03, eta: 1:50:58, time: 0.983, data_time: 0.006, memory: 9444, top1_acc: 0.6324, top5_acc: 0.8285, loss_cls: 1.5610, loss: 1.5610, grad_norm: 2.9737 2020-08-18 05:41:43,671 - mmaction - INFO - Epoch [241][280/470] lr: 7.686e-03, eta: 1:50:39, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.6311, top5_acc: 0.8257, loss_cls: 1.5637, loss: 1.5637, grad_norm: 2.9323 2020-08-18 05:42:02,174 - mmaction - INFO - Epoch [241][300/470] lr: 7.686e-03, eta: 1:50:21, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.6281, top5_acc: 0.8190, loss_cls: 1.5810, loss: 1.5810, grad_norm: 2.9433 2020-08-18 05:42:20,931 - mmaction - INFO - Epoch [241][320/470] lr: 7.686e-03, eta: 1:50:03, time: 0.940, data_time: 0.006, memory: 9444, top1_acc: 0.6355, top5_acc: 0.8239, loss_cls: 1.5604, loss: 1.5604, grad_norm: 2.9282 2020-08-18 05:42:40,379 - mmaction - INFO - Epoch [241][340/470] lr: 7.686e-03, eta: 1:49:45, time: 0.970, data_time: 0.005, memory: 9444, top1_acc: 0.6247, top5_acc: 0.8199, loss_cls: 1.5952, loss: 1.5952, grad_norm: 3.0060 2020-08-18 05:42:59,134 - mmaction - INFO - Epoch [241][360/470] lr: 7.686e-03, eta: 1:49:26, time: 0.940, data_time: 0.005, memory: 9444, top1_acc: 0.6304, top5_acc: 0.8249, loss_cls: 1.5647, loss: 1.5647, grad_norm: 2.9538 2020-08-18 05:43:17,565 - mmaction - INFO - Epoch [241][380/470] lr: 7.686e-03, eta: 1:49:08, time: 0.920, data_time: 0.004, memory: 9444, top1_acc: 0.6324, top5_acc: 0.8303, loss_cls: 1.5351, loss: 1.5351, grad_norm: 2.9086 2020-08-18 05:43:37,103 - mmaction - INFO - Epoch [241][400/470] lr: 7.686e-03, eta: 1:48:50, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.6328, top5_acc: 0.8249, loss_cls: 1.5515, loss: 1.5515, grad_norm: 2.8987 2020-08-18 05:43:55,511 - mmaction - INFO - Epoch [241][420/470] lr: 7.686e-03, eta: 1:48:31, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.6309, top5_acc: 0.8216, loss_cls: 1.5706, loss: 1.5706, grad_norm: 3.0010 2020-08-18 05:44:15,114 - mmaction - INFO - Epoch [241][440/470] lr: 7.686e-03, eta: 1:48:13, time: 0.981, data_time: 0.004, memory: 9444, top1_acc: 0.6324, top5_acc: 0.8205, loss_cls: 1.5685, loss: 1.5685, grad_norm: 2.9655 2020-08-18 05:44:33,737 - mmaction - INFO - Epoch [241][460/470] lr: 7.686e-03, eta: 1:47:55, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.6331, top5_acc: 0.8257, loss_cls: 1.5576, loss: 1.5576, grad_norm: 2.9608 2020-08-18 05:45:08,009 - mmaction - INFO - Epoch [242][20/470] lr: 6.758e-03, eta: 1:47:27, time: 1.237, data_time: 0.435, memory: 9444, top1_acc: 0.6302, top5_acc: 0.8170, loss_cls: 1.5774, loss: 1.5774, grad_norm: 2.9369 2020-08-18 05:45:25,948 - mmaction - INFO - Epoch [242][40/470] lr: 6.758e-03, eta: 1:47:09, time: 0.899, data_time: 0.003, memory: 9444, top1_acc: 0.6305, top5_acc: 0.8217, loss_cls: 1.5708, loss: 1.5708, grad_norm: 2.9508 2020-08-18 05:45:44,722 - mmaction - INFO - Epoch [242][60/470] lr: 6.758e-03, eta: 1:46:50, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.6325, top5_acc: 0.8253, loss_cls: 1.5582, loss: 1.5582, grad_norm: 2.9329 2020-08-18 05:46:04,312 - mmaction - INFO - Epoch [242][80/470] lr: 6.758e-03, eta: 1:46:32, time: 0.981, data_time: 0.006, memory: 9444, top1_acc: 0.6226, top5_acc: 0.8174, loss_cls: 1.5953, loss: 1.5953, grad_norm: 2.9682 2020-08-18 05:46:22,684 - mmaction - INFO - Epoch [242][100/470] lr: 6.758e-03, eta: 1:46:14, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.6303, top5_acc: 0.8254, loss_cls: 1.5585, loss: 1.5585, grad_norm: 2.9899 2020-08-18 05:46:42,831 - mmaction - INFO - Epoch [242][120/470] lr: 6.758e-03, eta: 1:45:55, time: 1.008, data_time: 0.006, memory: 9444, top1_acc: 0.6344, top5_acc: 0.8299, loss_cls: 1.5386, loss: 1.5386, grad_norm: 2.9778 2020-08-18 05:47:01,195 - mmaction - INFO - Epoch [242][140/470] lr: 6.758e-03, eta: 1:45:37, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.6382, top5_acc: 0.8263, loss_cls: 1.5490, loss: 1.5490, grad_norm: 2.9786 2020-08-18 05:47:19,933 - mmaction - INFO - Epoch [242][160/470] lr: 6.758e-03, eta: 1:45:19, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.6375, top5_acc: 0.8315, loss_cls: 1.5333, loss: 1.5333, grad_norm: 2.9468 2020-08-18 05:47:38,546 - mmaction - INFO - Epoch [242][180/470] lr: 6.758e-03, eta: 1:45:00, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.6359, top5_acc: 0.8308, loss_cls: 1.5321, loss: 1.5321, grad_norm: 2.9654 2020-08-18 05:47:57,885 - mmaction - INFO - Epoch [242][200/470] lr: 6.758e-03, eta: 1:44:42, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.6389, top5_acc: 0.8239, loss_cls: 1.5572, loss: 1.5572, grad_norm: 2.9699 2020-08-18 05:48:16,251 - mmaction - INFO - Epoch [242][220/470] lr: 6.758e-03, eta: 1:44:24, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.6335, top5_acc: 0.8276, loss_cls: 1.5518, loss: 1.5518, grad_norm: 2.9862 2020-08-18 05:48:35,823 - mmaction - INFO - Epoch [242][240/470] lr: 6.758e-03, eta: 1:44:06, time: 0.980, data_time: 0.005, memory: 9444, top1_acc: 0.6325, top5_acc: 0.8279, loss_cls: 1.5607, loss: 1.5607, grad_norm: 2.9511 2020-08-18 05:48:54,575 - mmaction - INFO - Epoch [242][260/470] lr: 6.758e-03, eta: 1:43:47, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.6392, top5_acc: 0.8241, loss_cls: 1.5442, loss: 1.5442, grad_norm: 2.9718 2020-08-18 05:49:13,622 - mmaction - INFO - Epoch [242][280/470] lr: 6.758e-03, eta: 1:43:29, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.6446, top5_acc: 0.8320, loss_cls: 1.5123, loss: 1.5123, grad_norm: 2.9262 2020-08-18 05:49:32,262 - mmaction - INFO - Epoch [242][300/470] lr: 6.758e-03, eta: 1:43:11, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.6405, top5_acc: 0.8313, loss_cls: 1.5211, loss: 1.5211, grad_norm: 2.9908 2020-08-18 05:49:51,344 - mmaction - INFO - Epoch [242][320/470] lr: 6.758e-03, eta: 1:42:52, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.6229, top5_acc: 0.8213, loss_cls: 1.5869, loss: 1.5869, grad_norm: 3.0257 2020-08-18 05:50:10,617 - mmaction - INFO - Epoch [242][340/470] lr: 6.758e-03, eta: 1:42:34, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.6397, top5_acc: 0.8309, loss_cls: 1.5251, loss: 1.5251, grad_norm: 2.9662 2020-08-18 05:50:28,569 - mmaction - INFO - Epoch [242][360/470] lr: 6.758e-03, eta: 1:42:16, time: 0.898, data_time: 0.002, memory: 9444, top1_acc: 0.6404, top5_acc: 0.8274, loss_cls: 1.5375, loss: 1.5375, grad_norm: 3.0052 2020-08-18 05:50:46,479 - mmaction - INFO - Epoch [242][380/470] lr: 6.758e-03, eta: 1:41:57, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.6324, top5_acc: 0.8232, loss_cls: 1.5656, loss: 1.5656, grad_norm: 3.0173 2020-08-18 05:51:04,395 - mmaction - INFO - Epoch [242][400/470] lr: 6.758e-03, eta: 1:41:39, time: 0.896, data_time: 0.002, memory: 9444, top1_acc: 0.6356, top5_acc: 0.8169, loss_cls: 1.5668, loss: 1.5668, grad_norm: 2.9874 2020-08-18 05:51:22,463 - mmaction - INFO - Epoch [242][420/470] lr: 6.758e-03, eta: 1:41:21, time: 0.903, data_time: 0.002, memory: 9444, top1_acc: 0.6312, top5_acc: 0.8253, loss_cls: 1.5581, loss: 1.5581, grad_norm: 2.9696 2020-08-18 05:51:40,544 - mmaction - INFO - Epoch [242][440/470] lr: 6.758e-03, eta: 1:41:02, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.6231, top5_acc: 0.8159, loss_cls: 1.5947, loss: 1.5947, grad_norm: 3.0050 2020-08-18 05:51:57,836 - mmaction - INFO - Epoch [242][460/470] lr: 6.758e-03, eta: 1:40:44, time: 0.866, data_time: 0.005, memory: 9444, top1_acc: 0.6350, top5_acc: 0.8240, loss_cls: 1.5600, loss: 1.5600, grad_norm: 2.9757 2020-08-18 05:52:29,981 - mmaction - INFO - Epoch [243][20/470] lr: 5.889e-03, eta: 1:40:16, time: 1.123, data_time: 0.384, memory: 9444, top1_acc: 0.6335, top5_acc: 0.8265, loss_cls: 1.5509, loss: 1.5509, grad_norm: 2.9729 2020-08-18 05:52:47,883 - mmaction - INFO - Epoch [243][40/470] lr: 5.889e-03, eta: 1:39:58, time: 0.895, data_time: 0.004, memory: 9444, top1_acc: 0.6346, top5_acc: 0.8248, loss_cls: 1.5509, loss: 1.5509, grad_norm: 2.9820 2020-08-18 05:53:05,702 - mmaction - INFO - Epoch [243][60/470] lr: 5.889e-03, eta: 1:39:39, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.6282, top5_acc: 0.8212, loss_cls: 1.5738, loss: 1.5738, grad_norm: 3.0110 2020-08-18 05:53:24,641 - mmaction - INFO - Epoch [243][80/470] lr: 5.889e-03, eta: 1:39:21, time: 0.950, data_time: 0.006, memory: 9444, top1_acc: 0.6420, top5_acc: 0.8279, loss_cls: 1.5353, loss: 1.5353, grad_norm: 2.9566 2020-08-18 05:53:42,304 - mmaction - INFO - Epoch [243][100/470] lr: 5.889e-03, eta: 1:39:03, time: 0.883, data_time: 0.002, memory: 9444, top1_acc: 0.6474, top5_acc: 0.8304, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.9338 2020-08-18 05:54:00,713 - mmaction - INFO - Epoch [243][120/470] lr: 5.889e-03, eta: 1:38:44, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.6524, top5_acc: 0.8355, loss_cls: 1.4781, loss: 1.4781, grad_norm: 2.9168 2020-08-18 05:54:20,241 - mmaction - INFO - Epoch [243][140/470] lr: 5.889e-03, eta: 1:38:26, time: 0.979, data_time: 0.006, memory: 9444, top1_acc: 0.6400, top5_acc: 0.8236, loss_cls: 1.5236, loss: 1.5236, grad_norm: 2.9862 2020-08-18 05:54:38,586 - mmaction - INFO - Epoch [243][160/470] lr: 5.889e-03, eta: 1:38:08, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.6370, top5_acc: 0.8253, loss_cls: 1.5458, loss: 1.5458, grad_norm: 2.9928 2020-08-18 05:54:56,439 - mmaction - INFO - Epoch [243][180/470] lr: 5.889e-03, eta: 1:37:49, time: 0.895, data_time: 0.006, memory: 9444, top1_acc: 0.6330, top5_acc: 0.8259, loss_cls: 1.5412, loss: 1.5412, grad_norm: 3.0038 2020-08-18 05:55:14,136 - mmaction - INFO - Epoch [243][200/470] lr: 5.889e-03, eta: 1:37:31, time: 0.883, data_time: 0.005, memory: 9444, top1_acc: 0.6371, top5_acc: 0.8316, loss_cls: 1.5287, loss: 1.5287, grad_norm: 3.0306 2020-08-18 05:55:31,920 - mmaction - INFO - Epoch [243][220/470] lr: 5.889e-03, eta: 1:37:12, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6354, top5_acc: 0.8293, loss_cls: 1.5403, loss: 1.5403, grad_norm: 3.0234 2020-08-18 05:55:51,553 - mmaction - INFO - Epoch [243][240/470] lr: 5.889e-03, eta: 1:36:54, time: 0.981, data_time: 0.005, memory: 9444, top1_acc: 0.6305, top5_acc: 0.8296, loss_cls: 1.5491, loss: 1.5491, grad_norm: 3.0291 2020-08-18 05:56:08,663 - mmaction - INFO - Epoch [243][260/470] lr: 5.889e-03, eta: 1:36:36, time: 0.856, data_time: 0.002, memory: 9444, top1_acc: 0.6330, top5_acc: 0.8229, loss_cls: 1.5460, loss: 1.5460, grad_norm: 3.0044 2020-08-18 05:56:26,580 - mmaction - INFO - Epoch [243][280/470] lr: 5.889e-03, eta: 1:36:17, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.6341, top5_acc: 0.8196, loss_cls: 1.5718, loss: 1.5718, grad_norm: 2.9960 2020-08-18 05:56:44,886 - mmaction - INFO - Epoch [243][300/470] lr: 5.889e-03, eta: 1:35:59, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.6335, top5_acc: 0.8227, loss_cls: 1.5471, loss: 1.5471, grad_norm: 2.9780 2020-08-18 05:57:03,343 - mmaction - INFO - Epoch [243][320/470] lr: 5.889e-03, eta: 1:35:41, time: 0.921, data_time: 0.006, memory: 9444, top1_acc: 0.6361, top5_acc: 0.8277, loss_cls: 1.5534, loss: 1.5534, grad_norm: 2.9992 2020-08-18 05:57:21,586 - mmaction - INFO - Epoch [243][340/470] lr: 5.889e-03, eta: 1:35:22, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.6422, top5_acc: 0.8301, loss_cls: 1.5056, loss: 1.5056, grad_norm: 3.0173 2020-08-18 05:57:40,063 - mmaction - INFO - Epoch [243][360/470] lr: 5.889e-03, eta: 1:35:04, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.6414, top5_acc: 0.8296, loss_cls: 1.5246, loss: 1.5246, grad_norm: 2.9985 2020-08-18 05:57:57,436 - mmaction - INFO - Epoch [243][380/470] lr: 5.889e-03, eta: 1:34:46, time: 0.871, data_time: 0.005, memory: 9444, top1_acc: 0.6397, top5_acc: 0.8331, loss_cls: 1.5180, loss: 1.5180, grad_norm: 2.9747 2020-08-18 05:58:16,168 - mmaction - INFO - Epoch [243][400/470] lr: 5.889e-03, eta: 1:34:27, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.6436, top5_acc: 0.8312, loss_cls: 1.5165, loss: 1.5165, grad_norm: 2.9891 2020-08-18 05:58:34,728 - mmaction - INFO - Epoch [243][420/470] lr: 5.889e-03, eta: 1:34:09, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.6421, top5_acc: 0.8338, loss_cls: 1.5038, loss: 1.5038, grad_norm: 2.9669 2020-08-18 05:58:52,451 - mmaction - INFO - Epoch [243][440/470] lr: 5.889e-03, eta: 1:33:51, time: 0.886, data_time: 0.006, memory: 9444, top1_acc: 0.6352, top5_acc: 0.8274, loss_cls: 1.5460, loss: 1.5460, grad_norm: 3.0650 2020-08-18 05:59:11,252 - mmaction - INFO - Epoch [243][460/470] lr: 5.889e-03, eta: 1:33:32, time: 0.940, data_time: 0.002, memory: 9444, top1_acc: 0.6336, top5_acc: 0.8312, loss_cls: 1.5392, loss: 1.5392, grad_norm: 3.0494 2020-08-18 05:59:43,814 - mmaction - INFO - Epoch [244][20/470] lr: 5.079e-03, eta: 1:33:05, time: 1.159, data_time: 0.382, memory: 9444, top1_acc: 0.6384, top5_acc: 0.8330, loss_cls: 1.5169, loss: 1.5169, grad_norm: 2.9800 2020-08-18 06:00:03,775 - mmaction - INFO - Epoch [244][40/470] lr: 5.079e-03, eta: 1:32:46, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6353, top5_acc: 0.8264, loss_cls: 1.5380, loss: 1.5380, grad_norm: 2.9955 2020-08-18 06:00:21,973 - mmaction - INFO - Epoch [244][60/470] lr: 5.079e-03, eta: 1:32:28, time: 1.017, data_time: 0.114, memory: 9444, top1_acc: 0.6376, top5_acc: 0.8282, loss_cls: 1.5179, loss: 1.5179, grad_norm: 3.0085 2020-08-18 06:00:39,081 - mmaction - INFO - Epoch [244][80/470] lr: 5.079e-03, eta: 1:32:10, time: 0.854, data_time: 0.007, memory: 9444, top1_acc: 0.6461, top5_acc: 0.8320, loss_cls: 1.5100, loss: 1.5100, grad_norm: 2.9567 2020-08-18 06:00:57,371 - mmaction - INFO - Epoch [244][100/470] lr: 5.079e-03, eta: 1:31:51, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.6481, top5_acc: 0.8291, loss_cls: 1.5086, loss: 1.5086, grad_norm: 2.9501 2020-08-18 06:01:15,577 - mmaction - INFO - Epoch [244][120/470] lr: 5.079e-03, eta: 1:31:33, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.6382, top5_acc: 0.8305, loss_cls: 1.5121, loss: 1.5121, grad_norm: 2.9868 2020-08-18 06:01:34,699 - mmaction - INFO - Epoch [244][140/470] lr: 5.079e-03, eta: 1:31:15, time: 0.957, data_time: 0.006, memory: 9444, top1_acc: 0.6440, top5_acc: 0.8340, loss_cls: 1.4998, loss: 1.4998, grad_norm: 3.0152 2020-08-18 06:01:53,620 - mmaction - INFO - Epoch [244][160/470] lr: 5.079e-03, eta: 1:30:56, time: 0.945, data_time: 0.006, memory: 9444, top1_acc: 0.6468, top5_acc: 0.8383, loss_cls: 1.4735, loss: 1.4735, grad_norm: 2.9940 2020-08-18 06:02:11,366 - mmaction - INFO - Epoch [244][180/470] lr: 5.079e-03, eta: 1:30:38, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.6395, top5_acc: 0.8244, loss_cls: 1.5411, loss: 1.5411, grad_norm: 3.0215 2020-08-18 06:02:29,748 - mmaction - INFO - Epoch [244][200/470] lr: 5.079e-03, eta: 1:30:20, time: 0.919, data_time: 0.008, memory: 9444, top1_acc: 0.6474, top5_acc: 0.8328, loss_cls: 1.4934, loss: 1.4934, grad_norm: 2.9704 2020-08-18 06:02:49,046 - mmaction - INFO - Epoch [244][220/470] lr: 5.079e-03, eta: 1:30:01, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.6355, top5_acc: 0.8257, loss_cls: 1.5573, loss: 1.5573, grad_norm: 3.0515 2020-08-18 06:03:07,203 - mmaction - INFO - Epoch [244][240/470] lr: 5.079e-03, eta: 1:29:43, time: 0.908, data_time: 0.002, memory: 9444, top1_acc: 0.6348, top5_acc: 0.8259, loss_cls: 1.5530, loss: 1.5530, grad_norm: 3.0472 2020-08-18 06:03:25,771 - mmaction - INFO - Epoch [244][260/470] lr: 5.079e-03, eta: 1:29:25, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.6350, top5_acc: 0.8242, loss_cls: 1.5464, loss: 1.5464, grad_norm: 3.0855 2020-08-18 06:03:43,587 - mmaction - INFO - Epoch [244][280/470] lr: 5.079e-03, eta: 1:29:06, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.6448, top5_acc: 0.8317, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.9846 2020-08-18 06:04:01,319 - mmaction - INFO - Epoch [244][300/470] lr: 5.079e-03, eta: 1:28:48, time: 0.885, data_time: 0.005, memory: 9444, top1_acc: 0.6385, top5_acc: 0.8282, loss_cls: 1.5162, loss: 1.5162, grad_norm: 3.0206 2020-08-18 06:04:20,516 - mmaction - INFO - Epoch [244][320/470] lr: 5.079e-03, eta: 1:28:30, time: 0.961, data_time: 0.005, memory: 9444, top1_acc: 0.6327, top5_acc: 0.8300, loss_cls: 1.5380, loss: 1.5380, grad_norm: 3.0516 2020-08-18 06:04:39,342 - mmaction - INFO - Epoch [244][340/470] lr: 5.079e-03, eta: 1:28:11, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.6396, top5_acc: 0.8286, loss_cls: 1.5356, loss: 1.5356, grad_norm: 3.0559 2020-08-18 06:04:57,264 - mmaction - INFO - Epoch [244][360/470] lr: 5.079e-03, eta: 1:27:53, time: 0.899, data_time: 0.007, memory: 9444, top1_acc: 0.6371, top5_acc: 0.8225, loss_cls: 1.5527, loss: 1.5527, grad_norm: 3.0309 2020-08-18 06:05:15,983 - mmaction - INFO - Epoch [244][380/470] lr: 5.079e-03, eta: 1:27:35, time: 0.937, data_time: 0.006, memory: 9444, top1_acc: 0.6463, top5_acc: 0.8314, loss_cls: 1.4990, loss: 1.4990, grad_norm: 3.0277 2020-08-18 06:05:33,087 - mmaction - INFO - Epoch [244][400/470] lr: 5.079e-03, eta: 1:27:16, time: 0.855, data_time: 0.003, memory: 9444, top1_acc: 0.6403, top5_acc: 0.8244, loss_cls: 1.5353, loss: 1.5353, grad_norm: 3.0382 2020-08-18 06:05:51,361 - mmaction - INFO - Epoch [244][420/470] lr: 5.079e-03, eta: 1:26:58, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.6431, top5_acc: 0.8253, loss_cls: 1.5241, loss: 1.5241, grad_norm: 3.0333 2020-08-18 06:06:09,236 - mmaction - INFO - Epoch [244][440/470] lr: 5.079e-03, eta: 1:26:39, time: 0.895, data_time: 0.005, memory: 9444, top1_acc: 0.6305, top5_acc: 0.8295, loss_cls: 1.5383, loss: 1.5383, grad_norm: 3.0695 2020-08-18 06:06:28,225 - mmaction - INFO - Epoch [244][460/470] lr: 5.079e-03, eta: 1:26:21, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.6396, top5_acc: 0.8259, loss_cls: 1.5262, loss: 1.5262, grad_norm: 3.0186 2020-08-18 06:06:38,160 - mmaction - INFO - Saving checkpoint at 244 epochs 2020-08-18 06:07:03,008 - mmaction - INFO - Epoch [245][20/470] lr: 4.329e-03, eta: 1:25:53, time: 1.132, data_time: 0.433, memory: 9444, top1_acc: 0.6461, top5_acc: 0.8322, loss_cls: 1.5158, loss: 1.5158, grad_norm: 3.0032 2020-08-18 06:07:19,926 - mmaction - INFO - Epoch [245][40/470] lr: 4.329e-03, eta: 1:25:35, time: 0.848, data_time: 0.004, memory: 9444, top1_acc: 0.6399, top5_acc: 0.8291, loss_cls: 1.5339, loss: 1.5339, grad_norm: 3.0946 2020-08-18 06:07:38,489 - mmaction - INFO - Epoch [245][60/470] lr: 4.329e-03, eta: 1:25:17, time: 0.927, data_time: 0.006, memory: 9444, top1_acc: 0.6491, top5_acc: 0.8326, loss_cls: 1.4938, loss: 1.4938, grad_norm: 2.9914 2020-08-18 06:07:55,936 - mmaction - INFO - Epoch [245][80/470] lr: 4.329e-03, eta: 1:24:58, time: 0.874, data_time: 0.006, memory: 9444, top1_acc: 0.6448, top5_acc: 0.8329, loss_cls: 1.5067, loss: 1.5067, grad_norm: 3.0446 2020-08-18 06:08:14,404 - mmaction - INFO - Epoch [245][100/470] lr: 4.329e-03, eta: 1:24:40, time: 0.923, data_time: 0.002, memory: 9444, top1_acc: 0.6421, top5_acc: 0.8315, loss_cls: 1.5194, loss: 1.5194, grad_norm: 3.0413 2020-08-18 06:08:32,362 - mmaction - INFO - Epoch [245][120/470] lr: 4.329e-03, eta: 1:24:22, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.6463, top5_acc: 0.8377, loss_cls: 1.4753, loss: 1.4753, grad_norm: 3.0179 2020-08-18 06:08:51,238 - mmaction - INFO - Epoch [245][140/470] lr: 4.329e-03, eta: 1:24:03, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6515, top5_acc: 0.8350, loss_cls: 1.4791, loss: 1.4791, grad_norm: 3.0133 2020-08-18 06:09:09,552 - mmaction - INFO - Epoch [245][160/470] lr: 4.329e-03, eta: 1:23:45, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.6420, top5_acc: 0.8341, loss_cls: 1.5082, loss: 1.5082, grad_norm: 3.0490 2020-08-18 06:09:27,165 - mmaction - INFO - Epoch [245][180/470] lr: 4.329e-03, eta: 1:23:27, time: 0.879, data_time: 0.006, memory: 9444, top1_acc: 0.6354, top5_acc: 0.8322, loss_cls: 1.5300, loss: 1.5300, grad_norm: 3.0887 2020-08-18 06:09:45,209 - mmaction - INFO - Epoch [245][200/470] lr: 4.329e-03, eta: 1:23:08, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.6456, top5_acc: 0.8279, loss_cls: 1.5096, loss: 1.5096, grad_norm: 3.0442 2020-08-18 06:10:03,715 - mmaction - INFO - Epoch [245][220/470] lr: 4.329e-03, eta: 1:22:50, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.6425, top5_acc: 0.8278, loss_cls: 1.5072, loss: 1.5072, grad_norm: 3.0576 2020-08-18 06:10:22,808 - mmaction - INFO - Epoch [245][240/470] lr: 4.329e-03, eta: 1:22:32, time: 0.956, data_time: 0.003, memory: 9444, top1_acc: 0.6501, top5_acc: 0.8365, loss_cls: 1.4877, loss: 1.4877, grad_norm: 3.0207 2020-08-18 06:10:41,527 - mmaction - INFO - Epoch [245][260/470] lr: 4.329e-03, eta: 1:22:13, time: 0.934, data_time: 0.004, memory: 9444, top1_acc: 0.6439, top5_acc: 0.8316, loss_cls: 1.5204, loss: 1.5204, grad_norm: 3.0727 2020-08-18 06:10:58,376 - mmaction - INFO - Epoch [245][280/470] lr: 4.329e-03, eta: 1:21:55, time: 0.844, data_time: 0.005, memory: 9444, top1_acc: 0.6438, top5_acc: 0.8276, loss_cls: 1.4998, loss: 1.4998, grad_norm: 3.0334 2020-08-18 06:11:16,985 - mmaction - INFO - Epoch [245][300/470] lr: 4.329e-03, eta: 1:21:36, time: 0.929, data_time: 0.006, memory: 9444, top1_acc: 0.6387, top5_acc: 0.8322, loss_cls: 1.5085, loss: 1.5085, grad_norm: 3.0432 2020-08-18 06:11:35,777 - mmaction - INFO - Epoch [245][320/470] lr: 4.329e-03, eta: 1:21:18, time: 0.941, data_time: 0.005, memory: 9444, top1_acc: 0.6407, top5_acc: 0.8325, loss_cls: 1.5140, loss: 1.5140, grad_norm: 3.0766 2020-08-18 06:11:53,599 - mmaction - INFO - Epoch [245][340/470] lr: 4.329e-03, eta: 1:21:00, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.6437, top5_acc: 0.8321, loss_cls: 1.4994, loss: 1.4994, grad_norm: 3.0869 2020-08-18 06:12:12,146 - mmaction - INFO - Epoch [245][360/470] lr: 4.329e-03, eta: 1:20:41, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.6406, top5_acc: 0.8287, loss_cls: 1.5279, loss: 1.5279, grad_norm: 3.0901 2020-08-18 06:12:30,430 - mmaction - INFO - Epoch [245][380/470] lr: 4.329e-03, eta: 1:20:23, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.6427, top5_acc: 0.8343, loss_cls: 1.5187, loss: 1.5187, grad_norm: 3.0791 2020-08-18 06:12:48,456 - mmaction - INFO - Epoch [245][400/470] lr: 4.329e-03, eta: 1:20:05, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.6420, top5_acc: 0.8307, loss_cls: 1.5119, loss: 1.5119, grad_norm: 3.0634 2020-08-18 06:13:07,515 - mmaction - INFO - Epoch [245][420/470] lr: 4.329e-03, eta: 1:19:46, time: 0.953, data_time: 0.002, memory: 9444, top1_acc: 0.6449, top5_acc: 0.8308, loss_cls: 1.5026, loss: 1.5026, grad_norm: 3.0527 2020-08-18 06:13:26,104 - mmaction - INFO - Epoch [245][440/470] lr: 4.329e-03, eta: 1:19:28, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.6418, top5_acc: 0.8332, loss_cls: 1.5299, loss: 1.5299, grad_norm: 3.0924 2020-08-18 06:13:44,863 - mmaction - INFO - Epoch [245][460/470] lr: 4.329e-03, eta: 1:19:10, time: 0.938, data_time: 0.002, memory: 9444, top1_acc: 0.6475, top5_acc: 0.8288, loss_cls: 1.4992, loss: 1.4992, grad_norm: 3.0294 2020-08-18 06:14:16,346 - mmaction - INFO - Epoch [246][20/470] lr: 3.639e-03, eta: 1:18:42, time: 1.128, data_time: 0.377, memory: 9444, top1_acc: 0.6457, top5_acc: 0.8313, loss_cls: 1.5058, loss: 1.5058, grad_norm: 3.0763 2020-08-18 06:14:33,613 - mmaction - INFO - Epoch [246][40/470] lr: 3.639e-03, eta: 1:18:24, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.6562, top5_acc: 0.8404, loss_cls: 1.4641, loss: 1.4641, grad_norm: 3.0092 2020-08-18 06:14:51,967 - mmaction - INFO - Epoch [246][60/470] lr: 3.639e-03, eta: 1:18:05, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.6448, top5_acc: 0.8306, loss_cls: 1.5055, loss: 1.5055, grad_norm: 3.0816 2020-08-18 06:15:09,275 - mmaction - INFO - Epoch [246][80/470] lr: 3.639e-03, eta: 1:17:47, time: 0.867, data_time: 0.005, memory: 9444, top1_acc: 0.6472, top5_acc: 0.8365, loss_cls: 1.4853, loss: 1.4853, grad_norm: 3.0737 2020-08-18 06:15:28,178 - mmaction - INFO - Epoch [246][100/470] lr: 3.639e-03, eta: 1:17:29, time: 0.943, data_time: 0.005, memory: 9444, top1_acc: 0.6500, top5_acc: 0.8328, loss_cls: 1.4887, loss: 1.4887, grad_norm: 3.0365 2020-08-18 06:15:46,022 - mmaction - INFO - Epoch [246][120/470] lr: 3.639e-03, eta: 1:17:10, time: 0.894, data_time: 0.005, memory: 9444, top1_acc: 0.6382, top5_acc: 0.8279, loss_cls: 1.5106, loss: 1.5106, grad_norm: 3.1008 2020-08-18 06:16:04,289 - mmaction - INFO - Epoch [246][140/470] lr: 3.639e-03, eta: 1:16:52, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.6480, top5_acc: 0.8354, loss_cls: 1.4847, loss: 1.4847, grad_norm: 3.0750 2020-08-18 06:16:22,048 - mmaction - INFO - Epoch [246][160/470] lr: 3.639e-03, eta: 1:16:34, time: 0.890, data_time: 0.005, memory: 9444, top1_acc: 0.6548, top5_acc: 0.8370, loss_cls: 1.4784, loss: 1.4784, grad_norm: 3.0402 2020-08-18 06:16:40,570 - mmaction - INFO - Epoch [246][180/470] lr: 3.639e-03, eta: 1:16:15, time: 0.926, data_time: 0.006, memory: 9444, top1_acc: 0.6485, top5_acc: 0.8344, loss_cls: 1.4966, loss: 1.4966, grad_norm: 3.0554 2020-08-18 06:16:59,060 - mmaction - INFO - Epoch [246][200/470] lr: 3.639e-03, eta: 1:15:57, time: 0.924, data_time: 0.003, memory: 9444, top1_acc: 0.6417, top5_acc: 0.8248, loss_cls: 1.5469, loss: 1.5469, grad_norm: 3.1163 2020-08-18 06:17:16,948 - mmaction - INFO - Epoch [246][220/470] lr: 3.639e-03, eta: 1:15:39, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.6452, top5_acc: 0.8319, loss_cls: 1.4939, loss: 1.4939, grad_norm: 3.0582 2020-08-18 06:17:35,194 - mmaction - INFO - Epoch [246][240/470] lr: 3.639e-03, eta: 1:15:20, time: 0.914, data_time: 0.005, memory: 9444, top1_acc: 0.6440, top5_acc: 0.8345, loss_cls: 1.5107, loss: 1.5107, grad_norm: 3.1189 2020-08-18 06:17:54,088 - mmaction - INFO - Epoch [246][260/470] lr: 3.639e-03, eta: 1:15:02, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.6415, top5_acc: 0.8298, loss_cls: 1.5098, loss: 1.5098, grad_norm: 3.0996 2020-08-18 06:18:12,653 - mmaction - INFO - Epoch [246][280/470] lr: 3.639e-03, eta: 1:14:44, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.6534, top5_acc: 0.8427, loss_cls: 1.4455, loss: 1.4455, grad_norm: 3.0249 2020-08-18 06:18:30,048 - mmaction - INFO - Epoch [246][300/470] lr: 3.639e-03, eta: 1:14:25, time: 0.869, data_time: 0.006, memory: 9444, top1_acc: 0.6449, top5_acc: 0.8320, loss_cls: 1.5006, loss: 1.5006, grad_norm: 3.0587 2020-08-18 06:18:48,407 - mmaction - INFO - Epoch [246][320/470] lr: 3.639e-03, eta: 1:14:07, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6479, top5_acc: 0.8314, loss_cls: 1.5036, loss: 1.5036, grad_norm: 3.0726 2020-08-18 06:19:07,094 - mmaction - INFO - Epoch [246][340/470] lr: 3.639e-03, eta: 1:13:49, time: 0.934, data_time: 0.002, memory: 9444, top1_acc: 0.6459, top5_acc: 0.8323, loss_cls: 1.4831, loss: 1.4831, grad_norm: 3.1100 2020-08-18 06:19:24,531 - mmaction - INFO - Epoch [246][360/470] lr: 3.639e-03, eta: 1:13:30, time: 0.871, data_time: 0.006, memory: 9444, top1_acc: 0.6503, top5_acc: 0.8346, loss_cls: 1.4848, loss: 1.4848, grad_norm: 3.0450 2020-08-18 06:19:42,676 - mmaction - INFO - Epoch [246][380/470] lr: 3.639e-03, eta: 1:13:12, time: 0.909, data_time: 0.005, memory: 9444, top1_acc: 0.6439, top5_acc: 0.8352, loss_cls: 1.4958, loss: 1.4958, grad_norm: 3.0960 2020-08-18 06:20:01,091 - mmaction - INFO - Epoch [246][400/470] lr: 3.639e-03, eta: 1:12:53, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.6462, top5_acc: 0.8323, loss_cls: 1.4916, loss: 1.4916, grad_norm: 3.0737 2020-08-18 06:20:18,782 - mmaction - INFO - Epoch [246][420/470] lr: 3.639e-03, eta: 1:12:35, time: 0.887, data_time: 0.006, memory: 9444, top1_acc: 0.6493, top5_acc: 0.8351, loss_cls: 1.4667, loss: 1.4667, grad_norm: 3.0735 2020-08-18 06:20:37,400 - mmaction - INFO - Epoch [246][440/470] lr: 3.639e-03, eta: 1:12:17, time: 0.930, data_time: 0.006, memory: 9444, top1_acc: 0.6434, top5_acc: 0.8318, loss_cls: 1.5000, loss: 1.5000, grad_norm: 3.1174 2020-08-18 06:20:55,860 - mmaction - INFO - Epoch [246][460/470] lr: 3.639e-03, eta: 1:11:58, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.6446, top5_acc: 0.8364, loss_cls: 1.4816, loss: 1.4816, grad_norm: 3.0993 2020-08-18 06:21:28,903 - mmaction - INFO - Epoch [247][20/470] lr: 3.008e-03, eta: 1:11:31, time: 1.168, data_time: 0.372, memory: 9444, top1_acc: 0.6542, top5_acc: 0.8349, loss_cls: 1.4876, loss: 1.4876, grad_norm: 3.0889 2020-08-18 06:21:48,201 - mmaction - INFO - Epoch [247][40/470] lr: 3.008e-03, eta: 1:11:12, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.6482, top5_acc: 0.8396, loss_cls: 1.4626, loss: 1.4626, grad_norm: 3.0433 2020-08-18 06:22:06,467 - mmaction - INFO - Epoch [247][60/470] lr: 3.008e-03, eta: 1:10:54, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.6456, top5_acc: 0.8341, loss_cls: 1.4867, loss: 1.4867, grad_norm: 3.0656 2020-08-18 06:22:25,820 - mmaction - INFO - Epoch [247][80/470] lr: 3.008e-03, eta: 1:10:36, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.6478, top5_acc: 0.8354, loss_cls: 1.4801, loss: 1.4801, grad_norm: 3.0578 2020-08-18 06:22:44,177 - mmaction - INFO - Epoch [247][100/470] lr: 3.008e-03, eta: 1:10:17, time: 0.918, data_time: 0.002, memory: 9444, top1_acc: 0.6550, top5_acc: 0.8365, loss_cls: 1.4698, loss: 1.4698, grad_norm: 3.0897 2020-08-18 06:23:03,333 - mmaction - INFO - Epoch [247][120/470] lr: 3.008e-03, eta: 1:09:59, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.6425, top5_acc: 0.8272, loss_cls: 1.5272, loss: 1.5272, grad_norm: 3.0921 2020-08-18 06:23:21,938 - mmaction - INFO - Epoch [247][140/470] lr: 3.008e-03, eta: 1:09:41, time: 0.931, data_time: 0.004, memory: 9444, top1_acc: 0.6561, top5_acc: 0.8441, loss_cls: 1.4463, loss: 1.4463, grad_norm: 3.0789 2020-08-18 06:23:41,012 - mmaction - INFO - Epoch [247][160/470] lr: 3.008e-03, eta: 1:09:23, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.6483, top5_acc: 0.8348, loss_cls: 1.4797, loss: 1.4797, grad_norm: 3.0896 2020-08-18 06:23:59,968 - mmaction - INFO - Epoch [247][180/470] lr: 3.008e-03, eta: 1:09:04, time: 0.948, data_time: 0.005, memory: 9444, top1_acc: 0.6560, top5_acc: 0.8407, loss_cls: 1.4504, loss: 1.4504, grad_norm: 3.0703 2020-08-18 06:24:19,317 - mmaction - INFO - Epoch [247][200/470] lr: 3.008e-03, eta: 1:08:46, time: 0.966, data_time: 0.006, memory: 9444, top1_acc: 0.6515, top5_acc: 0.8375, loss_cls: 1.4597, loss: 1.4597, grad_norm: 3.1017 2020-08-18 06:24:38,480 - mmaction - INFO - Epoch [247][220/470] lr: 3.008e-03, eta: 1:08:28, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.6634, top5_acc: 0.8408, loss_cls: 1.4318, loss: 1.4318, grad_norm: 3.0414 2020-08-18 06:24:57,015 - mmaction - INFO - Epoch [247][240/470] lr: 3.008e-03, eta: 1:08:09, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.6486, top5_acc: 0.8338, loss_cls: 1.4939, loss: 1.4939, grad_norm: 3.0934 2020-08-18 06:25:16,357 - mmaction - INFO - Epoch [247][260/470] lr: 3.008e-03, eta: 1:07:51, time: 0.969, data_time: 0.005, memory: 9444, top1_acc: 0.6553, top5_acc: 0.8444, loss_cls: 1.4512, loss: 1.4512, grad_norm: 3.0646 2020-08-18 06:25:36,142 - mmaction - INFO - Epoch [247][280/470] lr: 3.008e-03, eta: 1:07:33, time: 0.988, data_time: 0.005, memory: 9444, top1_acc: 0.6497, top5_acc: 0.8330, loss_cls: 1.4933, loss: 1.4933, grad_norm: 3.1045 2020-08-18 06:25:54,163 - mmaction - INFO - Epoch [247][300/470] lr: 3.008e-03, eta: 1:07:14, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.6519, top5_acc: 0.8349, loss_cls: 1.4848, loss: 1.4848, grad_norm: 3.1348 2020-08-18 06:26:13,204 - mmaction - INFO - Epoch [247][320/470] lr: 3.008e-03, eta: 1:06:56, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6544, top5_acc: 0.8364, loss_cls: 1.4657, loss: 1.4657, grad_norm: 3.0803 2020-08-18 06:26:32,455 - mmaction - INFO - Epoch [247][340/470] lr: 3.008e-03, eta: 1:06:38, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.6540, top5_acc: 0.8415, loss_cls: 1.4615, loss: 1.4615, grad_norm: 3.0835 2020-08-18 06:26:51,758 - mmaction - INFO - Epoch [247][360/470] lr: 3.008e-03, eta: 1:06:19, time: 0.963, data_time: 0.006, memory: 9444, top1_acc: 0.6564, top5_acc: 0.8438, loss_cls: 1.4448, loss: 1.4448, grad_norm: 3.0962 2020-08-18 06:27:10,922 - mmaction - INFO - Epoch [247][380/470] lr: 3.008e-03, eta: 1:06:01, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.6599, top5_acc: 0.8403, loss_cls: 1.4410, loss: 1.4410, grad_norm: 3.0463 2020-08-18 06:27:30,254 - mmaction - INFO - Epoch [247][400/470] lr: 3.008e-03, eta: 1:05:43, time: 0.964, data_time: 0.005, memory: 9444, top1_acc: 0.6425, top5_acc: 0.8282, loss_cls: 1.5095, loss: 1.5095, grad_norm: 3.1197 2020-08-18 06:27:49,479 - mmaction - INFO - Epoch [247][420/470] lr: 3.008e-03, eta: 1:05:24, time: 0.964, data_time: 0.006, memory: 9444, top1_acc: 0.6518, top5_acc: 0.8338, loss_cls: 1.4856, loss: 1.4856, grad_norm: 3.0802 2020-08-18 06:28:07,907 - mmaction - INFO - Epoch [247][440/470] lr: 3.008e-03, eta: 1:05:06, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.6461, top5_acc: 0.8280, loss_cls: 1.5013, loss: 1.5013, grad_norm: 3.1023 2020-08-18 06:28:27,392 - mmaction - INFO - Epoch [247][460/470] lr: 3.008e-03, eta: 1:04:48, time: 0.978, data_time: 0.007, memory: 9444, top1_acc: 0.6430, top5_acc: 0.8273, loss_cls: 1.5194, loss: 1.5194, grad_norm: 3.1570 2020-08-18 06:28:59,638 - mmaction - INFO - Epoch [248][20/470] lr: 2.437e-03, eta: 1:04:20, time: 1.145, data_time: 0.386, memory: 9444, top1_acc: 0.6440, top5_acc: 0.8348, loss_cls: 1.4852, loss: 1.4852, grad_norm: 3.1404 2020-08-18 06:29:18,365 - mmaction - INFO - Epoch [248][40/470] lr: 2.437e-03, eta: 1:04:02, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.6489, top5_acc: 0.8268, loss_cls: 1.5114, loss: 1.5114, grad_norm: 3.1244 2020-08-18 06:29:37,390 - mmaction - INFO - Epoch [248][60/470] lr: 2.437e-03, eta: 1:03:44, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6483, top5_acc: 0.8386, loss_cls: 1.4682, loss: 1.4682, grad_norm: 3.1399 2020-08-18 06:29:56,008 - mmaction - INFO - Epoch [248][80/470] lr: 2.437e-03, eta: 1:03:25, time: 0.931, data_time: 0.002, memory: 9444, top1_acc: 0.6586, top5_acc: 0.8420, loss_cls: 1.4367, loss: 1.4367, grad_norm: 3.0634 2020-08-18 06:30:15,019 - mmaction - INFO - Epoch [248][100/470] lr: 2.437e-03, eta: 1:03:07, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.6553, top5_acc: 0.8355, loss_cls: 1.4682, loss: 1.4682, grad_norm: 3.0856 2020-08-18 06:30:33,759 - mmaction - INFO - Epoch [248][120/470] lr: 2.437e-03, eta: 1:02:49, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.6584, top5_acc: 0.8411, loss_cls: 1.4465, loss: 1.4465, grad_norm: 3.0866 2020-08-18 06:30:53,223 - mmaction - INFO - Epoch [248][140/470] lr: 2.437e-03, eta: 1:02:30, time: 0.973, data_time: 0.008, memory: 9444, top1_acc: 0.6442, top5_acc: 0.8292, loss_cls: 1.5098, loss: 1.5098, grad_norm: 3.1111 2020-08-18 06:31:12,112 - mmaction - INFO - Epoch [248][160/470] lr: 2.437e-03, eta: 1:02:12, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6519, top5_acc: 0.8365, loss_cls: 1.4771, loss: 1.4771, grad_norm: 3.0933 2020-08-18 06:31:30,780 - mmaction - INFO - Epoch [248][180/470] lr: 2.437e-03, eta: 1:01:54, time: 0.932, data_time: 0.004, memory: 9444, top1_acc: 0.6465, top5_acc: 0.8354, loss_cls: 1.4813, loss: 1.4813, grad_norm: 3.1287 2020-08-18 06:31:49,435 - mmaction - INFO - Epoch [248][200/470] lr: 2.437e-03, eta: 1:01:35, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.6541, top5_acc: 0.8347, loss_cls: 1.4785, loss: 1.4785, grad_norm: 3.1222 2020-08-18 06:32:08,174 - mmaction - INFO - Epoch [248][220/470] lr: 2.437e-03, eta: 1:01:17, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.6533, top5_acc: 0.8389, loss_cls: 1.4596, loss: 1.4596, grad_norm: 3.1150 2020-08-18 06:32:27,184 - mmaction - INFO - Epoch [248][240/470] lr: 2.437e-03, eta: 1:00:59, time: 0.952, data_time: 0.006, memory: 9444, top1_acc: 0.6540, top5_acc: 0.8375, loss_cls: 1.4676, loss: 1.4676, grad_norm: 3.1006 2020-08-18 06:32:45,912 - mmaction - INFO - Epoch [248][260/470] lr: 2.437e-03, eta: 1:00:40, time: 0.935, data_time: 0.006, memory: 9444, top1_acc: 0.6581, top5_acc: 0.8391, loss_cls: 1.4386, loss: 1.4386, grad_norm: 3.0618 2020-08-18 06:33:05,040 - mmaction - INFO - Epoch [248][280/470] lr: 2.437e-03, eta: 1:00:22, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.6500, top5_acc: 0.8371, loss_cls: 1.4714, loss: 1.4714, grad_norm: 3.1055 2020-08-18 06:33:24,075 - mmaction - INFO - Epoch [248][300/470] lr: 2.437e-03, eta: 1:00:04, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.6570, top5_acc: 0.8400, loss_cls: 1.4555, loss: 1.4555, grad_norm: 3.0887 2020-08-18 06:33:43,232 - mmaction - INFO - Epoch [248][320/470] lr: 2.437e-03, eta: 0:59:45, time: 0.959, data_time: 0.006, memory: 9444, top1_acc: 0.6438, top5_acc: 0.8365, loss_cls: 1.4909, loss: 1.4909, grad_norm: 3.1543 2020-08-18 06:34:01,695 - mmaction - INFO - Epoch [248][340/470] lr: 2.437e-03, eta: 0:59:27, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.6455, top5_acc: 0.8329, loss_cls: 1.4883, loss: 1.4883, grad_norm: 3.1011 2020-08-18 06:34:20,165 - mmaction - INFO - Epoch [248][360/470] lr: 2.437e-03, eta: 0:59:09, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.6496, top5_acc: 0.8371, loss_cls: 1.4815, loss: 1.4815, grad_norm: 3.1353 2020-08-18 06:34:38,920 - mmaction - INFO - Epoch [248][380/470] lr: 2.437e-03, eta: 0:58:50, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.6503, top5_acc: 0.8353, loss_cls: 1.4798, loss: 1.4798, grad_norm: 3.1176 2020-08-18 06:34:58,385 - mmaction - INFO - Epoch [248][400/470] lr: 2.437e-03, eta: 0:58:32, time: 0.975, data_time: 0.005, memory: 9444, top1_acc: 0.6486, top5_acc: 0.8365, loss_cls: 1.4668, loss: 1.4668, grad_norm: 3.1198 2020-08-18 06:35:16,776 - mmaction - INFO - Epoch [248][420/470] lr: 2.437e-03, eta: 0:58:14, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6438, top5_acc: 0.8319, loss_cls: 1.4904, loss: 1.4904, grad_norm: 3.1346 2020-08-18 06:35:35,946 - mmaction - INFO - Epoch [248][440/470] lr: 2.437e-03, eta: 0:57:55, time: 0.960, data_time: 0.005, memory: 9444, top1_acc: 0.6500, top5_acc: 0.8369, loss_cls: 1.4809, loss: 1.4809, grad_norm: 3.1471 2020-08-18 06:35:54,370 - mmaction - INFO - Epoch [248][460/470] lr: 2.437e-03, eta: 0:57:37, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6532, top5_acc: 0.8431, loss_cls: 1.4518, loss: 1.4518, grad_norm: 3.1651 2020-08-18 06:36:04,420 - mmaction - INFO - Saving checkpoint at 248 epochs 2020-08-18 06:36:27,903 - mmaction - INFO - Epoch [249][20/470] lr: 1.926e-03, eta: 0:57:09, time: 1.107, data_time: 0.352, memory: 9444, top1_acc: 0.6619, top5_acc: 0.8442, loss_cls: 1.4330, loss: 1.4330, grad_norm: 3.1077 2020-08-18 06:36:46,216 - mmaction - INFO - Epoch [249][40/470] lr: 1.926e-03, eta: 0:56:51, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.6610, top5_acc: 0.8392, loss_cls: 1.4424, loss: 1.4424, grad_norm: 3.0959 2020-08-18 06:37:06,178 - mmaction - INFO - Epoch [249][60/470] lr: 1.926e-03, eta: 0:56:33, time: 0.998, data_time: 0.005, memory: 9444, top1_acc: 0.6578, top5_acc: 0.8394, loss_cls: 1.4647, loss: 1.4647, grad_norm: 3.1160 2020-08-18 06:37:24,335 - mmaction - INFO - Epoch [249][80/470] lr: 1.926e-03, eta: 0:56:14, time: 0.908, data_time: 0.003, memory: 9444, top1_acc: 0.6535, top5_acc: 0.8329, loss_cls: 1.4646, loss: 1.4646, grad_norm: 3.1164 2020-08-18 06:37:43,054 - mmaction - INFO - Epoch [249][100/470] lr: 1.926e-03, eta: 0:55:56, time: 0.934, data_time: 0.005, memory: 9444, top1_acc: 0.6508, top5_acc: 0.8391, loss_cls: 1.4673, loss: 1.4673, grad_norm: 3.1318 2020-08-18 06:38:01,419 - mmaction - INFO - Epoch [249][120/470] lr: 1.926e-03, eta: 0:55:38, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.6565, top5_acc: 0.8415, loss_cls: 1.4545, loss: 1.4545, grad_norm: 3.0989 2020-08-18 06:38:20,215 - mmaction - INFO - Epoch [249][140/470] lr: 1.926e-03, eta: 0:55:19, time: 0.939, data_time: 0.007, memory: 9444, top1_acc: 0.6587, top5_acc: 0.8402, loss_cls: 1.4427, loss: 1.4427, grad_norm: 3.1272 2020-08-18 06:38:39,380 - mmaction - INFO - Epoch [249][160/470] lr: 1.926e-03, eta: 0:55:01, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.6501, top5_acc: 0.8370, loss_cls: 1.4737, loss: 1.4737, grad_norm: 3.1508 2020-08-18 06:38:58,129 - mmaction - INFO - Epoch [249][180/470] lr: 1.926e-03, eta: 0:54:43, time: 0.935, data_time: 0.005, memory: 9444, top1_acc: 0.6517, top5_acc: 0.8375, loss_cls: 1.4622, loss: 1.4622, grad_norm: 3.1446 2020-08-18 06:39:17,296 - mmaction - INFO - Epoch [249][200/470] lr: 1.926e-03, eta: 0:54:24, time: 0.960, data_time: 0.006, memory: 9444, top1_acc: 0.6541, top5_acc: 0.8376, loss_cls: 1.4800, loss: 1.4800, grad_norm: 3.1586 2020-08-18 06:39:36,691 - mmaction - INFO - Epoch [249][220/470] lr: 1.926e-03, eta: 0:54:06, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.6560, top5_acc: 0.8390, loss_cls: 1.4665, loss: 1.4665, grad_norm: 3.1201 2020-08-18 06:39:55,689 - mmaction - INFO - Epoch [249][240/470] lr: 1.926e-03, eta: 0:53:48, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.6517, top5_acc: 0.8414, loss_cls: 1.4532, loss: 1.4532, grad_norm: 3.1122 2020-08-18 06:40:13,935 - mmaction - INFO - Epoch [249][260/470] lr: 1.926e-03, eta: 0:53:29, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.6537, top5_acc: 0.8340, loss_cls: 1.4731, loss: 1.4731, grad_norm: 3.0989 2020-08-18 06:40:34,085 - mmaction - INFO - Epoch [249][280/470] lr: 1.926e-03, eta: 0:53:11, time: 1.010, data_time: 0.005, memory: 9444, top1_acc: 0.6525, top5_acc: 0.8351, loss_cls: 1.4639, loss: 1.4639, grad_norm: 3.1073 2020-08-18 06:40:52,697 - mmaction - INFO - Epoch [249][300/470] lr: 1.926e-03, eta: 0:52:53, time: 0.929, data_time: 0.005, memory: 9444, top1_acc: 0.6529, top5_acc: 0.8361, loss_cls: 1.4648, loss: 1.4648, grad_norm: 3.1427 2020-08-18 06:41:11,767 - mmaction - INFO - Epoch [249][320/470] lr: 1.926e-03, eta: 0:52:34, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.6515, top5_acc: 0.8382, loss_cls: 1.4697, loss: 1.4697, grad_norm: 3.1435 2020-08-18 06:41:30,972 - mmaction - INFO - Epoch [249][340/470] lr: 1.926e-03, eta: 0:52:16, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.6571, top5_acc: 0.8380, loss_cls: 1.4466, loss: 1.4466, grad_norm: 3.0890 2020-08-18 06:41:51,157 - mmaction - INFO - Epoch [249][360/470] lr: 1.926e-03, eta: 0:51:58, time: 1.010, data_time: 0.005, memory: 9444, top1_acc: 0.6491, top5_acc: 0.8327, loss_cls: 1.4744, loss: 1.4744, grad_norm: 3.1218 2020-08-18 06:42:10,632 - mmaction - INFO - Epoch [249][380/470] lr: 1.926e-03, eta: 0:51:40, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.6566, top5_acc: 0.8307, loss_cls: 1.4733, loss: 1.4733, grad_norm: 3.0903 2020-08-18 06:42:29,535 - mmaction - INFO - Epoch [249][400/470] lr: 1.926e-03, eta: 0:51:21, time: 0.947, data_time: 0.006, memory: 9444, top1_acc: 0.6600, top5_acc: 0.8394, loss_cls: 1.4422, loss: 1.4422, grad_norm: 3.1035 2020-08-18 06:42:48,695 - mmaction - INFO - Epoch [249][420/470] lr: 1.926e-03, eta: 0:51:03, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.6496, top5_acc: 0.8342, loss_cls: 1.4763, loss: 1.4763, grad_norm: 3.1292 2020-08-18 06:43:07,747 - mmaction - INFO - Epoch [249][440/470] lr: 1.926e-03, eta: 0:50:45, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.6499, top5_acc: 0.8346, loss_cls: 1.4846, loss: 1.4846, grad_norm: 3.1329 2020-08-18 06:43:25,873 - mmaction - INFO - Epoch [249][460/470] lr: 1.926e-03, eta: 0:50:26, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.6521, top5_acc: 0.8333, loss_cls: 1.4769, loss: 1.4769, grad_norm: 3.1501 2020-08-18 06:43:59,068 - mmaction - INFO - Epoch [250][20/470] lr: 1.475e-03, eta: 0:49:59, time: 1.162, data_time: 0.393, memory: 9444, top1_acc: 0.6485, top5_acc: 0.8367, loss_cls: 1.4872, loss: 1.4872, grad_norm: 3.1435 2020-08-18 06:44:16,776 - mmaction - INFO - Epoch [250][40/470] lr: 1.475e-03, eta: 0:49:40, time: 0.887, data_time: 0.005, memory: 9444, top1_acc: 0.6504, top5_acc: 0.8365, loss_cls: 1.4702, loss: 1.4702, grad_norm: 3.1617 2020-08-18 06:44:35,637 - mmaction - INFO - Epoch [250][60/470] lr: 1.475e-03, eta: 0:49:22, time: 0.942, data_time: 0.005, memory: 9444, top1_acc: 0.6542, top5_acc: 0.8392, loss_cls: 1.4606, loss: 1.4606, grad_norm: 3.1592 2020-08-18 06:44:53,449 - mmaction - INFO - Epoch [250][80/470] lr: 1.475e-03, eta: 0:49:04, time: 0.892, data_time: 0.005, memory: 9444, top1_acc: 0.6559, top5_acc: 0.8384, loss_cls: 1.4459, loss: 1.4459, grad_norm: 3.1088 2020-08-18 06:45:11,534 - mmaction - INFO - Epoch [250][100/470] lr: 1.475e-03, eta: 0:48:45, time: 0.903, data_time: 0.006, memory: 9444, top1_acc: 0.6479, top5_acc: 0.8313, loss_cls: 1.4877, loss: 1.4877, grad_norm: 3.1399 2020-08-18 06:45:29,321 - mmaction - INFO - Epoch [250][120/470] lr: 1.475e-03, eta: 0:48:27, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6580, top5_acc: 0.8430, loss_cls: 1.4470, loss: 1.4470, grad_norm: 3.1294 2020-08-18 06:45:46,822 - mmaction - INFO - Epoch [250][140/470] lr: 1.475e-03, eta: 0:48:08, time: 0.874, data_time: 0.005, memory: 9444, top1_acc: 0.6569, top5_acc: 0.8405, loss_cls: 1.4513, loss: 1.4513, grad_norm: 3.1138 2020-08-18 06:46:04,782 - mmaction - INFO - Epoch [250][160/470] lr: 1.475e-03, eta: 0:47:50, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.6588, top5_acc: 0.8409, loss_cls: 1.4427, loss: 1.4427, grad_norm: 3.1458 2020-08-18 06:46:22,875 - mmaction - INFO - Epoch [250][180/470] lr: 1.475e-03, eta: 0:47:32, time: 0.904, data_time: 0.005, memory: 9444, top1_acc: 0.6607, top5_acc: 0.8353, loss_cls: 1.4448, loss: 1.4448, grad_norm: 3.0958 2020-08-18 06:46:40,915 - mmaction - INFO - Epoch [250][200/470] lr: 1.475e-03, eta: 0:47:13, time: 0.902, data_time: 0.002, memory: 9444, top1_acc: 0.6664, top5_acc: 0.8424, loss_cls: 1.4229, loss: 1.4229, grad_norm: 3.1339 2020-08-18 06:46:58,631 - mmaction - INFO - Epoch [250][220/470] lr: 1.475e-03, eta: 0:46:55, time: 0.882, data_time: 0.005, memory: 9444, top1_acc: 0.6471, top5_acc: 0.8331, loss_cls: 1.4922, loss: 1.4922, grad_norm: 3.1527 2020-08-18 06:47:16,255 - mmaction - INFO - Epoch [250][240/470] lr: 1.475e-03, eta: 0:46:37, time: 0.885, data_time: 0.007, memory: 9444, top1_acc: 0.6529, top5_acc: 0.8345, loss_cls: 1.4746, loss: 1.4746, grad_norm: 3.1311 2020-08-18 06:47:35,348 - mmaction - INFO - Epoch [250][260/470] lr: 1.475e-03, eta: 0:46:18, time: 0.952, data_time: 0.005, memory: 9444, top1_acc: 0.6573, top5_acc: 0.8401, loss_cls: 1.4644, loss: 1.4644, grad_norm: 3.1615 2020-08-18 06:47:53,565 - mmaction - INFO - Epoch [250][280/470] lr: 1.475e-03, eta: 0:46:00, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.6556, top5_acc: 0.8392, loss_cls: 1.4634, loss: 1.4634, grad_norm: 3.1534 2020-08-18 06:48:11,860 - mmaction - INFO - Epoch [250][300/470] lr: 1.475e-03, eta: 0:45:42, time: 0.912, data_time: 0.005, memory: 9444, top1_acc: 0.6537, top5_acc: 0.8361, loss_cls: 1.4572, loss: 1.4572, grad_norm: 3.1403 2020-08-18 06:48:29,484 - mmaction - INFO - Epoch [250][320/470] lr: 1.475e-03, eta: 0:45:23, time: 0.884, data_time: 0.006, memory: 9444, top1_acc: 0.6557, top5_acc: 0.8380, loss_cls: 1.4570, loss: 1.4570, grad_norm: 3.1361 2020-08-18 06:48:48,917 - mmaction - INFO - Epoch [250][340/470] lr: 1.475e-03, eta: 0:45:05, time: 0.972, data_time: 0.005, memory: 9444, top1_acc: 0.6588, top5_acc: 0.8431, loss_cls: 1.4401, loss: 1.4401, grad_norm: 3.1308 2020-08-18 06:49:05,486 - mmaction - INFO - Epoch [250][360/470] lr: 1.475e-03, eta: 0:44:47, time: 0.828, data_time: 0.002, memory: 9444, top1_acc: 0.6542, top5_acc: 0.8375, loss_cls: 1.4687, loss: 1.4687, grad_norm: 3.1548 2020-08-18 06:49:23,983 - mmaction - INFO - Epoch [250][380/470] lr: 1.475e-03, eta: 0:44:28, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.6518, top5_acc: 0.8363, loss_cls: 1.4556, loss: 1.4556, grad_norm: 3.1794 2020-08-18 06:49:42,415 - mmaction - INFO - Epoch [250][400/470] lr: 1.475e-03, eta: 0:44:10, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.6572, top5_acc: 0.8409, loss_cls: 1.4406, loss: 1.4406, grad_norm: 3.1504 2020-08-18 06:49:59,967 - mmaction - INFO - Epoch [250][420/470] lr: 1.475e-03, eta: 0:43:52, time: 0.877, data_time: 0.002, memory: 9444, top1_acc: 0.6536, top5_acc: 0.8367, loss_cls: 1.4605, loss: 1.4605, grad_norm: 3.1555 2020-08-18 06:50:17,634 - mmaction - INFO - Epoch [250][440/470] lr: 1.475e-03, eta: 0:43:33, time: 0.882, data_time: 0.004, memory: 9444, top1_acc: 0.6580, top5_acc: 0.8382, loss_cls: 1.4509, loss: 1.4509, grad_norm: 3.1290 2020-08-18 06:50:35,809 - mmaction - INFO - Epoch [250][460/470] lr: 1.475e-03, eta: 0:43:15, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.6558, top5_acc: 0.8455, loss_cls: 1.4309, loss: 1.4309, grad_norm: 3.1283 2020-08-18 06:51:07,097 - mmaction - INFO - Epoch [251][20/470] lr: 1.084e-03, eta: 0:42:47, time: 1.111, data_time: 0.393, memory: 9444, top1_acc: 0.6540, top5_acc: 0.8376, loss_cls: 1.4725, loss: 1.4725, grad_norm: 3.1745 2020-08-18 06:51:24,031 - mmaction - INFO - Epoch [251][40/470] lr: 1.084e-03, eta: 0:42:29, time: 0.845, data_time: 0.006, memory: 9444, top1_acc: 0.6614, top5_acc: 0.8474, loss_cls: 1.4209, loss: 1.4209, grad_norm: 3.1144 2020-08-18 06:51:42,213 - mmaction - INFO - Epoch [251][60/470] lr: 1.084e-03, eta: 0:42:11, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.6690, top5_acc: 0.8460, loss_cls: 1.4144, loss: 1.4144, grad_norm: 3.0680 2020-08-18 06:51:59,926 - mmaction - INFO - Epoch [251][80/470] lr: 1.084e-03, eta: 0:41:52, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.6476, top5_acc: 0.8386, loss_cls: 1.4752, loss: 1.4752, grad_norm: 3.1646 2020-08-18 06:52:18,233 - mmaction - INFO - Epoch [251][100/470] lr: 1.084e-03, eta: 0:41:34, time: 0.915, data_time: 0.002, memory: 9444, top1_acc: 0.6544, top5_acc: 0.8372, loss_cls: 1.4592, loss: 1.4592, grad_norm: 3.1886 2020-08-18 06:52:36,766 - mmaction - INFO - Epoch [251][120/470] lr: 1.084e-03, eta: 0:41:16, time: 0.927, data_time: 0.005, memory: 9444, top1_acc: 0.6523, top5_acc: 0.8354, loss_cls: 1.4800, loss: 1.4800, grad_norm: 3.1682 2020-08-18 06:52:54,329 - mmaction - INFO - Epoch [251][140/470] lr: 1.084e-03, eta: 0:40:57, time: 0.878, data_time: 0.002, memory: 9444, top1_acc: 0.6519, top5_acc: 0.8362, loss_cls: 1.4668, loss: 1.4668, grad_norm: 3.1778 2020-08-18 06:53:13,289 - mmaction - INFO - Epoch [251][160/470] lr: 1.084e-03, eta: 0:40:39, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6583, top5_acc: 0.8396, loss_cls: 1.4458, loss: 1.4458, grad_norm: 3.1634 2020-08-18 06:53:32,283 - mmaction - INFO - Epoch [251][180/470] lr: 1.084e-03, eta: 0:40:20, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6499, top5_acc: 0.8376, loss_cls: 1.4726, loss: 1.4726, grad_norm: 3.1921 2020-08-18 06:53:50,170 - mmaction - INFO - Epoch [251][200/470] lr: 1.084e-03, eta: 0:40:02, time: 0.893, data_time: 0.005, memory: 9444, top1_acc: 0.6573, top5_acc: 0.8394, loss_cls: 1.4494, loss: 1.4494, grad_norm: 3.1230 2020-08-18 06:54:08,742 - mmaction - INFO - Epoch [251][220/470] lr: 1.084e-03, eta: 0:39:44, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.6614, top5_acc: 0.8422, loss_cls: 1.4313, loss: 1.4313, grad_norm: 3.1308 2020-08-18 06:54:26,208 - mmaction - INFO - Epoch [251][240/470] lr: 1.084e-03, eta: 0:39:25, time: 0.872, data_time: 0.005, memory: 9444, top1_acc: 0.6588, top5_acc: 0.8403, loss_cls: 1.4407, loss: 1.4407, grad_norm: 3.1582 2020-08-18 06:54:44,205 - mmaction - INFO - Epoch [251][260/470] lr: 1.084e-03, eta: 0:39:07, time: 0.901, data_time: 0.005, memory: 9444, top1_acc: 0.6593, top5_acc: 0.8381, loss_cls: 1.4485, loss: 1.4485, grad_norm: 3.1537 2020-08-18 06:55:02,749 - mmaction - INFO - Epoch [251][280/470] lr: 1.084e-03, eta: 0:38:49, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.6534, top5_acc: 0.8315, loss_cls: 1.4620, loss: 1.4620, grad_norm: 3.1390 2020-08-18 06:55:21,736 - mmaction - INFO - Epoch [251][300/470] lr: 1.084e-03, eta: 0:38:30, time: 0.949, data_time: 0.013, memory: 9444, top1_acc: 0.6565, top5_acc: 0.8344, loss_cls: 1.4682, loss: 1.4682, grad_norm: 3.1320 2020-08-18 06:55:39,084 - mmaction - INFO - Epoch [251][320/470] lr: 1.084e-03, eta: 0:38:12, time: 0.866, data_time: 0.006, memory: 9444, top1_acc: 0.6572, top5_acc: 0.8386, loss_cls: 1.4438, loss: 1.4438, grad_norm: 3.1352 2020-08-18 06:55:58,402 - mmaction - INFO - Epoch [251][340/470] lr: 1.084e-03, eta: 0:37:54, time: 0.967, data_time: 0.005, memory: 9444, top1_acc: 0.6546, top5_acc: 0.8405, loss_cls: 1.4444, loss: 1.4444, grad_norm: 3.1561 2020-08-18 06:56:16,885 - mmaction - INFO - Epoch [251][360/470] lr: 1.084e-03, eta: 0:37:35, time: 0.922, data_time: 0.006, memory: 9444, top1_acc: 0.6612, top5_acc: 0.8402, loss_cls: 1.4339, loss: 1.4339, grad_norm: 3.1358 2020-08-18 06:56:35,293 - mmaction - INFO - Epoch [251][380/470] lr: 1.084e-03, eta: 0:37:17, time: 0.922, data_time: 0.005, memory: 9444, top1_acc: 0.6594, top5_acc: 0.8413, loss_cls: 1.4240, loss: 1.4240, grad_norm: 3.1331 2020-08-18 06:56:53,293 - mmaction - INFO - Epoch [251][400/470] lr: 1.084e-03, eta: 0:36:59, time: 0.898, data_time: 0.005, memory: 9444, top1_acc: 0.6588, top5_acc: 0.8419, loss_cls: 1.4357, loss: 1.4357, grad_norm: 3.1193 2020-08-18 06:57:12,111 - mmaction - INFO - Epoch [251][420/470] lr: 1.084e-03, eta: 0:36:40, time: 0.943, data_time: 0.006, memory: 9444, top1_acc: 0.6597, top5_acc: 0.8384, loss_cls: 1.4563, loss: 1.4563, grad_norm: 3.1632 2020-08-18 06:57:30,522 - mmaction - INFO - Epoch [251][440/470] lr: 1.084e-03, eta: 0:36:22, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6563, top5_acc: 0.8320, loss_cls: 1.4538, loss: 1.4538, grad_norm: 3.1479 2020-08-18 06:57:49,863 - mmaction - INFO - Epoch [251][460/470] lr: 1.084e-03, eta: 0:36:04, time: 0.969, data_time: 0.006, memory: 9444, top1_acc: 0.6533, top5_acc: 0.8412, loss_cls: 1.4424, loss: 1.4424, grad_norm: 3.1788 2020-08-18 06:58:21,583 - mmaction - INFO - Epoch [252][20/470] lr: 7.528e-04, eta: 0:35:36, time: 1.121, data_time: 0.403, memory: 9444, top1_acc: 0.6603, top5_acc: 0.8442, loss_cls: 1.4310, loss: 1.4310, grad_norm: 3.1330 2020-08-18 06:58:40,074 - mmaction - INFO - Epoch [252][40/470] lr: 7.528e-04, eta: 0:35:18, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.6521, top5_acc: 0.8351, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.1583 2020-08-18 06:58:57,359 - mmaction - INFO - Epoch [252][60/470] lr: 7.528e-04, eta: 0:34:59, time: 0.861, data_time: 0.006, memory: 9444, top1_acc: 0.6618, top5_acc: 0.8415, loss_cls: 1.4358, loss: 1.4358, grad_norm: 3.1828 2020-08-18 06:59:15,053 - mmaction - INFO - Epoch [252][80/470] lr: 7.528e-04, eta: 0:34:41, time: 0.888, data_time: 0.007, memory: 9444, top1_acc: 0.6518, top5_acc: 0.8364, loss_cls: 1.4655, loss: 1.4655, grad_norm: 3.1835 2020-08-18 06:59:34,795 - mmaction - INFO - Epoch [252][100/470] lr: 7.528e-04, eta: 0:34:23, time: 0.985, data_time: 0.005, memory: 9444, top1_acc: 0.6513, top5_acc: 0.8335, loss_cls: 1.4707, loss: 1.4707, grad_norm: 3.1426 2020-08-18 06:59:52,871 - mmaction - INFO - Epoch [252][120/470] lr: 7.528e-04, eta: 0:34:04, time: 0.905, data_time: 0.005, memory: 9444, top1_acc: 0.6564, top5_acc: 0.8402, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.1520 2020-08-18 07:00:13,481 - mmaction - INFO - Epoch [252][140/470] lr: 7.528e-04, eta: 0:33:46, time: 1.024, data_time: 0.006, memory: 9444, top1_acc: 0.6646, top5_acc: 0.8362, loss_cls: 1.4436, loss: 1.4436, grad_norm: 3.1230 2020-08-18 07:00:30,444 - mmaction - INFO - Epoch [252][160/470] lr: 7.528e-04, eta: 0:33:28, time: 0.855, data_time: 0.017, memory: 9444, top1_acc: 0.6634, top5_acc: 0.8407, loss_cls: 1.4204, loss: 1.4204, grad_norm: 3.1166 2020-08-18 07:00:48,396 - mmaction - INFO - Epoch [252][180/470] lr: 7.528e-04, eta: 0:33:09, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.6543, top5_acc: 0.8409, loss_cls: 1.4480, loss: 1.4480, grad_norm: 3.1656 2020-08-18 07:01:06,178 - mmaction - INFO - Epoch [252][200/470] lr: 7.528e-04, eta: 0:32:51, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6638, top5_acc: 0.8392, loss_cls: 1.4401, loss: 1.4401, grad_norm: 3.1383 2020-08-18 07:01:24,570 - mmaction - INFO - Epoch [252][220/470] lr: 7.528e-04, eta: 0:32:33, time: 0.918, data_time: 0.006, memory: 9444, top1_acc: 0.6627, top5_acc: 0.8428, loss_cls: 1.4305, loss: 1.4305, grad_norm: 3.1238 2020-08-18 07:01:43,925 - mmaction - INFO - Epoch [252][240/470] lr: 7.528e-04, eta: 0:32:14, time: 0.970, data_time: 0.006, memory: 9444, top1_acc: 0.6657, top5_acc: 0.8438, loss_cls: 1.4165, loss: 1.4165, grad_norm: 3.1577 2020-08-18 07:02:01,465 - mmaction - INFO - Epoch [252][260/470] lr: 7.528e-04, eta: 0:31:56, time: 0.877, data_time: 0.005, memory: 9444, top1_acc: 0.6608, top5_acc: 0.8388, loss_cls: 1.4418, loss: 1.4418, grad_norm: 3.1526 2020-08-18 07:02:20,109 - mmaction - INFO - Epoch [252][280/470] lr: 7.528e-04, eta: 0:31:38, time: 0.932, data_time: 0.004, memory: 9444, top1_acc: 0.6544, top5_acc: 0.8408, loss_cls: 1.4579, loss: 1.4579, grad_norm: 3.1794 2020-08-18 07:02:38,289 - mmaction - INFO - Epoch [252][300/470] lr: 7.528e-04, eta: 0:31:19, time: 0.908, data_time: 0.006, memory: 9444, top1_acc: 0.6639, top5_acc: 0.8386, loss_cls: 1.4422, loss: 1.4422, grad_norm: 3.0915 2020-08-18 07:02:56,631 - mmaction - INFO - Epoch [252][320/470] lr: 7.528e-04, eta: 0:31:01, time: 0.919, data_time: 0.005, memory: 9444, top1_acc: 0.6621, top5_acc: 0.8461, loss_cls: 1.4270, loss: 1.4270, grad_norm: 3.1653 2020-08-18 07:03:15,069 - mmaction - INFO - Epoch [252][340/470] lr: 7.528e-04, eta: 0:30:43, time: 0.922, data_time: 0.002, memory: 9444, top1_acc: 0.6622, top5_acc: 0.8392, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.1505 2020-08-18 07:03:33,976 - mmaction - INFO - Epoch [252][360/470] lr: 7.528e-04, eta: 0:30:24, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.6569, top5_acc: 0.8419, loss_cls: 1.4379, loss: 1.4379, grad_norm: 3.1872 2020-08-18 07:03:51,543 - mmaction - INFO - Epoch [252][380/470] lr: 7.528e-04, eta: 0:30:06, time: 0.880, data_time: 0.005, memory: 9444, top1_acc: 0.6544, top5_acc: 0.8368, loss_cls: 1.4425, loss: 1.4425, grad_norm: 3.1547 2020-08-18 07:04:09,746 - mmaction - INFO - Epoch [252][400/470] lr: 7.528e-04, eta: 0:29:48, time: 0.910, data_time: 0.007, memory: 9444, top1_acc: 0.6580, top5_acc: 0.8375, loss_cls: 1.4513, loss: 1.4513, grad_norm: 3.1840 2020-08-18 07:04:27,731 - mmaction - INFO - Epoch [252][420/470] lr: 7.528e-04, eta: 0:29:29, time: 0.899, data_time: 0.003, memory: 9444, top1_acc: 0.6579, top5_acc: 0.8368, loss_cls: 1.4530, loss: 1.4530, grad_norm: 3.1515 2020-08-18 07:04:45,479 - mmaction - INFO - Epoch [252][440/470] lr: 7.528e-04, eta: 0:29:11, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.6595, top5_acc: 0.8404, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.1156 2020-08-18 07:05:03,443 - mmaction - INFO - Epoch [252][460/470] lr: 7.528e-04, eta: 0:28:53, time: 0.899, data_time: 0.005, memory: 9444, top1_acc: 0.6594, top5_acc: 0.8429, loss_cls: 1.4398, loss: 1.4398, grad_norm: 3.1553 2020-08-18 07:05:12,493 - mmaction - INFO - Saving checkpoint at 252 epochs 2020-08-18 07:05:37,550 - mmaction - INFO - Epoch [253][20/470] lr: 4.818e-04, eta: 0:28:25, time: 1.151, data_time: 0.442, memory: 9444, top1_acc: 0.6518, top5_acc: 0.8380, loss_cls: 1.4573, loss: 1.4573, grad_norm: 3.1909 2020-08-18 07:05:54,707 - mmaction - INFO - Epoch [253][40/470] lr: 4.818e-04, eta: 0:28:07, time: 0.859, data_time: 0.006, memory: 9444, top1_acc: 0.6528, top5_acc: 0.8400, loss_cls: 1.4556, loss: 1.4556, grad_norm: 3.1690 2020-08-18 07:06:13,291 - mmaction - INFO - Epoch [253][60/470] lr: 4.818e-04, eta: 0:27:48, time: 0.928, data_time: 0.005, memory: 9444, top1_acc: 0.6465, top5_acc: 0.8339, loss_cls: 1.4834, loss: 1.4834, grad_norm: 3.1981 2020-08-18 07:06:31,567 - mmaction - INFO - Epoch [253][80/470] lr: 4.818e-04, eta: 0:27:30, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.6652, top5_acc: 0.8455, loss_cls: 1.4166, loss: 1.4166, grad_norm: 3.1080 2020-08-18 07:06:49,889 - mmaction - INFO - Epoch [253][100/470] lr: 4.818e-04, eta: 0:27:12, time: 0.915, data_time: 0.005, memory: 9444, top1_acc: 0.6626, top5_acc: 0.8431, loss_cls: 1.4239, loss: 1.4239, grad_norm: 3.1363 2020-08-18 07:07:08,489 - mmaction - INFO - Epoch [253][120/470] lr: 4.818e-04, eta: 0:26:53, time: 0.931, data_time: 0.005, memory: 9444, top1_acc: 0.6567, top5_acc: 0.8344, loss_cls: 1.4653, loss: 1.4653, grad_norm: 3.1777 2020-08-18 07:07:26,573 - mmaction - INFO - Epoch [253][140/470] lr: 4.818e-04, eta: 0:26:35, time: 0.904, data_time: 0.002, memory: 9444, top1_acc: 0.6599, top5_acc: 0.8403, loss_cls: 1.4248, loss: 1.4248, grad_norm: 3.1401 2020-08-18 07:07:44,643 - mmaction - INFO - Epoch [253][160/470] lr: 4.818e-04, eta: 0:26:17, time: 0.902, data_time: 0.005, memory: 9444, top1_acc: 0.6570, top5_acc: 0.8330, loss_cls: 1.4646, loss: 1.4646, grad_norm: 3.1782 2020-08-18 07:08:02,838 - mmaction - INFO - Epoch [253][180/470] lr: 4.818e-04, eta: 0:25:58, time: 0.910, data_time: 0.005, memory: 9444, top1_acc: 0.6534, top5_acc: 0.8454, loss_cls: 1.4442, loss: 1.4442, grad_norm: 3.1787 2020-08-18 07:08:20,633 - mmaction - INFO - Epoch [253][200/470] lr: 4.818e-04, eta: 0:25:40, time: 0.889, data_time: 0.006, memory: 9444, top1_acc: 0.6527, top5_acc: 0.8391, loss_cls: 1.4499, loss: 1.4499, grad_norm: 3.1530 2020-08-18 07:08:39,612 - mmaction - INFO - Epoch [253][220/470] lr: 4.818e-04, eta: 0:25:22, time: 0.950, data_time: 0.005, memory: 9444, top1_acc: 0.6566, top5_acc: 0.8348, loss_cls: 1.4678, loss: 1.4678, grad_norm: 3.1480 2020-08-18 07:08:57,373 - mmaction - INFO - Epoch [253][240/470] lr: 4.818e-04, eta: 0:25:03, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.6513, top5_acc: 0.8316, loss_cls: 1.4743, loss: 1.4743, grad_norm: 3.1946 2020-08-18 07:09:15,333 - mmaction - INFO - Epoch [253][260/470] lr: 4.818e-04, eta: 0:24:45, time: 0.900, data_time: 0.005, memory: 9444, top1_acc: 0.6603, top5_acc: 0.8406, loss_cls: 1.4412, loss: 1.4412, grad_norm: 3.1802 2020-08-18 07:09:33,993 - mmaction - INFO - Epoch [253][280/470] lr: 4.818e-04, eta: 0:24:27, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.6519, top5_acc: 0.8354, loss_cls: 1.4638, loss: 1.4638, grad_norm: 3.1734 2020-08-18 07:09:51,919 - mmaction - INFO - Epoch [253][300/470] lr: 4.818e-04, eta: 0:24:08, time: 0.896, data_time: 0.004, memory: 9444, top1_acc: 0.6496, top5_acc: 0.8394, loss_cls: 1.4581, loss: 1.4581, grad_norm: 3.2091 2020-08-18 07:10:10,471 - mmaction - INFO - Epoch [253][320/470] lr: 4.818e-04, eta: 0:23:50, time: 0.925, data_time: 0.006, memory: 9444, top1_acc: 0.6541, top5_acc: 0.8438, loss_cls: 1.4359, loss: 1.4359, grad_norm: 3.1731 2020-08-18 07:10:28,656 - mmaction - INFO - Epoch [253][340/470] lr: 4.818e-04, eta: 0:23:32, time: 0.911, data_time: 0.004, memory: 9444, top1_acc: 0.6618, top5_acc: 0.8435, loss_cls: 1.4368, loss: 1.4368, grad_norm: 3.1506 2020-08-18 07:10:47,399 - mmaction - INFO - Epoch [253][360/470] lr: 4.818e-04, eta: 0:23:13, time: 0.936, data_time: 0.005, memory: 9444, top1_acc: 0.6587, top5_acc: 0.8369, loss_cls: 1.4631, loss: 1.4631, grad_norm: 3.1580 2020-08-18 07:11:05,141 - mmaction - INFO - Epoch [253][380/470] lr: 4.818e-04, eta: 0:22:55, time: 0.889, data_time: 0.005, memory: 9444, top1_acc: 0.6631, top5_acc: 0.8422, loss_cls: 1.4243, loss: 1.4243, grad_norm: 3.1686 2020-08-18 07:11:24,001 - mmaction - INFO - Epoch [253][400/470] lr: 4.818e-04, eta: 0:22:37, time: 0.941, data_time: 0.006, memory: 9444, top1_acc: 0.6575, top5_acc: 0.8438, loss_cls: 1.4405, loss: 1.4405, grad_norm: 3.1527 2020-08-18 07:11:42,375 - mmaction - INFO - Epoch [253][420/470] lr: 4.818e-04, eta: 0:22:18, time: 0.921, data_time: 0.005, memory: 9444, top1_acc: 0.6563, top5_acc: 0.8441, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.1859 2020-08-18 07:12:00,333 - mmaction - INFO - Epoch [253][440/470] lr: 4.818e-04, eta: 0:22:00, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.6645, top5_acc: 0.8405, loss_cls: 1.4167, loss: 1.4167, grad_norm: 3.1219 2020-08-18 07:12:18,637 - mmaction - INFO - Epoch [253][460/470] lr: 4.818e-04, eta: 0:21:42, time: 0.917, data_time: 0.006, memory: 9444, top1_acc: 0.6639, top5_acc: 0.8418, loss_cls: 1.4276, loss: 1.4276, grad_norm: 3.1588 2020-08-18 07:12:50,358 - mmaction - INFO - Epoch [254][20/470] lr: 2.710e-04, eta: 0:21:14, time: 1.132, data_time: 0.399, memory: 9444, top1_acc: 0.6628, top5_acc: 0.8479, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.1527 2020-08-18 07:13:08,092 - mmaction - INFO - Epoch [254][40/470] lr: 2.710e-04, eta: 0:20:56, time: 0.884, data_time: 0.007, memory: 9444, top1_acc: 0.6522, top5_acc: 0.8395, loss_cls: 1.4578, loss: 1.4578, grad_norm: 3.1699 2020-08-18 07:13:26,175 - mmaction - INFO - Epoch [254][60/470] lr: 2.710e-04, eta: 0:20:37, time: 0.906, data_time: 0.005, memory: 9444, top1_acc: 0.6630, top5_acc: 0.8367, loss_cls: 1.4383, loss: 1.4383, grad_norm: 3.1152 2020-08-18 07:13:44,875 - mmaction - INFO - Epoch [254][80/470] lr: 2.710e-04, eta: 0:20:19, time: 0.932, data_time: 0.005, memory: 9444, top1_acc: 0.6610, top5_acc: 0.8395, loss_cls: 1.4314, loss: 1.4314, grad_norm: 3.1291 2020-08-18 07:14:03,936 - mmaction - INFO - Epoch [254][100/470] lr: 2.710e-04, eta: 0:20:01, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.6512, top5_acc: 0.8396, loss_cls: 1.4606, loss: 1.4606, grad_norm: 3.2088 2020-08-18 07:14:22,832 - mmaction - INFO - Epoch [254][120/470] lr: 2.710e-04, eta: 0:19:42, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.6675, top5_acc: 0.8396, loss_cls: 1.4228, loss: 1.4228, grad_norm: 3.1093 2020-08-18 07:14:40,933 - mmaction - INFO - Epoch [254][140/470] lr: 2.710e-04, eta: 0:19:24, time: 0.907, data_time: 0.005, memory: 9444, top1_acc: 0.6550, top5_acc: 0.8363, loss_cls: 1.4497, loss: 1.4497, grad_norm: 3.1265 2020-08-18 07:14:59,208 - mmaction - INFO - Epoch [254][160/470] lr: 2.710e-04, eta: 0:19:06, time: 0.912, data_time: 0.006, memory: 9444, top1_acc: 0.6613, top5_acc: 0.8405, loss_cls: 1.4268, loss: 1.4268, grad_norm: 3.1146 2020-08-18 07:15:17,931 - mmaction - INFO - Epoch [254][180/470] lr: 2.710e-04, eta: 0:18:47, time: 0.938, data_time: 0.005, memory: 9444, top1_acc: 0.6632, top5_acc: 0.8419, loss_cls: 1.4239, loss: 1.4239, grad_norm: 3.1384 2020-08-18 07:15:37,146 - mmaction - INFO - Epoch [254][200/470] lr: 2.710e-04, eta: 0:18:29, time: 0.959, data_time: 0.005, memory: 9444, top1_acc: 0.6591, top5_acc: 0.8475, loss_cls: 1.4230, loss: 1.4230, grad_norm: 3.1532 2020-08-18 07:15:55,613 - mmaction - INFO - Epoch [254][220/470] lr: 2.710e-04, eta: 0:18:11, time: 0.925, data_time: 0.005, memory: 9444, top1_acc: 0.6590, top5_acc: 0.8371, loss_cls: 1.4467, loss: 1.4467, grad_norm: 3.1546 2020-08-18 07:16:14,134 - mmaction - INFO - Epoch [254][240/470] lr: 2.710e-04, eta: 0:17:52, time: 0.924, data_time: 0.005, memory: 9444, top1_acc: 0.6643, top5_acc: 0.8442, loss_cls: 1.4163, loss: 1.4163, grad_norm: 3.1612 2020-08-18 07:16:32,028 - mmaction - INFO - Epoch [254][260/470] lr: 2.710e-04, eta: 0:17:34, time: 0.897, data_time: 0.006, memory: 9444, top1_acc: 0.6628, top5_acc: 0.8434, loss_cls: 1.4099, loss: 1.4099, grad_norm: 3.1203 2020-08-18 07:16:50,905 - mmaction - INFO - Epoch [254][280/470] lr: 2.710e-04, eta: 0:17:16, time: 0.942, data_time: 0.006, memory: 9444, top1_acc: 0.6562, top5_acc: 0.8366, loss_cls: 1.4551, loss: 1.4551, grad_norm: 3.1609 2020-08-18 07:17:08,589 - mmaction - INFO - Epoch [254][300/470] lr: 2.710e-04, eta: 0:16:57, time: 0.886, data_time: 0.005, memory: 9444, top1_acc: 0.6550, top5_acc: 0.8414, loss_cls: 1.4529, loss: 1.4529, grad_norm: 3.1616 2020-08-18 07:17:26,674 - mmaction - INFO - Epoch [254][320/470] lr: 2.710e-04, eta: 0:16:39, time: 0.903, data_time: 0.004, memory: 9444, top1_acc: 0.6623, top5_acc: 0.8433, loss_cls: 1.4168, loss: 1.4168, grad_norm: 3.1545 2020-08-18 07:17:45,773 - mmaction - INFO - Epoch [254][340/470] lr: 2.710e-04, eta: 0:16:21, time: 0.956, data_time: 0.005, memory: 9444, top1_acc: 0.6623, top5_acc: 0.8426, loss_cls: 1.4222, loss: 1.4222, grad_norm: 3.1385 2020-08-18 07:18:04,107 - mmaction - INFO - Epoch [254][360/470] lr: 2.710e-04, eta: 0:16:02, time: 0.915, data_time: 0.004, memory: 9444, top1_acc: 0.6527, top5_acc: 0.8352, loss_cls: 1.4594, loss: 1.4594, grad_norm: 3.1783 2020-08-18 07:18:22,282 - mmaction - INFO - Epoch [254][380/470] lr: 2.710e-04, eta: 0:15:44, time: 0.911, data_time: 0.005, memory: 9444, top1_acc: 0.6554, top5_acc: 0.8331, loss_cls: 1.4692, loss: 1.4692, grad_norm: 3.1601 2020-08-18 07:18:41,210 - mmaction - INFO - Epoch [254][400/470] lr: 2.710e-04, eta: 0:15:26, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.6657, top5_acc: 0.8449, loss_cls: 1.4198, loss: 1.4198, grad_norm: 3.1484 2020-08-18 07:18:59,903 - mmaction - INFO - Epoch [254][420/470] lr: 2.710e-04, eta: 0:15:07, time: 0.936, data_time: 0.006, memory: 9444, top1_acc: 0.6652, top5_acc: 0.8447, loss_cls: 1.4244, loss: 1.4244, grad_norm: 3.1633 2020-08-18 07:19:17,755 - mmaction - INFO - Epoch [254][440/470] lr: 2.710e-04, eta: 0:14:49, time: 0.891, data_time: 0.005, memory: 9444, top1_acc: 0.6537, top5_acc: 0.8393, loss_cls: 1.4559, loss: 1.4559, grad_norm: 3.1830 2020-08-18 07:19:36,314 - mmaction - INFO - Epoch [254][460/470] lr: 2.710e-04, eta: 0:14:31, time: 0.930, data_time: 0.005, memory: 9444, top1_acc: 0.6632, top5_acc: 0.8419, loss_cls: 1.4301, loss: 1.4301, grad_norm: 3.1378 2020-08-18 07:20:08,750 - mmaction - INFO - Epoch [255][20/470] lr: 1.205e-04, eta: 0:14:03, time: 1.133, data_time: 0.383, memory: 9444, top1_acc: 0.6646, top5_acc: 0.8465, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.1522 2020-08-18 07:20:26,228 - mmaction - INFO - Epoch [255][40/470] lr: 1.205e-04, eta: 0:13:45, time: 0.873, data_time: 0.002, memory: 9444, top1_acc: 0.6542, top5_acc: 0.8361, loss_cls: 1.4572, loss: 1.4572, grad_norm: 3.1846 2020-08-18 07:20:44,465 - mmaction - INFO - Epoch [255][60/470] lr: 1.205e-04, eta: 0:13:26, time: 0.910, data_time: 0.006, memory: 9444, top1_acc: 0.6489, top5_acc: 0.8365, loss_cls: 1.4748, loss: 1.4748, grad_norm: 3.1937 2020-08-18 07:21:03,745 - mmaction - INFO - Epoch [255][80/470] lr: 1.205e-04, eta: 0:13:08, time: 0.966, data_time: 0.005, memory: 9444, top1_acc: 0.6526, top5_acc: 0.8298, loss_cls: 1.4853, loss: 1.4853, grad_norm: 3.1524 2020-08-18 07:21:21,689 - mmaction - INFO - Epoch [255][100/470] lr: 1.205e-04, eta: 0:12:50, time: 0.896, data_time: 0.005, memory: 9444, top1_acc: 0.6603, top5_acc: 0.8445, loss_cls: 1.4121, loss: 1.4121, grad_norm: 3.1535 2020-08-18 07:21:40,181 - mmaction - INFO - Epoch [255][120/470] lr: 1.205e-04, eta: 0:12:31, time: 0.926, data_time: 0.005, memory: 9444, top1_acc: 0.6559, top5_acc: 0.8398, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.1241 2020-08-18 07:21:59,229 - mmaction - INFO - Epoch [255][140/470] lr: 1.205e-04, eta: 0:12:13, time: 0.951, data_time: 0.005, memory: 9444, top1_acc: 0.6658, top5_acc: 0.8481, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.1437 2020-08-18 07:22:17,467 - mmaction - INFO - Epoch [255][160/470] lr: 1.205e-04, eta: 0:11:55, time: 0.913, data_time: 0.005, memory: 9444, top1_acc: 0.6631, top5_acc: 0.8488, loss_cls: 1.4078, loss: 1.4078, grad_norm: 3.1527 2020-08-18 07:22:35,514 - mmaction - INFO - Epoch [255][180/470] lr: 1.205e-04, eta: 0:11:36, time: 0.900, data_time: 0.007, memory: 9444, top1_acc: 0.6609, top5_acc: 0.8395, loss_cls: 1.4322, loss: 1.4322, grad_norm: 3.1372 2020-08-18 07:22:53,718 - mmaction - INFO - Epoch [255][200/470] lr: 1.205e-04, eta: 0:11:18, time: 0.913, data_time: 0.006, memory: 9444, top1_acc: 0.6625, top5_acc: 0.8405, loss_cls: 1.4331, loss: 1.4331, grad_norm: 3.1326 2020-08-18 07:23:12,254 - mmaction - INFO - Epoch [255][220/470] lr: 1.205e-04, eta: 0:11:00, time: 0.923, data_time: 0.005, memory: 9444, top1_acc: 0.6531, top5_acc: 0.8425, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.1578 2020-08-18 07:23:31,226 - mmaction - INFO - Epoch [255][240/470] lr: 1.205e-04, eta: 0:10:41, time: 0.952, data_time: 0.007, memory: 9444, top1_acc: 0.6547, top5_acc: 0.8393, loss_cls: 1.4528, loss: 1.4528, grad_norm: 3.1620 2020-08-18 07:23:48,771 - mmaction - INFO - Epoch [255][260/470] lr: 1.205e-04, eta: 0:10:23, time: 0.876, data_time: 0.006, memory: 9444, top1_acc: 0.6660, top5_acc: 0.8419, loss_cls: 1.4255, loss: 1.4255, grad_norm: 3.1789 2020-08-18 07:24:07,108 - mmaction - INFO - Epoch [255][280/470] lr: 1.205e-04, eta: 0:10:05, time: 0.918, data_time: 0.005, memory: 9444, top1_acc: 0.6644, top5_acc: 0.8412, loss_cls: 1.4480, loss: 1.4480, grad_norm: 3.1500 2020-08-18 07:24:26,493 - mmaction - INFO - Epoch [255][300/470] lr: 1.205e-04, eta: 0:09:46, time: 0.968, data_time: 0.005, memory: 9444, top1_acc: 0.6578, top5_acc: 0.8418, loss_cls: 1.4426, loss: 1.4426, grad_norm: 3.1950 2020-08-18 07:24:45,531 - mmaction - INFO - Epoch [255][320/470] lr: 1.205e-04, eta: 0:09:28, time: 0.954, data_time: 0.005, memory: 9444, top1_acc: 0.6603, top5_acc: 0.8359, loss_cls: 1.4370, loss: 1.4370, grad_norm: 3.1431 2020-08-18 07:25:05,509 - mmaction - INFO - Epoch [255][340/470] lr: 1.205e-04, eta: 0:09:10, time: 0.999, data_time: 0.006, memory: 9444, top1_acc: 0.6666, top5_acc: 0.8422, loss_cls: 1.4250, loss: 1.4250, grad_norm: 3.1411 2020-08-18 07:25:23,745 - mmaction - INFO - Epoch [255][360/470] lr: 1.205e-04, eta: 0:08:51, time: 0.912, data_time: 0.002, memory: 9444, top1_acc: 0.6551, top5_acc: 0.8434, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.1617 2020-08-18 07:25:42,424 - mmaction - INFO - Epoch [255][380/470] lr: 1.205e-04, eta: 0:08:33, time: 0.933, data_time: 0.005, memory: 9444, top1_acc: 0.6649, top5_acc: 0.8410, loss_cls: 1.4138, loss: 1.4138, grad_norm: 3.1203 2020-08-18 07:26:00,713 - mmaction - INFO - Epoch [255][400/470] lr: 1.205e-04, eta: 0:08:15, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.6657, top5_acc: 0.8459, loss_cls: 1.3981, loss: 1.3981, grad_norm: 3.1061 2020-08-18 07:26:19,089 - mmaction - INFO - Epoch [255][420/470] lr: 1.205e-04, eta: 0:07:56, time: 0.916, data_time: 0.005, memory: 9444, top1_acc: 0.6616, top5_acc: 0.8392, loss_cls: 1.4450, loss: 1.4450, grad_norm: 3.1652 2020-08-18 07:26:37,922 - mmaction - INFO - Epoch [255][440/470] lr: 1.205e-04, eta: 0:07:38, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.6543, top5_acc: 0.8347, loss_cls: 1.4625, loss: 1.4625, grad_norm: 3.1967 2020-08-18 07:26:57,218 - mmaction - INFO - Epoch [255][460/470] lr: 1.205e-04, eta: 0:07:20, time: 0.963, data_time: 0.005, memory: 9444, top1_acc: 0.6578, top5_acc: 0.8378, loss_cls: 1.4507, loss: 1.4507, grad_norm: 3.1607 2020-08-18 07:27:30,007 - mmaction - INFO - Epoch [256][20/470] lr: 3.012e-05, eta: 0:06:52, time: 1.171, data_time: 0.389, memory: 9444, top1_acc: 0.6583, top5_acc: 0.8380, loss_cls: 1.4437, loss: 1.4437, grad_norm: 3.1491 2020-08-18 07:27:48,739 - mmaction - INFO - Epoch [256][40/470] lr: 3.012e-05, eta: 0:06:34, time: 0.938, data_time: 0.006, memory: 9444, top1_acc: 0.6614, top5_acc: 0.8423, loss_cls: 1.4315, loss: 1.4315, grad_norm: 3.1726 2020-08-18 07:28:07,868 - mmaction - INFO - Epoch [256][60/470] lr: 3.012e-05, eta: 0:06:15, time: 0.955, data_time: 0.006, memory: 9444, top1_acc: 0.6643, top5_acc: 0.8472, loss_cls: 1.3936, loss: 1.3936, grad_norm: 3.1220 2020-08-18 07:28:27,321 - mmaction - INFO - Epoch [256][80/470] lr: 3.012e-05, eta: 0:05:57, time: 0.974, data_time: 0.005, memory: 9444, top1_acc: 0.6593, top5_acc: 0.8438, loss_cls: 1.4300, loss: 1.4300, grad_norm: 3.1644 2020-08-18 07:28:45,495 - mmaction - INFO - Epoch [256][100/470] lr: 3.012e-05, eta: 0:05:39, time: 0.909, data_time: 0.006, memory: 9444, top1_acc: 0.6567, top5_acc: 0.8404, loss_cls: 1.4568, loss: 1.4568, grad_norm: 3.1732 2020-08-18 07:29:04,369 - mmaction - INFO - Epoch [256][120/470] lr: 3.012e-05, eta: 0:05:20, time: 0.944, data_time: 0.003, memory: 9444, top1_acc: 0.6610, top5_acc: 0.8388, loss_cls: 1.4358, loss: 1.4358, grad_norm: 3.1564 2020-08-18 07:29:23,947 - mmaction - INFO - Epoch [256][140/470] lr: 3.012e-05, eta: 0:05:02, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.6621, top5_acc: 0.8403, loss_cls: 1.4538, loss: 1.4538, grad_norm: 3.2012 2020-08-18 07:29:42,845 - mmaction - INFO - Epoch [256][160/470] lr: 3.012e-05, eta: 0:04:44, time: 0.946, data_time: 0.005, memory: 9444, top1_acc: 0.6688, top5_acc: 0.8462, loss_cls: 1.4053, loss: 1.4053, grad_norm: 3.1139 2020-08-18 07:30:02,415 - mmaction - INFO - Epoch [256][180/470] lr: 3.012e-05, eta: 0:04:25, time: 0.976, data_time: 0.005, memory: 9444, top1_acc: 0.6631, top5_acc: 0.8439, loss_cls: 1.4154, loss: 1.4154, grad_norm: 3.1146 2020-08-18 07:30:20,616 - mmaction - INFO - Epoch [256][200/470] lr: 3.012e-05, eta: 0:04:07, time: 0.912, data_time: 0.004, memory: 9444, top1_acc: 0.6534, top5_acc: 0.8420, loss_cls: 1.4415, loss: 1.4415, grad_norm: 3.1661 2020-08-18 07:30:39,391 - mmaction - INFO - Epoch [256][220/470] lr: 3.012e-05, eta: 0:03:49, time: 0.937, data_time: 0.005, memory: 9444, top1_acc: 0.6637, top5_acc: 0.8459, loss_cls: 1.4155, loss: 1.4155, grad_norm: 3.1424 2020-08-18 07:30:58,530 - mmaction - INFO - Epoch [256][240/470] lr: 3.012e-05, eta: 0:03:30, time: 0.958, data_time: 0.005, memory: 9444, top1_acc: 0.6641, top5_acc: 0.8424, loss_cls: 1.4156, loss: 1.4156, grad_norm: 3.1488 2020-08-18 07:31:17,839 - mmaction - INFO - Epoch [256][260/470] lr: 3.012e-05, eta: 0:03:12, time: 0.967, data_time: 0.006, memory: 9444, top1_acc: 0.6568, top5_acc: 0.8388, loss_cls: 1.4484, loss: 1.4484, grad_norm: 3.1814 2020-08-18 07:31:36,733 - mmaction - INFO - Epoch [256][280/470] lr: 3.012e-05, eta: 0:02:54, time: 0.945, data_time: 0.003, memory: 9444, top1_acc: 0.6696, top5_acc: 0.8469, loss_cls: 1.3961, loss: 1.3961, grad_norm: 3.1209 2020-08-18 07:31:55,756 - mmaction - INFO - Epoch [256][300/470] lr: 3.012e-05, eta: 0:02:35, time: 0.952, data_time: 0.004, memory: 9444, top1_acc: 0.6532, top5_acc: 0.8389, loss_cls: 1.4485, loss: 1.4485, grad_norm: 3.1750 2020-08-18 07:32:14,687 - mmaction - INFO - Epoch [256][320/470] lr: 3.012e-05, eta: 0:02:17, time: 0.944, data_time: 0.005, memory: 9444, top1_acc: 0.6576, top5_acc: 0.8421, loss_cls: 1.4439, loss: 1.4439, grad_norm: 3.1811 2020-08-18 07:32:34,042 - mmaction - INFO - Epoch [256][340/470] lr: 3.012e-05, eta: 0:01:59, time: 0.971, data_time: 0.006, memory: 9444, top1_acc: 0.6629, top5_acc: 0.8406, loss_cls: 1.4277, loss: 1.4277, grad_norm: 3.1369 2020-08-18 07:32:52,467 - mmaction - INFO - Epoch [256][360/470] lr: 3.012e-05, eta: 0:01:40, time: 0.920, data_time: 0.005, memory: 9444, top1_acc: 0.6625, top5_acc: 0.8463, loss_cls: 1.4155, loss: 1.4155, grad_norm: 3.1653 2020-08-18 07:33:11,546 - mmaction - INFO - Epoch [256][380/470] lr: 3.012e-05, eta: 0:01:22, time: 0.955, data_time: 0.005, memory: 9444, top1_acc: 0.6567, top5_acc: 0.8396, loss_cls: 1.4487, loss: 1.4487, grad_norm: 3.1665 2020-08-18 07:33:31,129 - mmaction - INFO - Epoch [256][400/470] lr: 3.012e-05, eta: 0:01:04, time: 0.977, data_time: 0.005, memory: 9444, top1_acc: 0.6558, top5_acc: 0.8407, loss_cls: 1.4465, loss: 1.4465, grad_norm: 3.1859 2020-08-18 07:33:50,068 - mmaction - INFO - Epoch [256][420/470] lr: 3.012e-05, eta: 0:00:45, time: 0.949, data_time: 0.005, memory: 9444, top1_acc: 0.6641, top5_acc: 0.8387, loss_cls: 1.4420, loss: 1.4420, grad_norm: 3.1461 2020-08-18 07:34:09,012 - mmaction - INFO - Epoch [256][440/470] lr: 3.012e-05, eta: 0:00:27, time: 0.944, data_time: 0.006, memory: 9444, top1_acc: 0.6692, top5_acc: 0.8452, loss_cls: 1.4052, loss: 1.4052, grad_norm: 3.1180 2020-08-18 07:34:27,447 - mmaction - INFO - Epoch [256][460/470] lr: 3.012e-05, eta: 0:00:09, time: 0.924, data_time: 0.007, memory: 9444, top1_acc: 0.6619, top5_acc: 0.8440, loss_cls: 1.4190, loss: 1.4190, grad_norm: 3.1542 2020-08-18 07:34:36,881 - mmaction - INFO - Saving checkpoint at 256 epochs